{
  "schemaVersion": 1,
  "rubricVersion": "1.1",
  "kind": "pair",
  "slug": "anythingllm-vs-claude",
  "canonicalUrl": "https://onaihq.com/compare/agents/anythingllm-vs-claude/",
  "markdownUrl": "https://onaihq.com/compare/agents/anythingllm-vs-claude/index.md",
  "dataUrl": "https://onaihq.com/compare/agents/anythingllm-vs-claude/data.json",
  "generatedAt": "2026-10-27",
  "lastCheckedAt": "2026-10-26",
  "lastCrossCheckedAt": "2026-10-26",
  "nextCheckAt": "2026-12-20",
  "publisher": {
    "name": "onAI",
    "url": "https://onaihq.com",
    "marketParticipant": true,
    "editorialControl": "onAI selects the products, rubric, sources and wording, including for comparisons that do not include onAI.",
    "disclosure": "Published by onAI. onAI also sells one of the products compared here. Findings about other products link to public sources so you can check them; statements about onAI are marked as stated by onAI."
  },
  "products": [
    {
      "id": "anythingllm",
      "name": "AnythingLLM",
      "website": "https://anythingllm.com",
      "repository": "https://github.com/Mintplex-Labs/anything-llm",
      "pageUrl": "https://onaihq.com/compare/agents/products/anythingllm/",
      "lifecycle": {
        "status": "unknown",
        "note": null
      },
      "surfaces": [
        {
          "id": "self-hosted-web",
          "name": "Customer-operated web application and server",
          "type": "self-hosted-server"
        },
        {
          "id": "desktop",
          "name": "AnythingLLM Desktop",
          "type": "desktop"
        },
        {
          "id": "cloud",
          "name": "AnythingLLM Cloud managed instance",
          "type": "managed-cloud"
        },
        {
          "id": "android",
          "name": "AnythingLLM Mobile for Android",
          "type": "mobile"
        },
        {
          "id": "browser-extension",
          "name": "AnythingLLM browser content collection extension",
          "type": "browser-extension"
        }
      ],
      "sourcedClaimCount": 46,
      "statedByVendorCount": 0,
      "crossCheckedClaimCount": 46,
      "sourcedOnlyClaimCount": 0,
      "oldestCheckedAt": "2026-10-21",
      "lastCheckedAt": "2026-10-26"
    },
    {
      "id": "claude",
      "name": "Claude Team / Enterprise",
      "website": "https://claude.com/enterprise",
      "repository": null,
      "pageUrl": "https://onaihq.com/compare/agents/products/claude/",
      "lifecycle": {
        "status": "sunset",
        "note": "Standalone Claude Design at claude.ai/design is scheduled to close on December 14, 2026; design creation continues inside Claude Artifacts.",
        "scope": "Only standalone Claude Design at claude.ai/design. This is not a sunset of Claude Team or Enterprise chat, Cowork or in-Claude Design.",
        "continuation": "Claude Artifacts Design inside Claude; the admin guide describes existing Design projects appearing there.",
        "announcementDate": null,
        "serviceEndDate": "2026-12-14",
        "checkedAt": "2026-10-21",
        "crossCheckedAt": "2026-10-21",
        "nextCheckAt": "2026-12-20",
        "evidenceIds": [
          "claude:cl-artifacts-admin"
        ]
      },
      "surfaces": [
        {
          "id": "claude-web",
          "name": "Claude Team and Enterprise web workspaces",
          "type": "web-app"
        },
        {
          "id": "claude-clients",
          "name": "Claude desktop and mobile clients",
          "type": "native-app"
        },
        {
          "id": "claude-connectors",
          "name": "Claude connectors and remote MCP integrations",
          "type": "integration"
        },
        {
          "id": "claude-office",
          "name": "Claude for Microsoft 365 official add-ins",
          "type": "suite-addin"
        },
        {
          "id": "claude-cowork",
          "name": "Claude Cowork cloud and desktop task execution",
          "type": "agent-workspace"
        },
        {
          "id": "claude-design-standalone",
          "name": "Standalone Claude Design at claude.ai/design, scoped lifecycle only",
          "type": "web-app"
        },
        {
          "id": "claude-google-addon",
          "name": "Claude native Google Workspace sidebar beta",
          "type": "suite-addin"
        }
      ],
      "sourcedClaimCount": 50,
      "statedByVendorCount": 0,
      "crossCheckedClaimCount": 50,
      "sourcedOnlyClaimCount": 0,
      "oldestCheckedAt": "2026-10-21",
      "lastCheckedAt": "2026-10-26"
    }
  ],
  "coverage": {
    "totalCriteria": 51,
    "sharedCrossCheckedCriteria": 45,
    "sharedSourcedCriteria": 45,
    "crossCheckedCriteriaByProduct": {
      "anythingllm": 46,
      "claude": 50
    },
    "sourcedOnlyCriteriaByProduct": {
      "anythingllm": 0,
      "claude": 0
    },
    "sourcedCriteriaByProduct": {
      "anythingllm": 46,
      "claude": 50
    },
    "crossCheckedCriterionRows": 51,
    "sourcedOnlyCriterionRows": 0,
    "sourcedCriterionRows": 51,
    "statedByVendorRows": 0
  },
  "criteria": [
    {
      "id": "MOD-01",
      "title": "Model catalogue and providers",
      "group": {
        "id": 1,
        "name": "Models"
      },
      "judgment": "List each available model by provider and plan, including reasoning, fast and multimodal variants. Record whether the user picks the model, the product routes automatically, or both. A provider counts only if at least one of its current models is selectable on the scoped plan.",
      "questions": [
        {
          "id": "providers",
          "question": "Which model providers are available?"
        },
        {
          "id": "current_models",
          "question": "Which current models are selectable on this plan?"
        },
        {
          "id": "user_choice",
          "question": "Can users pick the model per chat?"
        },
        {
          "id": "auto_routing",
          "question": "Does the product route between models automatically, and is the chosen model shown?"
        },
        {
          "id": "multimodal_input",
          "question": "Which models accept images, audio or files?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:MOD-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The customer selects provider/model combinations at system, workspace and Agent level; optional routing can choose per message.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "providers",
              "question": "Which model providers are available?",
              "support": "partial",
              "answer": "Documented integrations include OpenAI, Azure, Anthropic, Google, Bedrock, Mistral, Cohere, OpenRouter, LiteLLM and local servers. Actual selectable models require configured accounts/endpoints; no endpoint was exercised.",
              "evidenceIds": [
                "anythingllm:anythingllm:models",
                "anythingllm:anythingllm:llmconfig"
              ]
            },
            {
              "id": "current_models",
              "question": "Which current models are selectable on this plan?",
              "support": "unknown",
              "answer": "current_models: Which current models are selectable on this plan? A complete current selectable-model catalog was not captured from configured provider accounts.",
              "evidenceIds": []
            },
            {
              "id": "user_choice",
              "question": "Can users pick the model per chat?",
              "support": "supported",
              "answer": "System/workspace/Agent selections are configurable; the current built-in provider also has a chat model picker.",
              "evidenceIds": [
                "anythingllm:anythingllm:llmconfig",
                "anythingllm:anythingllm:built-in"
              ]
            },
            {
              "id": "auto_routing",
              "question": "Does the product route between models automatically, and is the chosen model shown?",
              "support": "partial",
              "answer": "Model Router supports ordered rules and a fallback model, including LLM-classified rules. A complete chosen-model display/test was not established.",
              "evidenceIds": [
                "anythingllm:anythingllm:router"
              ]
            },
            {
              "id": "multimodal_input",
              "question": "Which models accept images, audio or files?",
              "support": "partial",
              "answer": "System/workspace routes can accept image input with compatible models; exact audio/file and per-model behavior was not tested.",
              "evidenceIds": [
                "anythingllm:anythingllm:models",
                "anythingllm:anythingllm:constants-pin"
              ]
            }
          ],
          "limitations": [
            "providers: Documented integrations include OpenAI, Azure, Anthropic, Google, Bedrock, Mistral, Cohere, OpenRouter, LiteLLM and local servers. Actual selectable models require configured accounts/endpoints; no endpoint was exercised.",
            "current_models: Which current models are selectable on this plan? A complete current selectable-model catalog was not captured from configured provider accounts.",
            "auto_routing: Model Router supports ordered rules and a fallback model, including LLM-classified rules. A complete chosen-model display/test was not established.",
            "multimodal_input: System/workspace routes can accept image input with compatible models; exact audio/file and per-model behavior was not tested."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:models",
            "anythingllm:anythingllm:llmconfig",
            "anythingllm:anythingllm:built-in",
            "anythingllm:anythingllm:router",
            "anythingllm:anythingllm:constants-pin"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:MOD-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Team and Enterprise offer Anthropic model families with seat-specific Fable billing and visible safety fallback; organization controls can restrict the picker.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients"
            ],
            "version": "Hosted commercial Chat documentation checked 2026-10-26",
            "plan": "Team Standard/Premium; current usage-based Enterprise; legacy seat-based Enterprise only where explicitly identified",
            "addOns": [
              "Usage credits for Fable on Team Standard and legacy Enterprise Standard; consumption billed separately on current Enterprise"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "providers",
              "question": "Which model providers are available?",
              "support": "supported",
              "answer": "The commercial plan table includes Anthropic Fable, Opus, Sonnet and Haiku families; this is a single-provider hosted chat catalogue.",
              "evidenceIds": [
                "claude:cl-pricing-20261026"
              ]
            },
            {
              "id": "current_models",
              "question": "Which current models are selectable on this plan?",
              "support": "partial",
              "answer": "The current selector/context guides list Haiku 5.5, Sonnet 5.5, Opus 5.5 and Fable 5.1, plus older choices. Pricing includes the Opus/Sonnet/Haiku families on Team and Enterprise. Fable 5/5.1 use paid credits on Team Standard and legacy Enterprise Standard, a capped included share on Premium, and API-rate consumption on current Enterprise. Admin restrictions can remove access; no authenticated tenant picker was observed.",
              "evidenceIds": [
                "claude:cl-model-menu-r2-20261026",
                "claude:cl-context-plans-r2-20261026",
                "claude:cl-pricing-20261026",
                "claude:claude:fable-plan-20261026"
              ]
            },
            {
              "id": "user_choice",
              "question": "Can users pick the model per chat?",
              "support": "partial",
              "answer": "Users select a chat model and effort from the menu; changes apply to the next response. Enterprise model controls may restrict choices. Office and Cowork defaults are scoped separately.",
              "evidenceIds": [
                "claude:cl-model-menu-r2-20261026",
                "claude:cl-model-control-20261026"
              ]
            },
            {
              "id": "auto_routing",
              "question": "Does the product route between models automatically, and is the chosen model shown?",
              "support": "partial",
              "answer": "Fable 5/5.1 safety fallback is enabled by default and may rerun a flagged request on an Opus model in the same chat. A visible notice and responding-model label disclose the switch, and users can disable it. General task-complexity routing is not established.",
              "evidenceIds": [
                "claude:claude:transparent-fallback-20261026",
                "claude:claude:fable-plan-20261026"
              ]
            },
            {
              "id": "multimodal_input",
              "question": "Which models accept images, audio or files?",
              "support": "partial",
              "answer": "The chat attachment guide documents images/PDF/documents; exact per-model modality and paid-seat compatibility remains unverified.",
              "evidenceIds": [
                "claude:cl-upload-r2-20261026"
              ]
            }
          ],
          "limitations": [
            "current_models: The current selector/context guides list Haiku 5.5, Sonnet 5.5, Opus 5.5 and Fable 5.1, plus older choices. Pricing includes the Opus/Sonnet/Haiku families on Team and Enterprise. Fable 5/5.1 use paid credits on Team Standard and legacy Enterprise Standard, a capped included share on Premium, and API-rate consumption on current Enterprise. Admin restrictions can remove access; no authenticated tenant picker was observed.",
            "user_choice: Users select a chat model and effort from the menu; changes apply to the next response. Enterprise model controls may restrict choices. Office and Cowork defaults are scoped separately.",
            "auto_routing: Fable 5/5.1 safety fallback is enabled by default and may rerun a flagged request on an Opus model in the same chat. A visible notice and responding-model label disclose the switch, and users can disable it. General task-complexity routing is not established.",
            "multimodal_input: The chat attachment guide documents images/PDF/documents; exact per-model modality and paid-seat compatibility remains unverified."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-model-menu-r2-20261026",
            "claude:cl-context-plans-r2-20261026",
            "claude:cl-upload-r2-20261026",
            "claude:cl-pricing-20261026",
            "claude:claude:fable-plan-20261026",
            "claude:cl-model-control-20261026",
            "claude:claude:transparent-fallback-20261026"
          ]
        }
      ]
    },
    {
      "id": "MOD-02",
      "title": "Model freshness",
      "group": {
        "id": 1,
        "name": "Models"
      },
      "judgment": "Measure the days from a provider's general release to availability in the product for the last three major releases from OpenAI, Anthropic and Google (and Mistral where offered). Use dated changelogs or observation. Record deprecation notice for retired models.",
      "questions": [
        {
          "id": "release_lag_days",
          "question": "What was the lag for each of the last three major releases, per provider?"
        },
        {
          "id": "changelog",
          "question": "Is there a dated public model changelog?"
        },
        {
          "id": "deprecation_notice",
          "question": "How much notice is given before a model is removed?"
        },
        {
          "id": "version_pinning",
          "question": "Can an admin keep an older model version?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:MOD-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dated releases and version-specific changelogs are public, but the three-release lag benchmark was not measured.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "release_lag_days",
              "question": "What was the lag for each of the last three major releases, per provider?",
              "support": "unknown",
              "answer": "release_lag_days: What was the lag for each of the last three major releases, per provider? No paired last-three-major-release availability dates or guaranteed model-deprecation notice window was established. The built-in Desktop engine migration removes old downloaded models when accepted.",
              "evidenceIds": []
            },
            {
              "id": "changelog",
              "question": "Is there a dated public model changelog?",
              "support": "supported",
              "answer": "GitHub releases and Desktop changelogs document dated changes; v1.18.0 was published 2026-10-13.",
              "evidenceIds": [
                "anythingllm:anythingllm:releases",
                "anythingllm:anythingllm:changelog"
              ]
            },
            {
              "id": "deprecation_notice",
              "question": "How much notice is given before a model is removed?",
              "support": "unknown",
              "answer": "deprecation_notice: How much notice is given before a model is removed? No paired last-three-major-release availability dates or guaranteed model-deprecation notice window was established. The built-in Desktop engine migration removes old downloaded models when accepted.",
              "evidenceIds": []
            },
            {
              "id": "version_pinning",
              "question": "Can an admin keep an older model version?",
              "support": "partial",
              "answer": "Operators choose remote model IDs or download local GGUF models. Provider retention of old remote snapshots is outside the application’s control.",
              "evidenceIds": [
                "anythingllm:anythingllm:generic",
                "anythingllm:anythingllm:built-in"
              ]
            }
          ],
          "limitations": [
            "release_lag_days: What was the lag for each of the last three major releases, per provider? No paired last-three-major-release availability dates or guaranteed model-deprecation notice window was established. The built-in Desktop engine migration removes old downloaded models when accepted.",
            "deprecation_notice: How much notice is given before a model is removed? No paired last-three-major-release availability dates or guaranteed model-deprecation notice window was established. The built-in Desktop engine migration removes old downloaded models when accepted.",
            "version_pinning: Operators choose remote model IDs or download local GGUF models. Provider retention of old remote snapshots is outside the application’s control."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:releases",
            "anythingllm:anythingllm:changelog",
            "anythingllm:anythingllm:generic",
            "anythingllm:anythingllm:built-in"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:MOD-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Release notes and scoped retirement notices exist; comparative lag and pinning remain open.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "release_lag_days",
              "question": "What was the lag for each of the last three major releases, per provider?",
              "support": "unknown",
              "answer": "What was the lag for each of the last three major releases, per provider? Unverified after checking release notes and Haiku notice; three provider/product release-date pairs and persistent enterprise model pinning not verified.",
              "evidenceIds": []
            },
            {
              "id": "changelog",
              "question": "Is there a dated public model changelog?",
              "support": "supported",
              "answer": "Claude publishes dated model and product release notes.",
              "evidenceIds": [
                "claude:cl-release"
              ]
            },
            {
              "id": "deprecation_notice",
              "question": "How much notice is given before a model is removed?",
              "support": "partial",
              "answer": "Haiku 4.5 consumer removal has October 15-to-29 notice, explicitly excluding Team/Enterprise. A general commercial-model notice period was not established.",
              "evidenceIds": [
                "claude:cl-haiku-notice"
              ]
            },
            {
              "id": "version_pinning",
              "question": "Can an admin keep an older model version?",
              "support": "unknown",
              "answer": "Can an admin keep an older model version? Unverified after checking release notes and Haiku notice; three provider/product release-date pairs and persistent enterprise model pinning not verified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: release_lag_days, version_pinning.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-release",
            "claude:cl-haiku-notice"
          ]
        }
      ]
    },
    {
      "id": "MOD-03",
      "title": "Bring-your-own keys and provider contracts",
      "group": {
        "id": 1,
        "name": "Models"
      },
      "judgment": "Record customer-held API keys, customer cloud accounts (Azure OpenAI, Bedrock, Vertex), and aggregator routes (OpenRouter, LiteLLM) as separate routes. Record what still works without a vendor-provided model, whether prices change with BYO, and documented restrictions. API-key support does not imply support for the customer's own Azure contract.",
      "questions": [
        {
          "id": "own_api_keys",
          "question": "Can the customer use its own provider API keys?"
        },
        {
          "id": "own_cloud_contract",
          "question": "Can it use its own Azure OpenAI, Bedrock or Vertex deployment?"
        },
        {
          "id": "custom_endpoint",
          "question": "Can an admin add any OpenAI-compatible endpoint?"
        },
        {
          "id": "byo_pricing",
          "question": "Does BYO change the licence price?"
        },
        {
          "id": "byo_restrictions",
          "question": "Which features stop working with BYO?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:MOD-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "BYO provider keys, customer cloud contracts and generic compatible endpoints are documented; provider spend is separate from software licensing.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "own_api_keys",
              "question": "Can the customer use its own provider API keys?",
              "support": "supported",
              "answer": "Customers configure credentials for their selected cloud providers. Managed Cloud also asks customers to bring an LLM API key.",
              "evidenceIds": [
                "anythingllm:anythingllm:models",
                "anythingllm:anythingllm:cloud"
              ]
            },
            {
              "id": "own_cloud_contract",
              "question": "Can it use its own Azure OpenAI, Bedrock or Vertex deployment?",
              "support": "supported",
              "answer": "Azure OpenAI, AWS Bedrock and Vertex have distinct documented configuration routes using customer accounts.",
              "evidenceIds": [
                "anythingllm:anythingllm:azure",
                "anythingllm:anythingllm:bedrock",
                "anythingllm:anythingllm:vertex"
              ]
            },
            {
              "id": "custom_endpoint",
              "question": "Can an admin add any OpenAI-compatible endpoint?",
              "support": "supported",
              "answer": "Generic OpenAI supports an operator-configured compatible provider URL and settings.",
              "evidenceIds": [
                "anythingllm:anythingllm:generic"
              ]
            },
            {
              "id": "byo_pricing",
              "question": "Does BYO change the licence price?",
              "support": "supported",
              "answer": "The self-hosted repository is MIT with no per-seat fee; customer provider/hosting costs remain separate. Cloud charges for the managed instance and still uses BYO inference.",
              "evidenceIds": [
                "anythingllm:anythingllm:license",
                "anythingllm:anythingllm:cloud"
              ]
            },
            {
              "id": "byo_restrictions",
              "question": "Which features stop working with BYO?",
              "support": "partial",
              "answer": "Tool use and modalities depend on provider/model support; Cloud has additional explicit platform limits. No universal BYO feature-parity guarantee was established.",
              "evidenceIds": [
                "anythingllm:anythingllm:cloud-limits",
                "anythingllm:anythingllm:models"
              ]
            }
          ],
          "limitations": [
            "byo_restrictions: Tool use and modalities depend on provider/model support; Cloud has additional explicit platform limits. No universal BYO feature-parity guarantee was established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:models",
            "anythingllm:anythingllm:cloud",
            "anythingllm:anythingllm:azure",
            "anythingllm:anythingllm:bedrock",
            "anythingllm:anythingllm:vertex",
            "anythingllm:anythingllm:generic",
            "anythingllm:anythingllm:license",
            "anythingllm:anythingllm:cloud-limits"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:MOD-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Office add-ins advertise customer cloud credentials; that does not establish BYO inference in regular Claude chat.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-office",
              "claude-web"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Paid Office add-ins; regular Team/Enterprise chat only as an explicit gap",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "own_api_keys",
              "question": "Can the customer use its own provider API keys?",
              "support": "unknown",
              "answer": "Can the customer use its own provider API keys? Unverified after checking Office cloud-credential FAQ, regular chat model settings and commercial pricing; arbitrary API keys/endpoints, BYO price changes and feature parity not verified.",
              "evidenceIds": []
            },
            {
              "id": "own_cloud_contract",
              "question": "Can it use its own Azure OpenAI, Bedrock or Vertex deployment?",
              "support": "partial",
              "answer": "Claude for Microsoft 365 advertises Foundry, Bedrock and Gemini Enterprise Agent Platform credentials. Regular Claude chat BYO cloud-account support remains unverified.",
              "evidenceIds": [
                "claude:cl-office"
              ]
            },
            {
              "id": "custom_endpoint",
              "question": "Can an admin add any OpenAI-compatible endpoint?",
              "support": "unknown",
              "answer": "Can an admin add any OpenAI-compatible endpoint? Unverified after checking Office cloud-credential FAQ, regular chat model settings and commercial pricing; arbitrary API keys/endpoints, BYO price changes and feature parity not verified.",
              "evidenceIds": []
            },
            {
              "id": "byo_pricing",
              "question": "Does BYO change the licence price?",
              "support": "unknown",
              "answer": "Does BYO change the licence price? Unverified after checking Office cloud-credential FAQ, regular chat model settings and commercial pricing; arbitrary API keys/endpoints, BYO price changes and feature parity not verified.",
              "evidenceIds": []
            },
            {
              "id": "byo_restrictions",
              "question": "Which features stop working with BYO?",
              "support": "unknown",
              "answer": "Which features stop working with BYO? Unverified after checking Office cloud-credential FAQ, regular chat model settings and commercial pricing; arbitrary API keys/endpoints, BYO price changes and feature parity not verified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: own_api_keys, custom_endpoint, byo_pricing, byo_restrictions.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-office"
          ]
        }
      ]
    },
    {
      "id": "MOD-04",
      "title": "Local and self-hosted models",
      "group": {
        "id": 1,
        "name": "Models"
      },
      "judgment": "Record support for models running in the customer's environment (vLLM, Ollama, TGI or similar) and which features work with them: chat, RAG, tools, embeddings. Distinguish a documented, supported route from a generic endpoint that happens to work.",
      "questions": [
        {
          "id": "self_hosted_chat",
          "question": "Can chat use a customer-hosted model?"
        },
        {
          "id": "self_hosted_embeddings",
          "question": "Can retrieval use customer-hosted embeddings?"
        },
        {
          "id": "feature_parity",
          "question": "Which features fail with self-hosted models?"
        },
        {
          "id": "vendor_hosted_open_models",
          "question": "Does the vendor host open-weight models in EU/CH?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:MOD-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Local chat and local CPU embeddings are documented; built-in-engine availability differs by client and release.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "self_hosted_chat",
              "question": "Can chat use a customer-hosted model?",
              "support": "supported",
              "answer": "Ollama and other local providers work as configured endpoints. Desktop’s current built-in engine uses Lemonade/llama.cpp; Docker built-in is opt-in on the latest images and releases after v1.18.0 according to current docs.",
              "evidenceIds": [
                "anythingllm:anythingllm:ollama",
                "anythingllm:anythingllm:built-in"
              ]
            },
            {
              "id": "self_hosted_embeddings",
              "question": "Can retrieval use customer-hosted embeddings?",
              "support": "supported",
              "answer": "The built-in all-MiniLM-L6-v2 embedder runs locally on CPU; other local embedding routes are configurable.",
              "evidenceIds": [
                "anythingllm:anythingllm:local-embed",
                "anythingllm:anythingllm:embed"
              ]
            },
            {
              "id": "feature_parity",
              "question": "Which features fail with self-hosted models?",
              "support": "partial",
              "answer": "Chat/RAG are local-capable, but tools and vision depend on model support and optional online services. Cloud explicitly has no bundled built-in LLM. No full offline fixture was run.",
              "evidenceIds": [
                "anythingllm:anythingllm:models",
                "anythingllm:anythingllm:cloud-limits",
                "anythingllm:anythingllm:built-in"
              ]
            },
            {
              "id": "vendor_hosted_open_models",
              "question": "Does the vendor host open-weight models in EU/CH?",
              "support": "unknown",
              "answer": "vendor_hosted_open_models: Does the vendor host open-weight models in EU/CH? No vendor-hosted open-weight model service with verified EU/Swiss inference was established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "feature_parity: Chat/RAG are local-capable, but tools and vision depend on model support and optional online services. Cloud explicitly has no bundled built-in LLM. No full offline fixture was run.",
            "vendor_hosted_open_models: Does the vendor host open-weight models in EU/CH? No vendor-hosted open-weight model service with verified EU/Swiss inference was established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:ollama",
            "anythingllm:anythingllm:built-in",
            "anythingllm:anythingllm:local-embed",
            "anythingllm:anythingllm:embed",
            "anythingllm:anythingllm:models",
            "anythingllm:anythingllm:cloud-limits"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:MOD-04",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "MOD-05",
      "title": "Model control and usage limits",
      "group": {
        "id": 1,
        "name": "Models"
      },
      "judgment": "Record admin allow-lists per group, default models, restrictions on which models may see which data, and per-user rate or fair-use limits. Test one restriction with two users in different groups. Record limits as enforced stops, warnings or undocumented fair use.",
      "questions": [
        {
          "id": "model_allowlist_by_group",
          "question": "Can admins limit models per group?"
        },
        {
          "id": "data_bound_models",
          "question": "Can admins restrict which models receive connector or knowledge content?"
        },
        {
          "id": "default_model",
          "question": "Can admins set the default model?"
        },
        {
          "id": "user_limits",
          "question": "What per-user message or token limits apply, and are they published?"
        },
        {
          "id": "limit_behaviour",
          "question": "What happens when a limit is reached?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:MOD-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Workspace models and admin roles control settings; non-admin multi-user message quotas have a source-inspected blocking path.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "model_allowlist_by_group",
              "question": "Can admins limit models per group?",
              "support": "unknown",
              "answer": "model_allowlist_by_group: Can admins limit models per group? A group-based model allow-list and hard source-data/provider-binding policy were not established in the role and workspace guides. No two-group quota or model restriction fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "data_bound_models",
              "question": "Can admins restrict which models receive connector or knowledge content?",
              "support": "unknown",
              "answer": "data_bound_models: Can admins restrict which models receive connector or knowledge content? A group-based model allow-list and hard source-data/provider-binding policy were not established in the role and workspace guides. No two-group quota or model restriction fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "default_model",
              "question": "Can admins set the default model?",
              "support": "supported",
              "answer": "The system LLM is the default, overridden by workspace and Agent model configuration.",
              "evidenceIds": [
                "anythingllm:anythingllm:llmconfig"
              ]
            },
            {
              "id": "user_limits",
              "question": "What per-user message or token limits apply, and are they published?",
              "support": "supported",
              "answer": "A dailyMessageLimit may be set per user, is system-wide across workspaces, uses a trailing 24-hour count and exempts admins; null means no limit in the inspected function.",
              "evidenceIds": [
                "anythingllm:anythingllm:user-pin"
              ]
            },
            {
              "id": "limit_behaviour",
              "question": "What happens when a limit is reached?",
              "support": "supported",
              "answer": "Pinned chat endpoints send an abort/quota message and return before generation when the user cannot send another chat.",
              "evidenceIds": [
                "anythingllm:anythingllm:chat-pin"
              ]
            }
          ],
          "limitations": [
            "model_allowlist_by_group: Can admins limit models per group? A group-based model allow-list and hard source-data/provider-binding policy were not established in the role and workspace guides. No two-group quota or model restriction fixture was run.",
            "data_bound_models: Can admins restrict which models receive connector or knowledge content? A group-based model allow-list and hard source-data/provider-binding policy were not established in the role and workspace guides. No two-group quota or model restriction fixture was run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:llmconfig",
            "anythingllm:anythingllm:user-pin",
            "anythingllm:anythingllm:chat-pin"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:MOD-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise has model/effort ceilings and ordinary defaults; always-start enforcement is a separate beta with project exceptions.",
          "availability": "beta",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Enterprise organization/custom-role model access and defaults; Always start with the default model and effort level is beta",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "model_allowlist_by_group",
              "question": "Can admins limit models per group?",
              "support": "partial",
              "answer": "Enterprise organization model/effort ceilings constrain custom roles; Haiku cannot be disabled. Per-source data-binding rules remain unverified.",
              "evidenceIds": [
                "claude:cl-model-control-r2"
              ]
            },
            {
              "id": "data_bound_models",
              "question": "Can admins restrict which models receive connector or knowledge content?",
              "support": "unknown",
              "answer": "Can admins restrict which models receive connector or knowledge content? Unverified after checking Claude Team/Enterprise pricing, identity, connector, privacy and release documentation retrieved 2026-10-21; no paid organization or shared fixture.",
              "evidenceIds": []
            },
            {
              "id": "default_model",
              "question": "Can admins set the default model?",
              "support": "partial",
              "answer": "Enterprise can choose an ordinary organization/role default. The Always start switch is beta, still permits in-chat switching, and does not override remembered choices in existing chat projects. New projects and new project Cowork tasks use the default; unavailable product models fall back to Anthropic's recommendation.",
              "evidenceIds": [
                "claude:cl-default-r2"
              ]
            },
            {
              "id": "user_limits",
              "question": "What per-user message or token limits apply, and are they published?",
              "support": "supported",
              "answer": "Current usage-based Enterprise has no included token allowance or seat usage cap; Team/legacy plans differ.",
              "evidenceIds": [
                "claude:cl-enterprise"
              ]
            },
            {
              "id": "limit_behaviour",
              "question": "What happens when a limit is reached?",
              "support": "partial",
              "answer": "Disabling an enabled Enterprise model can require fallback or explicit switching; default selection is not permission to access a disabled model. Spend-limit enforcement remains separate.",
              "evidenceIds": [
                "claude:cl-model-control-r2"
              ]
            }
          ],
          "limitations": [
            "Beta applies specifically to forced starting model/effort; ordinary model ceilings and defaults are documented separately. Team entitlement is not inferred.",
            "Existing chat-project selection is an explicit exception. No two-group/model restriction fixture; Chrome/Security and client-version coverage limits still apply."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-model-control-r2",
            "claude:cl-default-r2",
            "claude:cl-enterprise"
          ]
        }
      ]
    },
    {
      "id": "KNOW-01",
      "title": "Files in chat",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "Record supported formats, size and count limits, scanned-PDF OCR, tables and spreadsheets, images inside documents, and whether a file is read in full or retrieved in chunks. Upload the shared fixture set (long German PDF, scanned contract, Excel with formulas, PowerPoint) and record failures.",
      "questions": [
        {
          "id": "formats",
          "question": "Which formats are accepted?"
        },
        {
          "id": "limits",
          "question": "What size and count limits apply per file and chat?"
        },
        {
          "id": "ocr",
          "question": "Are scanned PDFs read?"
        },
        {
          "id": "spreadsheets",
          "question": "Are Excel tables read with structure intact?"
        },
        {
          "id": "full_vs_chunked",
          "question": "Is the whole file used or only retrieved parts, and does the user see which?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:KNOW-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Files can enter full context or workspace RAG; converters and a PDF OCR fallback are present, with fidelity untested.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "formats",
              "question": "Which formats are accepted?",
              "support": "supported",
              "answer": "Pinned converters register PDF, DOCX, PPTX, XLSX, EPUB, text/CSV/JSON, image and audio formats. Legacy DOC is not in the active registered converter map.",
              "evidenceIds": [
                "anythingllm:anythingllm:constants-pin"
              ]
            },
            {
              "id": "limits",
              "question": "What size and count limits apply per file and chat?",
              "support": "unknown",
              "answer": "limits: What size and count limits apply per file and chat? No universal file/count limit was established across these deployments. Cloud documents CPU/memory limits, but they do not define a tested per-file allowance. Shared long/scanned/Excel/PowerPoint fixtures were not uploaded.",
              "evidenceIds": []
            },
            {
              "id": "ocr",
              "question": "Are scanned PDFs read?",
              "support": "partial",
              "answer": "The PDF implementation attempts OCR when initial text extraction returns no pages. No scanned contract or mixed-content PDF was tested.",
              "evidenceIds": [
                "anythingllm:anythingllm:pdf-pin"
              ]
            },
            {
              "id": "spreadsheets",
              "question": "Are Excel tables read with structure intact?",
              "support": "partial",
              "answer": "XLSX conversion is registered and v1.18.0 reports spreadsheet parsing fixes; preservation of formula semantics and layout was not tested.",
              "evidenceIds": [
                "anythingllm:anythingllm:constants-pin",
                "anythingllm:anythingllm:changelog"
              ]
            },
            {
              "id": "full_vs_chunked",
              "question": "Is the whole file used or only retrieved parts, and does the user see which?",
              "support": "supported",
              "answer": "Current attachment mode injects full extracted text. On context overflow the UI offers cancellation, pruning or embedding; embedded documents retrieve chunks and become workspace-wide.",
              "evidenceIds": [
                "anythingllm:anythingllm:docchat"
              ]
            }
          ],
          "limitations": [
            "limits: What size and count limits apply per file and chat? No universal file/count limit was established across these deployments. Cloud documents CPU/memory limits, but they do not define a tested per-file allowance. Shared long/scanned/Excel/PowerPoint fixtures were not uploaded.",
            "ocr: The PDF implementation attempts OCR when initial text extraction returns no pages. No scanned contract or mixed-content PDF was tested.",
            "spreadsheets: XLSX conversion is registered and v1.18.0 reports spreadsheet parsing fixes; preservation of formula semantics and layout was not tested."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:constants-pin",
            "anythingllm:anythingllm:pdf-pin",
            "anythingllm:anythingllm:changelog",
            "anythingllm:anythingllm:docchat"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:KNOW-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Chat attachments, project knowledge files and code/file tools have separate published limits.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team/Enterprise Chat attachments and project Files; enabled Chat code/file path only where explicitly named",
            "addOns": [
              "Code execution/file creation must be enabled for XLSX and the computing/file-tool route"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "formats",
              "question": "Which formats are accepted?",
              "support": "supported",
              "answer": "Chat attachments support PDF/DOCX/CSV/TXT/HTML/ODT/RTF/EPUB/JSON and XLSX with code execution; JPEG/PNG/GIF/WebP images. This is not an Office/Cowork format matrix.",
              "evidenceIds": [
                "claude:cl-upload-r2"
              ]
            },
            {
              "id": "limits",
              "question": "What size and count limits apply per file and chat?",
              "support": "partial",
              "answer": "Chat Add files/photo attachments:500 MB/file,20/chat, PDF 1000-page maximum. Project Files:30 MB/file. The separate code/file-creation guide specifies30 MB per upload/download in its computing/file-tool path, with a separate larger-PDF processing caveat. A500 MB attachment is not promised to work in that30 MB tool path.",
              "evidenceIds": [
                "claude:cl-upload-r2",
                "claude:cl-code-files-r2"
              ]
            },
            {
              "id": "ocr",
              "question": "Are scanned PDFs read?",
              "support": "partial",
              "answer": "For Chat PDF processing, up to 100 pages receive visual/text analysis;101–1000 pages text only. Scanned-contract OCR accuracy was not tested.",
              "evidenceIds": [
                "claude:cl-upload-r2"
              ]
            },
            {
              "id": "spreadsheets",
              "question": "Are Excel tables read with structure intact?",
              "support": "partial",
              "answer": "Chat XLSX uploads require code/file creation; its file-tool guide has a30 MB upload/download limit. Formula/table preservation was not fixture-tested.",
              "evidenceIds": [
                "claude:cl-upload-r2",
                "claude:cl-code-files-r2"
              ]
            },
            {
              "id": "full_vs_chunked",
              "question": "Is the whole file used or only retrieved parts, and does the user see which?",
              "support": "partial",
              "answer": "Paid projects switch to search-based RAG near context limits and show an indicator; this does not establish every chat-file reading path.",
              "evidenceIds": [
                "claude:cl-rag"
              ]
            }
          ],
          "limitations": [
            "Limits are assigned to the named UI/repository/tool path rather than treated as conflicting universal maxima. Exact large-attachment transfer into the computing environment remains untested.",
            "Office/Cowork paths are excluded. No long PDF, scan, formula workbook or PowerPoint fixture."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-upload-r2",
            "claude:cl-code-files-r2",
            "claude:cl-rag"
          ]
        }
      ]
    },
    {
      "id": "KNOW-02",
      "title": "Knowledge bases and shared collections",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "Record curated document collections that persist across chats, who can create and share them, size limits, and how they attach to assistants. Distinguish personal, group and organisation-wide scope.",
      "questions": [
        {
          "id": "persistent_collections",
          "question": "Can users keep document collections across chats?"
        },
        {
          "id": "sharing_scope",
          "question": "Can collections be shared with users, groups or the whole organisation?"
        },
        {
          "id": "size_limits",
          "question": "What are the collection limits?"
        },
        {
          "id": "assistant_binding",
          "question": "Can collections be bound to an assistant?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:KNOW-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Workspace embeddings persist across chats and are shared with every authorized workspace user.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "persistent_collections",
              "question": "Can users keep document collections across chats?",
              "support": "supported",
              "answer": "Embedding a document into a workspace makes it reusable across that workspace’s threads.",
              "evidenceIds": [
                "anythingllm:anythingllm:docchat"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can collections be shared with users, groups or the whole organisation?",
              "support": "supported",
              "answer": "In Docker multi-user mode, assigned workspace users can use its embedded documents. Admin/Manager roles have broader access; per-original-source ACLs were not established.",
              "evidenceIds": [
                "anythingllm:anythingllm:docchat",
                "anythingllm:anythingllm:security"
              ]
            },
            {
              "id": "size_limits",
              "question": "What are the collection limits?",
              "support": "unknown",
              "answer": "size_limits: What are the collection limits? No fixed collection storage allowance was established; capacity depends on local hardware or managed-instance tier.",
              "evidenceIds": []
            },
            {
              "id": "assistant_binding",
              "question": "Can collections be bound to an assistant?",
              "support": "supported",
              "answer": "Each workspace has configurable chat/Agent models and its embedded knowledge.",
              "evidenceIds": [
                "anythingllm:anythingllm:llmconfig",
                "anythingllm:anythingllm:docchat"
              ]
            }
          ],
          "limitations": [
            "size_limits: What are the collection limits? No fixed collection storage allowance was established; capacity depends on local hardware or managed-instance tier."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:docchat",
            "anythingllm:anythingllm:security",
            "anythingllm:anythingllm:llmconfig"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:KNOW-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Projects persist curated knowledge and instructions and support organizational sharing.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "persistent_collections",
              "question": "Can users keep document collections across chats?",
              "support": "supported",
              "answer": "Projects retain a knowledge base and instructions for related chats.",
              "evidenceIds": [
                "claude:cl-projects"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can collections be shared with users, groups or the whole organisation?",
              "support": "supported",
              "answer": "Team/Enterprise share projects with organization members; Enterprise groups can receive shared resources.",
              "evidenceIds": [
                "claude:cl-projects",
                "claude:cl-groups"
              ]
            },
            {
              "id": "size_limits",
              "question": "What are the collection limits?",
              "support": "partial",
              "answer": "Project files have a 30 MB limit; paid RAG expands effective knowledge capacity, with no fixed total capacity verified.",
              "evidenceIds": [
                "claude:cl-upload",
                "claude:cl-rag"
              ]
            },
            {
              "id": "assistant_binding",
              "question": "Can collections be bound to an assistant?",
              "support": "partial",
              "answer": "Project instructions and knowledge provide persistent task context; binding tools/model into a separately versioned assistant was not fully verified.",
              "evidenceIds": [
                "claude:cl-projects"
              ]
            }
          ],
          "limitations": [
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-projects",
            "claude:cl-groups",
            "claude:cl-upload",
            "claude:cl-rag"
          ]
        }
      ]
    },
    {
      "id": "KNOW-03",
      "title": "Enterprise connectors",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "List each connector separately with plan, availability and setup owner: SharePoint, OneDrive, Outlook, Teams, Google Drive, Gmail, Confluence, Jira, Notion, Box, Salesforce, ServiceNow, file shares. Record whether the vendor or a third party (or the customer via MCP) provides it, and whether it needs admin consent. A connector listed on a roadmap or partner page is `announced`. An on-prem connector or gateway proves access to local data, not a self-hosted platform (DATA-02).",
      "questions": [
        {
          "id": "microsoft_365",
          "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?"
        },
        {
          "id": "google_workspace",
          "question": "Which Google sources are connected?"
        },
        {
          "id": "atlassian",
          "question": "Confluence and Jira?"
        },
        {
          "id": "other_systems",
          "question": "Which other business systems?"
        },
        {
          "id": "on_prem_sources",
          "question": "Can on-prem file shares or databases be connected?"
        },
        {
          "id": "connector_provider",
          "question": "Who builds and maintains each connector?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:KNOW-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The source registers import connectors and SQL tools. Mail integrations are single-user features, not verified enterprise multi-user content search.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web",
              "desktop"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [
              "Source-specific credentials/registrations",
              "Mail skills require single-user mode"
            ],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              },
              {
                "id": "desktop",
                "name": "AnythingLLM Desktop",
                "type": "desktop"
              }
            ]
          },
          "questions": [
            {
              "id": "microsoft_365",
              "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?",
              "support": "partial",
              "answer": "An Outlook skill searches/reads/modifies the connected mailbox, but is explicitly single-user only. SharePoint, OneDrive and Teams connectors were not verified for the multi-user deployment.",
              "evidenceIds": [
                "anythingllm:anythingllm:outlook"
              ]
            },
            {
              "id": "google_workspace",
              "question": "Which Google sources are connected?",
              "support": "partial",
              "answer": "The Gmail skill is single-user only. A maintained Google Drive enterprise connector and source ACL sync were not verified.",
              "evidenceIds": [
                "anythingllm:anythingllm:gmail"
              ]
            },
            {
              "id": "atlassian",
              "question": "Confluence and Jira?",
              "support": "partial",
              "answer": "The pinned connector catalog includes Confluence import. Jira was not established and Confluence per-user permission synchronization was not tested.",
              "evidenceIds": [
                "anythingllm:anythingllm:connectors-pin",
                "anythingllm:anythingllm:sync"
              ]
            },
            {
              "id": "other_systems",
              "question": "Which other business systems?",
              "support": "partial",
              "answer": "The connector catalog includes GitHub/GitLab/Gitea, websites, YouTube, Obsidian and other import sources; registration does not establish tested source access controls.",
              "evidenceIds": [
                "anythingllm:anythingllm:connectors-pin"
              ]
            },
            {
              "id": "on_prem_sources",
              "question": "Can on-prem file shares or databases be connected?",
              "support": "partial",
              "answer": "Self-hosted deployments can upload files and connect the SQL Agent to a reachable database. Automatic local-file watching is Desktop-only, not Docker browser upload.",
              "evidenceIds": [
                "anythingllm:anythingllm:sql",
                "anythingllm:anythingllm:sync",
                "anythingllm:anythingllm:localdocker"
              ]
            },
            {
              "id": "connector_provider",
              "question": "Who builds and maintains each connector?",
              "support": "supported",
              "answer": "These are built-in Mintplex project skills/import modules; third-party MCP servers remain separately maintained integrations.",
              "evidenceIds": [
                "anythingllm:anythingllm:connectors-pin",
                "anythingllm:anythingllm:outlook",
                "anythingllm:anythingllm:gmail",
                "anythingllm:anythingllm:mcp"
              ]
            }
          ],
          "limitations": [
            "microsoft_365: An Outlook skill searches/reads/modifies the connected mailbox, but is explicitly single-user only. SharePoint, OneDrive and Teams connectors were not verified for the multi-user deployment.",
            "google_workspace: The Gmail skill is single-user only. A maintained Google Drive enterprise connector and source ACL sync were not verified.",
            "atlassian: The pinned connector catalog includes Confluence import. Jira was not established and Confluence per-user permission synchronization was not tested.",
            "other_systems: The connector catalog includes GitHub/GitLab/Gitea, websites, YouTube, Obsidian and other import sources; registration does not establish tested source access controls.",
            "on_prem_sources: Self-hosted deployments can upload files and connect the SQL Agent to a reachable database. Automatic local-file watching is Desktop-only, not Docker browser upload."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:outlook",
            "anythingllm:anythingllm:gmail",
            "anythingllm:anythingllm:connectors-pin",
            "anythingllm:anythingllm:sync",
            "anythingllm:anythingllm:sql",
            "anythingllm:anythingllm:localdocker",
            "anythingllm:anythingllm:mcp"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:KNOW-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "First-party Microsoft/Google connectors and custom MCP provide distinct enterprise-data routes.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "microsoft_365",
              "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?",
              "support": "supported",
              "answer": "Anthropic-hosted Graph connector covers SharePoint, OneDrive, Outlook and Teams; Claude owner enablement and Entra consent are separate.",
              "evidenceIds": [
                "claude:cl-m365-20261026"
              ]
            },
            {
              "id": "google_workspace",
              "question": "Which Google sources are connected?",
              "support": "supported",
              "answer": "Gmail, Calendar and Drive are documented with owner enablement and user authorization; live Docs/Sheets/Slides are separate connectors.",
              "evidenceIds": [
                "claude:cl-google-20261026"
              ]
            },
            {
              "id": "atlassian",
              "question": "Confluence and Jira?",
              "support": "partial",
              "answer": "Claude Enterprise documents Atlassian Rovo MCP for Jira, Confluence and Teamwork Graph, including organization-managed authorization through Okta. This does not establish a native indexed Confluence connector, universal Team entitlement or observed ACL fidelity.",
              "evidenceIds": [
                "claude:claude:atlassian-enterprise-20261026",
                "claude:cl-mcp-20261026"
              ]
            },
            {
              "id": "other_systems",
              "question": "Which other business systems?",
              "support": "partial",
              "answer": "Enterprise docs list GitHub and Slack; Salesforce is a separately approved paid-plan beta in release notes. Box/ServiceNow details remain unverified.",
              "evidenceIds": [
                "claude:cl-enterprise-20261026",
                "claude:cl-release-20261026"
              ]
            },
            {
              "id": "on_prem_sources",
              "question": "Can on-prem file shares or databases be connected?",
              "support": "partial",
              "answer": "Remote MCP must be reachable from Anthropic cloud; Desktop-local MCP is separate and unavailable in cloud chat/Cowork. Named file-share/database connectors were not verified.",
              "evidenceIds": [
                "claude:cl-mcp-20261026"
              ]
            },
            {
              "id": "connector_provider",
              "question": "Who builds and maintains each connector?",
              "support": "supported",
              "answer": "Microsoft connector is Anthropic-hosted; custom MCP may be built/hosted by the customer or a third party.",
              "evidenceIds": [
                "claude:cl-m365-20261026",
                "claude:cl-mcp-20261026"
              ]
            }
          ],
          "limitations": [
            "atlassian: Claude Enterprise documents Atlassian Rovo MCP for Jira, Confluence and Teamwork Graph, including organization-managed authorization through Okta. This does not establish a native indexed Confluence connector, universal Team entitlement or observed ACL fidelity.",
            "other_systems: Enterprise docs list GitHub and Slack; Salesforce is a separately approved paid-plan beta in release notes. Box/ServiceNow details remain unverified.",
            "on_prem_sources: Remote MCP must be reachable from Anthropic cloud; Desktop-local MCP is separate and unavailable in cloud chat/Cowork. Named file-share/database connectors were not verified."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-m365-20261026",
            "claude:cl-google-20261026",
            "claude:cl-enterprise-20261026",
            "claude:cl-release-20261026",
            "claude:cl-mcp-20261026",
            "claude:claude:atlassian-enterprise-20261026"
          ]
        }
      ]
    },
    {
      "id": "KNOW-04",
      "title": "Permission-aware retrieval",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "Using two test users, verify that a restricted document in the fixture tenant is never cited or summarised for the user without access, including after a permission change. Record whether permissions are enforced at query time by the source system, mirrored into an index, or not enforced. Record the propagation delay of a revocation.",
      "questions": [
        {
          "id": "source_permissions_respected",
          "question": "Are source permissions enforced per user?"
        },
        {
          "id": "enforcement_point",
          "question": "Does the source system, a mirrored index or nothing enforce them?"
        },
        {
          "id": "revocation_delay",
          "question": "How quickly does a removed permission take effect?"
        },
        {
          "id": "admin_scope_controls",
          "question": "Can admins exclude sites, folders or labels?"
        },
        {
          "id": "sensitivity_labels",
          "question": "Are Microsoft Purview or similar labels respected?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:KNOW-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Workspace access is enforced as the product sharing boundary; original source permissions after copying remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "source_permissions_respected",
              "question": "Are source permissions enforced per user?",
              "support": "unknown",
              "answer": "source_permissions_respected: Are source permissions enforced per user? No restricted-document two-user fixture or grant/revocation propagation test was run. Purview label enforcement and source ACL fidelity remain unknown.",
              "evidenceIds": []
            },
            {
              "id": "enforcement_point",
              "question": "Does the source system, a mirrored index or nothing enforce them?",
              "support": "partial",
              "answer": "Default users only access assigned workspaces, and an embedded file becomes available to every user assigned to its workspace. Continuing source-system ACL checks were not established.",
              "evidenceIds": [
                "anythingllm:anythingllm:security",
                "anythingllm:anythingllm:docchat"
              ]
            },
            {
              "id": "revocation_delay",
              "question": "How quickly does a removed permission take effect?",
              "support": "unknown",
              "answer": "revocation_delay: How quickly does a removed permission take effect? No restricted-document two-user fixture or grant/revocation propagation test was run. Purview label enforcement and source ACL fidelity remain unknown.",
              "evidenceIds": []
            },
            {
              "id": "admin_scope_controls",
              "question": "Can admins exclude sites, folders or labels?",
              "support": "partial",
              "answer": "Admins control workspace membership and selected documents. Source site/folder/sensitivity-label exclusion was not established.",
              "evidenceIds": [
                "anythingllm:anythingllm:security",
                "anythingllm:anythingllm:docchat"
              ]
            },
            {
              "id": "sensitivity_labels",
              "question": "Are Microsoft Purview or similar labels respected?",
              "support": "unknown",
              "answer": "sensitivity_labels: Are Microsoft Purview or similar labels respected? No restricted-document two-user fixture or grant/revocation propagation test was run. Purview label enforcement and source ACL fidelity remain unknown.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "source_permissions_respected: Are source permissions enforced per user? No restricted-document two-user fixture or grant/revocation propagation test was run. Purview label enforcement and source ACL fidelity remain unknown.",
            "enforcement_point: Default users only access assigned workspaces, and an embedded file becomes available to every user assigned to its workspace. Continuing source-system ACL checks were not established.",
            "revocation_delay: How quickly does a removed permission take effect? No restricted-document two-user fixture or grant/revocation propagation test was run. Purview label enforcement and source ACL fidelity remain unknown.",
            "admin_scope_controls: Admins control workspace membership and selected documents. Source site/folder/sensitivity-label exclusion was not established.",
            "sensitivity_labels: Are Microsoft Purview or similar labels respected? No restricted-document two-user fixture or grant/revocation propagation test was run. Purview label enforcement and source ACL fidelity remain unknown."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:security",
            "anythingllm:anythingllm:docchat"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:KNOW-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Documented live-source permissions do not replace the required two-user test.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "source_permissions_respected",
              "question": "Are source permissions enforced per user?",
              "support": "supported",
              "answer": "Microsoft and Google connectors use the connected user account permissions.",
              "evidenceIds": [
                "claude:cl-m365",
                "claude:cl-google"
              ]
            },
            {
              "id": "enforcement_point",
              "question": "Does the source system, a mirrored index or nothing enforce them?",
              "support": "supported",
              "answer": "Microsoft Graph delegated calls check source access; the connector is a proxy without a copied file-content cache.",
              "evidenceIds": [
                "claude:cl-m365"
              ]
            },
            {
              "id": "revocation_delay",
              "question": "How quickly does a removed permission take effect?",
              "support": "unknown",
              "answer": "How quickly does a removed permission take effect? Unverified after checking connector security and user docs; no restricted-document or revocation-latency fixture.",
              "evidenceIds": []
            },
            {
              "id": "admin_scope_controls",
              "question": "Can admins exclude sites, folders or labels?",
              "support": "partial",
              "answer": "Owners control connectors/tools; Microsoft Sites.Selected and a SharePoint site allowlist are explicitly unavailable in this connector.",
              "evidenceIds": [
                "claude:cl-m365-user"
              ]
            },
            {
              "id": "sensitivity_labels",
              "question": "Are Microsoft Purview or similar labels respected?",
              "support": "partial",
              "answer": "The Microsoft security guide says delegated access respects M365 DLP; exact Purview label exclusion behavior was not tested.",
              "evidenceIds": [
                "claude:cl-m365"
              ]
            }
          ],
          "limitations": [
            "No observed permission assurance or revocation SLA is established. Shared conversation output can reveal retrieved content to recipients."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-m365",
            "claude:cl-google",
            "claude:cl-m365-user"
          ]
        }
      ]
    },
    {
      "id": "KNOW-05",
      "title": "Freshness and sync model",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "Record live (federated) search versus a copied index, sync interval, deletion propagation, and where the index is stored. Edit and delete one fixture document and record when answers change. A copied index adds storage location to DATA-01.",
      "questions": [
        {
          "id": "live_or_indexed",
          "question": "Is content searched live or copied into an index?"
        },
        {
          "id": "sync_interval",
          "question": "How often does an index refresh?"
        },
        {
          "id": "deletion_propagation",
          "question": "How quickly does a deleted document disappear?"
        },
        {
          "id": "index_location",
          "question": "Where is indexed content stored?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:KNOW-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Knowledge is a copied index. Automatic source refresh is preview and differs between remote sources and Desktop local files.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web",
              "desktop"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [
              "Live document sync preview explicitly enabled for automatic refresh"
            ],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              },
              {
                "id": "desktop",
                "name": "AnythingLLM Desktop",
                "type": "desktop"
              }
            ]
          },
          "questions": [
            {
              "id": "live_or_indexed",
              "question": "Is content searched live or copied into an index?",
              "support": "supported",
              "answer": "Embedded knowledge copies parsed chunks into the selected vector store; attachments instead inject extracted text.",
              "evidenceIds": [
                "anythingllm:anythingllm:docchat",
                "anythingllm:anythingllm:vector"
              ]
            },
            {
              "id": "sync_interval",
              "question": "How often does an index refresh?",
              "support": "partial",
              "answer": "Preview watched remote sources are checked hourly for staleness, defined as no refresh in seven days; Desktop local watched files are checked every ten minutes while running. No latency fixture was run.",
              "evidenceIds": [
                "anythingllm:anythingllm:sync"
              ]
            },
            {
              "id": "deletion_propagation",
              "question": "How quickly does a deleted document disappear?",
              "support": "partial",
              "answer": "Deleting a watched local original marks it Not Found and unwatches it while retaining existing content/embeddings. System deletion must be explicit; remote-source deletion timing was not established.",
              "evidenceIds": [
                "anythingllm:anythingllm:sync",
                "anythingllm:anythingllm:privacy"
              ]
            },
            {
              "id": "index_location",
              "question": "Where is indexed content stored?",
              "support": "supported",
              "answer": "Self-hosting selects the configured local or external vector store and its country. Default local storage is distinct from any selected cloud database.",
              "evidenceIds": [
                "anythingllm:anythingllm:vector",
                "anythingllm:anythingllm:localdocker"
              ]
            }
          ],
          "limitations": [
            "Automatic sync is a preview, not a guaranteed freshness SLA.",
            "No source edit/delete timing fixture was run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:docchat",
            "anythingllm:anythingllm:vector",
            "anythingllm:anythingllm:sync",
            "anythingllm:anythingllm:privacy",
            "anythingllm:anythingllm:localdocker"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:KNOW-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Microsoft content is fetched on demand; Google project references have a separate sync path.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "live_or_indexed",
              "question": "Is content searched live or copied into an index?",
              "support": "partial",
              "answer": "Microsoft uses on-demand Graph access without caching file content. Google Docs attached to private projects sync from Drive.",
              "evidenceIds": [
                "claude:cl-m365",
                "claude:cl-google"
              ]
            },
            {
              "id": "sync_interval",
              "question": "How often does an index refresh?",
              "support": "unknown",
              "answer": "How often does an index refresh? Unverified after checking Microsoft proxy and Google Workspace docs; full sync interval, deletion propagation and copied-index storage map not measured.",
              "evidenceIds": []
            },
            {
              "id": "deletion_propagation",
              "question": "How quickly does a deleted document disappear?",
              "support": "unknown",
              "answer": "How quickly does a deleted document disappear? Unverified after checking Microsoft proxy and Google Workspace docs; full sync interval, deletion propagation and copied-index storage map not measured.",
              "evidenceIds": []
            },
            {
              "id": "index_location",
              "question": "Where is indexed content stored?",
              "support": "unknown",
              "answer": "Where is indexed content stored? Unverified after checking Microsoft proxy and Google Workspace docs; full sync interval, deletion propagation and copied-index storage map not measured.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: sync_interval, deletion_propagation, index_location.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-m365",
            "claude:cl-google"
          ]
        }
      ]
    },
    {
      "id": "KNOW-06",
      "title": "Grounding and retrieval quality",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "Run the shared question set over the fixture corpus: factual lookups, cross-document questions, German document with an English question, a question with no answer in the corpus. Record citation presence, link accuracy, correct answers and refusals to invent. Disclose model, settings, attempt count and failures. Single runs support a case study, not a ranking.",
      "questions": [
        {
          "id": "citations",
          "question": "Are answers linked to specific sources?"
        },
        {
          "id": "citation_accuracy",
          "question": "Do the cited passages support the answer?"
        },
        {
          "id": "cross_language",
          "question": "Does a question in one language find documents in another?"
        },
        {
          "id": "no_answer_behaviour",
          "question": "Does it say when the corpus has no answer?"
        },
        {
          "id": "observed_accuracy",
          "question": "How many of the question set were answered correctly?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:KNOW-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The client renders source citations and Query mode documents a no-relevant-content response; quality is untested.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "citations",
              "question": "Are answers linked to specific sources?",
              "support": "supported",
              "answer": "Pinned client code renders document/link citation details and source metadata.",
              "evidenceIds": [
                "anythingllm:anythingllm:citation-pin"
              ]
            },
            {
              "id": "citation_accuracy",
              "question": "Do the cited passages support the answer?",
              "support": "unknown",
              "answer": "citation_accuracy: Do the cited passages support the answer? The shared DE/FR/EN factual/cross-document/no-answer corpus was not run. Citation correctness, link accuracy, cross-language retrieval and numerical observed accuracy remain unknown; the default embedder is primarily English-trained.",
              "evidenceIds": []
            },
            {
              "id": "cross_language",
              "question": "Does a question in one language find documents in another?",
              "support": "unknown",
              "answer": "cross_language: Does a question in one language find documents in another? The shared DE/FR/EN factual/cross-document/no-answer corpus was not run. Citation correctness, link accuracy, cross-language retrieval and numerical observed accuracy remain unknown; the default embedder is primarily English-trained.",
              "evidenceIds": []
            },
            {
              "id": "no_answer_behaviour",
              "question": "Does it say when the corpus has no answer?",
              "support": "partial",
              "answer": "Query mode documentation says it reports when no relevant information is found. This is documented behavior, not a passed no-answer fixture.",
              "evidenceIds": [
                "anythingllm:anythingllm:chatmodes"
              ]
            },
            {
              "id": "observed_accuracy",
              "question": "How many of the question set were answered correctly?",
              "support": "unknown",
              "answer": "observed_accuracy: How many of the question set were answered correctly? The shared DE/FR/EN factual/cross-document/no-answer corpus was not run. Citation correctness, link accuracy, cross-language retrieval and numerical observed accuracy remain unknown; the default embedder is primarily English-trained.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "citation_accuracy: Do the cited passages support the answer? The shared DE/FR/EN factual/cross-document/no-answer corpus was not run. Citation correctness, link accuracy, cross-language retrieval and numerical observed accuracy remain unknown; the default embedder is primarily English-trained.",
            "cross_language: Does a question in one language find documents in another? The shared DE/FR/EN factual/cross-document/no-answer corpus was not run. Citation correctness, link accuracy, cross-language retrieval and numerical observed accuracy remain unknown; the default embedder is primarily English-trained.",
            "no_answer_behaviour: Query mode documentation says it reports when no relevant information is found. This is documented behavior, not a passed no-answer fixture.",
            "observed_accuracy: How many of the question set were answered correctly? The shared DE/FR/EN factual/cross-document/no-answer corpus was not run. Citation correctness, link accuracy, cross-language retrieval and numerical observed accuracy remain unknown; the default embedder is primarily English-trained."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:citation-pin",
            "anythingllm:anythingllm:chatmodes"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:KNOW-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Google-source citations are documented; grounding accuracy remains unmeasured.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "citations",
              "question": "Are answers linked to specific sources?",
              "support": "partial",
              "answer": "Google connector answers cite original email/calendar/document sources when available.",
              "evidenceIds": [
                "claude:cl-google"
              ]
            },
            {
              "id": "citation_accuracy",
              "question": "Do the cited passages support the answer?",
              "support": "unknown",
              "answer": "Do the cited passages support the answer? Unverified after checking Google connector citation docs; no multilingual shared corpus, cross-document, citation-accuracy or unanswerable-question test.",
              "evidenceIds": []
            },
            {
              "id": "cross_language",
              "question": "Does a question in one language find documents in another?",
              "support": "unknown",
              "answer": "Does a question in one language find documents in another? Unverified after checking Google connector citation docs; no multilingual shared corpus, cross-document, citation-accuracy or unanswerable-question test.",
              "evidenceIds": []
            },
            {
              "id": "no_answer_behaviour",
              "question": "Does it say when the corpus has no answer?",
              "support": "unknown",
              "answer": "Does it say when the corpus has no answer? Unverified after checking Google connector citation docs; no multilingual shared corpus, cross-document, citation-accuracy or unanswerable-question test.",
              "evidenceIds": []
            },
            {
              "id": "observed_accuracy",
              "question": "How many of the question set were answered correctly?",
              "support": "unknown",
              "answer": "How many of the question set were answered correctly? Unverified after checking Google connector citation docs; no multilingual shared corpus, cross-document, citation-accuracy or unanswerable-question test.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "No observed accuracy or cross-language retrieval ranking."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-google"
          ]
        }
      ]
    },
    {
      "id": "KNOW-07",
      "title": "Memory and personal context",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "Record personal custom instructions, cross-chat memory, project or workspace context, and user controls to view, edit, delete or disable memory. Record whether admins can disable memory organisation-wide.",
      "questions": [
        {
          "id": "custom_instructions",
          "question": "Can users set persistent instructions?"
        },
        {
          "id": "cross_chat_memory",
          "question": "Does the product remember facts across chats?"
        },
        {
          "id": "user_memory_controls",
          "question": "Can users view, edit and delete memories?"
        },
        {
          "id": "admin_memory_controls",
          "question": "Can admins turn memory off?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:KNOW-07",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Opt-in personalization stores private global/workspace memories with user controls and admin enablement.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "custom_instructions",
              "question": "Can users set persistent instructions?",
              "support": "supported",
              "answer": "Workspaces keep model/system instructions and may include user/time variables.",
              "evidenceIds": [
                "anythingllm:anythingllm:systemprompt",
                "anythingllm:anythingllm:llmconfig"
              ]
            },
            {
              "id": "cross_chat_memory",
              "question": "Does the product remember facts across chats?",
              "support": "supported",
              "answer": "User memories apply across chats within a workspace or globally; limits are 20 workspace and five global memories per user.",
              "evidenceIds": [
                "anythingllm:anythingllm:memory"
              ]
            },
            {
              "id": "user_memory_controls",
              "question": "Can users view, edit and delete memories?",
              "support": "supported",
              "answer": "Users can add, edit, delete and move memories; selected memories are sent to the configured model in the system prompt.",
              "evidenceIds": [
                "anythingllm:anythingllm:memory"
              ]
            },
            {
              "id": "admin_memory_controls",
              "question": "Can admins turn memory off?",
              "support": "supported",
              "answer": "Memories are off by default; in multi-user mode only admins enable/disable personalization.",
              "evidenceIds": [
                "anythingllm:anythingllm:memory"
              ]
            }
          ],
          "limitations": [],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:systemprompt",
            "anythingllm:anythingllm:llmconfig",
            "anythingllm:anythingllm:memory"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:KNOW-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Improved memory and legacy memory have different Team/Enterprise administration and Cowork behavior.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Team/Enterprise improved Settings>Memory experience; legacy Settings>Capabilities memory is separately qualified; project instructions are independent",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "custom_instructions",
              "question": "Can users set persistent instructions?",
              "support": "supported",
              "answer": "Projects have persistent instructions for context and style.",
              "evidenceIds": [
                "claude:cl-projects"
              ]
            },
            {
              "id": "cross_chat_memory",
              "question": "Does the product remember facts across chats?",
              "support": "partial",
              "answer": "Improved memory: owners enable availability and members opt in; cloud Cowork shares Chat memory, local Cowork does not. Legacy memory is chat-only and unavailable in Cowork.",
              "evidenceIds": [
                "claude:cl-memory-r2"
              ]
            },
            {
              "id": "user_memory_controls",
              "question": "Can users view, edit and delete memories?",
              "support": "partial",
              "answer": "Improved memory users inspect/delete topics, pause/reset and choose sensitive-topic opt-in. Incognito remains subject to organization export/retention. Legacy settings and summary-memory behavior differ.",
              "evidenceIds": [
                "claude:cl-memory-r2"
              ]
            },
            {
              "id": "admin_memory_controls",
              "question": "Can admins turn memory off?",
              "support": "partial",
              "answer": "Improved memory: Owners/Primary Owners control availability; disabling it deletes existing entries. Legacy Team explicitly lacks org-level memory controls. Improved memory is unavailable under the named HIPAA/public-sector/custom-retention agreements.",
              "evidenceIds": [
                "claude:cl-memory-r2"
              ]
            }
          ],
          "limitations": [
            "Identify experience by Settings>Memory versus legacy Memory under Settings>Capabilities; neither control set is applied universally.",
            "No organization memory fixture. Current page retains a legacy section for a small number of Team/Enterprise organizations."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-projects",
            "claude:cl-memory-r2"
          ]
        }
      ]
    },
    {
      "id": "AGT-01",
      "title": "Custom assistants",
      "group": {
        "id": 3,
        "name": "Assistants and agents"
      },
      "judgment": "Record creation of assistants with instructions, model, knowledge and tools; who can create; sharing scope; versioning; and an internal catalogue or directory. Build one HR policy assistant on the fixture and share it with one group. Prompt templates and a prompt library are recorded here.",
      "questions": [
        {
          "id": "create_assistants",
          "question": "Can users create assistants with instructions, knowledge and tools?"
        },
        {
          "id": "creator_permissions",
          "question": "Can admins limit who creates them?"
        },
        {
          "id": "sharing_scope",
          "question": "Can assistants be shared with users, groups or everyone?"
        },
        {
          "id": "catalogue",
          "question": "Is there an internal assistant directory?"
        },
        {
          "id": "prompt_library",
          "question": "Are shared prompt templates available?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:AGT-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Workspaces combine instructions, a model, knowledge and configured Agent skills; a distinct shareable assistant object/catalog was not fully established.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "create_assistants",
              "question": "Can users create assistants with instructions, knowledge and tools?",
              "support": "supported",
              "answer": "Workspace and Agent settings combine a model, instructions, embedded knowledge and enabled skills/tools.",
              "evidenceIds": [
                "anythingllm:anythingllm:llmconfig",
                "anythingllm:anythingllm:agent-setup",
                "anythingllm:anythingllm:docchat"
              ]
            },
            {
              "id": "creator_permissions",
              "question": "Can admins limit who creates them?",
              "support": "partial",
              "answer": "Admin/Manager roles manage workspaces; Default users only chat in assigned workspaces. A separate assistant-creator permission matrix was not established.",
              "evidenceIds": [
                "anythingllm:anythingllm:security"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can assistants be shared with users, groups or everyone?",
              "support": "partial",
              "answer": "Docker workspaces can be assigned to users; Desktop is single-user. Group/everyone assistant-sharing and versioned assistant publishing were not established.",
              "evidenceIds": [
                "anythingllm:anythingllm:security",
                "anythingllm:anythingllm:desktop"
              ]
            },
            {
              "id": "catalogue",
              "question": "Is there an internal assistant directory?",
              "support": "unknown",
              "answer": "catalogue: Is there an internal assistant directory? A complete internal assistant directory/versioning contract and the HR assistant fixture were not verified.",
              "evidenceIds": []
            },
            {
              "id": "prompt_library",
              "question": "Are shared prompt templates available?",
              "support": "partial",
              "answer": "Workspace prompts and no-code Agent Flows can be reused, but a separate organization prompt-template catalog was not verified.",
              "evidenceIds": [
                "anythingllm:anythingllm:flow",
                "anythingllm:anythingllm:systemprompt"
              ]
            }
          ],
          "limitations": [
            "creator_permissions: Admin/Manager roles manage workspaces; Default users only chat in assigned workspaces. A separate assistant-creator permission matrix was not established.",
            "sharing_scope: Docker workspaces can be assigned to users; Desktop is single-user. Group/everyone assistant-sharing and versioned assistant publishing were not established.",
            "catalogue: Is there an internal assistant directory? A complete internal assistant directory/versioning contract and the HR assistant fixture were not verified.",
            "prompt_library: Workspace prompts and no-code Agent Flows can be reused, but a separate organization prompt-template catalog was not verified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:llmconfig",
            "anythingllm:anythingllm:agent-setup",
            "anythingllm:anythingllm:docchat",
            "anythingllm:anythingllm:security",
            "anythingllm:anythingllm:desktop",
            "anythingllm:anythingllm:flow",
            "anythingllm:anythingllm:systemprompt"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:AGT-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Projects, skills, plugins and artifacts provide reusable task context; full assistant governance remains partly unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "create_assistants",
              "question": "Can users create assistants with instructions, knowledge and tools?",
              "support": "partial",
              "answer": "Projects pair instructions/knowledge; skills and plugins provide reusable task behavior, while custom agent model/tool binding was not fully audited.",
              "evidenceIds": [
                "claude:cl-projects",
                "claude:cl-academy"
              ]
            },
            {
              "id": "creator_permissions",
              "question": "Can admins limit who creates them?",
              "support": "partial",
              "answer": "Enterprise groups/custom roles control plugin access and shared resources; a complete assistant-creator matrix was not verified.",
              "evidenceIds": [
                "claude:cl-groups"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can assistants be shared with users, groups or everyone?",
              "support": "supported",
              "answer": "Team/Enterprise projects share with organization members; Enterprise groups can receive projects/skills/plugins.",
              "evidenceIds": [
                "claude:cl-projects",
                "claude:cl-groups"
              ]
            },
            {
              "id": "catalogue",
              "question": "Is there an internal assistant directory?",
              "support": "partial",
              "answer": "Organization resources and plugins can be shared; a complete internal assistant directory was not inspected.",
              "evidenceIds": [
                "claude:cl-groups"
              ]
            },
            {
              "id": "prompt_library",
              "question": "Are shared prompt templates available?",
              "support": "partial",
              "answer": "Skills capture reusable instructions/processes across Office apps; plain prompt-template catalogue behavior was not verified.",
              "evidenceIds": [
                "claude:cl-office"
              ]
            }
          ],
          "limitations": [
            "No HR-policy assistant was built or shared with a test group."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-projects",
            "claude:cl-academy",
            "claude:cl-groups",
            "claude:cl-office"
          ]
        }
      ]
    },
    {
      "id": "AGT-02",
      "title": "Tools, actions and MCP",
      "group": {
        "id": 3,
        "name": "Assistants and agents"
      },
      "judgment": "Record built-in tools, custom actions (OpenAPI), MCP client support (local and remote servers), authentication model per tool (shared service account or per-user OAuth), and admin approval of tools. Verify one external-tool call and its access boundary.",
      "questions": [
        {
          "id": "builtin_tools",
          "question": "Which tools are built in?"
        },
        {
          "id": "custom_actions",
          "question": "Can admins add API actions?"
        },
        {
          "id": "mcp_client",
          "question": "Can it use remote MCP servers, and with what admin control?"
        },
        {
          "id": "tool_auth",
          "question": "Do tools act as the user or as a shared account?"
        },
        {
          "id": "tool_approval",
          "question": "Can admins approve or block tools, and can users confirm actions before they run?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:AGT-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Self-hosted/desktop supports built-in skills, API-call flows and MCP. Managed Cloud explicitly excludes custom coded Agents and MCP.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web",
              "desktop",
              "cloud"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [
              "Separate MCP servers or custom skill configuration",
              "Mail integrations require single-user mode"
            ],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              },
              {
                "id": "desktop",
                "name": "AnythingLLM Desktop",
                "type": "desktop"
              },
              {
                "id": "cloud",
                "name": "AnythingLLM Cloud managed instance",
                "type": "managed-cloud"
              }
            ]
          },
          "questions": [
            {
              "id": "builtin_tools",
              "question": "Which tools are built in?",
              "support": "supported",
              "answer": "Skills include RAG/document search, web browsing, chart/document generation and SQL; single-user mail skills have a narrower scope.",
              "evidenceIds": [
                "anythingllm:anythingllm:agent-setup",
                "anythingllm:anythingllm:sql",
                "anythingllm:anythingllm:docgen",
                "anythingllm:anythingllm:chart",
                "anythingllm:anythingllm:outlook"
              ]
            },
            {
              "id": "custom_actions",
              "question": "Can admins add API actions?",
              "support": "supported",
              "answer": "No-code flows provide an API-call block and custom skills can be developed for self-hosted/desktop; Cloud excludes custom coded Agents.",
              "evidenceIds": [
                "anythingllm:anythingllm:flow-api",
                "anythingllm:anythingllm:cloud-limits"
              ]
            },
            {
              "id": "mcp_client",
              "question": "Can it use remote MCP servers, and with what admin control?",
              "support": "partial",
              "answer": "Self-hosted/desktop supports stdio, SSE and Streamable remote MCP with management controls. Managed Cloud explicitly does not support MCP.",
              "evidenceIds": [
                "anythingllm:anythingllm:mcp",
                "anythingllm:anythingllm:cloud-limits"
              ]
            },
            {
              "id": "tool_auth",
              "question": "Do tools act as the user or as a shared account?",
              "support": "partial",
              "answer": "MCP accepts environment variables/HTTP headers; single-user Outlook uses delegated Entra authorization. A general per-user OAuth model for every multi-user tool was not established.",
              "evidenceIds": [
                "anythingllm:anythingllm:mcp",
                "anythingllm:anythingllm:outlook"
              ]
            },
            {
              "id": "tool_approval",
              "question": "Can admins approve or block tools, and can users confirm actions before they run?",
              "support": "partial",
              "answer": "Outlook/Gmail modifying actions explicitly require approval in single-user mode. A mandatory approval policy for every custom/MCP action was not verified.",
              "evidenceIds": [
                "anythingllm:anythingllm:outlook",
                "anythingllm:anythingllm:gmail",
                "anythingllm:anythingllm:mcp"
              ]
            }
          ],
          "limitations": [
            "Cloud does not support MCP or custom coded Agents.",
            "Single-user mail approvals do not establish a complete multi-user side-effect policy."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:agent-setup",
            "anythingllm:anythingllm:sql",
            "anythingllm:anythingllm:docgen",
            "anythingllm:anythingllm:chart",
            "anythingllm:anythingllm:outlook",
            "anythingllm:anythingllm:flow-api",
            "anythingllm:anythingllm:cloud-limits",
            "anythingllm:anythingllm:mcp",
            "anythingllm:anythingllm:gmail"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:AGT-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Claude supports remote and local MCP with different execution and identity boundaries.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "builtin_tools",
              "question": "Which tools are built in?",
              "support": "supported",
              "answer": "Code execution, web search, Research and connector tools are listed for commercial plans.",
              "evidenceIds": [
                "claude:cl-pricing"
              ]
            },
            {
              "id": "custom_actions",
              "question": "Can admins add API actions?",
              "support": "partial",
              "answer": "Custom remote MCP can expose action tools; OpenAPI-specific action configuration was not separately verified.",
              "evidenceIds": [
                "claude:cl-mcp"
              ]
            },
            {
              "id": "mcp_client",
              "question": "Can it use remote MCP servers, and with what admin control?",
              "support": "supported",
              "answer": "Remote MCP works through Anthropic cloud. Desktop-local MCP is a separate local-network mechanism; Cowork/cloud chat cannot use that local configuration.",
              "evidenceIds": [
                "claude:cl-mcp"
              ]
            },
            {
              "id": "tool_auth",
              "question": "Do tools act as the user or as a shared account?",
              "support": "supported",
              "answer": "Remote connectors can use per-user OAuth or fixed shared request-header credentials; the latter exposes that credential's access to users.",
              "evidenceIds": [
                "claude:cl-mcp"
              ]
            },
            {
              "id": "tool_approval",
              "question": "Can admins approve or block tools, and can users confirm actions before they run?",
              "support": "partial",
              "answer": "Owners enable connectors and tools; Microsoft Teams sends require Ask, while other tools have configurable permission behavior.",
              "evidenceIds": [
                "claude:cl-m365",
                "claude:cl-mcp"
              ]
            }
          ],
          "limitations": [
            "No external-tool call or fixture permission test was performed."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-pricing",
            "claude:cl-mcp",
            "claude:cl-m365"
          ]
        }
      ]
    },
    {
      "id": "AGT-03",
      "title": "Web search and deep research",
      "group": {
        "id": 3,
        "name": "Assistants and agents"
      },
      "judgment": "Record web search on/off control per organisation and group, search provider, citation of web sources, deep or multi-step research, and whether queries leave the residency boundary. Admins of regulated companies often need web search off.",
      "questions": [
        {
          "id": "web_search",
          "question": "Is web search available?"
        },
        {
          "id": "admin_toggle",
          "question": "Can admins disable it per organisation or group?"
        },
        {
          "id": "search_provider",
          "question": "Which search provider handles queries, and where?"
        },
        {
          "id": "deep_research",
          "question": "Is multi-step research with a report available?"
        },
        {
          "id": "web_citations",
          "question": "Are web sources cited?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:AGT-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The web-browsing skill supports explicit search-provider configuration. This claim covers the pinned self-hosted DuckDuckGo route; it makes no assertion about an unconfigured default.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web"
            ],
            "version": "Self-hosted v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba, explicitly configured agent_search_provider=duckduckgo-engine",
            "plan": "MIT self-hosted deployment with an explicitly selected DuckDuckGo provider; auto-selected defaults, Desktop and managed Cloud defaults are outside this claim",
            "addOns": [
              "Enabled web-browsing skill; explicit agent_search_provider=duckduckgo-engine setting"
            ],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "web_search",
              "question": "Is web search available?",
              "support": "supported",
              "answer": "The Agent web-browsing skill can search the web; this scoped self-hosted configuration explicitly selects the DuckDuckGo engine.",
              "evidenceIds": [
                "anythingllm:anythingllm:browsing",
                "anythingllm:anythingllm:search-configured-r2"
              ]
            },
            {
              "id": "admin_toggle",
              "question": "Can admins disable it per organisation or group?",
              "support": "partial",
              "answer": "The documented Agent Skills settings and chat prompt controls toggle skills. Separate per-group web-search enforcement under the standard role model was not established.",
              "evidenceIds": [
                "anythingllm:anythingllm:agent-skills-r2",
                "anythingllm:anythingllm:security"
              ]
            },
            {
              "id": "search_provider",
              "question": "Which search provider handles queries, and where?",
              "support": "partial",
              "answer": "At the pinned v1.18.0 revision, explicit agent_search_provider=duckduckgo-engine invokes _duckDuckGoEngine and sends the query to html.duckduckgo.com/html. Query processing country and a CH/EU residency commitment were not verified. Unconfigured defaults are outside this finding.",
              "evidenceIds": [
                "anythingllm:anythingllm:search-configured-r2"
              ]
            },
            {
              "id": "deep_research",
              "question": "Is multi-step research with a report available?",
              "support": "partial",
              "answer": "Agent tools/flows can chain research steps; a dedicated tested report workflow and accuracy result were not established.",
              "evidenceIds": [
                "anythingllm:anythingllm:flow",
                "anythingllm:anythingllm:agent-usage"
              ]
            },
            {
              "id": "web_citations",
              "question": "Are web sources cited?",
              "support": "partial",
              "answer": "The client renders source citations including links; correctness and completeness of web-source citations were not tested.",
              "evidenceIds": [
                "anythingllm:anythingllm:citation-pin"
              ]
            }
          ],
          "limitations": [
            "The scope is an explicitly configured provider at one release pin, not an assertion about default routing in other installations.",
            "Search queries leave the application for the selected external endpoint; processing region and a per-group enforcement fixture were not established.",
            "Dedicated research-report quality and citation completeness remain untested."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:browsing",
            "anythingllm:anythingllm:search-configured-r2",
            "anythingllm:anythingllm:agent-skills-r2",
            "anythingllm:anythingllm:security",
            "anythingllm:anythingllm:flow",
            "anythingllm:anythingllm:agent-usage",
            "anythingllm:anythingllm:citation-pin"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:AGT-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Web search and Research are offered; detailed search-provider geography and group policy remain open.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "web_search",
              "question": "Is web search available?",
              "support": "supported",
              "answer": "Commercial plans include web search.",
              "evidenceIds": [
                "claude:cl-pricing-20261026"
              ]
            },
            {
              "id": "admin_toggle",
              "question": "Can admins disable it per organisation or group?",
              "support": "supported",
              "answer": "An Owner or Primary Owner enables web search for the Team/Enterprise workspace under Organization settings > Capabilities. Members then enable it in chat; the new unified experience can invoke search without a per-chat toggle.",
              "evidenceIds": [
                "claude:claude:web-search-controls-20261026"
              ]
            },
            {
              "id": "search_provider",
              "question": "Which search provider handles queries, and where?",
              "support": "unknown",
              "answer": "Which search provider handles queries, and where? Unverified after checking commercial plan comparison, connector and release docs; current search provider, query location, web-specific citation behavior and full admin toggle matrix not established. Search on 2026-10-26: https://claude.com/pricing, https://support.claude.com/en/articles/13345190-get-started-with-claude-cowork, https://support.claude.com/en/articles/10684626-enable-and-use-web-search. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "deep_research",
              "question": "Is multi-step research with a report available?",
              "support": "supported",
              "answer": "Commercial plans list Research; no shared-corpus report was run.",
              "evidenceIds": [
                "claude:cl-pricing-20261026"
              ]
            },
            {
              "id": "web_citations",
              "question": "Are web sources cited?",
              "support": "supported",
              "answer": "The web-search guide documents direct citations and links to the sources used in searched answers. Citation correctness was not fixture-tested.",
              "evidenceIds": [
                "claude:claude:web-search-controls-20261026"
              ]
            }
          ],
          "limitations": [
            "search_provider: Which search provider handles queries, and where? Unverified after checking commercial plan comparison, connector and release docs; current search provider, query location, web-specific citation behavior and full admin toggle matrix not established. Search on 2026-10-26: https://claude.com/pricing, https://support.claude.com/en/articles/13345190-get-started-with-claude-cowork, https://support.claude.com/en/articles/10684626-enable-and-use-web-search. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-pricing-20261026",
            "claude:claude:web-search-controls-20261026"
          ]
        }
      ]
    },
    {
      "id": "AGT-04",
      "title": "Workflows and automation",
      "group": {
        "id": 3,
        "name": "Assistants and agents"
      },
      "judgment": "Record no-code or low-code workflows, scheduled prompts, triggers from email, forms or business systems, and multi-step chains. Name where they run and who can build them. A shared prompt template is not a workflow.",
      "questions": [
        {
          "id": "workflow_builder",
          "question": "Is there a workflow or chain builder?"
        },
        {
          "id": "scheduled_tasks",
          "question": "Can prompts or assistants run on a schedule?"
        },
        {
          "id": "event_triggers",
          "question": "Can external events start a workflow?"
        },
        {
          "id": "builder_audience",
          "question": "Is building aimed at business users, IT or developers?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:AGT-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "No-code Agent Flows are available on Docker/Desktop. Scheduled Jobs are explicitly single-user only.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web",
              "desktop"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [
              "Scheduled Jobs require single-user mode"
            ],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              },
              {
                "id": "desktop",
                "name": "AnythingLLM Desktop",
                "type": "desktop"
              }
            ]
          },
          "questions": [
            {
              "id": "workflow_builder",
              "question": "Is there a workflow or chain builder?",
              "support": "supported",
              "answer": "The visual flow editor builds reusable agentic skills with steps such as API calls, scraping and file operations.",
              "evidenceIds": [
                "anythingllm:anythingllm:flow"
              ]
            },
            {
              "id": "scheduled_tasks",
              "question": "Can prompts or assistants run on a schedule?",
              "support": "partial",
              "answer": "Scheduled Jobs run recurring Agent prompts with cron, tool allow-lists and saved traces in single-user mode. They are unavailable in self-hosted multi-user mode.",
              "evidenceIds": [
                "anythingllm:anythingllm:job"
              ]
            },
            {
              "id": "event_triggers",
              "question": "Can external events start a workflow?",
              "support": "unknown",
              "answer": "event_triggers: Can external events start a workflow? A maintained incoming email/form/business-system event-trigger contract was not established; an API call alone is not a named trigger integration.",
              "evidenceIds": []
            },
            {
              "id": "builder_audience",
              "question": "Is building aimed at business users, IT or developers?",
              "support": "supported",
              "answer": "Flows target non-coders; custom skill code targets technical users and developers.",
              "evidenceIds": [
                "anythingllm:anythingllm:flow"
              ]
            }
          ],
          "limitations": [
            "scheduled_tasks: Scheduled Jobs run recurring Agent prompts with cron, tool allow-lists and saved traces in single-user mode. They are unavailable in self-hosted multi-user mode.",
            "event_triggers: Can external events start a workflow? A maintained incoming email/form/business-system event-trigger contract was not established; an API call alone is not a named trigger integration."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:flow",
            "anythingllm:anythingllm:job"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:AGT-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Cowork documents scheduled multi-step tasks; external-event triggers remain unverified.",
          "availability": "beta",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Team and Enterprise Cowork; cloud execution in beta",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "workflow_builder",
              "question": "Is there a workflow or chain builder?",
              "support": "partial",
              "answer": "Cowork turns outcome instructions into multi-step tasks and reusable scheduled work; a separate no-code graph builder was not verified.",
              "evidenceIds": [
                "claude:cl-cowork"
              ]
            },
            {
              "id": "scheduled_tasks",
              "question": "Can prompts or assistants run on a schedule?",
              "support": "partial",
              "answer": "Scheduled Cowork tasks run in the cloud with no device online, subject to commercial beta and admin access.",
              "evidenceIds": [
                "claude:cl-cowork"
              ]
            },
            {
              "id": "event_triggers",
              "question": "Can external events start a workflow?",
              "support": "unknown",
              "answer": "Can external events start a workflow? Unverified after checking Cowork task/schedule and connector docs; no external-event trigger contract or event fixture.",
              "evidenceIds": []
            },
            {
              "id": "builder_audience",
              "question": "Is building aimed at business users, IT or developers?",
              "support": "supported",
              "answer": "Cowork is aimed at knowledge work with no terminal required.",
              "evidenceIds": [
                "claude:cl-cowork"
              ]
            }
          ],
          "limitations": [
            "Unverified parts: event_triggers.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-cowork"
          ]
        }
      ]
    },
    {
      "id": "AGT-05",
      "title": "Agentic task execution",
      "group": {
        "id": 3,
        "name": "Assistants and agents"
      },
      "judgment": "Record an agent mode that plans and carries out multi-step tasks with tools (browser, files, connectors), with visible steps, user confirmation of side effects and stop control. Run one fixture task (gather three documents, draft a summary, propose an email). Record interventions and what ran. A final claim of success is not proof.",
      "questions": [
        {
          "id": "agent_mode",
          "question": "Is there an agent mode for multi-step tasks?"
        },
        {
          "id": "visible_steps",
          "question": "Are steps and tool calls shown?"
        },
        {
          "id": "side_effect_confirmation",
          "question": "Must the user confirm actions with side effects?"
        },
        {
          "id": "stop_control",
          "question": "Can the user stop a running task?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:AGT-05",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        },
        {
          "productId": "claude",
          "claimId": "claude:AGT-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Cowork documents multi-step execution; broad action and stop-control behavior remains untested.",
          "availability": "beta",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-cowork",
              "claude-connectors"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Team/Enterprise Cowork; cloud beta where stated",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "agent_mode",
              "question": "Is there an agent mode for multi-step tasks?",
              "support": "supported",
              "answer": "Paid Cowork plans and executes multi-step tasks with code, files and browser access where permitted.",
              "evidenceIds": [
                "claude:cl-cowork-20261026"
              ]
            },
            {
              "id": "visible_steps",
              "question": "Are steps and tool calls shown?",
              "support": "partial",
              "answer": "The documented task flow includes planning and subtasks; complete tool-step visibility was not independently observed.",
              "evidenceIds": [
                "claude:cl-cowork-20261026"
              ]
            },
            {
              "id": "side_effect_confirmation",
              "question": "Must the user confirm actions with side effects?",
              "support": "partial",
              "answer": "Microsoft connector has required confirmations for specified email/calendar/Teams actions; this does not establish mandatory confirmation for every Cowork side effect.",
              "evidenceIds": [
                "claude:cl-m365-20261026"
              ]
            },
            {
              "id": "stop_control",
              "question": "Can the user stop a running task?",
              "support": "partial",
              "answer": "The paid-plan Cowork safety guide documents user stopping/monitoring of tasks. It does not guarantee that stopping reverses a completed write or cancels every submitted external action.",
              "evidenceIds": [
                "claude:claude:cowork-stop-20261026",
                "claude:cl-cowork-20261026"
              ]
            }
          ],
          "limitations": [
            "visible_steps: The documented task flow includes planning and subtasks; complete tool-step visibility was not independently observed.",
            "side_effect_confirmation: Microsoft connector has required confirmations for specified email/calendar/Teams actions; this does not establish mandatory confirmation for every Cowork side effect.",
            "stop_control: The paid-plan Cowork safety guide documents user stopping/monitoring of tasks. It does not guarantee that stopping reverses a completed write or cancels every submitted external action."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-cowork-20261026",
            "claude:cl-m365-20261026",
            "claude:claude:cowork-stop-20261026"
          ]
        }
      ]
    },
    {
      "id": "AGT-06",
      "title": "Programmable access",
      "group": {
        "id": 3,
        "name": "Assistants and agents"
      },
      "judgment": "Record a public API for chat, assistants and knowledge, SDKs, API authentication, rate limits and whether API use counts against the same governance (audit, budgets, model restrictions). Being an MCP client is different from exposing the product over MCP.",
      "questions": [
        {
          "id": "chat_api",
          "question": "Is there an API for chat and assistants?"
        },
        {
          "id": "knowledge_api",
          "question": "Can documents be loaded through an API?"
        },
        {
          "id": "api_governance",
          "question": "Do audit, budgets and model rules apply to API use?"
        },
        {
          "id": "mcp_server",
          "question": "Does the product expose itself to other agents over MCP?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:AGT-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Instance APIs manage workspaces, upload/embed content and run chats using provisioned API keys.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_api",
              "question": "Is there an API for chat and assistants?",
              "support": "supported",
              "answer": "The documented developer API supports workspace management and chat, with instance OpenAPI docs at /api/docs.",
              "evidenceIds": [
                "anythingllm:anythingllm:api"
              ]
            },
            {
              "id": "knowledge_api",
              "question": "Can documents be loaded through an API?",
              "support": "supported",
              "answer": "The developer API documents embedding/document management alongside workspace operations.",
              "evidenceIds": [
                "anythingllm:anythingllm:api"
              ]
            },
            {
              "id": "api_governance",
              "question": "Do audit, budgets and model rules apply to API use?",
              "support": "partial",
              "answer": "API keys are provisioned by authorized accounts and confer access to their holder. Full UI/API quota, model, audit and per-user boundary parity was not tested.",
              "evidenceIds": [
                "anythingllm:anythingllm:api",
                "anythingllm:anythingllm:config"
              ]
            },
            {
              "id": "mcp_server",
              "question": "Does the product expose itself to other agents over MCP?",
              "support": "unknown",
              "answer": "mcp_server: Does the product expose itself to other agents over MCP? A native product-wide MCP server was not established from the client-MCP and API guides.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "api_governance: API keys are provisioned by authorized accounts and confer access to their holder. Full UI/API quota, model, audit and per-user boundary parity was not tested.",
            "mcp_server: Does the product expose itself to other agents over MCP? A native product-wide MCP server was not established from the client-MCP and API guides."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:api",
            "anythingllm:anythingllm:config"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:AGT-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A public model API and separate compliance/analytics interfaces exist; workspace feature parity is unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_api",
              "question": "Is there an API for chat and assistants?",
              "support": "partial",
              "answer": "Claude Platform has a public separately priced model API; this does not establish API access to the same Claude Team/Enterprise assistant conversations.",
              "evidenceIds": [
                "claude:cl-api-prices"
              ]
            },
            {
              "id": "knowledge_api",
              "question": "Can documents be loaded through an API?",
              "support": "unknown",
              "answer": "Can documents be loaded through an API? Unverified after checking Claude Platform pricing and commercial Compliance API docs; workspace knowledge ingestion and product MCP-server exposure not verified.",
              "evidenceIds": []
            },
            {
              "id": "api_governance",
              "question": "Do audit, budgets and model rules apply to API use?",
              "support": "partial",
              "answer": "Enterprise Compliance API covers eligible deployments; automatic parity of model, budget and audit policy with separately purchased API usage was not established.",
              "evidenceIds": [
                "claude:cl-compliance"
              ]
            },
            {
              "id": "mcp_server",
              "question": "Does the product expose itself to other agents over MCP?",
              "support": "unknown",
              "answer": "Does the product expose itself to other agents over MCP? Unverified after checking Claude Platform pricing and commercial Compliance API docs; workspace knowledge ingestion and product MCP-server exposure not verified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: knowledge_api, mcp_server.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-api-prices",
            "claude:cl-compliance"
          ]
        }
      ]
    },
    {
      "id": "WORK-01",
      "title": "Clients and access points",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "List web, desktop (Windows, macOS), iOS, Android, mobile browser and browser extension separately. For each, record login with company SSO, feature gaps against web, and MDM/Intune deployability. An installable app is different from a mobile website.",
      "questions": [
        {
          "id": "web",
          "question": "Is a full web client available?"
        },
        {
          "id": "desktop_apps",
          "question": "Windows and macOS apps?"
        },
        {
          "id": "mobile_apps",
          "question": "iOS and Android apps with SSO?"
        },
        {
          "id": "browser_extension",
          "question": "Is there a browser extension or sidebar?"
        },
        {
          "id": "managed_deployment",
          "question": "Can IT deploy and configure clients through MDM?"
        },
        {
          "id": "client_feature_gaps",
          "question": "Which features are missing on mobile?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:WORK-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Docker serves a browser client, Desktop has native installers and Mobile is Android-only; these are different access/governance modes.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web",
              "desktop",
              "android",
              "browser-extension"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [
              "Windows",
              "macOS",
              "Linux",
              "Android"
            ],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              },
              {
                "id": "desktop",
                "name": "AnythingLLM Desktop",
                "type": "desktop"
              },
              {
                "id": "android",
                "name": "AnythingLLM Mobile for Android",
                "type": "mobile"
              },
              {
                "id": "browser-extension",
                "name": "AnythingLLM browser content collection extension",
                "type": "browser-extension"
              }
            ]
          },
          "questions": [
            {
              "id": "web",
              "question": "Is a full web client available?",
              "support": "supported",
              "answer": "Docker provides the browser-accessible multi-user UI; Desktop network discovery exposes API endpoints rather than a web UI.",
              "evidenceIds": [
                "anythingllm:anythingllm:desktop",
                "anythingllm:anythingllm:docker"
              ]
            },
            {
              "id": "desktop_apps",
              "question": "Windows and macOS apps?",
              "support": "supported",
              "answer": "Desktop installers support Windows, macOS and Linux; the app is single-user rather than a shared company-login client.",
              "evidenceIds": [
                "anythingllm:anythingllm:desktop"
              ]
            },
            {
              "id": "mobile_apps",
              "question": "iOS and Android apps with SSO?",
              "support": "partial",
              "answer": "A separate free Android app can run local models or pair with Desktop/Cloud/self-hosted servers. iOS and a tested native company-SSO flow were not established.",
              "evidenceIds": [
                "anythingllm:anythingllm:mobile"
              ]
            },
            {
              "id": "browser_extension",
              "question": "Is there a browser extension or sidebar?",
              "support": "supported",
              "answer": "A content collection extension supports Chrome/Edge/Brave/Firefox and connects with an instance API key.",
              "evidenceIds": [
                "anythingllm:anythingllm:ext"
              ]
            },
            {
              "id": "managed_deployment",
              "question": "Can IT deploy and configure clients through MDM?",
              "support": "partial",
              "answer": "Windows silent installer switches are documented for scripted/MDM packaging. Current User install is required; all-users install is unsupported and Enterprise/Server OS use has caveats. No Intune deployment was tested.",
              "evidenceIds": [
                "anythingllm:anythingllm:windows"
              ]
            },
            {
              "id": "client_feature_gaps",
              "question": "Which features are missing on mobile?",
              "support": "supported",
              "answer": "Desktop lacks multi-user/workspace administration; Android is a separate local/pairing client; Desktop-only meeting features currently target Windows/macOS.",
              "evidenceIds": [
                "anythingllm:anythingllm:desktop",
                "anythingllm:anythingllm:mobile",
                "anythingllm:anythingllm:meeting-intro"
              ]
            }
          ],
          "limitations": [
            "mobile_apps: A separate free Android app can run local models or pair with Desktop/Cloud/self-hosted servers. iOS and a tested native company-SSO flow were not established.",
            "managed_deployment: Windows silent installer switches are documented for scripted/MDM packaging. Current User install is required; all-users install is unsupported and Enterprise/Server OS use has caveats. No Intune deployment was tested."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:desktop",
            "anythingllm:anythingllm:docker",
            "anythingllm:anythingllm:mobile",
            "anythingllm:anythingllm:ext",
            "anythingllm:anythingllm:windows",
            "anythingllm:anythingllm:meeting-intro"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:WORK-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Web, native clients and Chrome access are documented, with distinct admin and beta eligibility.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "web",
              "question": "Is a full web client available?",
              "support": "supported",
              "answer": "Commercial Claude is available on the web.",
              "evidenceIds": [
                "claude:cl-enterprise"
              ]
            },
            {
              "id": "desktop_apps",
              "question": "Windows and macOS apps?",
              "support": "supported",
              "answer": "Cowork supports macOS and Windows desktop clients on paid plans.",
              "evidenceIds": [
                "claude:cl-cowork"
              ]
            },
            {
              "id": "mobile_apps",
              "question": "iOS and Android apps with SSO?",
              "support": "partial",
              "answer": "iOS/Android clients support commercial accounts; SSO mobile login was not tested.",
              "evidenceIds": [
                "claude:cl-cowork",
                "claude:cl-m365-user"
              ]
            },
            {
              "id": "browser_extension",
              "question": "Is there a browser extension or sidebar?",
              "support": "partial",
              "answer": "Claude in Chrome is available with plan/Enterprise admin eligibility.",
              "evidenceIds": [
                "claude:cl-cowork"
              ]
            },
            {
              "id": "managed_deployment",
              "question": "Can IT deploy and configure clients through MDM?",
              "support": "partial",
              "answer": "Team and Enterprise plan comparisons list enterprise desktop deployment; exact MDM packages/policies were not reviewed.",
              "evidenceIds": [
                "claude:cl-pricing"
              ]
            },
            {
              "id": "client_feature_gaps",
              "question": "Which features are missing on mobile?",
              "support": "partial",
              "answer": "Exports require web/Desktop; cloud Cowork rollout and admin enablement differ from local desktop execution.",
              "evidenceIds": [
                "claude:cl-export-user",
                "claude:cl-cowork"
              ]
            }
          ],
          "limitations": [
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-enterprise",
            "claude:cl-cowork",
            "claude:cl-m365-user",
            "claude:cl-pricing",
            "claude:cl-export-user"
          ]
        }
      ]
    },
    {
      "id": "WORK-02",
      "title": "Office suite and Teams integration",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record presence inside Word, Excel, PowerPoint, Outlook and Teams (and Google Docs, Gmail), with what the assistant can do in each: read the open document, write into it, act on mail. Record extra licences and admin consent needed. A connector that searches Office files is KNOW-03, not WORK-02.",
      "questions": [
        {
          "id": "word_excel_powerpoint",
          "question": "Does it work inside Word, Excel and PowerPoint?"
        },
        {
          "id": "outlook",
          "question": "Does it work inside Outlook?"
        },
        {
          "id": "teams",
          "question": "Is there a Teams app or bot?"
        },
        {
          "id": "google_workspace_apps",
          "question": "Does it work inside Docs, Sheets or Gmail?"
        },
        {
          "id": "licence_prerequisites",
          "question": "Which licences or consents are needed?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:WORK-02",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        },
        {
          "productId": "claude",
          "claimId": "claude:WORK-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Native Microsoft add-ins and a separate Google Workspace beta have different approval and data paths.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-office",
              "claude-connectors",
              "claude-google-addon"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Team/Enterprise Office; Outlook beta; Google Workspace native beta",
            "addOns": [
              "Microsoft/Google subscriptions and administrator deployment approval where required"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-google-addon",
                "name": "Claude native Google Workspace sidebar beta",
                "type": "suite-addin"
              }
            ]
          },
          "questions": [
            {
              "id": "word_excel_powerpoint",
              "question": "Does it work inside Word, Excel and PowerPoint?",
              "support": "supported",
              "answer": "Claude advertises native Excel/PowerPoint/Word add-ins as generally available on paid plans.",
              "evidenceIds": [
                "claude:cl-office"
              ]
            },
            {
              "id": "outlook",
              "question": "Does it work inside Outlook?",
              "support": "supported",
              "answer": "Outlook add-in is beta and opens drafts in the native composer for user sending.",
              "evidenceIds": [
                "claude:cl-office"
              ]
            },
            {
              "id": "teams",
              "question": "Is there a Teams app or bot?",
              "support": "partial",
              "answer": "Teams read/write is through the separate Microsoft connector; a native Teams app was not established.",
              "evidenceIds": [
                "claude:cl-m365"
              ]
            },
            {
              "id": "google_workspace_apps",
              "question": "Does it work inside Docs, Sheets or Gmail?",
              "support": "supported",
              "answer": "Native Google Docs/Sheets/Slides sidebar is beta for Team/Enterprise, installed via Google Marketplace. It edits the open file under the user identity with ask-before-edits by default; connectors are a separate feature.",
              "evidenceIds": [
                "claude:cl-google-addon"
              ]
            },
            {
              "id": "licence_prerequisites",
              "question": "Which licences or consents are needed?",
              "support": "partial",
              "answer": "Paid Claude or supported cloud credentials are advertised for Office; Google add-in needs a paid supported plan and Marketplace approval. Microsoft source connector needs work-account/Entra consent.",
              "evidenceIds": [
                "claude:cl-office",
                "claude:cl-google-addon",
                "claude:cl-m365-user"
              ]
            }
          ],
          "limitations": [
            "No deployment or native-edit fixture. Google extension retains its own local per-file history and does not inherit custom organization retention."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-office",
            "claude:cl-m365",
            "claude:cl-google-addon",
            "claude:cl-m365-user"
          ]
        }
      ]
    },
    {
      "id": "WORK-03",
      "title": "Translation and writing",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record document translation preserving layout, the translation engine (LLM or dedicated such as DeepL), glossaries, formality control, supported languages including Swiss German conventions (no ß), and rewriting/proofreading tools. Translate the shared German contract into French and Italian and record layout and glossary results.",
      "questions": [
        {
          "id": "document_translation",
          "question": "Can whole documents be translated with formatting kept?"
        },
        {
          "id": "translation_engine",
          "question": "Which engine translates?"
        },
        {
          "id": "glossaries",
          "question": "Are company glossaries supported?"
        },
        {
          "id": "formality_and_variants",
          "question": "Can formality and regional variants (de-CH) be set?"
        },
        {
          "id": "writing_tools",
          "question": "Are dedicated rewrite and proofreading tools available?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:WORK-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Optional Desktop Magic tools support system-wide rewriting, but layout-preserving translation and company glossary controls remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "desktop"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "Desktop free Magic allowances; optional Desktop Pro",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [
              "Windows",
              "macOS"
            ],
            "surfaces": [
              {
                "id": "desktop",
                "name": "AnythingLLM Desktop",
                "type": "desktop"
              }
            ]
          },
          "questions": [
            {
              "id": "document_translation",
              "question": "Can whole documents be translated with formatting kept?",
              "support": "unknown",
              "answer": "document_translation: Can whole documents be translated with formatting kept? No whole-contract DE-to-FR/IT formatting test, company glossary, formality/de-CH control or dedicated layout-preserving translation service was verified.",
              "evidenceIds": []
            },
            {
              "id": "translation_engine",
              "question": "Which engine translates?",
              "support": "partial",
              "answer": "Generative rewrite work uses the selected model. A dedicated document translation engine/workflow was not established.",
              "evidenceIds": [
                "anythingllm:anythingllm:pro",
                "anythingllm:anythingllm:llmconfig"
              ]
            },
            {
              "id": "glossaries",
              "question": "Are company glossaries supported?",
              "support": "unknown",
              "answer": "glossaries: Are company glossaries supported? No whole-contract DE-to-FR/IT formatting test, company glossary, formality/de-CH control or dedicated layout-preserving translation service was verified.",
              "evidenceIds": []
            },
            {
              "id": "formality_and_variants",
              "question": "Can formality and regional variants (de-CH) be set?",
              "support": "unknown",
              "answer": "formality_and_variants: Can formality and regional variants (de-CH) be set? No whole-contract DE-to-FR/IT formatting test, company glossary, formality/de-CH control or dedicated layout-preserving translation service was verified.",
              "evidenceIds": []
            },
            {
              "id": "writing_tools",
              "question": "Are dedicated rewrite and proofreading tools available?",
              "support": "supported",
              "answer": "Desktop Magic Echo/Beacon/Tab offer dictation cleanup, selected-text revision and writing completion, with free allowances and optional Desktop Pro.",
              "evidenceIds": [
                "anythingllm:anythingllm:pro"
              ]
            }
          ],
          "limitations": [
            "document_translation: Can whole documents be translated with formatting kept? No whole-contract DE-to-FR/IT formatting test, company glossary, formality/de-CH control or dedicated layout-preserving translation service was verified.",
            "translation_engine: Generative rewrite work uses the selected model. A dedicated document translation engine/workflow was not established.",
            "glossaries: Are company glossaries supported? No whole-contract DE-to-FR/IT formatting test, company glossary, formality/de-CH control or dedicated layout-preserving translation service was verified.",
            "formality_and_variants: Can formality and regional variants (de-CH) be set? No whole-contract DE-to-FR/IT formatting test, company glossary, formality/de-CH control or dedicated layout-preserving translation service was verified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:pro",
            "anythingllm:anythingllm:llmconfig"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:WORK-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Office rewriting/review is documented; translation fidelity and glossary controls remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "document_translation",
              "question": "Can whole documents be translated with formatting kept?",
              "support": "unknown",
              "answer": "Can whole documents be translated with formatting kept? Unverified after checking Office and project-instruction docs; layout-preserving DE-to-FR/IT translation, dedicated engine, glossary and Swiss-language controls not established.",
              "evidenceIds": []
            },
            {
              "id": "translation_engine",
              "question": "Which engine translates?",
              "support": "unknown",
              "answer": "Which engine translates? Unverified after checking Office and project-instruction docs; layout-preserving DE-to-FR/IT translation, dedicated engine, glossary and Swiss-language controls not established.",
              "evidenceIds": []
            },
            {
              "id": "glossaries",
              "question": "Are company glossaries supported?",
              "support": "unknown",
              "answer": "Are company glossaries supported? Unverified after checking Office and project-instruction docs; layout-preserving DE-to-FR/IT translation, dedicated engine, glossary and Swiss-language controls not established.",
              "evidenceIds": []
            },
            {
              "id": "formality_and_variants",
              "question": "Can formality and regional variants (de-CH) be set?",
              "support": "unknown",
              "answer": "Can formality and regional variants (de-CH) be set? Unverified after checking Office and project-instruction docs; layout-preserving DE-to-FR/IT translation, dedicated engine, glossary and Swiss-language controls not established.",
              "evidenceIds": []
            },
            {
              "id": "writing_tools",
              "question": "Are dedicated rewrite and proofreading tools available?",
              "support": "partial",
              "answer": "Word add-in advertises tracked revisions, comments and company styles; no proofreading/translation fixture was run.",
              "evidenceIds": [
                "claude:cl-office"
              ]
            }
          ],
          "limitations": [
            "Unverified parts: document_translation, translation_engine, glossaries, formality_and_variants.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-office"
          ]
        }
      ]
    },
    {
      "id": "WORK-04",
      "title": "Image generation and editing",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record available image models, editing (inpainting, reference images), admin control and per-image cost visibility, and licence or usage terms for generated images.",
      "questions": [
        {
          "id": "image_generation",
          "question": "Can users generate images, with which models?"
        },
        {
          "id": "image_editing",
          "question": "Can users edit uploaded images?"
        },
        {
          "id": "admin_control",
          "question": "Can admins restrict image generation?"
        },
        {
          "id": "usage_terms",
          "question": "What usage rights apply to output?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:WORK-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Configured image providers generate pictures and can edit references where supported.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "image_generation",
              "question": "Can users generate images, with which models?",
              "support": "supported",
              "answer": "The /img command uses configured OpenAI, OpenRouter, Ollama or Lemonade providers and an operator-selected model.",
              "evidenceIds": [
                "anythingllm:anythingllm:images"
              ]
            },
            {
              "id": "image_editing",
              "question": "Can users edit uploaded images?",
              "support": "partial",
              "answer": "OpenAI/OpenRouter and compatible Lemonade models use reference-image editing. The documented Ollama route drops image references and generates from text only.",
              "evidenceIds": [
                "anythingllm:anythingllm:images"
              ]
            },
            {
              "id": "admin_control",
              "question": "Can admins restrict image generation?",
              "support": "partial",
              "answer": "Admins configure provider credentials and model. A separate per-group image-generation cost/permission policy was not established.",
              "evidenceIds": [
                "anythingllm:anythingllm:images",
                "anythingllm:anythingllm:security"
              ]
            },
            {
              "id": "usage_terms",
              "question": "What usage rights apply to output?",
              "support": "unknown",
              "answer": "usage_terms: What usage rights apply to output? Output rights and complete per-image cost visibility depend on the model/provider contract and were not established here.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "image_editing: OpenAI/OpenRouter and compatible Lemonade models use reference-image editing. The documented Ollama route drops image references and generates from text only.",
            "admin_control: Admins configure provider credentials and model. A separate per-group image-generation cost/permission policy was not established.",
            "usage_terms: What usage rights apply to output? Output rights and complete per-image cost visibility depend on the model/provider contract and were not established here."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:images",
            "anythingllm:anythingllm:security"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:WORK-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Claude explicitly excludes native photo/illustration generation; HTML/SVG visuals and uploaded-image analysis are separate capabilities.",
          "availability": "unknown",
          "delivery": "unknown",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients"
            ],
            "version": "Public help checked 2026-10-26",
            "plan": "Team/Enterprise native Claude web and desktop; third-party image tools excluded",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "image_generation",
              "question": "Can users generate images, with which models?",
              "support": "unsupported",
              "answer": "The official image FAQ explicitly says Claude does not generate photos or illustrations like dedicated image-generation tools. Its beta HTML/SVG diagrams/charts are not a native raster image-generation model.",
              "evidenceIds": [
                "claude:claude:image-generation-boundary-20261026"
              ]
            },
            {
              "id": "image_editing",
              "question": "Can users edit uploaded images?",
              "support": "unknown",
              "answer": "Can users edit uploaded images? Unverified after checking Claude pricing, artifacts and code/file-creation docs; design/artifact creation does not establish a native raster image model, uploaded-image editing, per-image controls or image-specific licence terms. Search on 2026-10-26: https://support.claude.com/en/articles/9002504-can-claude-produce-images, https://support.claude.com/en/articles/12111783-create-and-edit-files-with-claude, https://support.claude.com/en/articles/10769299-how-to-use-claude-in-your-preferred-language. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "admin_control",
              "question": "Can admins restrict image generation?",
              "support": "unknown",
              "answer": "Can admins restrict image generation? Unverified after checking Claude pricing, artifacts and code/file-creation docs; design/artifact creation does not establish a native raster image model, uploaded-image editing, per-image controls or image-specific licence terms. Search on 2026-10-26: https://support.claude.com/en/articles/9002504-can-claude-produce-images, https://support.claude.com/en/articles/12111783-create-and-edit-files-with-claude, https://support.claude.com/en/articles/10769299-how-to-use-claude-in-your-preferred-language. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "usage_terms",
              "question": "What usage rights apply to output?",
              "support": "unknown",
              "answer": "What usage rights apply to output? Unverified after checking Claude pricing, artifacts and code/file-creation docs; design/artifact creation does not establish a native raster image model, uploaded-image editing, per-image controls or image-specific licence terms. Search on 2026-10-26: https://support.claude.com/en/articles/9002504-can-claude-produce-images, https://support.claude.com/en/articles/12111783-create-and-edit-files-with-claude, https://support.claude.com/en/articles/10769299-how-to-use-claude-in-your-preferred-language. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "image_editing: Can users edit uploaded images? Unverified after checking Claude pricing, artifacts and code/file-creation docs; design/artifact creation does not establish a native raster image model, uploaded-image editing, per-image controls or image-specific licence terms. Search on 2026-10-26: https://support.claude.com/en/articles/9002504-can-claude-produce-images, https://support.claude.com/en/articles/12111783-create-and-edit-files-with-claude, https://support.claude.com/en/articles/10769299-how-to-use-claude-in-your-preferred-language. No additional scoped evidence established this answer.",
            "admin_control: Can admins restrict image generation? Unverified after checking Claude pricing, artifacts and code/file-creation docs; design/artifact creation does not establish a native raster image model, uploaded-image editing, per-image controls or image-specific licence terms. Search on 2026-10-26: https://support.claude.com/en/articles/9002504-can-claude-produce-images, https://support.claude.com/en/articles/12111783-create-and-edit-files-with-claude, https://support.claude.com/en/articles/10769299-how-to-use-claude-in-your-preferred-language. No additional scoped evidence established this answer.",
            "usage_terms: What usage rights apply to output? Unverified after checking Claude pricing, artifacts and code/file-creation docs; design/artifact creation does not establish a native raster image model, uploaded-image editing, per-image controls or image-specific licence terms. Search on 2026-10-26: https://support.claude.com/en/articles/9002504-can-claude-produce-images, https://support.claude.com/en/articles/12111783-create-and-edit-files-with-claude, https://support.claude.com/en/articles/10769299-how-to-use-claude-in-your-preferred-language. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:claude:image-generation-boundary-20261026"
          ]
        }
      ]
    },
    {
      "id": "WORK-05",
      "title": "Voice and meetings",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record dictation, read-aloud, live voice conversation, meeting transcription and summarisation, supported languages including Swiss German speech, and where audio is processed.",
      "questions": [
        {
          "id": "dictation",
          "question": "Can users dictate prompts?"
        },
        {
          "id": "read_aloud",
          "question": "Can answers be read aloud?"
        },
        {
          "id": "voice_conversation",
          "question": "Is a live voice mode available?"
        },
        {
          "id": "meeting_summaries",
          "question": "Are meetings transcribed and summarised?"
        },
        {
          "id": "swiss_german_speech",
          "question": "Is Swiss German speech recognised?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:WORK-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Audio transcription/read-aloud are configurable. Free meeting capture and local transcription are Desktop-only on Windows/macOS.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web",
              "desktop"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [
              "Desktop-only Meeting Assistant; downloaded transcription models",
              "Optional provider-specific audio services"
            ],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              },
              {
                "id": "desktop",
                "name": "AnythingLLM Desktop",
                "type": "desktop"
              }
            ]
          },
          "questions": [
            {
              "id": "dictation",
              "question": "Can users dictate prompts?",
              "support": "partial",
              "answer": "Transcription providers and Desktop Magic Echo support spoken input; exact supported dialects and a shared dictation fixture were not verified.",
              "evidenceIds": [
                "anythingllm:anythingllm:stt",
                "anythingllm:anythingllm:pro"
              ]
            },
            {
              "id": "read_aloud",
              "question": "Can answers be read aloud?",
              "support": "supported",
              "answer": "System-native, local/browser Piper, self-hosted Kokoro and cloud TTS routes are documented; the chosen engine determines processing.",
              "evidenceIds": [
                "anythingllm:anythingllm:tts"
              ]
            },
            {
              "id": "voice_conversation",
              "question": "Is a live voice mode available?",
              "support": "unknown",
              "answer": "voice_conversation: Is a live voice mode available? No continuous live conversational voice mode or Swiss German recognition quality was verified.",
              "evidenceIds": []
            },
            {
              "id": "meeting_summaries",
              "question": "Are meetings transcribed and summarised?",
              "support": "supported",
              "answer": "Desktop Meeting Assistant records/imports meetings, transcribes locally and summarizes with the chosen local/cloud model. A cloud summary sends the transcript to that provider; Linux is not currently supported.",
              "evidenceIds": [
                "anythingllm:anythingllm:meeting-intro",
                "anythingllm:anythingllm:meeting"
              ]
            },
            {
              "id": "swiss_german_speech",
              "question": "Is Swiss German speech recognised?",
              "support": "unknown",
              "answer": "swiss_german_speech: Is Swiss German speech recognised? No continuous live conversational voice mode or Swiss German recognition quality was verified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "dictation: Transcription providers and Desktop Magic Echo support spoken input; exact supported dialects and a shared dictation fixture were not verified.",
            "voice_conversation: Is a live voice mode available? No continuous live conversational voice mode or Swiss German recognition quality was verified.",
            "swiss_german_speech: Is Swiss German speech recognised? No continuous live conversational voice mode or Swiss German recognition quality was verified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:stt",
            "anythingllm:anythingllm:pro",
            "anythingllm:anythingllm:tts",
            "anythingllm:anythingllm:meeting-intro",
            "anythingllm:anythingllm:meeting"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:WORK-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Voice and Office dictation are listed; meeting and dialect details need evidence.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "dictation",
              "question": "Can users dictate prompts?",
              "support": "supported",
              "answer": "Claude for Microsoft 365 advertises dictation in its sidebar.",
              "evidenceIds": [
                "claude:cl-office"
              ]
            },
            {
              "id": "read_aloud",
              "question": "Can answers be read aloud?",
              "support": "unknown",
              "answer": "Can answers be read aloud? Unverified after checking commercial Voice listing, Office and connector docs; standalone read-aloud, live meeting transcription and Swiss German accuracy not verified.",
              "evidenceIds": []
            },
            {
              "id": "voice_conversation",
              "question": "Is a live voice mode available?",
              "support": "partial",
              "answer": "Team/Enterprise feature comparison lists Voice mode; exact client/language/audio-processing scope was not fully verified.",
              "evidenceIds": [
                "claude:cl-pricing"
              ]
            },
            {
              "id": "meeting_summaries",
              "question": "Are meetings transcribed and summarised?",
              "support": "unknown",
              "answer": "Are meetings transcribed and summarised? Unverified after checking commercial Voice listing, Office and connector docs; standalone read-aloud, live meeting transcription and Swiss German accuracy not verified.",
              "evidenceIds": []
            },
            {
              "id": "swiss_german_speech",
              "question": "Is Swiss German speech recognised?",
              "support": "unknown",
              "answer": "Is Swiss German speech recognised? Unverified after checking commercial Voice listing, Office and connector docs; standalone read-aloud, live meeting transcription and Swiss German accuracy not verified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: read_aloud, meeting_summaries, swiss_german_speech.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-office",
            "claude:cl-pricing"
          ]
        }
      ]
    },
    {
      "id": "WORK-06",
      "title": "Data analysis and document output",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record code execution for data analysis, charts, and generation of downloadable Word, Excel, PowerPoint and PDF files. Analyse the fixture Excel and request a PowerPoint summary. Record where code runs and whether files are editable.",
      "questions": [
        {
          "id": "data_analysis",
          "question": "Can it analyse spreadsheets with executed code?"
        },
        {
          "id": "charts",
          "question": "Can it produce charts?"
        },
        {
          "id": "office_file_output",
          "question": "Can it create Word, Excel or PowerPoint files?"
        },
        {
          "id": "canvas_editing",
          "question": "Is there a document or canvas editor for iterating on output?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:WORK-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Built-in Agent skills generate charts and downloadable Office/PDF documents; executed spreadsheet analysis and iterative canvas editing were not tested.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "data_analysis",
              "question": "Can it analyse spreadsheets with executed code?",
              "support": "unknown",
              "answer": "data_analysis: Can it analyse spreadsheets with executed code? No shared spreadsheet execution/formula analysis, editable PowerPoint fidelity or document-canvas fixture was run. Built-in chart creation does not establish a general code interpreter.",
              "evidenceIds": []
            },
            {
              "id": "charts",
              "question": "Can it produce charts?",
              "support": "supported",
              "answer": "An enabled chart skill creates charts from prompts or workspace data.",
              "evidenceIds": [
                "anythingllm:anythingllm:chart"
              ]
            },
            {
              "id": "office_file_output",
              "question": "Can it create Word, Excel or PowerPoint files?",
              "support": "supported",
              "answer": "The built-in Document Generation skill lists text, PDF, Excel, DOCX and PowerPoint outputs; the guide recommends capable models for PowerPoint.",
              "evidenceIds": [
                "anythingllm:anythingllm:docgen"
              ]
            },
            {
              "id": "canvas_editing",
              "question": "Is there a document or canvas editor for iterating on output?",
              "support": "unknown",
              "answer": "canvas_editing: Is there a document or canvas editor for iterating on output? No shared spreadsheet execution/formula analysis, editable PowerPoint fidelity or document-canvas fixture was run. Built-in chart creation does not establish a general code interpreter.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "data_analysis: Can it analyse spreadsheets with executed code? No shared spreadsheet execution/formula analysis, editable PowerPoint fidelity or document-canvas fixture was run. Built-in chart creation does not establish a general code interpreter.",
            "canvas_editing: Is there a document or canvas editor for iterating on output? No shared spreadsheet execution/formula analysis, editable PowerPoint fidelity or document-canvas fixture was run. Built-in chart creation does not establish a general code interpreter."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:chart",
            "anythingllm:anythingllm:docgen"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:WORK-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enabled Chat code/file tools provide sandboxed analysis and Office/PDF output; Team egress defaults are not established by this finding.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Team/Enterprise Chat code execution, file creation and artifact editing where enabled; excludes native Office and Cowork execution defaults",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "data_analysis",
              "question": "Can it analyse spreadsheets with executed code?",
              "support": "supported",
              "answer": "Enabled Chat code/file creation runs code in a sandboxed container and can create Python analysis scripts. This does not establish a particular Team egress default.",
              "evidenceIds": [
                "claude:cl-code-files-r2"
              ]
            },
            {
              "id": "charts",
              "question": "Can it produce charts?",
              "support": "supported",
              "answer": "The Chat computing path can create PNG data visualizations; native Office add-in charts are outside this narrowed scope.",
              "evidenceIds": [
                "claude:cl-code-files-r2"
              ]
            },
            {
              "id": "office_file_output",
              "question": "Can it create Word, Excel or PowerPoint files?",
              "support": "supported",
              "answer": "Enabled Chat file creation produces downloadable XLSX/PPTX/DOCX/PDF, subject to the file-tool guide's30 MB upload/download path.",
              "evidenceIds": [
                "claude:cl-code-files-r2"
              ]
            },
            {
              "id": "canvas_editing",
              "question": "Is there a document or canvas editor for iterating on output?",
              "support": "partial",
              "answer": "Docs/Design/Slides artifact templates support editing; template availability differs by type and plan.",
              "evidenceIds": [
                "claude:cl-artifacts-admin"
              ]
            }
          ],
          "limitations": [
            "Narrowed to verified file creation/execution. The guide's conflicting Team default is retained as a named configuration gap, not a claim about an enabled tenant.",
            "No formula/PPT/PDF output fixture. Separate enabled MCP routes are not controlled by the code-sandbox egress setting."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-code-files-r2",
            "claude:cl-artifacts-admin"
          ]
        }
      ]
    },
    {
      "id": "WORK-07",
      "title": "Sharing and team spaces",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record chat sharing (link, user, group), shared projects or team spaces, channels or group chat with AI, and commenting. Test sharing a chat with a colleague in another group and record what the recipient sees, including knowledge they lack access to.",
      "questions": [
        {
          "id": "share_chats",
          "question": "Can chats be shared inside the organisation?"
        },
        {
          "id": "team_spaces",
          "question": "Are shared projects or workspaces available?"
        },
        {
          "id": "group_chat",
          "question": "Can several people chat together with the AI?"
        },
        {
          "id": "share_permission_boundary",
          "question": "Does sharing respect the recipient's access to sources?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:WORK-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Docker workspaces share knowledge with assigned users; shared live conversation behavior remains unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "share_chats",
              "question": "Can chats be shared inside the organisation?",
              "support": "unknown",
              "answer": "share_chats: Can chats be shared inside the organisation? Authenticated chat-share links, simultaneous multi-person AI conversation and recipient transcript/source visibility were not established by the workspace and chat-log guides.",
              "evidenceIds": []
            },
            {
              "id": "team_spaces",
              "question": "Are shared projects or workspaces available?",
              "support": "supported",
              "answer": "Multi-user workspaces can be assigned to users, who share the embedded knowledge available there.",
              "evidenceIds": [
                "anythingllm:anythingllm:security",
                "anythingllm:anythingllm:docchat"
              ]
            },
            {
              "id": "group_chat",
              "question": "Can several people chat together with the AI?",
              "support": "unknown",
              "answer": "group_chat: Can several people chat together with the AI? Authenticated chat-share links, simultaneous multi-person AI conversation and recipient transcript/source visibility were not established by the workspace and chat-log guides.",
              "evidenceIds": []
            },
            {
              "id": "share_permission_boundary",
              "question": "Does sharing respect the recipient's access to sources?",
              "support": "partial",
              "answer": "Embedded files become accessible to every assigned workspace user; this does not preserve an arbitrary original source ACL. A cross-group chat-sharing fixture was not run.",
              "evidenceIds": [
                "anythingllm:anythingllm:docchat"
              ]
            }
          ],
          "limitations": [
            "share_chats: Can chats be shared inside the organisation? Authenticated chat-share links, simultaneous multi-person AI conversation and recipient transcript/source visibility were not established by the workspace and chat-log guides.",
            "group_chat: Can several people chat together with the AI? Authenticated chat-share links, simultaneous multi-person AI conversation and recipient transcript/source visibility were not established by the workspace and chat-log guides.",
            "share_permission_boundary: Embedded files become accessible to every assigned workspace user; this does not preserve an arbitrary original source ACL. A cross-group chat-sharing fixture was not run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:security",
            "anythingllm:anythingllm:docchat"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:WORK-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Commercial projects and artifacts support shared work; recipient source boundaries need tests.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "share_chats",
              "question": "Can chats be shared inside the organisation?",
              "support": "partial",
              "answer": "Shared project members can see project content and chat within it; a full chat-link audience matrix was not verified.",
              "evidenceIds": [
                "claude:cl-projects"
              ]
            },
            {
              "id": "team_spaces",
              "question": "Are shared projects or workspaces available?",
              "support": "supported",
              "answer": "Team/Enterprise have shared projects; Enterprise groups receive shared projects/skills/plugins.",
              "evidenceIds": [
                "claude:cl-projects",
                "claude:cl-groups"
              ]
            },
            {
              "id": "group_chat",
              "question": "Can several people chat together with the AI?",
              "support": "unknown",
              "answer": "Can several people chat together with the AI? Unverified after checking project sharing, group controls and connector security; synchronous group AI chat and cross-group sharing fixture not verified.",
              "evidenceIds": []
            },
            {
              "id": "share_permission_boundary",
              "question": "Does sharing respect the recipient's access to sources?",
              "support": "partial",
              "answer": "Microsoft connector guide says shared-chat recipients see the response incorporating tool data; original source authorization does not prove recipient-safe output sharing.",
              "evidenceIds": [
                "claude:cl-m365"
              ]
            }
          ],
          "limitations": [
            "Unverified parts: group_chat.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-projects",
            "claude:cl-groups",
            "claude:cl-m365"
          ]
        }
      ]
    },
    {
      "id": "WORK-08",
      "title": "Interface languages and accessibility",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record UI languages, focusing on German, French, Italian and English, with translation quality observed (complete, partial, machine-translated). Record response language handling and WCAG conformance statements.",
      "questions": [
        {
          "id": "ui_languages",
          "question": "Which UI languages are offered?"
        },
        {
          "id": "dach_language_quality",
          "question": "Are German, French and Italian UIs complete and natural?"
        },
        {
          "id": "accessibility_statement",
          "question": "Is there a WCAG conformance statement?"
        },
        {
          "id": "admin_ui_languages",
          "question": "Is the admin interface available in German?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:WORK-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The pinned frontend registers English, German, French and Italian, with fallback behavior; translation quality and WCAG conformance remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web"
            ],
            "version": "New code findings at v1.19.0 / 9b1fcab141000eaba9f78ed131151de04904454b (published 2026-10-26); earlier accepted facts retain their own pins",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "ui_languages",
              "question": "Which UI languages are offered?",
              "support": "supported",
              "answer": "The locale implementation registers en, de, fr and it among other resources.",
              "evidenceIds": [
                "anythingllm:anythingllm:i18n-pin"
              ]
            },
            {
              "id": "dach_language_quality",
              "question": "Are German, French and Italian UIs complete and natural?",
              "support": "unknown",
              "answer": "dach_language_quality: Are German, French and Italian UIs complete and natural? No full DE/FR/IT UI walkthrough, German admin-screen completeness review or WCAG conformance report was verified.",
              "evidenceIds": []
            },
            {
              "id": "accessibility_statement",
              "question": "Is there a WCAG conformance statement?",
              "support": "unknown",
              "answer": "accessibility_statement: Is there a WCAG conformance statement? No full DE/FR/IT UI walkthrough, German admin-screen completeness review or WCAG conformance report was verified.",
              "evidenceIds": []
            },
            {
              "id": "admin_ui_languages",
              "question": "Is the admin interface available in German?",
              "support": "partial",
              "answer": "The pinned German locale includes user management, invitations, event logs and administrator settings labels. Complete admin-screen coverage, translation quality and WCAG conformance were not observed.",
              "evidenceIds": [
                "anythingllm:anythingllm:r4-german-admin"
              ]
            }
          ],
          "limitations": [
            "German administrator labels are present in pinned source; full German/French/Italian screen coverage and naturalness were not observed.",
            "No WCAG conformance statement or full accessibility walkthrough was verified."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-25",
          "evidenceIds": [
            "anythingllm:anythingllm:i18n-pin",
            "anythingllm:anythingllm:r4-german-admin"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:WORK-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Web and desktop interface languages include German, French and Italian; UI quality, complete admin localization and WCAG conformance remain unverified.",
          "availability": "unknown",
          "delivery": "unknown",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Team and Enterprise using the documented web/desktop language setting",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "ui_languages",
              "question": "Which UI languages are offered?",
              "support": "supported",
              "answer": "The public display-language guide lists German, French and Italian, alongside English, Hindi, Indonesian, Japanese, Korean, Brazilian Portuguese and two Spanish variants, for web and desktop.",
              "evidenceIds": [
                "claude:claude:display-languages-20261026"
              ]
            },
            {
              "id": "dach_language_quality",
              "question": "Are German, French and Italian UIs complete and natural?",
              "support": "unknown",
              "answer": "Are German, French and Italian UIs complete and natural? Unverified after checking Claude support/pricing/client documentation and language-setting searches; no plan-specific German/French/Italian UI inventory, linguistic inspection, localized admin inspection or WCAG conformance report retrieved. Search on 2026-10-26: https://support.claude.com/en/articles/12111783-create-and-edit-files-with-claude, https://support.claude.com/en/articles/10769299-how-to-use-claude-in-your-preferred-language, https://support.claude.com/en/articles/9002504-can-claude-produce-images. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "accessibility_statement",
              "question": "Is there a WCAG conformance statement?",
              "support": "unknown",
              "answer": "Is there a WCAG conformance statement? Unverified after checking Claude support/pricing/client documentation and language-setting searches; no plan-specific German/French/Italian UI inventory, linguistic inspection, localized admin inspection or WCAG conformance report retrieved. Search on 2026-10-26: https://support.claude.com/en/articles/12111783-create-and-edit-files-with-claude, https://support.claude.com/en/articles/10769299-how-to-use-claude-in-your-preferred-language, https://support.claude.com/en/articles/9002504-can-claude-produce-images. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "admin_ui_languages",
              "question": "Is the admin interface available in German?",
              "support": "unknown",
              "answer": "Is the admin interface available in German? Unverified after checking Claude support/pricing/client documentation and language-setting searches; no plan-specific German/French/Italian UI inventory, linguistic inspection, localized admin inspection or WCAG conformance report retrieved. Search on 2026-10-26: https://support.claude.com/en/articles/12111783-create-and-edit-files-with-claude, https://support.claude.com/en/articles/10769299-how-to-use-claude-in-your-preferred-language, https://support.claude.com/en/articles/9002504-can-claude-produce-images. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "dach_language_quality: Are German, French and Italian UIs complete and natural? Unverified after checking Claude support/pricing/client documentation and language-setting searches; no plan-specific German/French/Italian UI inventory, linguistic inspection, localized admin inspection or WCAG conformance report retrieved. Search on 2026-10-26: https://support.claude.com/en/articles/12111783-create-and-edit-files-with-claude, https://support.claude.com/en/articles/10769299-how-to-use-claude-in-your-preferred-language, https://support.claude.com/en/articles/9002504-can-claude-produce-images. No additional scoped evidence established this answer.",
            "accessibility_statement: Is there a WCAG conformance statement? Unverified after checking Claude support/pricing/client documentation and language-setting searches; no plan-specific German/French/Italian UI inventory, linguistic inspection, localized admin inspection or WCAG conformance report retrieved. Search on 2026-10-26: https://support.claude.com/en/articles/12111783-create-and-edit-files-with-claude, https://support.claude.com/en/articles/10769299-how-to-use-claude-in-your-preferred-language, https://support.claude.com/en/articles/9002504-can-claude-produce-images. No additional scoped evidence established this answer.",
            "admin_ui_languages: Is the admin interface available in German? Unverified after checking Claude support/pricing/client documentation and language-setting searches; no plan-specific German/French/Italian UI inventory, linguistic inspection, localized admin inspection or WCAG conformance report retrieved. Search on 2026-10-26: https://support.claude.com/en/articles/12111783-create-and-edit-files-with-claude, https://support.claude.com/en/articles/10769299-how-to-use-claude-in-your-preferred-language, https://support.claude.com/en/articles/9002504-can-claude-produce-images. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:claude:display-languages-20261026"
          ]
        }
      ]
    },
    {
      "id": "ADM-01",
      "title": "Single sign-on and authentication",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record SAML, OIDC, Microsoft Entra ID, Google, LDAP, MFA enforcement, conditional-access compatibility, domain verification and plan restrictions. Test one SSO login on a trial where possible.",
      "questions": [
        {
          "id": "sso_protocols",
          "question": "Which SSO protocols and identity providers work?"
        },
        {
          "id": "sso_plan",
          "question": "Which plan includes SSO?"
        },
        {
          "id": "mfa",
          "question": "Can MFA be enforced?"
        },
        {
          "id": "conditional_access",
          "question": "Do Entra conditional-access policies apply?"
        },
        {
          "id": "domain_capture",
          "question": "Can the company claim its email domain?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:ADM-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The standard Docker project documents a privileged simple-SSO passthrough; the commercial Enterprise offer advertises SSO without public protocol details.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web",
              "cloud"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [
              "Custom trusted login integration for Simple SSO",
              "Quote-only Enterprise for the advertised SSO offer"
            ],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              },
              {
                "id": "cloud",
                "name": "AnythingLLM Cloud managed instance",
                "type": "managed-cloud"
              }
            ]
          },
          "questions": [
            {
              "id": "sso_protocols",
              "question": "Which SSO protocols and identity providers work?",
              "support": "partial",
              "answer": "Simple SSO generates one-use temporary links for existing users through an API key. It is not evidence of built-in SAML/OIDC/LDAP federation; those protocol details were not verified.",
              "evidenceIds": [
                "anythingllm:anythingllm:config"
              ]
            },
            {
              "id": "sso_plan",
              "question": "Which plan includes SSO?",
              "support": "partial",
              "answer": "Simple passthrough is documented for self-hosted multi-user mode. Quote-only Enterprise separately advertises SSO, with public protocol/feature scope unspecified.",
              "evidenceIds": [
                "anythingllm:anythingllm:config",
                "anythingllm:anythingllm:cloud"
              ]
            },
            {
              "id": "mfa",
              "question": "Can MFA be enforced?",
              "support": "unknown",
              "answer": "mfa: Can MFA be enforced? MFA enforcement, conditional-access compatibility and company-domain capture were not established from the standard authentication or public Enterprise offer.",
              "evidenceIds": []
            },
            {
              "id": "conditional_access",
              "question": "Do Entra conditional-access policies apply?",
              "support": "unknown",
              "answer": "conditional_access: Do Entra conditional-access policies apply? MFA enforcement, conditional-access compatibility and company-domain capture were not established from the standard authentication or public Enterprise offer.",
              "evidenceIds": []
            },
            {
              "id": "domain_capture",
              "question": "Can the company claim its email domain?",
              "support": "unknown",
              "answer": "domain_capture: Can the company claim its email domain? MFA enforcement, conditional-access compatibility and company-domain capture were not established from the standard authentication or public Enterprise offer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "sso_protocols: Simple SSO generates one-use temporary links for existing users through an API key. It is not evidence of built-in SAML/OIDC/LDAP federation; those protocol details were not verified.",
            "sso_plan: Simple passthrough is documented for self-hosted multi-user mode. Quote-only Enterprise separately advertises SSO, with public protocol/feature scope unspecified.",
            "mfa: Can MFA be enforced? MFA enforcement, conditional-access compatibility and company-domain capture were not established from the standard authentication or public Enterprise offer.",
            "conditional_access: Do Entra conditional-access policies apply? MFA enforcement, conditional-access compatibility and company-domain capture were not established from the standard authentication or public Enterprise offer.",
            "domain_capture: Can the company claim its email domain? MFA enforcement, conditional-access compatibility and company-domain capture were not established from the standard authentication or public Enterprise offer."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:config",
            "anythingllm:anythingllm:cloud"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:ADM-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Commercial SSO and domain controls are documented; exact client MFA/Conditional Access coverage remains open.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "sso_protocols",
              "question": "Which SSO protocols and identity providers work?",
              "support": "partial",
              "answer": "The SSO/provisioning guides document SAML IdPs including Entra, Okta, Google and others; full OIDC/direct-LDAP matrix was not established.",
              "evidenceIds": [
                "claude:cl-sso",
                "claude:cl-provision"
              ]
            },
            {
              "id": "sso_plan",
              "question": "Which plan includes SSO?",
              "support": "supported",
              "answer": "SSO is available on Team and Enterprise.",
              "evidenceIds": [
                "claude:cl-sso"
              ]
            },
            {
              "id": "mfa",
              "question": "Can MFA be enforced?",
              "support": "unknown",
              "answer": "Can MFA be enforced? Unverified after checking SSO/provisioning and Microsoft connector security docs; direct MFA policy enforcement and client Conditional Access compatibility not tested.",
              "evidenceIds": []
            },
            {
              "id": "conditional_access",
              "question": "Do Entra conditional-access policies apply?",
              "support": "unknown",
              "answer": "Do Entra conditional-access policies apply? Unverified after checking SSO/provisioning and Microsoft connector security docs; direct MFA policy enforcement and client Conditional Access compatibility not tested.",
              "evidenceIds": []
            },
            {
              "id": "domain_capture",
              "question": "Can the company claim its email domain?",
              "support": "partial",
              "answer": "SSO requires domain verification; Enterprise account claiming and Team migration differ.",
              "evidenceIds": [
                "claude:cl-sso",
                "claude:cl-pricing"
              ]
            }
          ],
          "limitations": [
            "Connector token/device policy caveats must not be generalized to Claude SSO itself. No trial login was performed."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-sso",
            "claude:cl-provision",
            "claude:cl-pricing"
          ]
        }
      ]
    },
    {
      "id": "ADM-02",
      "title": "User provisioning and lifecycle",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record SCIM, just-in-time provisioning, group sync from the identity provider, deprovisioning effects (chats, assistants, knowledge ownership transfer) and licence assignment. Deprovision a test user and record what happens to their content.",
      "questions": [
        {
          "id": "scim",
          "question": "Is SCIM provisioning supported?"
        },
        {
          "id": "group_sync",
          "question": "Are identity-provider groups synced?"
        },
        {
          "id": "jit_provisioning",
          "question": "Are users created at first login?"
        },
        {
          "id": "deprovisioning",
          "question": "What happens to a removed user's data and shared assets?"
        },
        {
          "id": "seat_assignment",
          "question": "Can admins assign and reclaim seats?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:ADM-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Admins or API clients create users and assign workspaces; provisioning standards and leaver asset transfer remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "scim",
              "question": "Is SCIM provisioning supported?",
              "support": "unknown",
              "answer": "scim: Is SCIM provisioning supported? SCIM and identity-provider group synchronization were not established in the public configuration and Enterprise offer.",
              "evidenceIds": []
            },
            {
              "id": "group_sync",
              "question": "Are identity-provider groups synced?",
              "support": "unknown",
              "answer": "group_sync: Are identity-provider groups synced? SCIM and identity-provider group synchronization were not established in the public configuration and Enterprise offer.",
              "evidenceIds": []
            },
            {
              "id": "jit_provisioning",
              "question": "Are users created at first login?",
              "support": "partial",
              "answer": "Simple SSO explicitly requires a user to exist before login; an external system can create the user through the API. This is custom provisioning, not a verified automatic IdP JIT flow.",
              "evidenceIds": [
                "anythingllm:anythingllm:config"
              ]
            },
            {
              "id": "deprovisioning",
              "question": "What happens to a removed user's data and shared assets?",
              "support": "partial",
              "answer": "Admin routes implement user deletion and log the event. A fixture verifying chat/knowledge ownership transfer and active-session revocation was not run.",
              "evidenceIds": [
                "anythingllm:anythingllm:admin-pin"
              ]
            },
            {
              "id": "seat_assignment",
              "question": "Can admins assign and reclaim seats?",
              "support": "supported",
              "answer": "Admins create/manage users and workspace membership under the no-seat-fee self-hosted licence.",
              "evidenceIds": [
                "anythingllm:anythingllm:security",
                "anythingllm:anythingllm:admin-pin",
                "anythingllm:anythingllm:license"
              ]
            }
          ],
          "limitations": [
            "scim: Is SCIM provisioning supported? SCIM and identity-provider group synchronization were not established in the public configuration and Enterprise offer.",
            "group_sync: Are identity-provider groups synced? SCIM and identity-provider group synchronization were not established in the public configuration and Enterprise offer.",
            "jit_provisioning: Simple SSO explicitly requires a user to exist before login; an external system can create the user through the API. This is custom provisioning, not a verified automatic IdP JIT flow.",
            "deprovisioning: Admin routes implement user deletion and log the event. A fixture verifying chat/knowledge ownership transfer and active-session revocation was not run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:config",
            "anythingllm:anythingllm:admin-pin",
            "anythingllm:anythingllm:security",
            "anythingllm:anythingllm:license"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:ADM-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Team JIT and Enterprise SCIM have different synchronization and removal behavior.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "scim",
              "question": "Is SCIM provisioning supported?",
              "support": "supported",
              "answer": "SCIM is available on Enterprise and explicitly unavailable on Team.",
              "evidenceIds": [
                "claude:cl-provision"
              ]
            },
            {
              "id": "group_sync",
              "question": "Are identity-provider groups synced?",
              "support": "partial",
              "answer": "Enterprise SCIM can synchronize groups; JIT group mappings change role/seat at login and do not synchronize custom-role groups.",
              "evidenceIds": [
                "claude:cl-provision"
              ]
            },
            {
              "id": "jit_provisioning",
              "question": "Are users created at first login?",
              "support": "supported",
              "answer": "Team/Enterprise JIT can provision at first SSO login; unassigned JIT users can retain their seat until manual removal.",
              "evidenceIds": [
                "claude:cl-provision"
              ]
            },
            {
              "id": "deprovisioning",
              "question": "What happens to a removed user's data and shared assets?",
              "support": "partial",
              "answer": "Enterprise SCIM automatically removes users when IdP access is revoked; underlying chat/project ownership and retention were not fixture-tested.",
              "evidenceIds": [
                "claude:cl-provision"
              ]
            },
            {
              "id": "seat_assignment",
              "question": "Can admins assign and reclaim seats?",
              "support": "supported",
              "answer": "Admins/owners manage standard/premium or current Enterprise access seats; group mappings can assign role/tier on supported plans.",
              "evidenceIds": [
                "claude:cl-provision"
              ]
            }
          ],
          "limitations": [
            "No leaver fixture or asset transfer test was performed."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-provision"
          ]
        }
      ]
    },
    {
      "id": "ADM-03",
      "title": "Roles, groups and feature permissions",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record admin roles, delegated admins, groups, per-feature permissions (web search, image generation, connectors, file upload, agents), separation of subsidiaries or departments, and enforcement. Test one disabled feature for one group.",
      "questions": [
        {
          "id": "admin_roles",
          "question": "Which admin roles exist, and can admin rights be delegated?"
        },
        {
          "id": "groups",
          "question": "Can permissions be set per group?"
        },
        {
          "id": "feature_toggles",
          "question": "Which features can be switched on or off per group?"
        },
        {
          "id": "multi_entity",
          "question": "Can subsidiaries or departments be separated within one contract?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:ADM-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Standard Docker multi-user governance uses Admin, Manager and Default roles plus workspace membership.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_roles",
              "question": "Which admin roles exist, and can admin rights be delegated?",
              "support": "supported",
              "answer": "Admins control the whole system; Managers manage workspaces but cannot change the system LLM/embedder/vector settings; Default users chat in assigned workspaces.",
              "evidenceIds": [
                "anythingllm:anythingllm:security"
              ]
            },
            {
              "id": "groups",
              "question": "Can permissions be set per group?",
              "support": "unknown",
              "answer": "groups: Can permissions be set per group? An independently configurable local/IdP group object and two-group permission fixture were not established.",
              "evidenceIds": []
            },
            {
              "id": "feature_toggles",
              "question": "Which features can be switched on or off per group?",
              "support": "partial",
              "answer": "Operators configure available Agent skills, providers and workspaces. A fine-grained per-group feature matrix was not established for standard roles.",
              "evidenceIds": [
                "anythingllm:anythingllm:agent-setup",
                "anythingllm:anythingllm:security"
              ]
            },
            {
              "id": "multi_entity",
              "question": "Can subsidiaries or departments be separated within one contract?",
              "support": "partial",
              "answer": "Workspaces separate access within one installation; legal-entity tenancy, separate operator boundaries and a multi-entity contract were not verified.",
              "evidenceIds": [
                "anythingllm:anythingllm:security"
              ]
            }
          ],
          "limitations": [
            "groups: Can permissions be set per group? An independently configurable local/IdP group object and two-group permission fixture were not established.",
            "feature_toggles: Operators configure available Agent skills, providers and workspaces. A fine-grained per-group feature matrix was not established for standard roles.",
            "multi_entity: Workspaces separate access within one installation; legal-entity tenancy, separate operator boundaries and a multi-entity contract were not verified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:security",
            "anythingllm:anythingllm:agent-setup"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:ADM-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise custom roles/groups add granular controls beyond Team owner/admin roles.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_roles",
              "question": "Which admin roles exist, and can admin rights be delegated?",
              "support": "supported",
              "answer": "Team has Owner/Admin/User; Enterprise also has custom roles and Primary Owner responsibilities.",
              "evidenceIds": [
                "claude:cl-provision",
                "claude:cl-compliance"
              ]
            },
            {
              "id": "groups",
              "question": "Can permissions be set per group?",
              "support": "supported",
              "answer": "Enterprise groups can be manual or SCIM-synchronized and receive roles/resources.",
              "evidenceIds": [
                "claude:cl-groups"
              ]
            },
            {
              "id": "feature_toggles",
              "question": "Which features can be switched on or off per group?",
              "support": "partial",
              "answer": "Enterprise roles control model/effort and plugin access; owners manage connectors, artifacts and egress. A full feature-by-group matrix was not tested.",
              "evidenceIds": [
                "claude:cl-model-control",
                "claude:cl-groups",
                "claude:cl-artifacts-admin"
              ]
            },
            {
              "id": "multi_entity",
              "question": "Can subsidiaries or departments be separated within one contract?",
              "support": "partial",
              "answer": "Parent/linked organization identity and compliance are documented, but full subsidiary data-isolation behavior was not verified.",
              "evidenceIds": [
                "claude:cl-compliance"
              ]
            }
          ],
          "limitations": [
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-provision",
            "claude:cl-compliance",
            "claude:cl-groups",
            "claude:cl-model-control",
            "claude:cl-artifacts-admin"
          ]
        }
      ]
    },
    {
      "id": "ADM-04",
      "title": "Usage and adoption analytics",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record dashboards for active users, usage by feature, model, group and assistant, export, and privacy controls (aggregation, pseudonymisation, works-council-friendly settings). Distinguish aggregate adoption metrics from per-person monitoring.",
      "questions": [
        {
          "id": "adoption_dashboard",
          "question": "Is there an adoption dashboard?"
        },
        {
          "id": "breakdowns",
          "question": "Can usage be broken down by group, model, feature and assistant?"
        },
        {
          "id": "export",
          "question": "Can usage data be exported?"
        },
        {
          "id": "privacy_modes",
          "question": "Can per-person reporting be limited or pseudonymised?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:ADM-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Authorized accounts can inspect chat/event activity and export chat logs; a full adoption/cost dashboard was not verified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "adoption_dashboard",
              "question": "Is there an adoption dashboard?",
              "support": "unknown",
              "answer": "adoption_dashboard: Is there an adoption dashboard? A dedicated adoption dashboard and pseudonymized/aggregated per-person reporting controls were not established; optional anonymous product telemetry is a separate data flow.",
              "evidenceIds": []
            },
            {
              "id": "breakdowns",
              "question": "Can usage be broken down by group, model, feature and assistant?",
              "support": "partial",
              "answer": "Chat logs are available per workspace/user to authorized accounts; complete model/feature/assistant/group adoption breakdowns were not established.",
              "evidenceIds": [
                "anythingllm:anythingllm:logs",
                "anythingllm:anythingllm:event"
              ]
            },
            {
              "id": "export",
              "question": "Can usage data be exported?",
              "support": "supported",
              "answer": "Chat logs export as CSV, JSON, Alpaca JSON or OpenAI-style JSONL once at least ten logs exist.",
              "evidenceIds": [
                "anythingllm:anythingllm:logs"
              ]
            },
            {
              "id": "privacy_modes",
              "question": "Can per-person reporting be limited or pseudonymised?",
              "support": "unknown",
              "answer": "privacy_modes: Can per-person reporting be limited or pseudonymised? A dedicated adoption dashboard and pseudonymized/aggregated per-person reporting controls were not established; optional anonymous product telemetry is a separate data flow.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "adoption_dashboard: Is there an adoption dashboard? A dedicated adoption dashboard and pseudonymized/aggregated per-person reporting controls were not established; optional anonymous product telemetry is a separate data flow.",
            "breakdowns: Chat logs are available per workspace/user to authorized accounts; complete model/feature/assistant/group adoption breakdowns were not established.",
            "privacy_modes: Can per-person reporting be limited or pseudonymised? A dedicated adoption dashboard and pseudonymized/aggregated per-person reporting controls were not established; optional anonymous product telemetry is a separate data flow."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:logs",
            "anythingllm:anythingllm:event"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:ADM-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Commercial analytics expose adoption and spend with plan-specific roles and CSV exports.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "adoption_dashboard",
              "question": "Is there an adoption dashboard?",
              "support": "supported",
              "answer": "Team owners and Enterprise owners/admins have usage analytics; Enterprise admins cannot see Spend.",
              "evidenceIds": [
                "claude:cl-analytics"
              ]
            },
            {
              "id": "breakdowns",
              "question": "Can usage be broken down by group, model, feature and assistant?",
              "support": "partial",
              "answer": "Product, group, member, model, skill and connector read/write activity are documented; availability varies by billing mode.",
              "evidenceIds": [
                "claude:cl-analytics"
              ]
            },
            {
              "id": "export",
              "question": "Can usage data be exported?",
              "support": "supported",
              "answer": "CSV spend reports include user/model token and estimated-spend fields, updated daily, with up to 90-day selectable history.",
              "evidenceIds": [
                "claude:cl-analytics"
              ]
            },
            {
              "id": "privacy_modes",
              "question": "Can per-person reporting be limited or pseudonymised?",
              "support": "unknown",
              "answer": "Can per-person reporting be limited or pseudonymised? Unverified after checking analytics and role docs; organization-wide pseudonymization/works-council reporting settings not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: privacy_modes.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-analytics"
          ]
        }
      ]
    },
    {
      "id": "ADM-05",
      "title": "Spend controls and cost allocation",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record cost visibility per user, group and cost centre, budgets and their behaviour (alert, block, downgrade model), pooled credits, and chargeback exports. Test a small budget on a trial where possible. Distinguish billed amounts, estimates and unavailable amounts.",
      "questions": [
        {
          "id": "cost_visibility",
          "question": "Can admins see cost or consumption per user and group?"
        },
        {
          "id": "budgets",
          "question": "Can budgets be set per user or group?"
        },
        {
          "id": "budget_enforcement",
          "question": "Does reaching a budget alert, block or downgrade?"
        },
        {
          "id": "chargeback",
          "question": "Can costs be exported per cost centre?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:ADM-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Per-user message quotas control consumption; monetary budgets and cost-centre allocation were not established.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_visibility",
              "question": "Can admins see cost or consumption per user and group?",
              "support": "partial",
              "answer": "Authorized users see chat activity by workspace/user. The reviewed sources do not establish actual billed currency cost by group.",
              "evidenceIds": [
                "anythingllm:anythingllm:logs"
              ]
            },
            {
              "id": "budgets",
              "question": "Can budgets be set per user or group?",
              "support": "partial",
              "answer": "Admins can set per-user daily message quotas. This is a count limit, not a documented CHF/EUR budget or pooled cost-centre allowance.",
              "evidenceIds": [
                "anythingllm:anythingllm:user-pin"
              ]
            },
            {
              "id": "budget_enforcement",
              "question": "Does reaching a budget alert, block or downgrade?",
              "support": "supported",
              "answer": "The inspected non-admin multi-user chat route aborts before generation when the trailing-24-hour message quota is reached.",
              "evidenceIds": [
                "anythingllm:anythingllm:chat-pin",
                "anythingllm:anythingllm:user-pin"
              ]
            },
            {
              "id": "chargeback",
              "question": "Can costs be exported per cost centre?",
              "support": "unknown",
              "answer": "chargeback: Can costs be exported per cost centre? Monetary spend caps, model downgrades and cost-centre chargeback export were not verified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "cost_visibility: Authorized users see chat activity by workspace/user. The reviewed sources do not establish actual billed currency cost by group.",
            "budgets: Admins can set per-user daily message quotas. This is a count limit, not a documented CHF/EUR budget or pooled cost-centre allowance.",
            "chargeback: Can costs be exported per cost centre? Monetary spend caps, model downgrades and cost-centre chargeback export were not verified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:logs",
            "anythingllm:anythingllm:user-pin",
            "anythingllm:anythingllm:chat-pin"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:ADM-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise has user/group limits, with pooled group budgets in beta.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_visibility",
              "question": "Can admins see cost or consumption per user and group?",
              "support": "supported",
              "answer": "Enterprise analytics show model/member spend; legacy seat-based reports cover overage only.",
              "evidenceIds": [
                "claude:cl-analytics"
              ]
            },
            {
              "id": "budgets",
              "question": "Can budgets be set per user or group?",
              "support": "partial",
              "answer": "Enterprise supports organization/user limits and group per-user limits; shared monthly group budgets are beta.",
              "evidenceIds": [
                "claude:cl-enterprise",
                "claude:cl-groups"
              ]
            },
            {
              "id": "budget_enforcement",
              "question": "Does reaching a budget alert, block or downgrade?",
              "support": "partial",
              "answer": "Docs expose blocked-by-limit behavior and individual/group resolution order; exact overshoot/timing was not tested.",
              "evidenceIds": [
                "claude:cl-groups"
              ]
            },
            {
              "id": "chargeback",
              "question": "Can costs be exported per cost centre?",
              "support": "partial",
              "answer": "Per-user/model CSVs can inform allocation; a native cost-centre chargeback export was not established.",
              "evidenceIds": [
                "claude:cl-analytics"
              ]
            }
          ],
          "limitations": [
            "No small-budget enforced-stop fixture was run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-analytics",
            "claude:cl-enterprise",
            "claude:cl-groups"
          ]
        }
      ]
    },
    {
      "id": "ADM-06",
      "title": "Audit logs and compliance export",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record which events are logged (logins, admin changes, prompts, responses, file access, connector queries), retention, export or SIEM streaming, and eDiscovery/legal hold. Use the word audit only with a defined retention and integrity model.",
      "questions": [
        {
          "id": "admin_events",
          "question": "Are admin and security events logged?"
        },
        {
          "id": "content_logging",
          "question": "Can prompts and answers be retained for compliance, and is it configurable?"
        },
        {
          "id": "siem_export",
          "question": "Can logs stream to a SIEM or be exported?"
        },
        {
          "id": "ediscovery",
          "question": "Are eDiscovery and legal hold supported?"
        },
        {
          "id": "log_retention",
          "question": "How long are logs kept?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:ADM-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Event logs record named administrative/security activity and chats are exportable. Immutable audit retention and legal hold remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_events",
              "question": "Are admin and security events logged?",
              "support": "supported",
              "answer": "Pinned admin routes log user creation/deletion, invitation and API-key events; docs also name logins, setting changes and uploads.",
              "evidenceIds": [
                "anythingllm:anythingllm:admin-pin",
                "anythingllm:anythingllm:event"
              ]
            },
            {
              "id": "content_logging",
              "question": "Can prompts and answers be retained for compliance, and is it configurable?",
              "support": "supported",
              "answer": "Workspace chat history/logs retain prompts/responses and expose permissioned exports. Retention and external copies depend on the deployment.",
              "evidenceIds": [
                "anythingllm:anythingllm:logs"
              ]
            },
            {
              "id": "siem_export",
              "question": "Can logs stream to a SIEM or be exported?",
              "support": "unknown",
              "answer": "siem_export: Can logs stream to a SIEM or be exported? No complete log retention period, tamper-evident integrity model, SIEM streaming contract or eDiscovery/legal-hold workflow was verified. These are event/chat logs, not a certified audit archive.",
              "evidenceIds": []
            },
            {
              "id": "ediscovery",
              "question": "Are eDiscovery and legal hold supported?",
              "support": "unknown",
              "answer": "ediscovery: Are eDiscovery and legal hold supported? No complete log retention period, tamper-evident integrity model, SIEM streaming contract or eDiscovery/legal-hold workflow was verified. These are event/chat logs, not a certified audit archive.",
              "evidenceIds": []
            },
            {
              "id": "log_retention",
              "question": "How long are logs kept?",
              "support": "unknown",
              "answer": "log_retention: How long are logs kept? No complete log retention period, tamper-evident integrity model, SIEM streaming contract or eDiscovery/legal-hold workflow was verified. These are event/chat logs, not a certified audit archive.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "siem_export: Can logs stream to a SIEM or be exported? No complete log retention period, tamper-evident integrity model, SIEM streaming contract or eDiscovery/legal-hold workflow was verified. These are event/chat logs, not a certified audit archive.",
            "ediscovery: Are eDiscovery and legal hold supported? No complete log retention period, tamper-evident integrity model, SIEM streaming contract or eDiscovery/legal-hold workflow was verified. These are event/chat logs, not a certified audit archive.",
            "log_retention: How long are logs kept? No complete log retention period, tamper-evident integrity model, SIEM streaming contract or eDiscovery/legal-hold workflow was verified. These are event/chat logs, not a certified audit archive."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:admin-pin",
            "anythingllm:anythingllm:event",
            "anythingllm:anythingllm:logs"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:ADM-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise audit metadata and content/compliance exports are distinct.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_events",
              "question": "Are admin and security events logged?",
              "support": "supported",
              "answer": "Enterprise audit events cover member, SSO, configuration, file and conversation metadata; exported fields include actor/device/IP.",
              "evidenceIds": [
                "claude:cl-audit"
              ]
            },
            {
              "id": "content_logging",
              "question": "Can prompts and answers be retained for compliance, and is it configurable?",
              "support": "supported",
              "answer": "Audit export excludes chat titles/content; organization data exports or Compliance API provide eligible content.",
              "evidenceIds": [
                "claude:cl-audit",
                "claude:cl-compliance"
              ]
            },
            {
              "id": "siem_export",
              "question": "Can logs stream to a SIEM or be exported?",
              "support": "supported",
              "answer": "Enterprise Compliance API and partner integrations provide event/chat/file access for security tools.",
              "evidenceIds": [
                "claude:cl-compliance",
                "claude:cl-compliance-partners"
              ]
            },
            {
              "id": "ediscovery",
              "question": "Are eDiscovery and legal hold supported?",
              "support": "partial",
              "answer": "Partner integrations include preservation/eDiscovery workflows; a native legal-hold setting was not verified.",
              "evidenceIds": [
                "claude:cl-compliance-partners"
              ]
            },
            {
              "id": "log_retention",
              "question": "How long are logs kept?",
              "support": "partial",
              "answer": "UI audit export aggregates the past 180 days; its download link lasts 24 hours. API retention/integrity guarantees were not fully inspected.",
              "evidenceIds": [
                "claude:cl-audit"
              ]
            }
          ],
          "limitations": [
            "CMEK disables the UI Export logs route; audit events remain accessible through Compliance API. No export or integrity fixture was run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-audit",
            "claude:cl-compliance",
            "claude:cl-compliance-partners"
          ]
        }
      ]
    },
    {
      "id": "ADM-07",
      "title": "Data loss prevention and personal data",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record detection and handling of personal and confidential data before it reaches a model: redaction, masking, blocking, warning. Record integration with Purview, Netskope or similar, and whether filtering runs locally or at a third party. Send a fixture prompt with a Swiss AHV number and IBAN and record the outcome.",
      "questions": [
        {
          "id": "pii_detection",
          "question": "Is personal data detected in prompts and files?"
        },
        {
          "id": "pii_action",
          "question": "Is it redacted, masked, blocked or only warned?"
        },
        {
          "id": "custom_patterns",
          "question": "Can admins add custom patterns or terms?"
        },
        {
          "id": "dlp_integration",
          "question": "Does it integrate with an existing DLP product?"
        },
        {
          "id": "filter_location",
          "question": "Where does filtering run?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:ADM-07",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        },
        {
          "productId": "claude",
          "claimId": "claude:ADM-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Eligible Enterprise organizations can use Compliance API partner monitoring; native inline PII handling remains unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-connectors"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Enterprise with Primary-Owner-enabled Compliance API and separately configured partner integration; no Team entitlement",
            "addOns": [
              "Enterprise plan",
              "Compliance API activation by Primary Owner",
              "Applicable partner subscription and configuration"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "pii_detection",
              "question": "Is personal data detected in prompts and files?",
              "support": "unknown",
              "answer": "Is personal data detected in prompts and files? Unverified after checking Compliance API integration, connector and security docs; no Swiss AHV/IBAN test, native PII action/custom patterns or filter geography verified.",
              "evidenceIds": []
            },
            {
              "id": "pii_action",
              "question": "Is it redacted, masked, blocked or only warned?",
              "support": "unknown",
              "answer": "Is it redacted, masked, blocked or only warned? Unverified after checking Compliance API integration, connector and security docs; no Swiss AHV/IBAN test, native PII action/custom patterns or filter geography verified.",
              "evidenceIds": []
            },
            {
              "id": "custom_patterns",
              "question": "Can admins add custom patterns or terms?",
              "support": "unknown",
              "answer": "Can admins add custom patterns or terms? Unverified after checking Compliance API integration, connector and security docs; no Swiss AHV/IBAN test, native PII action/custom patterns or filter geography verified.",
              "evidenceIds": []
            },
            {
              "id": "dlp_integration",
              "question": "Does it integrate with an existing DLP product?",
              "support": "partial",
              "answer": "Enterprise Compliance API partners offer monitoring/security/DLP integrations after Primary Owner activation. Claude Platform is a separate scope, and these integrations do not prove native inline pre-model redaction.",
              "evidenceIds": [
                "claude:cl-compliance-partners-r2"
              ]
            },
            {
              "id": "filter_location",
              "question": "Where does filtering run?",
              "support": "unknown",
              "answer": "Where does filtering run? Unverified after checking Compliance API integration, connector and security docs; no Swiss AHV/IBAN test, native PII action/custom patterns or filter geography verified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "The positive integration statement is Enterprise-only. Team integration support remains unverified.",
            "No Swiss AHV/IBAN fixture, custom-pattern behavior, pre-model blocking/redaction or filter geography verified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-compliance-partners-r2"
          ]
        }
      ]
    },
    {
      "id": "ADM-08",
      "title": "AI policy and guardrails",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record organisation-wide system instructions, acceptable-use notices and acknowledgement, content filters, topic restrictions, AI-output labelling, and admin visibility of policy violations. Separate enforced policy from instructions the model is expected to follow.",
      "questions": [
        {
          "id": "org_instructions",
          "question": "Can admins set organisation-wide instructions?"
        },
        {
          "id": "usage_notice",
          "question": "Can users be required to accept a usage policy?"
        },
        {
          "id": "content_filters",
          "question": "Are content filters configurable?"
        },
        {
          "id": "violation_reporting",
          "question": "Are policy hits visible to admins?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:ADM-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Workspace instructions can guide models; a mandatory organization-wide policy and violation system remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "org_instructions",
              "question": "Can admins set organisation-wide instructions?",
              "support": "partial",
              "answer": "Admins/Managers configure workspace/system prompt context and model defaults. A single unavoidable organization policy and its enforcement were not established.",
              "evidenceIds": [
                "anythingllm:anythingllm:security",
                "anythingllm:anythingllm:systemprompt",
                "anythingllm:anythingllm:llmconfig"
              ]
            },
            {
              "id": "usage_notice",
              "question": "Can users be required to accept a usage policy?",
              "support": "unknown",
              "answer": "usage_notice: Can users be required to accept a usage policy? Required policy acknowledgement, semantic content filters and administrator policy-violation reporting were not established by the configuration/security sources. Model instructions are not a demonstrated content-control guarantee.",
              "evidenceIds": []
            },
            {
              "id": "content_filters",
              "question": "Are content filters configurable?",
              "support": "unknown",
              "answer": "content_filters: Are content filters configurable? Required policy acknowledgement, semantic content filters and administrator policy-violation reporting were not established by the configuration/security sources. Model instructions are not a demonstrated content-control guarantee.",
              "evidenceIds": []
            },
            {
              "id": "violation_reporting",
              "question": "Are policy hits visible to admins?",
              "support": "unknown",
              "answer": "violation_reporting: Are policy hits visible to admins? Required policy acknowledgement, semantic content filters and administrator policy-violation reporting were not established by the configuration/security sources. Model instructions are not a demonstrated content-control guarantee.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "org_instructions: Admins/Managers configure workspace/system prompt context and model defaults. A single unavoidable organization policy and its enforcement were not established.",
            "usage_notice: Can users be required to accept a usage policy? Required policy acknowledgement, semantic content filters and administrator policy-violation reporting were not established by the configuration/security sources. Model instructions are not a demonstrated content-control guarantee.",
            "content_filters: Are content filters configurable? Required policy acknowledgement, semantic content filters and administrator policy-violation reporting were not established by the configuration/security sources. Model instructions are not a demonstrated content-control guarantee.",
            "violation_reporting: Are policy hits visible to admins? Required policy acknowledgement, semantic content filters and administrator policy-violation reporting were not established by the configuration/security sources. Model instructions are not a demonstrated content-control guarantee."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:security",
            "anythingllm:anythingllm:systemprompt",
            "anythingllm:anythingllm:llmconfig"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:ADM-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise has feature/model and plugin safeguards; broader policy enforcement remains partly unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "org_instructions",
              "question": "Can admins set organisation-wide instructions?",
              "support": "unknown",
              "answer": "Can admins set organisation-wide instructions? Unverified after checking commercial terms, Enterprise controls and security scanning releases; organization-wide enforced instructions and mandatory AUP acknowledgment not established.",
              "evidenceIds": []
            },
            {
              "id": "usage_notice",
              "question": "Can users be required to accept a usage policy?",
              "support": "unknown",
              "answer": "Can users be required to accept a usage policy? Unverified after checking commercial terms, Enterprise controls and security scanning releases; organization-wide enforced instructions and mandatory AUP acknowledgment not established.",
              "evidenceIds": []
            },
            {
              "id": "content_filters",
              "question": "Are content filters configurable?",
              "support": "partial",
              "answer": "Enterprise release notes announce skill/plugin security scanning beta; it does not establish a configurable prompt/topic content-filter system.",
              "evidenceIds": [
                "claude:cl-release"
              ]
            },
            {
              "id": "violation_reporting",
              "question": "Are policy hits visible to admins?",
              "support": "partial",
              "answer": "Security/compliance integrations can analyze events; a complete native policy-violation dashboard was not verified.",
              "evidenceIds": [
                "claude:cl-compliance-partners"
              ]
            }
          ],
          "limitations": [
            "Unverified parts: org_instructions, usage_notice.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-release",
            "claude:cl-compliance-partners"
          ]
        }
      ]
    },
    {
      "id": "DATA-01",
      "title": "Hosting location and data residency",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record country or region separately for chat storage, files and indexes, model inference, backups, logs and telemetry, and support access. Name the cloud provider. Record whether residency is default, a paid option or plan-dependent. \"EU data boundary\" programmes are recorded with their documented exceptions.",
      "questions": [
        {
          "id": "storage_region",
          "question": "Where are chats, files and indexes stored?"
        },
        {
          "id": "inference_region",
          "question": "Where do model calls run, per provider?"
        },
        {
          "id": "backups_logs_region",
          "question": "Where are backups, logs and telemetry?"
        },
        {
          "id": "support_access_region",
          "question": "From where can vendor staff access data?"
        },
        {
          "id": "swiss_hosting",
          "question": "Is Swiss hosting available?"
        },
        {
          "id": "residency_plan",
          "question": "Which plan or option provides residency?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:DATA-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Self-hosted locations are customer-selected. Managed Cloud uses AWS, but a guaranteed country for all storage/inference/support was not established.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web",
              "desktop",
              "cloud"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              },
              {
                "id": "desktop",
                "name": "AnythingLLM Desktop",
                "type": "desktop"
              },
              {
                "id": "cloud",
                "name": "AnythingLLM Cloud managed instance",
                "type": "managed-cloud"
              }
            ]
          },
          "questions": [
            {
              "id": "storage_region",
              "question": "Where are chats, files and indexes stored?",
              "support": "supported",
              "answer": "Docker data/embedding storage is customer configured; Desktop uses its local OS data directory. Managed Cloud documentation identifies AWS but does not establish a country.",
              "evidenceIds": [
                "anythingllm:anythingllm:localdocker",
                "anythingllm:anythingllm:storage",
                "anythingllm:anythingllm:cloud-overview"
              ]
            },
            {
              "id": "inference_region",
              "question": "Where do model calls run, per provider?",
              "support": "supported",
              "answer": "Local endpoints run where the operator deploys them; Azure/AWS/Vertex routes and cloud APIs use the selected provider. Self-hosting the UI does not fix inference geography.",
              "evidenceIds": [
                "anythingllm:anythingllm:built-in",
                "anythingllm:anythingllm:azure",
                "anythingllm:anythingllm:bedrock",
                "anythingllm:anythingllm:vertex"
              ]
            },
            {
              "id": "backups_logs_region",
              "question": "Where are backups, logs and telemetry?",
              "support": "partial",
              "answer": "Self-hosted logs/storage follow deployment choices; telemetry is optional. Cloud backup/log geography and actual egress were not audited.",
              "evidenceIds": [
                "anythingllm:anythingllm:privacy",
                "anythingllm:anythingllm:privacy-cloud",
                "anythingllm:anythingllm:localdocker"
              ]
            },
            {
              "id": "support_access_region",
              "question": "From where can vendor staff access data?",
              "support": "partial",
              "answer": "Cloud privacy explicitly allows necessary Mintplex team access for debugging/maintenance; support-access country restrictions were not established.",
              "evidenceIds": [
                "anythingllm:anythingllm:privacy-cloud"
              ]
            },
            {
              "id": "swiss_hosting",
              "question": "Is Swiss hosting available?",
              "support": "partial",
              "answer": "Customers can self-host on Swiss infrastructure. A vendor-managed Swiss Cloud region and Swiss inference/support commitment were not established.",
              "evidenceIds": [
                "anythingllm:anythingllm:localdocker",
                "anythingllm:anythingllm:cloud-overview"
              ]
            },
            {
              "id": "residency_plan",
              "question": "Which plan or option provides residency?",
              "support": "partial",
              "answer": "Customer-operated placement is available with self-hosting. Public Basic/Pro/Enterprise offers do not establish a complete Swiss/EU data-boundary package.",
              "evidenceIds": [
                "anythingllm:anythingllm:docker",
                "anythingllm:anythingllm:cloud"
              ]
            }
          ],
          "limitations": [
            "backups_logs_region: Self-hosted logs/storage follow deployment choices; telemetry is optional. Cloud backup/log geography and actual egress were not audited.",
            "support_access_region: Cloud privacy explicitly allows necessary Mintplex team access for debugging/maintenance; support-access country restrictions were not established.",
            "swiss_hosting: Customers can self-host on Swiss infrastructure. A vendor-managed Swiss Cloud region and Swiss inference/support commitment were not established.",
            "residency_plan: Customer-operated placement is available with self-hosting. Public Basic/Pro/Enterprise offers do not establish a complete Swiss/EU data-boundary package."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:localdocker",
            "anythingllm:anythingllm:storage",
            "anythingllm:anythingllm:cloud-overview",
            "anythingllm:anythingllm:built-in",
            "anythingllm:anythingllm:azure",
            "anythingllm:anythingllm:bedrock",
            "anythingllm:anythingllm:vertex",
            "anythingllm:anythingllm:privacy",
            "anythingllm:anythingllm:privacy-cloud",
            "anythingllm:anythingllm:docker",
            "anythingllm:anythingllm:cloud"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:DATA-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Commercial privacy documentation describes US storage and global inference; US-only Enterprise inference is a separate option.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "storage_region",
              "question": "Where are chats, files and indexes stored?",
              "support": "partial",
              "answer": "The commercial server-location article specifies US storage for Enterprise/API; exact Team and per-feature chat/file/index mapping was not established.",
              "evidenceIds": [
                "claude:cl-servers"
              ]
            },
            {
              "id": "inference_region",
              "question": "Where do model calls run, per provider?",
              "support": "supported",
              "answer": "Default commercial inference may run in the US, Europe, Asia or Australia; usage-based Enterprise can select US-only inference.",
              "evidenceIds": [
                "claude:cl-servers",
                "claude:cl-us-only"
              ]
            },
            {
              "id": "backups_logs_region",
              "question": "Where are backups, logs and telemetry?",
              "support": "unknown",
              "answer": "Where are backups, logs and telemetry? Unverified after checking commercial location and US-only inference guides; no EU/Swiss-only hosting guarantee or backup/log/telemetry country matrix retrieved.",
              "evidenceIds": []
            },
            {
              "id": "support_access_region",
              "question": "From where can vendor staff access data?",
              "support": "partial",
              "answer": "Internal support/safety processing can take place in countries with Anthropic affiliates; the full personnel/country/access map is not enumerated here.",
              "evidenceIds": [
                "claude:cl-servers"
              ]
            },
            {
              "id": "swiss_hosting",
              "question": "Is Swiss hosting available?",
              "support": "unknown",
              "answer": "Is Swiss hosting available? Unverified after checking commercial location and US-only inference guides; no EU/Swiss-only hosting guarantee or backup/log/telemetry country matrix retrieved.",
              "evidenceIds": []
            },
            {
              "id": "residency_plan",
              "question": "Which plan or option provides residency?",
              "support": "supported",
              "answer": "US-only inference is limited to usage-based Enterprise, excludes Team and legacy seat-based Enterprise, and has model-specific 1.1x pricing. It does not control storage or third-party services.",
              "evidenceIds": [
                "claude:cl-us-only"
              ]
            }
          ],
          "limitations": [
            "Do not substitute cloud-provider model availability for residency of the hosted Claude workspace. Design and Google add-in retention have separate rules."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-servers",
            "claude:cl-us-only"
          ]
        }
      ]
    },
    {
      "id": "DATA-02",
      "title": "Deployment options",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record multi-tenant SaaS, dedicated single-tenant instance, deployment in the customer's cloud account, on-premise and air-gapped as separate options with plan and availability. Record which features are missing in each mode, who operates it, and the documented seat or contract threshold for each mode, which can differ from the enterprise plan threshold (e.g. dedicated SaaS from 2,000 seats, own cloud from 5,000). A local-network connector or gateway that reaches on-prem data from a vendor-hosted platform is KNOW-03, not on-premise deployment.",
      "questions": [
        {
          "id": "multi_tenant_saas",
          "question": "Is a shared SaaS offered?"
        },
        {
          "id": "dedicated_instance",
          "question": "Is a dedicated single-tenant instance offered, from what size?"
        },
        {
          "id": "customer_cloud",
          "question": "Can it run in the customer's own cloud account, from what size?"
        },
        {
          "id": "on_premise",
          "question": "Can the whole platform run on customer infrastructure, from what size?"
        },
        {
          "id": "air_gapped",
          "question": "Can it run without internet access?"
        },
        {
          "id": "mode_feature_gaps",
          "question": "Which features are missing outside SaaS?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:DATA-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Docker supports customer-cloud/on-premise operation; Cloud sells isolated managed instances and Desktop is a separate local client.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web",
              "desktop",
              "cloud"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              },
              {
                "id": "desktop",
                "name": "AnythingLLM Desktop",
                "type": "desktop"
              },
              {
                "id": "cloud",
                "name": "AnythingLLM Cloud managed instance",
                "type": "managed-cloud"
              }
            ]
          },
          "questions": [
            {
              "id": "multi_tenant_saas",
              "question": "Is a shared SaaS offered?",
              "support": "unknown",
              "answer": "multi_tenant_saas: Is a shared SaaS offered? A shared multi-tenant SaaS was not established: the public managed offer describes private isolated instances.",
              "evidenceIds": []
            },
            {
              "id": "dedicated_instance",
              "question": "Is a dedicated single-tenant instance offered, from what size?",
              "support": "supported",
              "answer": "The managed Cloud overview describes one isolated AWS instance per customer. Current pricing lists Basic and Pro, with Enterprise custom services; no numeric seat minimum is published in the reviewed offer.",
              "evidenceIds": [
                "anythingllm:anythingllm:cloud-overview",
                "anythingllm:anythingllm:cloud"
              ]
            },
            {
              "id": "customer_cloud",
              "question": "Can it run in the customer's own cloud account, from what size?",
              "support": "supported",
              "answer": "Docker can run on customer-selected servers/cloud accounts without an MIT software seat minimum.",
              "evidenceIds": [
                "anythingllm:anythingllm:docker",
                "anythingllm:anythingllm:localdocker",
                "anythingllm:anythingllm:license"
              ]
            },
            {
              "id": "on_premise",
              "question": "Can the whole platform run on customer infrastructure, from what size?",
              "support": "supported",
              "answer": "Customers can operate the Docker stack with local providers; commercial Enterprise also advertises on-premise support.",
              "evidenceIds": [
                "anythingllm:anythingllm:localdocker",
                "anythingllm:anythingllm:models",
                "anythingllm:anythingllm:cloud"
              ]
            },
            {
              "id": "air_gapped",
              "question": "Can it run without internet access?",
              "support": "partial",
              "answer": "Local models/embeddings can run after assets are downloaded. A full disconnected fixture was not run; online tools and optional periodically validated Desktop Pro need separate treatment.",
              "evidenceIds": [
                "anythingllm:anythingllm:built-in",
                "anythingllm:anythingllm:local-embed",
                "anythingllm:anythingllm:pro-key"
              ]
            },
            {
              "id": "mode_feature_gaps",
              "question": "Which features are missing outside SaaS?",
              "support": "supported",
              "answer": "Desktop is single-user; Docker provides multi-user administration; Cloud explicitly excludes built-in inference, custom coded Agents and MCP. Scheduled Jobs and mail skills are single-user only.",
              "evidenceIds": [
                "anythingllm:anythingllm:desktop",
                "anythingllm:anythingllm:cloud-limits",
                "anythingllm:anythingllm:job",
                "anythingllm:anythingllm:outlook"
              ]
            }
          ],
          "limitations": [
            "multi_tenant_saas: Is a shared SaaS offered? A shared multi-tenant SaaS was not established: the public managed offer describes private isolated instances.",
            "air_gapped: Local models/embeddings can run after assets are downloaded. A full disconnected fixture was not run; online tools and optional periodically validated Desktop Pro need separate treatment."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:cloud-overview",
            "anythingllm:anythingllm:cloud",
            "anythingllm:anythingllm:docker",
            "anythingllm:anythingllm:localdocker",
            "anythingllm:anythingllm:license",
            "anythingllm:anythingllm:models",
            "anythingllm:anythingllm:built-in",
            "anythingllm:anythingllm:local-embed",
            "anythingllm:anythingllm:pro-key",
            "anythingllm:anythingllm:desktop",
            "anythingllm:anythingllm:cloud-limits",
            "anythingllm:anythingllm:job",
            "anythingllm:anythingllm:outlook"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:DATA-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Team/Enterprise are vendor-hosted workspaces; whole-platform private deployment is unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "multi_tenant_saas",
              "question": "Is a shared SaaS offered?",
              "support": "supported",
              "answer": "Team/Enterprise provide Anthropic-operated commercial SaaS; the DPA specifies logical separation of customer data.",
              "evidenceIds": [
                "claude:cl-enterprise",
                "claude:cl-dpa"
              ]
            },
            {
              "id": "dedicated_instance",
              "question": "Is a dedicated single-tenant instance offered, from what size?",
              "support": "unknown",
              "answer": "Is a dedicated single-tenant instance offered, from what size? Unverified after checking commercial plans, DPA, remote MCP and Office cloud-credential documentation; dedicated instance, whole-platform customer cloud/on-premises, air-gap and feature/seat thresholds not verified.",
              "evidenceIds": []
            },
            {
              "id": "customer_cloud",
              "question": "Can it run in the customer's own cloud account, from what size?",
              "support": "unknown",
              "answer": "Can it run in the customer's own cloud account, from what size? Unverified after checking commercial plans, DPA, remote MCP and Office cloud-credential documentation; dedicated instance, whole-platform customer cloud/on-premises, air-gap and feature/seat thresholds not verified.",
              "evidenceIds": []
            },
            {
              "id": "on_premise",
              "question": "Can the whole platform run on customer infrastructure, from what size?",
              "support": "unknown",
              "answer": "Can the whole platform run on customer infrastructure, from what size? Unverified after checking commercial plans, DPA, remote MCP and Office cloud-credential documentation; dedicated instance, whole-platform customer cloud/on-premises, air-gap and feature/seat thresholds not verified.",
              "evidenceIds": []
            },
            {
              "id": "air_gapped",
              "question": "Can it run without internet access?",
              "support": "unknown",
              "answer": "Can it run without internet access? Unverified after checking commercial plans, DPA, remote MCP and Office cloud-credential documentation; dedicated instance, whole-platform customer cloud/on-premises, air-gap and feature/seat thresholds not verified.",
              "evidenceIds": []
            },
            {
              "id": "mode_feature_gaps",
              "question": "Which features are missing outside SaaS?",
              "support": "unknown",
              "answer": "Which features are missing outside SaaS? Unverified after checking commercial plans, DPA, remote MCP and Office cloud-credential documentation; dedicated instance, whole-platform customer cloud/on-premises, air-gap and feature/seat thresholds not verified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Local Cowork tasks, Desktop MCP and Office cloud credentials do not establish deployment of the whole hosted workspace."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-enterprise",
            "claude:cl-dpa"
          ]
        }
      ]
    },
    {
      "id": "DATA-03",
      "title": "Training use and provider retention",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record whether customer content trains vendor or provider models, by plan and default; zero-data-retention arrangements with model providers; abuse-monitoring retention and human review; and the model provider's terms that apply. A \"no training\" claim on a marketing page is `vendor-claimed` until the contract or DPA says so.",
      "questions": [
        {
          "id": "vendor_training",
          "question": "Does the vendor train on customer content?"
        },
        {
          "id": "provider_training",
          "question": "Do model providers train on it under this product's contracts?"
        },
        {
          "id": "provider_retention",
          "question": "How long do model providers keep prompts, including for abuse monitoring?"
        },
        {
          "id": "zero_retention",
          "question": "Is zero data retention available, and on which plan?"
        },
        {
          "id": "human_review",
          "question": "Can provider staff review content?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:DATA-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Application locality and provider retention are separate; no universal no-training or zero-retention contract was verified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web",
              "desktop",
              "cloud"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              },
              {
                "id": "desktop",
                "name": "AnythingLLM Desktop",
                "type": "desktop"
              },
              {
                "id": "cloud",
                "name": "AnythingLLM Cloud managed instance",
                "type": "managed-cloud"
              }
            ]
          },
          "questions": [
            {
              "id": "vendor_training",
              "question": "Does the vendor train on customer content?",
              "support": "partial",
              "answer": "The Desktop policy describes local chat/document storage and optional anonymous telemetry. Cloud terms grant platform-improvement usage rights without a specific reviewed model-training exclusion. This is not a blanket no-training assurance.",
              "evidenceIds": [
                "anythingllm:anythingllm:privacy-desktop",
                "anythingllm:anythingllm:terms-cloud"
              ]
            },
            {
              "id": "provider_training",
              "question": "Do model providers train on it under this product's contracts?",
              "support": "unknown",
              "answer": "provider_training: Do model providers train on it under this product's contracts? No configured provider agreement was reviewed for training use, abuse-retention/human review or zero-data-retention eligibility. Cloud summary models receive meeting transcripts, and memories are sent to the selected chat provider.",
              "evidenceIds": []
            },
            {
              "id": "provider_retention",
              "question": "How long do model providers keep prompts, including for abuse monitoring?",
              "support": "unknown",
              "answer": "provider_retention: How long do model providers keep prompts, including for abuse monitoring? No configured provider agreement was reviewed for training use, abuse-retention/human review or zero-data-retention eligibility. Cloud summary models receive meeting transcripts, and memories are sent to the selected chat provider.",
              "evidenceIds": []
            },
            {
              "id": "zero_retention",
              "question": "Is zero data retention available, and on which plan?",
              "support": "unknown",
              "answer": "zero_retention: Is zero data retention available, and on which plan? No configured provider agreement was reviewed for training use, abuse-retention/human review or zero-data-retention eligibility. Cloud summary models receive meeting transcripts, and memories are sent to the selected chat provider.",
              "evidenceIds": []
            },
            {
              "id": "human_review",
              "question": "Can provider staff review content?",
              "support": "unknown",
              "answer": "human_review: Can provider staff review content? No configured provider agreement was reviewed for training use, abuse-retention/human review or zero-data-retention eligibility. Cloud summary models receive meeting transcripts, and memories are sent to the selected chat provider.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "vendor_training: The Desktop policy describes local chat/document storage and optional anonymous telemetry. Cloud terms grant platform-improvement usage rights without a specific reviewed model-training exclusion. This is not a blanket no-training assurance.",
            "provider_training: Do model providers train on it under this product's contracts? No configured provider agreement was reviewed for training use, abuse-retention/human review or zero-data-retention eligibility. Cloud summary models receive meeting transcripts, and memories are sent to the selected chat provider.",
            "provider_retention: How long do model providers keep prompts, including for abuse monitoring? No configured provider agreement was reviewed for training use, abuse-retention/human review or zero-data-retention eligibility. Cloud summary models receive meeting transcripts, and memories are sent to the selected chat provider.",
            "zero_retention: Is zero data retention available, and on which plan? No configured provider agreement was reviewed for training use, abuse-retention/human review or zero-data-retention eligibility. Cloud summary models receive meeting transcripts, and memories are sent to the selected chat provider.",
            "human_review: Can provider staff review content? No configured provider agreement was reviewed for training use, abuse-retention/human review or zero-data-retention eligibility. Cloud summary models receive meeting transcripts, and memories are sent to the selected chat provider."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:privacy-desktop",
            "anythingllm:anythingllm:terms-cloud"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:DATA-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Hosted commercial Chat/Cowork retention is separate from API/Code/provider ZDR arrangements and limited Fable exceptions.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Direct hosted Claude Team/Enterprise Chat and Cowork under Commercial Terms; API/ClaudeCode/third-party-provider ZDR routes discussed only as separate exceptions",
            "addOns": [
              "Standard hosted commercial retention; no assumed special ZDR agreement"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "vendor_training",
              "question": "Does the vendor train on customer content?",
              "support": "supported",
              "answer": "Commercial Terms section B prohibits training on Customer Content; the privacy guide describes explicit feedback/bug submissions as an exception to default no-training.",
              "evidenceIds": [
                "claude:cl-terms",
                "claude:cl-training"
              ]
            },
            {
              "id": "provider_training",
              "question": "Do model providers train on it under this product's contracts?",
              "support": "partial",
              "answer": "Direct hosted Claude uses Anthropic models under its commercial no-training terms. Separate API, Office BYO cloud or third-party integrations require their own contracts and are outside this hosted inference finding.",
              "evidenceIds": [
                "claude:cl-terms"
              ]
            },
            {
              "id": "provider_retention",
              "question": "How long do model providers keep prompts, including for abuse monitoring?",
              "support": "partial",
              "answer": "Hosted saved commercial chats persist until deletion; normal backend deletion is within 30 days with safety/legal exceptions. Covered Models have an additional default minimum 30-day safety-retention rule; ordinary saved-chat history is not thereby limited to30 days.",
              "evidenceIds": [
                "claude:cl-retention-r2",
                "claude:cl-covered-r2"
              ]
            },
            {
              "id": "zero_retention",
              "question": "Is zero data retention available, and on which plan?",
              "support": "partial",
              "answer": "The route guide says hosted Enterprise Chat/Cowork already operate with standard retention. Separately, Console/API, Enterprise Code and provider ZDR configurations follow their own rules. The default Covered Model rule has a limited temporary Fable exception for eligible notified/agreement-based internal business applications; no general hosted Chat/Cowork ZDR entitlement is established.",
              "evidenceIds": [
                "claude:cl-covered-r2",
                "claude:cl-covered-routes-r2"
              ]
            },
            {
              "id": "human_review",
              "question": "Can provider staff review content?",
              "support": "partial",
              "answer": "Commercial confidentiality/DPA measures permit authorized, least-privileged personnel processing. The detailed approved-reviewer path concerns the described Covered Model retained-monitoring configurations; it is not a complete hosted-chat human-access map. No no-human-access guarantee is made.",
              "evidenceIds": [
                "claude:cl-terms",
                "claude:cl-dpa",
                "claude:cl-covered-routes-r2"
              ]
            }
          ],
          "limitations": [
            "Reconciliation: the Covered Model minimum is a default rule; its temporary agreement-based exception is conditional. The current route guide expressly excludes notified exception customers from the general ZDR-transition instructions.",
            "No-training, saved history, safety-monitoring copies and specialized ZDR agreements are distinct. No sales contact or agreement signing."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-terms",
            "claude:cl-training",
            "claude:cl-retention-r2",
            "claude:cl-covered-r2",
            "claude:cl-covered-routes-r2",
            "claude:cl-dpa"
          ]
        }
      ]
    },
    {
      "id": "DATA-04",
      "title": "Retention and deletion",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record default retention for chats, files, indexes and logs; admin-configured retention; user deletion; deletion after contract end; and deletion confirmation.",
      "questions": [
        {
          "id": "default_retention",
          "question": "What is retained and for how long by default?"
        },
        {
          "id": "admin_retention",
          "question": "Can admins set retention periods?"
        },
        {
          "id": "user_deletion",
          "question": "Can users delete their chats and files permanently?"
        },
        {
          "id": "contract_end_deletion",
          "question": "What is deleted at contract end, and when?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:DATA-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Removing workspace access differs from full document erasure; managed Cloud states immediate unrecoverable deletion on cancellation.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web",
              "desktop",
              "cloud"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              },
              {
                "id": "desktop",
                "name": "AnythingLLM Desktop",
                "type": "desktop"
              },
              {
                "id": "cloud",
                "name": "AnythingLLM Cloud managed instance",
                "type": "managed-cloud"
              }
            ]
          },
          "questions": [
            {
              "id": "default_retention",
              "question": "What is retained and for how long by default?",
              "support": "partial",
              "answer": "Self-hosted documents/history remain in local storage until removed; a universal duration covering chats, indexes, logs, backups and memory was not established.",
              "evidenceIds": [
                "anythingllm:anythingllm:privacy",
                "anythingllm:anythingllm:storage"
              ]
            },
            {
              "id": "admin_retention",
              "question": "Can admins set retention periods?",
              "support": "unknown",
              "answer": "admin_retention: Can admins set retention periods? A general time-based admin retention scheduler and verified deletion of backups/external-provider copies were not established.",
              "evidenceIds": []
            },
            {
              "id": "user_deletion",
              "question": "Can users delete their chats and files permanently?",
              "support": "supported",
              "answer": "Workspace removal deletes that workspace’s vectors but retains the reusable document. My Documents deletion removes the parsed source/cache and all workspace copies according to the privacy guide.",
              "evidenceIds": [
                "anythingllm:anythingllm:privacy"
              ]
            },
            {
              "id": "contract_end_deletion",
              "question": "What is deleted at contract end, and when?",
              "support": "supported",
              "answer": "For managed Cloud only, the current policy and generic terms state permanent non-recoverable instance/data deletion at cancellation, nonpayment or manual termination. No grace period is promised.",
              "evidenceIds": [
                "anythingllm:anythingllm:privacy-cloud",
                "anythingllm:anythingllm:terms-cloud"
              ]
            }
          ],
          "limitations": [
            "default_retention: Self-hosted documents/history remain in local storage until removed; a universal duration covering chats, indexes, logs, backups and memory was not established.",
            "admin_retention: Can admins set retention periods? A general time-based admin retention scheduler and verified deletion of backups/external-provider copies were not established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:privacy",
            "anythingllm:anythingllm:storage",
            "anythingllm:anythingllm:privacy-cloud",
            "anythingllm:anythingllm:terms-cloud"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:DATA-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Current Enterprise retention guidance schedules deletion on save and removes content through a daily process, with project precedence and feature exclusions.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Team/Enterprise saved commercial Chat; Enterprise owner-configured Chat/project retention. Cowork is included only for documented project-activity effects, not blanket cloud-Code retention",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "default_retention",
              "question": "What is retained and for how long by default?",
              "support": "partial",
              "answer": "Saved commercial chats persist until deletion; Enterprise chats/projects default to indefinite retention without configured periods. Incognito normally deletes within 30 days. Other file/index/log schedules are not fully mapped.",
              "evidenceIds": [
                "claude:cl-retention-r2",
                "claude:cl-retention-admin-r2"
              ]
            },
            {
              "id": "admin_retention",
              "question": "Can admins set retention periods?",
              "support": "supported",
              "answer": "Enterprise Owners/Primary Owners set a minimum 30-day Chat/project period. Project retention overrides contained chats, including indefinite projects. Shortening a period schedules over-age data on save; a daily process can take several days. Design/Tag/Managed Agents and other cloud-Code features are excluded.",
              "evidenceIds": [
                "claude:cl-retention-admin-r2"
              ]
            },
            {
              "id": "user_deletion",
              "question": "Can users delete their chats and files permanently?",
              "support": "partial",
              "answer": "User-deleted chats leave visible history immediately and normally delete from backend within 30 days, subject to legal/safety exceptions. This is different from the daily custom-retention job.",
              "evidenceIds": [
                "claude:cl-retention-r2"
              ]
            },
            {
              "id": "contract_end_deletion",
              "question": "What is deleted at contract end, and when?",
              "support": "partial",
              "answer": "DPA H requires return on request within 30 days and deletion within 30 days after expiry/termination, except legal requirements, disputes or combating harmful use. Confirmation/copy completeness were not tested.",
              "evidenceIds": [
                "claude:cl-dpa"
              ]
            }
          ],
          "limitations": [
            "Reconciliation: current English text is authoritative for this snapshot; the earlier cached immediate-deletion wording is superseded and is not a current factual claim. Scheduling on save does not mean instant physical deletion.",
            "No retention/deletion fixture. Google Workspace add-in and the named excluded cloud features have separate retention behavior."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-retention-r2",
            "claude:cl-retention-admin-r2",
            "claude:cl-dpa"
          ]
        }
      ]
    },
    {
      "id": "DATA-05",
      "title": "Sub-processors and foreign-law exposure",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record the published sub-processor list with countries, change-notification rules, the vendor's and parent company's jurisdiction, transfer mechanisms (EU-US Data Privacy Framework, Swiss-US DPF, SCCs) and the vendor's documented position on foreign government access requests (e.g. US CLOUD Act). Record facts, not a legal assessment.",
      "questions": [
        {
          "id": "subprocessor_list",
          "question": "Is a dated sub-processor list published?"
        },
        {
          "id": "subprocessor_countries",
          "question": "Which countries do sub-processors operate in?"
        },
        {
          "id": "change_notification",
          "question": "Are customers notified of sub-processor changes?"
        },
        {
          "id": "parent_jurisdiction",
          "question": "Which jurisdiction governs the vendor and its parent?"
        },
        {
          "id": "transfer_mechanism",
          "question": "Which transfer mechanism applies to non-EU/CH processing?"
        },
        {
          "id": "government_access_policy",
          "question": "Is there a published government-access or transparency policy?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:DATA-05",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        },
        {
          "productId": "claude",
          "claimId": "claude:DATA-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The DPA provides subprocessor and transfer rules; the current country list remains inaccessible in this pass.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "subprocessor_list",
              "question": "Is a dated sub-processor list published?",
              "support": "partial",
              "answer": "DPA Schedule 4 links to a published trust-portal list; its entries and revision were not extractable during retrieval.",
              "evidenceIds": [
                "claude:cl-dpa",
                "claude:cl-trust-route"
              ]
            },
            {
              "id": "subprocessor_countries",
              "question": "Which countries do sub-processors operate in?",
              "support": "unknown",
              "answer": "Which countries do sub-processors operate in? Unverified after checking DPA Schedule 4, trust redirect and commercial terms; full current subprocessor countries, list date and ownership chain not retrieved.",
              "evidenceIds": []
            },
            {
              "id": "change_notification",
              "question": "Are customers notified of sub-processor changes?",
              "support": "supported",
              "answer": "DPA C.3 provides notice before a new subprocessor gains data access and a 15-day objection window on reasonable privacy/security concerns.",
              "evidenceIds": [
                "claude:cl-dpa"
              ]
            },
            {
              "id": "parent_jurisdiction",
              "question": "Which jurisdiction governs the vendor and its parent?",
              "support": "partial",
              "answer": "Commercial Terms contract with Anthropic Ireland Limited for EEA/Swiss/UK customers and Anthropic PBC elsewhere; the ultimate ownership/entity chain was not independently established.",
              "evidenceIds": [
                "claude:cl-terms"
              ]
            },
            {
              "id": "transfer_mechanism",
              "question": "Which transfer mechanism applies to non-EU/CH processing?",
              "support": "supported",
              "answer": "DPA incorporates controller-to-processor/processor-to-processor SCCs and UK/Swiss schedules where applicable.",
              "evidenceIds": [
                "claude:cl-dpa"
              ]
            },
            {
              "id": "government_access_policy",
              "question": "Is there a published government-access or transparency policy?",
              "support": "supported",
              "answer": "Published policy requires valid process with emergency exceptions, reviews deficient requests, usually redirects enterprise requests to the customer and provides notice subject to exceptions.",
              "evidenceIds": [
                "claude:cl-gov"
              ]
            }
          ],
          "limitations": [
            "Unverified parts: subprocessor_countries.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-dpa",
            "claude:cl-trust-route",
            "claude:cl-terms",
            "claude:cl-gov"
          ]
        }
      ]
    },
    {
      "id": "DATA-06",
      "title": "Contracts and regulatory coverage",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record DPA availability and form (click-through, negotiable), reference to Swiss revDSG and GDPR, governing law and court, EU AI Act documentation (provider or deployer role, transparency materials), and sector-specific materials (FINMA outsourcing, banking secrecy, public sector). No compliance verdict.",
      "questions": [
        {
          "id": "dpa",
          "question": "Is a DPA available, and is it negotiable?"
        },
        {
          "id": "revdsg_gdpr",
          "question": "Does the DPA cover revDSG and GDPR?"
        },
        {
          "id": "governing_law",
          "question": "Which law and court govern the contract?"
        },
        {
          "id": "ai_act_materials",
          "question": "Is EU AI Act documentation provided?"
        },
        {
          "id": "sector_materials",
          "question": "Are FINMA or other sector materials provided?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:DATA-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Generic Cloud terms specify California law; a negotiated DPA and regulatory or sector package were not verified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "cloud",
              "self-hosted-web"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "cloud",
                "name": "AnythingLLM Cloud managed instance",
                "type": "managed-cloud"
              },
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "dpa",
              "question": "Is a DPA available, and is it negotiable?",
              "support": "unknown",
              "answer": "dpa: Is a DPA available, and is it negotiable? No reviewed/negotiable DPA, revDSG/GDPR processing annex, EU AI Act role documentation or FINMA/sector secrecy agreement was obtained. Privacy-policy rights are not substituted for a DPA.",
              "evidenceIds": []
            },
            {
              "id": "revdsg_gdpr",
              "question": "Does the DPA cover revDSG and GDPR?",
              "support": "unknown",
              "answer": "revdsg_gdpr: Does the DPA cover revDSG and GDPR? No reviewed/negotiable DPA, revDSG/GDPR processing annex, EU AI Act role documentation or FINMA/sector secrecy agreement was obtained. Privacy-policy rights are not substituted for a DPA.",
              "evidenceIds": []
            },
            {
              "id": "governing_law",
              "question": "Which law and court govern the contract?",
              "support": "partial",
              "answer": "Managed Cloud terms specify California, United States law and explicitly exclude self-hosted deployments. A specific court and enterprise override were not established.",
              "evidenceIds": [
                "anythingllm:anythingllm:terms-cloud"
              ]
            },
            {
              "id": "ai_act_materials",
              "question": "Is EU AI Act documentation provided?",
              "support": "unknown",
              "answer": "ai_act_materials: Is EU AI Act documentation provided? No reviewed/negotiable DPA, revDSG/GDPR processing annex, EU AI Act role documentation or FINMA/sector secrecy agreement was obtained. Privacy-policy rights are not substituted for a DPA.",
              "evidenceIds": []
            },
            {
              "id": "sector_materials",
              "question": "Are FINMA or other sector materials provided?",
              "support": "unknown",
              "answer": "sector_materials: Are FINMA or other sector materials provided? No reviewed/negotiable DPA, revDSG/GDPR processing annex, EU AI Act role documentation or FINMA/sector secrecy agreement was obtained. Privacy-policy rights are not substituted for a DPA.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "dpa: Is a DPA available, and is it negotiable? No reviewed/negotiable DPA, revDSG/GDPR processing annex, EU AI Act role documentation or FINMA/sector secrecy agreement was obtained. Privacy-policy rights are not substituted for a DPA.",
            "revdsg_gdpr: Does the DPA cover revDSG and GDPR? No reviewed/negotiable DPA, revDSG/GDPR processing annex, EU AI Act role documentation or FINMA/sector secrecy agreement was obtained. Privacy-policy rights are not substituted for a DPA.",
            "governing_law: Managed Cloud terms specify California, United States law and explicitly exclude self-hosted deployments. A specific court and enterprise override were not established.",
            "ai_act_materials: Is EU AI Act documentation provided? No reviewed/negotiable DPA, revDSG/GDPR processing annex, EU AI Act role documentation or FINMA/sector secrecy agreement was obtained. Privacy-policy rights are not substituted for a DPA.",
            "sector_materials: Are FINMA or other sector materials provided? No reviewed/negotiable DPA, revDSG/GDPR processing annex, EU AI Act role documentation or FINMA/sector secrecy agreement was obtained. Privacy-policy rights are not substituted for a DPA."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:terms-cloud"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:DATA-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public commercial contracts include a DPA and Swiss transfer terms; this is not a regulatory suitability verdict.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "dpa",
              "question": "Is a DPA available, and is it negotiable?",
              "support": "partial",
              "answer": "Commercial Terms incorporate the public DPA; standard acceptance is documented, while negotiability for this account was not verified.",
              "evidenceIds": [
                "claude:cl-terms",
                "claude:cl-dpa"
              ]
            },
            {
              "id": "revdsg_gdpr",
              "question": "Does the DPA cover revDSG and GDPR?",
              "support": "supported",
              "answer": "DPA defines GDPR and includes a Swiss Addendum covering Swiss data protection laws and new/revised versions.",
              "evidenceIds": [
                "claude:cl-dpa"
              ]
            },
            {
              "id": "governing_law",
              "question": "Which law and court govern the contract?",
              "support": "supported",
              "answer": "For EEA/Swiss/UK customers, Terms M.7 specify Irish law and Irish courts for proceedings not subject to section J arbitration; specific orders may differ.",
              "evidenceIds": [
                "claude:cl-terms"
              ]
            },
            {
              "id": "ai_act_materials",
              "question": "Is EU AI Act documentation provided?",
              "support": "partial",
              "answer": "Provider materials describe transparency-code commitments, text watermarking and an eligible-organization detection API private preview. A complete deployer compliance pack was not inspected.",
              "evidenceIds": [
                "claude:cl-ai-act"
              ]
            },
            {
              "id": "sector_materials",
              "question": "Are FINMA or other sector materials provided?",
              "support": "partial",
              "answer": "Enterprise plan documentation lists HIPAA-ready configurations; scope/BAA conditions and FINMA/banking/public-sector materials were not fully retrieved.",
              "evidenceIds": [
                "claude:cl-enterprise"
              ]
            }
          ],
          "limitations": [
            "Generic confidentiality/DPA language does not establish a German section 203 or Swiss article 321 professional-secrecy undertaking."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-terms",
            "claude:cl-dpa",
            "claude:cl-ai-act",
            "claude:cl-enterprise"
          ]
        }
      ]
    },
    {
      "id": "DATA-07",
      "title": "Certifications and attestations",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record each certificate or report separately: ISO 27001, 27017, 27018, 27701, 42001; SOC 2 Type I/II with period; BSI C5; TISAX; national schemes. Record issuer, scope (which product and entity), validity and access route. A cloud provider's certificate does not certify the product.",
      "questions": [
        {
          "id": "iso_27001",
          "question": "ISO 27001 with scope and validity?"
        },
        {
          "id": "soc2",
          "question": "SOC 2 type, period and covered service?"
        },
        {
          "id": "c5",
          "question": "BSI C5 attestation?"
        },
        {
          "id": "other_certifications",
          "question": "Which other certificates (27701, 42001, TISAX)?"
        },
        {
          "id": "report_access",
          "question": "How can customers obtain reports?"
        },
        {
          "id": "pentest",
          "question": "Are independent penetration test summaries available?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:DATA-07",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        },
        {
          "productId": "claude",
          "claimId": "claude:DATA-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The DPA documents report and penetration-test access; actual certification scope and validity remain open.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "iso_27001",
              "question": "ISO 27001 with scope and validity?",
              "support": "partial",
              "answer": "Anthropic publicly claims ISO 27001:2022 for its commercial products. The issuing body, full certificate scope and validity dates were not inspected; this is vendor-claimed evidence.",
              "evidenceIds": [
                "claude:claude:commercial-certifications-20261026"
              ]
            },
            {
              "id": "soc2",
              "question": "SOC 2 type, period and covered service?",
              "support": "partial",
              "answer": "The commercial privacy page lists SOC 2 Type I and Type II. The auditor, report period and detailed service scope were not inspected.",
              "evidenceIds": [
                "claude:claude:commercial-certifications-20261026"
              ]
            },
            {
              "id": "c5",
              "question": "BSI C5 attestation?",
              "support": "unknown",
              "answer": "BSI C5 attestation? Unverified after checking public DPA and Trust Center; issuer, covered entity/product, period and validity of ISO/SOC/C5/other attestations were not verified. Search on 2026-10-26: https://www.anthropic.com/legal/data-processing-addendum, https://www.anthropic.com/legal/commercial-terms, https://trust.anthropic.com/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "other_certifications",
              "question": "Which other certificates (27701, 42001, TISAX)?",
              "support": "partial",
              "answer": "The commercial privacy page claims ISO/IEC 42001:2023. No issuing-body certificate, validity dates or TISAX/ISO 27701 scope was inspected.",
              "evidenceIds": [
                "claude:claude:commercial-certifications-20261026"
              ]
            },
            {
              "id": "report_access",
              "question": "How can customers obtain reports?",
              "support": "supported",
              "answer": "DPA F and Schedule 2 direct customers to the Trust Center and offer applicable reports/certificates on written request under confidentiality. No protected report was requested or downloaded.",
              "evidenceIds": [
                "claude:cl-dpa-20261026"
              ]
            },
            {
              "id": "pentest",
              "question": "Are independent penetration test summaries available?",
              "support": "partial",
              "answer": "DPA Schedule 2 G.2 commits to annual external penetration tests and a customer-request summary; no summary or testing period was inspected.",
              "evidenceIds": [
                "claude:cl-dpa-20261026"
              ]
            }
          ],
          "limitations": [
            "iso_27001: Anthropic publicly claims ISO 27001:2022 for its commercial products. The issuing body, full certificate scope and validity dates were not inspected; this is vendor-claimed evidence.",
            "soc2: The commercial privacy page lists SOC 2 Type I and Type II. The auditor, report period and detailed service scope were not inspected.",
            "c5: BSI C5 attestation? Unverified after checking public DPA and Trust Center; issuer, covered entity/product, period and validity of ISO/SOC/C5/other attestations were not verified. Search on 2026-10-26: https://www.anthropic.com/legal/data-processing-addendum, https://www.anthropic.com/legal/commercial-terms, https://trust.anthropic.com/. No additional scoped evidence established this answer.",
            "other_certifications: The commercial privacy page claims ISO/IEC 42001:2023. No issuing-body certificate, validity dates or TISAX/ISO 27701 scope was inspected.",
            "pentest: DPA Schedule 2 G.2 commits to annual external penetration tests and a customer-request summary; no summary or testing period was inspected."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-dpa-20261026",
            "claude:claude:commercial-certifications-20261026"
          ]
        }
      ]
    },
    {
      "id": "DATA-08",
      "title": "Encryption and key control",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record encryption at rest and in transit, customer-managed keys (BYOK/HYOK), key location, and private networking (private link, IP allow-lists, VPN).",
      "questions": [
        {
          "id": "encryption_at_rest",
          "question": "Is data encrypted at rest?"
        },
        {
          "id": "customer_managed_keys",
          "question": "Can the customer manage or hold the keys?"
        },
        {
          "id": "private_networking",
          "question": "Is private connectivity or IP restriction available?"
        },
        {
          "id": "tenant_isolation",
          "question": "How are customers separated in shared SaaS?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:DATA-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Private deployment and managed-instance isolation are documented; default encryption of all content and a product key-custody service were not verified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web",
              "desktop",
              "cloud"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              },
              {
                "id": "desktop",
                "name": "AnythingLLM Desktop",
                "type": "desktop"
              },
              {
                "id": "cloud",
                "name": "AnythingLLM Cloud managed instance",
                "type": "managed-cloud"
              }
            ]
          },
          "questions": [
            {
              "id": "encryption_at_rest",
              "question": "Is data encrypted at rest?",
              "support": "unknown",
              "answer": "encryption_at_rest: Is data encrypted at rest? Default encryption-at-rest/transit settings for every database, file, backup and provider route were not verified.",
              "evidenceIds": []
            },
            {
              "id": "customer_managed_keys",
              "question": "Can the customer manage or hold the keys?",
              "support": "partial",
              "answer": "Self-hosted operators control infrastructure/secrets. A product-level BYOK/HYOK content-encryption contract was not established.",
              "evidenceIds": [
                "anythingllm:anythingllm:localdocker",
                "anythingllm:anythingllm:config"
              ]
            },
            {
              "id": "private_networking",
              "question": "Is private connectivity or IP restriction available?",
              "support": "supported",
              "answer": "Docker can be placed on customer infrastructure; Desktop API listens on loopback unless optional network discovery is enabled.",
              "evidenceIds": [
                "anythingllm:anythingllm:localdocker",
                "anythingllm:anythingllm:desktop"
              ]
            },
            {
              "id": "tenant_isolation",
              "question": "How are customers separated in shared SaaS?",
              "support": "partial",
              "answer": "Managed Cloud describes private isolated AWS instances and resources per customer. This was not independently tested and is separate from source/workspace access control.",
              "evidenceIds": [
                "anythingllm:anythingllm:cloud-overview"
              ]
            }
          ],
          "limitations": [
            "encryption_at_rest: Is data encrypted at rest? Default encryption-at-rest/transit settings for every database, file, backup and provider route were not verified.",
            "customer_managed_keys: Self-hosted operators control infrastructure/secrets. A product-level BYOK/HYOK content-encryption contract was not established.",
            "tenant_isolation: Managed Cloud describes private isolated AWS instances and resources per customer. This was not independently tested and is separate from source/workspace access control."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:localdocker",
            "anythingllm:anythingllm:config",
            "anythingllm:anythingllm:desktop",
            "anythingllm:anythingllm:cloud-overview"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:DATA-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The DPA specifies encryption and logical isolation; Enterprise adds eligible customer keys and IP controls.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "encryption_at_rest",
              "question": "Is data encrypted at rest?",
              "support": "supported",
              "answer": "DPA Schedule 2 E specifies at least AES-256 at rest and TLS 1.2+ over public networks.",
              "evidenceIds": [
                "claude:cl-dpa"
              ]
            },
            {
              "id": "customer_managed_keys",
              "question": "Can the customer manage or hold the keys?",
              "support": "partial",
              "answer": "Eligible Enterprise organizations can connect AWS/GCP/Azure KMS keys for specified content; key locations and all feature exclusions need account-specific verification.",
              "evidenceIds": [
                "claude:cl-cmek"
              ]
            },
            {
              "id": "private_networking",
              "question": "Is private connectivity or IP restriction available?",
              "support": "partial",
              "answer": "Enterprise IP CIDR allowlisting is enabled through support; externally shared artifacts can remain outside it. Private Link/VPN-only service endpoints were not established.",
              "evidenceIds": [
                "claude:cl-ip"
              ]
            },
            {
              "id": "tenant_isolation",
              "question": "How are customers separated in shared SaaS?",
              "support": "supported",
              "answer": "DPA Schedule 2 H specifies logical separation of customer data and network segmentation; no independent isolation test was performed.",
              "evidenceIds": [
                "claude:cl-dpa"
              ]
            }
          ],
          "limitations": [
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-dpa",
            "claude:cl-cmek",
            "claude:cl-ip"
          ]
        }
      ]
    },
    {
      "id": "DATA-09",
      "title": "Professional secrecy",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "For professional secrecy holders (Berufsgeheimnisträger: lawyers, doctors, auditors, tax advisers) under § 203 StGB (DE) and Art. 321 StGB (CH), record whether the vendor signs a contractual secrecy undertaking or a § 203 agreement that binds its staff and its sub-processors; whether this comes as a dedicated offering or a paid add-on, and on which plan; who can access content in plain text (vendor staff, sub-processors, model providers); and the documentation provided. A DPA or a no-training clause alone is not a secrecy undertaking. Banking secrecy and FINMA outsourcing belong to DATA-06, not here. Record contract facts, not a legal assessment.",
      "questions": [
        {
          "id": "secrecy_undertaking",
          "question": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff?"
        },
        {
          "id": "subprocessor_coverage",
          "question": "Does the undertaking extend to its sub-processors, and is that documented?"
        },
        {
          "id": "secrecy_offering",
          "question": "Is it a dedicated offering or add-on, and on which plan?"
        },
        {
          "id": "content_access",
          "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?"
        },
        {
          "id": "secrecy_documentation",
          "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:DATA-09",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Local/self-hosted and managed Cloud content-access paths differ. Cloud permits necessary operational team access; a Mintplex staff/sub-processor professional-secrecy undertaking and its plan/add-on terms remain unverified.",
          "availability": "unknown",
          "delivery": "unknown",
          "scope": {
            "surfaceIds": [
              "self-hosted-web",
              "desktop",
              "cloud"
            ],
            "version": "Public documentation and managed-service terms retrieved 2026-10-21; this row does not infer contract terms from the source-code licence",
            "plan": "Mixed modes identified per answer: Docker/Desktop on customer infrastructure; Basic/Pro managed Cloud dedicated AWS instance; Enterprise custom services checked separately",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected Docker/Desktop location; managed Cloud AWS country and provider/support staff locations unverified; no DE/CH secrecy-contract variant established",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              },
              {
                "id": "desktop",
                "name": "AnythingLLM Desktop",
                "type": "desktop"
              },
              {
                "id": "cloud",
                "name": "AnythingLLM Cloud managed instance",
                "type": "managed-cloud"
              }
            ]
          },
          "questions": [
            {
              "id": "secrecy_undertaking",
              "question": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff?",
              "support": "unknown",
              "answer": "No § 203 StGB / Art. 321 StGB or equivalent professional-secrecy undertaking binding Mintplex staff was obtained from the reviewed Cloud terms/privacy, Desktop privacy, pricing and product documentation. Generic privacy commitments are not recorded as that undertaking.",
              "evidenceIds": [
                "anythingllm:anythingllm:terms-cloud",
                "anythingllm:anythingllm:privacy-cloud",
                "anythingllm:anythingllm:privacy-desktop"
              ]
            },
            {
              "id": "subprocessor_coverage",
              "question": "Does the undertaking extend to its sub-processors, and is that documented?",
              "support": "unknown",
              "answer": "The Cloud policy names AWS, Stripe and PostHog, but no professional-secrecy undertaking extending to covered sub-processors and their personnel was obtained. Customer-selected model/tool services require separate terms; coverage of their staff remains unknown.",
              "evidenceIds": [
                "anythingllm:anythingllm:privacy-cloud"
              ]
            },
            {
              "id": "secrecy_offering",
              "question": "Is it a dedicated offering or add-on, and on which plan?",
              "support": "unknown",
              "answer": "The public Basic, Pro and quote-only Enterprise descriptions did not establish a professional-secrecy package, paid add-on, plan entitlement or price. Availability under a separately negotiated Enterprise agreement remains unknown; no sales contact was made.",
              "evidenceIds": [
                "anythingllm:anythingllm:cloud"
              ]
            },
            {
              "id": "content_access",
              "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?",
              "support": "partial",
              "answer": "Docker data is held on customer-mounted storage; Desktop documents local chat/file storage. Local or external models can be selected. For the separate managed Cloud service, the policy permits necessary Mintplex team instance access for debugging and maintenance and names AWS infrastructure; configured remote models process inference requests. The documents do not establish exactly which plain-text fields operational staff/sub-processors can see or each provider’s human-access permissions.",
              "evidenceIds": [
                "anythingllm:anythingllm:localdocker",
                "anythingllm:anythingllm:privacy-desktop",
                "anythingllm:anythingllm:secrecy-cloud-access",
                "anythingllm:anythingllm:secrecy-model-routing"
              ]
            },
            {
              "id": "secrecy_documentation",
              "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?",
              "support": "unknown",
              "answer": "Public Cloud terms/privacy, Desktop privacy and setup guides provide general data-handling information. No product-scoped DE/CH secrecy contract template, staff/sub-processor annex or professional-body guidance was located in the reviewed public sources and targeted searches.",
              "evidenceIds": [
                "anythingllm:anythingllm:terms-cloud",
                "anythingllm:anythingllm:privacy-desktop",
                "anythingllm:anythingllm:secrecy-cloud-access"
              ]
            }
          ],
          "limitations": [
            "The secrecy undertaking, sub-processor coverage, offering and professional-secrecy-specific documentation remain unknown.",
            "content_access: Exact Cloud staff/sub-processor plain-text access, provider human access and deployment-specific operator grants remain unverified.",
            "Technical data controls, a DPA, privacy wording and no-training statements do not establish the requested contractual undertaking. No legal compliance assessment is made."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:terms-cloud",
            "anythingllm:anythingllm:privacy-cloud",
            "anythingllm:anythingllm:privacy-desktop",
            "anythingllm:anythingllm:cloud",
            "anythingllm:anythingllm:localdocker",
            "anythingllm:anythingllm:secrecy-cloud-access",
            "anythingllm:anythingllm:secrecy-model-routing"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:DATA-09",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Personnel confidentiality and controlled safety review are documented; a qualified professional-secrecy contract or add-on remains unverified.",
          "availability": "unknown",
          "delivery": "unknown",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "German §203 StGB and Swiss Art.321 StGB use cases; existing hosting, support and provider-location exceptions still apply.",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "secrecy_undertaking",
              "question": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff?",
              "support": "unknown",
              "answer": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff? Unverified after checking Commercial Terms E, DPA B.7/C.2 and technical measures, Trust Center, Covered Model access/retention rules and official searches for professional secrecy/§203/Art.321. No qualified staff undertaking, corresponding subprocessor undertaking chain, public contract template or dedicated plan/add-on was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "subprocessor_coverage",
              "question": "Does the undertaking extend to its sub-processors, and is that documented?",
              "support": "unknown",
              "answer": "Does the undertaking extend to its sub-processors, and is that documented? Unverified after checking Commercial Terms E, DPA B.7/C.2 and technical measures, Trust Center, Covered Model access/retention rules and official searches for professional secrecy/§203/Art.321. No qualified staff undertaking, corresponding subprocessor undertaking chain, public contract template or dedicated plan/add-on was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "secrecy_offering",
              "question": "Is it a dedicated offering or add-on, and on which plan?",
              "support": "unknown",
              "answer": "Is it a dedicated offering or add-on, and on which plan? Unverified after checking Commercial Terms E, DPA B.7/C.2 and technical measures, Trust Center, Covered Model access/retention rules and official searches for professional secrecy/§203/Art.321. No qualified staff undertaking, corresponding subprocessor undertaking chain, public contract template or dedicated plan/add-on was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "content_access",
              "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?",
              "support": "partial",
              "answer": "Commercial Terms E and DPA B.7/Schedule2 constrain authorized personnel and subprocessor processing; Covered Model retained data can be accessed by approved safety reviewers through a logged controlled path. A complete subprocessor plain-text access matrix and §203/Art.321-specific restriction were not verified.",
              "evidenceIds": [
                "claude:cl-terms",
                "claude:cl-dpa",
                "claude:cl-covered-review"
              ]
            },
            {
              "id": "secrecy_documentation",
              "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?",
              "support": "unknown",
              "answer": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)? Unverified after checking Commercial Terms E, DPA B.7/C.2 and technical measures, Trust Center, Covered Model access/retention rules and official searches for professional secrecy/§203/Art.321. No qualified staff undertaking, corresponding subprocessor undertaking chain, public contract template or dedicated plan/add-on was retrieved.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "General confidentiality, a DPA and no-training commitments do not establish a professional-secrecy undertaking. No vendor/sales contact or agreement signing was performed.",
            "No legal compliance verdict; unknown does not mean the offering is unavailable."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-terms",
            "claude:cl-dpa",
            "claude:cl-covered-review"
          ]
        }
      ]
    },
    {
      "id": "VEN-01",
      "title": "Pricing model and list prices",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Record pricing unit (per seat, per active user, usage-based, platform fee, hybrid), list prices per plan in original currency with date, included usage and credits, add-on prices (connectors, agents, image generation) and overage rates. Cite public prices or dated quotes. Per-seat versus usage is a fact, not a quality judgment.",
      "questions": [
        {
          "id": "pricing_unit",
          "question": "What is the pricing unit?"
        },
        {
          "id": "list_prices",
          "question": "What are list prices per plan, with date and currency?"
        },
        {
          "id": "included_usage",
          "question": "What usage is included?"
        },
        {
          "id": "add_ons",
          "question": "Which features cost extra?"
        },
        {
          "id": "overage",
          "question": "What do usage beyond limits and premium models cost?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:VEN-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The current public offer page advertises Cloud Basic at $50/month and Pro at $99/month. These are advertised card prices; legacy tier identities, capacities and checkout entitlements are not mapped here.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web",
              "desktop",
              "cloud"
            ],
            "version": "Public offer cards and Desktop Pro documentation retrieved 2026-10-21; no inference of renamed checkout/legacy tier equivalence",
            "plan": "MIT self-hosted/core Desktop; advertised Cloud Basic/Pro cards and quote-only Enterprise; optional Desktop Pro is a separate offer",
            "addOns": [],
            "deploymentMode": null,
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              },
              {
                "id": "desktop",
                "name": "AnythingLLM Desktop",
                "type": "desktop"
              },
              {
                "id": "cloud",
                "name": "AnythingLLM Cloud managed instance",
                "type": "managed-cloud"
              }
            ]
          },
          "questions": [
            {
              "id": "pricing_unit",
              "question": "What is the pricing unit?",
              "support": "supported",
              "answer": "Self-hosted software has no per-seat MIT licence fee. The current Cloud cards quote a private instance per month; optional Desktop Pro is a separate licence.",
              "evidenceIds": [
                "anythingllm:anythingllm:license",
                "anythingllm:anythingllm:cloud-cards-r2",
                "anythingllm:anythingllm:pro"
              ]
            },
            {
              "id": "list_prices",
              "question": "What are list prices per plan, with date and currency?",
              "support": "partial",
              "answer": "As retrieved 2026-10-21, the public Cloud cards advertise Basic $50/month and Pro $99/month; Enterprise requires a quote. The page does not give an ISO currency code. These prices are not mapped to Starter/Professional checkout identifiers; Desktop Pro pricing remains unverified.",
              "evidenceIds": [
                "anythingllm:anythingllm:cloud-cards-r2",
                "anythingllm:anythingllm:pro-key"
              ]
            },
            {
              "id": "included_usage",
              "question": "What usage is included?",
              "support": "partial",
              "answer": "The Basic card explicitly requires a customer LLM API key. Included model credits, overage tariffs and quantified capacity/entitlements for the current Basic/Pro cards were not established. Legacy limitations-page tier names are not used to infer them.",
              "evidenceIds": [
                "anythingllm:anythingllm:cloud-cards-r2"
              ]
            },
            {
              "id": "add_ons",
              "question": "Which features cost extra?",
              "support": "partial",
              "answer": "Optional Desktop Pro removes Magic-feature daily limits and document watermarks. Its price and custom Enterprise integration/support prices remain unverified; Cloud Pro is a separate product offer.",
              "evidenceIds": [
                "anythingllm:anythingllm:pro",
                "anythingllm:anythingllm:cloud-cards-r2"
              ]
            },
            {
              "id": "overage",
              "question": "What do usage beyond limits and premium models cost?",
              "support": "partial",
              "answer": "Customer-selected model/tool accounts incur their own provider charges. No current-card included allowance or AnythingLLM token-overage tariff was verified.",
              "evidenceIds": [
                "anythingllm:anythingllm:models",
                "anythingllm:anythingllm:cloud-cards-r2"
              ]
            }
          ],
          "limitations": [
            "This claim quotes advertised offer-card prices only; it does not assert that Basic/Pro and Starter/Professional are equivalent SKUs.",
            "Legacy-tier capacity limits are excluded. Current-card capacity, model-credit allowances, ISO currency and Desktop Pro numeric pricing remain unverified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:license",
            "anythingllm:anythingllm:cloud-cards-r2",
            "anythingllm:anythingllm:pro",
            "anythingllm:anythingllm:pro-key",
            "anythingllm:anythingllm:models"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:VEN-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Team bundles usage while current Enterprise separates seat access from all token usage.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "pricing_unit",
              "question": "What is the pricing unit?",
              "support": "supported",
              "answer": "Team uses Standard/Premium seats with included limits; usage-based Enterprise uses access seats plus separate API-rate token consumption. Legacy Enterprise has different billing.",
              "evidenceIds": [
                "claude:cl-pricing",
                "claude:cl-enterprise"
              ]
            },
            {
              "id": "list_prices",
              "question": "What are list prices per plan, with date and currency?",
              "support": "supported",
              "answer": "Retrieved 2026-10-21: Team Standard USD 20/month annual or USD 25 monthly; Premium USD 100 annual or USD 125 monthly. Enterprise USD 20/seat/month billed annually, before usage/tax.",
              "evidenceIds": [
                "claude:cl-pricing",
                "claude:cl-enterprise"
              ]
            },
            {
              "id": "included_usage",
              "question": "What usage is included?",
              "support": "partial",
              "answer": "Team Premium advertises five times Standard usage; exact reproducible message/token quotas were not established. Current Enterprise includes no token usage.",
              "evidenceIds": [
                "claude:cl-pricing",
                "claude:cl-enterprise"
              ]
            },
            {
              "id": "add_ons",
              "question": "Which features cost extra?",
              "support": "partial",
              "answer": "Enterprise model usage costs extra; applicable US-only inference adds 10%. Third-party services/credits and optional-service charges are not fully priced.",
              "evidenceIds": [
                "claude:cl-enterprise",
                "claude:cl-us-only"
              ]
            },
            {
              "id": "overage",
              "question": "What do usage beyond limits and premium models cost?",
              "support": "partial",
              "answer": "Enterprise bills all usage at current API rates; Sonnet 5.5 list rate is USD 2/M input and USD 10/M output. Team/legacy overage and each tool surcharge were not exhaustively priced.",
              "evidenceIds": [
                "claude:cl-enterprise",
                "claude:cl-api-prices"
              ]
            }
          ],
          "limitations": [
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-pricing",
            "claude:cl-enterprise",
            "claude:cl-us-only",
            "claude:cl-api-prices"
          ]
        }
      ]
    },
    {
      "id": "VEN-02",
      "title": "Scenario cost",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Price three workloads for 12 months: 200, 1,000 and 5,000 users with a disclosed light/regular/power usage mix, in CHF and EUR excluding VAT. Include licences, platform fees, add-ons, model usage and, for self-hosted options, a stated operating assumption. Separate fixed, variable, included and unknown costs. No invented discounts.",
      "questions": [
        {
          "id": "cost_200",
          "question": "Year-one cost at 200 users?"
        },
        {
          "id": "cost_1000",
          "question": "Year-one cost at 1,000 users?"
        },
        {
          "id": "cost_5000",
          "question": "Year-one cost at 5,000 users?"
        },
        {
          "id": "variable_share",
          "question": "Which part depends on usage?"
        },
        {
          "id": "unknown_parts",
          "question": "Which costs could not be priced?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:VEN-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21: zero standard licence plus a disclosed Swiss infrastructure/operations and direct-BYO-model budget. Annual CHF/EUR figures are floors plus named unknown costs.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [
              "Analyst-selected direct OpenAI API proxy, not a bundled model",
              "Assumed operations staffing; optional commercial services excluded"
            ],
            "deploymentMode": "customer-cloud",
            "region": "Azure Switzerland North for the reference application infrastructure; standard OpenAI API inference has no Swiss/EU residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_200",
              "question": "Year-one cost at 200 users?",
              "support": "partial",
              "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. 200 users, 12 months excluding VAT: from CHF 34778.28 / EUR 37651.06 plus unpriced items. Includes zero standard-software licence, reference infrastructure EUR 4749.26, operations CHF 30000.00, and BYO model usage USD 475.20. This is an assumption-based budget floor, not a vendor quote or validated capacity plan.",
              "evidenceIds": [
                "anythingllm:anythingllm:license",
                "anythingllm:anythingllm:cost-vm",
                "anythingllm:anythingllm:cost-pg",
                "anythingllm:anythingllm:cost-fx",
                "anythingllm:anythingllm:cost-model",
                "anythingllm:anythingllm:cost-effort"
              ]
            },
            {
              "id": "cost_1000",
              "question": "Year-one cost at 1,000 users?",
              "support": "partial",
              "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. 1,000 users, 12 months excluding VAT: from CHF 88600.40 / EUR 95919.02 plus unpriced items. Includes zero standard-software licence, reference infrastructure EUR 12605.23, operations CHF 75000.00, and BYO model usage USD 2376.00. This is an assumption-based budget floor, not a vendor quote or validated capacity plan.",
              "evidenceIds": [
                "anythingllm:anythingllm:license",
                "anythingllm:anythingllm:cost-vm",
                "anythingllm:anythingllm:cost-pg",
                "anythingllm:anythingllm:cost-fx",
                "anythingllm:anythingllm:cost-model",
                "anythingllm:anythingllm:cost-effort"
              ]
            },
            {
              "id": "cost_5000",
              "question": "Year-one cost at 5,000 users?",
              "support": "partial",
              "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. 5,000 users, 12 months excluding VAT: from CHF 189541.24 / EUR 205197.83 plus unpriced items. Includes zero standard-software licence, reference infrastructure EUR 32214.49, operations CHF 150000.00, and BYO model usage USD 11880.00. This is an assumption-based budget floor, not a vendor quote or validated capacity plan.",
              "evidenceIds": [
                "anythingllm:anythingllm:license",
                "anythingllm:anythingllm:cost-vm",
                "anythingllm:anythingllm:cost-pg",
                "anythingllm:anythingllm:cost-fx",
                "anythingllm:anythingllm:cost-model",
                "anythingllm:anythingllm:cost-effort"
              ]
            },
            {
              "id": "variable_share",
              "question": "Which part depends on usage?",
              "support": "partial",
              "answer": "Shared mix is 60% light at 100, 30% regular at 400 and 10% power at 1,500 messages/user/month, or 330 weighted messages. Each message is 3,000 input and 600 output tokens. Direct BYO proxy is gpt-6-luna, reasoning effort none, Standard short-context uncached rates USD 0.10/0.50 per million input/output tokens. It costs USD 2.376/user/year before optional tools, embedding, caching or regional processing. This proxy is an analyst assumption, not the product default.",
              "evidenceIds": [
                "anythingllm:anythingllm:cost-model",
                "anythingllm:anythingllm:cost-effort"
              ]
            },
            {
              "id": "unknown_parts",
              "question": "Which costs could not be priced?",
              "support": "partial",
              "answer": "Unpriced additions are file/object storage beyond the assumed 500 GB PostgreSQL storage, VM OS/data disks, backup excess, egress/load balancers, Redis or additional database services, high availability, embeddings, OCR, search, audio/images, integration work and optional commercial services. The shared PostgreSQL reference budget is not AnythingLLM’s default storage architecture; application/vector storage, extra services and capacity validation remain unpriced. Paid Desktop Pro, managed Cloud and Enterprise are excluded from this self-hosted scenario. The shared VM/PG sizes have not been load-tested and do not replace each product’s documented runtime dependencies.",
              "evidenceIds": [
                "anythingllm:anythingllm:cost-vm",
                "anythingllm:anythingllm:cost-pg",
                "anythingllm:anythingllm:license"
              ]
            }
          ],
          "limitations": [
            "ALM-14 shared cost assumptions v1.4, 2026-10-21 are analyst inputs, not vendor sizing or an uptime promise.",
            "The budget is a floor because named infrastructure and service costs are unpriced."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:license",
            "anythingllm:anythingllm:cost-vm",
            "anythingllm:anythingllm:cost-pg",
            "anythingllm:anythingllm:cost-fx",
            "anythingllm:anythingllm:cost-model",
            "anythingllm:anythingllm:cost-effort"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:VEN-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise list-cost scenarios separate the USD 240 annual access seat floor from modeled Sonnet usage and unpriced services.",
          "availability": "generally-available",
          "delivery": "unknown",
          "scope": {
            "surfaceIds": [
              "claude-web"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Current usage-based Enterprise; standard global inference; admin-configured Sonnet 5.5 low-effort chat scenario",
            "addOns": [
              "All token usage at API list rates",
              "Third-party services and implementation unpriced"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_200",
              "question": "Year-one cost at 200 users?",
              "support": "partial",
              "answer": "From USD 57,504.00 / EUR 51,274.19 / CHF 47,361.97 + unknown services under the disclosed Sonnet 5.5 low-effort chat workload: USD 48,000.00 access seats + USD 9,504.00 modeled tokens. The seat-only floor is USD 48,000.00 / EUR 42,799.82 / CHF 39,534.20. This is modeled list cost, not observed usage or a quote.",
              "evidenceIds": [
                "claude:cl-enterprise",
                "claude:cl-api-prices",
                "claude:cl-consumption",
                "claude:fx-20261020"
              ]
            },
            {
              "id": "cost_1000",
              "question": "Year-one cost at 1,000 users?",
              "support": "partial",
              "answer": "From USD 287,520.00 / EUR 256,370.93 / CHF 236,809.83 + unknown services under the disclosed Sonnet 5.5 low-effort chat workload: USD 240,000.00 access seats + USD 47,520.00 modeled tokens. The seat-only floor is USD 240,000.00 / EUR 213,999.11 / CHF 197,670.98. This is modeled list cost, not observed usage or a quote.",
              "evidenceIds": [
                "claude:cl-enterprise",
                "claude:cl-api-prices",
                "claude:cl-consumption",
                "claude:fx-20261020"
              ]
            },
            {
              "id": "cost_5000",
              "question": "Year-one cost at 5,000 users?",
              "support": "partial",
              "answer": "From USD 1,437,600.00 / EUR 1,281,854.66 / CHF 1,184,049.15 + unknown services under the disclosed Sonnet 5.5 low-effort chat workload: USD 1,200,000.00 access seats + USD 237,600.00 modeled tokens. The seat-only floor is USD 1,200,000.00 / EUR 1,069,995.54 / CHF 988,354.88. This is modeled list cost, not observed usage or a quote.",
              "evidenceIds": [
                "claude:cl-enterprise",
                "claude:cl-api-prices",
                "claude:cl-consumption",
                "claude:fx-20261020"
              ]
            },
            {
              "id": "variable_share",
              "question": "Which part depends on usage?",
              "support": "supported",
              "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21: 12 months, 60% light 100/30% regular 400/10% power 1500 messages monthly = 330/user/month; 3000 input+600 billable output tokens/message incl retrieval/thinking. At Sonnet 5.5 USD 2/M input+USD 10/M output, 11.88M input+2.376M output/year costs USD 47.52/user; access USD 240 => modeled USD 287.52/user/year. Sonnet low effort is the scenario choice, with an admin-configurable default, based on the consumption guide; not a universal fixed default.",
              "evidenceIds": [
                "claude:cl-consumption",
                "claude:cl-api-prices",
                "claude:cl-enterprise"
              ]
            },
            {
              "id": "unknown_parts",
              "question": "Which costs could not be priced?",
              "support": "partial",
              "answer": "Unpriced: implementation, onboarding/support add-ons, third-party subscriptions and workflow-specific extra tool/context/repeated-step tokens. Scenario excludes US-only 1.1x premium, tax, discounts, cache/batch benefits and agent workloads beyond the fixed token allowance; these require separate pricing. EUR=USD/1.1215; CHF=EUR*0.9237, ECB 2026-10-20.",
              "evidenceIds": [
                "claude:cl-enterprise",
                "claude:cl-us-only",
                "claude:cl-api-prices",
                "claude:fx-20261020"
              ]
            }
          ],
          "limitations": [
            "All figures exclude VAT and invented discounts. Team is capped at 150 seats and is not extrapolated to these sizes. Annual Enterprise access commitment is separate from consumption."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-enterprise",
            "claude:cl-api-prices",
            "claude:cl-consumption",
            "claude:fx-20261020",
            "claude:cl-us-only"
          ]
        }
      ]
    },
    {
      "id": "VEN-03",
      "title": "Evaluation access",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Distinguish free tier, self-serve trial, sales-led pilot, paid proof of concept and open-source self-install. Record card requirement, duration, seat limit, and which features (SSO, connectors, admin) the trial includes. Map which shared scenarios can be run without sales approval.",
      "questions": [
        {
          "id": "free_tier",
          "question": "Is there a free tier for business use?"
        },
        {
          "id": "self_serve_trial",
          "question": "Is a self-serve business trial available?"
        },
        {
          "id": "trial_scope",
          "question": "Do trials include SSO, connectors and admin features?"
        },
        {
          "id": "sales_gate",
          "question": "Does meaningful evaluation require sales contact?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:VEN-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Self-installation and free Desktop permit evaluation without sales; managed Cloud offers paid self-serve instance checkout.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web",
              "desktop",
              "cloud"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              },
              {
                "id": "desktop",
                "name": "AnythingLLM Desktop",
                "type": "desktop"
              },
              {
                "id": "cloud",
                "name": "AnythingLLM Cloud managed instance",
                "type": "managed-cloud"
              }
            ]
          },
          "questions": [
            {
              "id": "free_tier",
              "question": "Is there a free tier for business use?",
              "support": "supported",
              "answer": "MIT self-hosting and the core Desktop download are free; Magic features have a free allowance with optional Desktop Pro.",
              "evidenceIds": [
                "anythingllm:anythingllm:license",
                "anythingllm:anythingllm:desktop",
                "anythingllm:anythingllm:pro"
              ]
            },
            {
              "id": "self_serve_trial",
              "question": "Is a self-serve business trial available?",
              "support": "partial",
              "answer": "Free self-install has no software trial clock/card requirement. Cloud has paid self-serve signup links, but a free business Cloud trial and its card/duration terms were not established.",
              "evidenceIds": [
                "anythingllm:anythingllm:localdocker",
                "anythingllm:anythingllm:cloud"
              ]
            },
            {
              "id": "trial_scope",
              "question": "Do trials include SSO, connectors and admin features?",
              "support": "partial",
              "answer": "Docker self-install includes standard multi-user administration and workspace knowledge; Enterprise SSO/custom service scope is quote-only and Cloud excludes MCP/custom Agents.",
              "evidenceIds": [
                "anythingllm:anythingllm:security",
                "anythingllm:anythingllm:cloud",
                "anythingllm:anythingllm:cloud-limits"
              ]
            },
            {
              "id": "sales_gate",
              "question": "Does meaningful evaluation require sales contact?",
              "support": "partial",
              "answer": "Standard self-install and paid public Cloud tiers have self-serve paths. Custom Enterprise services require a quote; no vendor was contacted.",
              "evidenceIds": [
                "anythingllm:anythingllm:cloud",
                "anythingllm:anythingllm:localdocker"
              ]
            }
          ],
          "limitations": [
            "self_serve_trial: Free self-install has no software trial clock/card requirement. Cloud has paid self-serve signup links, but a free business Cloud trial and its card/duration terms were not established.",
            "trial_scope: Docker self-install includes standard multi-user administration and workspace knowledge; Enterprise SSO/custom service scope is quote-only and Cloud excludes MCP/custom Agents.",
            "sales_gate: Standard self-install and paid public Cloud tiers have self-serve paths. Custom Enterprise services require a quote; no vendor was contacted."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:license",
            "anythingllm:anythingllm:desktop",
            "anythingllm:anythingllm:pro",
            "anythingllm:anythingllm:localdocker",
            "anythingllm:anythingllm:cloud",
            "anythingllm:anythingllm:security",
            "anythingllm:anythingllm:cloud-limits"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:VEN-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Commercial self-service purchase is documented; free consumer access is not a scoped Enterprise trial.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "free_tier",
              "question": "Is there a free tier for business use?",
              "support": "partial",
              "answer": "Claude Free is a separate consumer plan; no free Team/Enterprise organization entitlement was established.",
              "evidenceIds": [
                "claude:cl-pricing"
              ]
            },
            {
              "id": "self_serve_trial",
              "question": "Is a self-serve business trial available?",
              "support": "unknown",
              "answer": "Is a self-serve business trial available? Unverified after checking pricing and Enterprise acquisition guides; no self-serve business trial duration, card rule or trial identity/compliance/connector inclusion confirmed.",
              "evidenceIds": []
            },
            {
              "id": "trial_scope",
              "question": "Do trials include SSO, connectors and admin features?",
              "support": "unknown",
              "answer": "Do trials include SSO, connectors and admin features? Unverified after checking pricing and Enterprise acquisition guides; no self-serve business trial duration, card rule or trial identity/compliance/connector inclusion confirmed.",
              "evidenceIds": []
            },
            {
              "id": "sales_gate",
              "question": "Does meaningful evaluation require sales contact?",
              "support": "supported",
              "answer": "Team can be bought self-serve. Enterprise self-serve starts at 20 seats; sales-assisted Enterprise starts at 50. No purchase or sales contact was performed.",
              "evidenceIds": [
                "claude:cl-enterprise"
              ]
            }
          ],
          "limitations": [
            "Unverified parts: self_serve_trial, trial_scope.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-pricing",
            "claude:cl-enterprise"
          ]
        }
      ]
    },
    {
      "id": "VEN-04",
      "title": "Contract terms and pricing transparency",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Record minimum seats or commitment, contract length, monthly versus annual billing, price-change rules, cancellation and downgrade terms, and invoicing in CHF/EUR. Classify pricing as transparent, partially specified, quote-only or unknown, naming the missing fields. Quote-only pricing is a disclosed constraint.",
      "questions": [
        {
          "id": "minimum_commitment",
          "question": "What seat or spend minimum applies?"
        },
        {
          "id": "contract_length",
          "question": "What contract lengths are offered?"
        },
        {
          "id": "cancellation",
          "question": "How can the contract be cancelled or reduced?"
        },
        {
          "id": "local_invoicing",
          "question": "Can it be invoiced in CHF or EUR from a European entity?"
        },
        {
          "id": "transparency_class",
          "question": "Is pricing transparent, partial, quote-only or unknown?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:VEN-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The self-hosted MIT grant has no seat commitment; Cloud publishes monthly prices and cancellation terms, with immediate deletion.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web",
              "desktop",
              "cloud"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              },
              {
                "id": "desktop",
                "name": "AnythingLLM Desktop",
                "type": "desktop"
              },
              {
                "id": "cloud",
                "name": "AnythingLLM Cloud managed instance",
                "type": "managed-cloud"
              }
            ]
          },
          "questions": [
            {
              "id": "minimum_commitment",
              "question": "What seat or spend minimum applies?",
              "support": "partial",
              "answer": "The MIT grant has no user-count minimum; Cloud per-instance pricing lists no numeric seat floor. Enterprise minima were not established.",
              "evidenceIds": [
                "anythingllm:anythingllm:license",
                "anythingllm:anythingllm:cloud"
              ]
            },
            {
              "id": "contract_length",
              "question": "What contract lengths are offered?",
              "support": "supported",
              "answer": "Cloud Basic/Pro are listed monthly; MIT software use has no subscription term.",
              "evidenceIds": [
                "anythingllm:anythingllm:cloud",
                "anythingllm:anythingllm:license"
              ]
            },
            {
              "id": "cancellation",
              "question": "How can the contract be cancelled or reduced?",
              "support": "supported",
              "answer": "Cloud can be cancelled via the dashboard or email under the generic terms, with immediate non-recoverable deletion and a stated prorated-current-cycle refund provision. Self-hosted service contracts are separate.",
              "evidenceIds": [
                "anythingllm:anythingllm:terms-cloud",
                "anythingllm:anythingllm:privacy-cloud"
              ]
            },
            {
              "id": "local_invoicing",
              "question": "Can it be invoiced in CHF or EUR from a European entity?",
              "support": "unknown",
              "answer": "local_invoicing: Can it be invoiced in CHF or EUR from a European entity? CHF/EUR billing from a European contracting entity and Enterprise-specific renewal/price-change terms were not established.",
              "evidenceIds": []
            },
            {
              "id": "transparency_class",
              "question": "Is pricing transparent, partial, quote-only or unknown?",
              "support": "partial",
              "answer": "Self-host licensing and Cloud Basic/Pro headlines are disclosed. Enterprise service scope, Desktop Pro tariff and full all-in provider spend are only partially specified or unknown.",
              "evidenceIds": [
                "anythingllm:anythingllm:cloud",
                "anythingllm:anythingllm:pro-key",
                "anythingllm:anythingllm:license"
              ]
            }
          ],
          "limitations": [
            "minimum_commitment: The MIT grant has no user-count minimum; Cloud per-instance pricing lists no numeric seat floor. Enterprise minima were not established.",
            "local_invoicing: Can it be invoiced in CHF or EUR from a European entity? CHF/EUR billing from a European contracting entity and Enterprise-specific renewal/price-change terms were not established.",
            "transparency_class: Self-host licensing and Cloud Basic/Pro headlines are disclosed. Enterprise service scope, Desktop Pro tariff and full all-in provider spend are only partially specified or unknown."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:license",
            "anythingllm:anythingllm:cloud",
            "anythingllm:anythingllm:terms-cloud",
            "anythingllm:anythingllm:privacy-cloud",
            "anythingllm:anythingllm:pro-key"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:VEN-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Seat prices are public, with plan caps, annual Enterprise commitment and variable usage.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "minimum_commitment",
              "question": "What seat or spend minimum applies?",
              "support": "supported",
              "answer": "Team: 2-150 seats. Current Enterprise self-serve: 20-seat minimum; sales-assisted: 50.",
              "evidenceIds": [
                "claude:cl-pricing",
                "claude:cl-enterprise"
              ]
            },
            {
              "id": "contract_length",
              "question": "What contract lengths are offered?",
              "support": "supported",
              "answer": "Team lists monthly and annual billing; Enterprise access seats are annual. Consumption is additional under the purchase route.",
              "evidenceIds": [
                "claude:cl-pricing",
                "claude:cl-enterprise"
              ]
            },
            {
              "id": "cancellation",
              "question": "How can the contract be cancelled or reduced?",
              "support": "partial",
              "answer": "General Terms I.2 permit customer termination with notice and vendor convenience termination with30-day notice; annual seat refunds, reductions and renewal cancellation depend on plan/order and were not verified.",
              "evidenceIds": [
                "claude:cl-terms"
              ]
            },
            {
              "id": "local_invoicing",
              "question": "Can it be invoiced in CHF or EUR from a European entity?",
              "support": "partial",
              "answer": "Enterprise self-serve bills USD by credit/ACH; sales-assisted supports multicurrency/invoicing. Irish contracting is stated for Swiss/EEA customers, but a CHF/EUR invoice tariff was not verified.",
              "evidenceIds": [
                "claude:cl-enterprise",
                "claude:cl-terms"
              ]
            },
            {
              "id": "transparency_class",
              "question": "Is pricing transparent, partial, quote-only or unknown?",
              "support": "partial",
              "answer": "Partially specified: public seat/API rates and minimums, but actual consumption, third-party services, Enterprise optional charges and local invoice terms require more detail.",
              "evidenceIds": [
                "claude:cl-enterprise",
                "claude:cl-api-prices"
              ]
            }
          ],
          "limitations": [
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-pricing",
            "claude:cl-enterprise",
            "claude:cl-terms",
            "claude:cl-api-prices"
          ]
        }
      ]
    },
    {
      "id": "VEN-05",
      "title": "Source licence",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Record licence per component (client, server, connectors, hosted extensions) and revision. Distinguish OSI open source, source-available with restrictions (branding clauses, user caps), and closed. Repository visibility is not a licence classification. Licences change between releases: record the current terms, and never carry a fork's historical licence over to the upstream product or the reverse.",
      "questions": [
        {
          "id": "licence_type",
          "question": "Which licence applies to each component?"
        },
        {
          "id": "branding_restrictions",
          "question": "Do licence terms restrict branding or user counts?"
        },
        {
          "id": "enterprise_features_closed",
          "question": "Are enterprise features in a separate closed edition?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:VEN-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The pinned main repository is MIT. Paid hosted/Desktop entitlements must be distinguished from that source licence.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "licence_type",
              "question": "Which licence applies to each component?",
              "support": "supported",
              "answer": "The pinned main client/server repository at v1.18.0 uses MIT. Mobile, browser extension and optional paid-service components require their own component licence review.",
              "evidenceIds": [
                "anythingllm:anythingllm:license"
              ]
            },
            {
              "id": "branding_restrictions",
              "question": "Do licence terms restrict branding or user counts?",
              "support": "supported",
              "answer": "MIT requires notice preservation but has no UI-branding or user-count clause. Optional Desktop Pro removes watermarks from generated documents; that is a paid feature entitlement, not a restriction in the main MIT source licence.",
              "evidenceIds": [
                "anythingllm:anythingllm:license",
                "anythingllm:anythingllm:pro"
              ]
            },
            {
              "id": "enterprise_features_closed",
              "question": "Are enterprise features in a separate closed edition?",
              "support": "partial",
              "answer": "Cloud Enterprise and Desktop Pro add commercial services/entitlements. Whether particular enterprise-only implementations are closed or separately licensed was not established from the main MIT file.",
              "evidenceIds": [
                "anythingllm:anythingllm:cloud",
                "anythingllm:anythingllm:pro",
                "anythingllm:anythingllm:license"
              ]
            }
          ],
          "limitations": [
            "enterprise_features_closed: Cloud Enterprise and Desktop Pro add commercial services/entitlements. Whether particular enterprise-only implementations are closed or separately licensed was not established from the main MIT file."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:license",
            "anythingllm:anythingllm:pro",
            "anythingllm:anythingllm:cloud"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:VEN-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Commercial service rights are public; a complete component-source licence inventory was not established.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "licence_type",
              "question": "Which licence applies to each component?",
              "support": "partial",
              "answer": "Commercial Terms grant service use and allocate customer input/output rights; this does not establish an OSI licence for the hosted platform, clients or connector code.",
              "evidenceIds": [
                "claude:cl-terms"
              ]
            },
            {
              "id": "branding_restrictions",
              "question": "Do licence terms restrict branding or user counts?",
              "support": "unknown",
              "answer": "Do licence terms restrict branding or user counts? Unverified after checking Commercial Terms and public Claude Code issue repository; component revisions, client/server/connector source licences, branding restrictions and separate enterprise-edition source status not verified.",
              "evidenceIds": []
            },
            {
              "id": "enterprise_features_closed",
              "question": "Are enterprise features in a separate closed edition?",
              "support": "unknown",
              "answer": "Are enterprise features in a separate closed edition? Unverified after checking Commercial Terms and public Claude Code issue repository; component revisions, client/server/connector source licences, branding restrictions and separate enterprise-edition source status not verified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: branding_restrictions, enterprise_features_closed.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-terms"
          ]
        }
      ]
    },
    {
      "id": "VEN-06",
      "title": "Data export and exit",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Record admin export of chats, assistants, knowledge bases, prompts and audit logs, formats, export completeness, user self-export, and what survives contract end. Run an admin export on a trial. Exported chats alone do not make assistants and knowledge portable.",
      "questions": [
        {
          "id": "chat_export",
          "question": "Can admins export all chats?"
        },
        {
          "id": "assistant_export",
          "question": "Can assistants and prompts be exported in a reusable format?"
        },
        {
          "id": "knowledge_export",
          "question": "Can knowledge bases and their sources be exported?"
        },
        {
          "id": "export_format",
          "question": "Are formats documented and machine-readable?"
        },
        {
          "id": "post_termination_window",
          "question": "How long can data be retrieved after termination?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:VEN-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Authorized accounts can export chat logs; a complete assistant/knowledge exit fixture was not run. Cloud cancellation leaves no recovery window.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web",
              "cloud"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              },
              {
                "id": "cloud",
                "name": "AnythingLLM Cloud managed instance",
                "type": "managed-cloud"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_export",
              "question": "Can admins export all chats?",
              "support": "supported",
              "answer": "Permissioned exports cover workspace/user chat logs in CSV, JSON, Alpaca JSON or OpenAI-style JSONL once at least ten logs exist. No all-organization export fixture was run.",
              "evidenceIds": [
                "anythingllm:anythingllm:logs"
              ]
            },
            {
              "id": "assistant_export",
              "question": "Can assistants and prompts be exported in a reusable format?",
              "support": "unknown",
              "answer": "assistant_export: Can assistants and prompts be exported in a reusable format? No reusable complete assistant/prompt export, knowledge/source fidelity export or admin leaver/exit fixture was verified. Export Cloud data before cancellation under its current terms.",
              "evidenceIds": []
            },
            {
              "id": "knowledge_export",
              "question": "Can knowledge bases and their sources be exported?",
              "support": "unknown",
              "answer": "knowledge_export: Can knowledge bases and their sources be exported? No reusable complete assistant/prompt export, knowledge/source fidelity export or admin leaver/exit fixture was verified. Export Cloud data before cancellation under its current terms.",
              "evidenceIds": []
            },
            {
              "id": "export_format",
              "question": "Are formats documented and machine-readable?",
              "support": "supported",
              "answer": "Documented chat-log formats are machine-readable. This does not establish complete source-file, assistant or index portability.",
              "evidenceIds": [
                "anythingllm:anythingllm:logs"
              ]
            },
            {
              "id": "post_termination_window",
              "question": "How long can data be retrieved after termination?",
              "support": "supported",
              "answer": "Managed Cloud policy states permanent unrecoverable data deletion at cancellation/nonpayment/termination, so no post-termination retrieval window is promised. Self-hosted data remains under operator control.",
              "evidenceIds": [
                "anythingllm:anythingllm:privacy-cloud",
                "anythingllm:anythingllm:terms-cloud"
              ]
            }
          ],
          "limitations": [
            "assistant_export: Can assistants and prompts be exported in a reusable format? No reusable complete assistant/prompt export, knowledge/source fidelity export or admin leaver/exit fixture was verified. Export Cloud data before cancellation under its current terms.",
            "knowledge_export: Can knowledge bases and their sources be exported? No reusable complete assistant/prompt export, knowledge/source fidelity export or admin leaver/exit fixture was verified. Export Cloud data before cancellation under its current terms."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:logs",
            "anythingllm:anythingllm:privacy-cloud",
            "anythingllm:anythingllm:terms-cloud"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:VEN-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Team/Enterprise exports provide conversations but do not prove portable assistants and knowledge.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_export",
              "question": "Can admins export all chats?",
              "support": "partial",
              "answer": "Team/Enterprise Primary Owners export organization conversation/user data, excluding deleted items. Members can export their own chats if enabled; uploaded-file contents are excluded.",
              "evidenceIds": [
                "claude:cl-export-org-20261026",
                "claude:cl-export-user-20261026"
              ]
            },
            {
              "id": "assistant_export",
              "question": "Can assistants and prompts be exported in a reusable format?",
              "support": "unknown",
              "answer": "Can assistants and prompts be exported in a reusable format? Unverified after checking organization/member export and Compliance API docs; no export fixture, reusable assistant/prompts or complete knowledge-base/source-file package verified. Search on 2026-10-26: https://support.claude.com/en/articles/13346720-export-your-organization-s-data, https://support.claude.com/en/articles/9450526-export-your-claude-data, https://support.claude.com/en/articles/13015708-access-the-compliance-api. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "knowledge_export",
              "question": "Can knowledge bases and their sources be exported?",
              "support": "partial",
              "answer": "The organization export guide covers conversation/user data and excludes generated Office/PDF files; members’ personal exports exclude uploaded-file contents. A complete reusable project/knowledge-source archive was not established and no export fixture was run.",
              "evidenceIds": [
                "claude:cl-export-org-20261026",
                "claude:cl-export-user-20261026"
              ]
            },
            {
              "id": "export_format",
              "question": "Are formats documented and machine-readable?",
              "support": "partial",
              "answer": "Documented exports and Compliance API support structured access; the complete archive schema/file manifest was not downloaded or inspected.",
              "evidenceIds": [
                "claude:cl-export-org-20261026",
                "claude:cl-compliance-20261026"
              ]
            },
            {
              "id": "post_termination_window",
              "question": "How long can data be retrieved after termination?",
              "support": "supported",
              "answer": "DPA H requires a return request within 30 days after expiry/termination, with deletion obligations and legal/dispute/harmful-use exceptions.",
              "evidenceIds": [
                "claude:cl-dpa-20261026"
              ]
            }
          ],
          "limitations": [
            "chat_export: Team/Enterprise Primary Owners export organization conversation/user data, excluding deleted items. Members can export their own chats if enabled; uploaded-file contents are excluded.",
            "assistant_export: Can assistants and prompts be exported in a reusable format? Unverified after checking organization/member export and Compliance API docs; no export fixture, reusable assistant/prompts or complete knowledge-base/source-file package verified. Search on 2026-10-26: https://support.claude.com/en/articles/13346720-export-your-organization-s-data, https://support.claude.com/en/articles/9450526-export-your-claude-data, https://support.claude.com/en/articles/13015708-access-the-compliance-api. No additional scoped evidence established this answer.",
            "knowledge_export: The organization export guide covers conversation/user data and excludes generated Office/PDF files; members’ personal exports exclude uploaded-file contents. A complete reusable project/knowledge-source archive was not established and no export fixture was run.",
            "export_format: Documented exports and Compliance API support structured access; the complete archive schema/file manifest was not downloaded or inspected."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-export-org-20261026",
            "claude:cl-export-user-20261026",
            "claude:cl-compliance-20261026",
            "claude:cl-dpa-20261026"
          ]
        }
      ]
    },
    {
      "id": "VEN-07",
      "title": "Support and service levels",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Record support channels, languages (German, French, Italian), hours and time zone, local or regional presence, documented response times, uptime SLA and credits, public status page and incident history. Popularity is not a reliability score.",
      "questions": [
        {
          "id": "support_channels",
          "question": "Which support channels are available on each plan?"
        },
        {
          "id": "support_languages",
          "question": "Is support available in German, French or Italian?"
        },
        {
          "id": "regional_presence",
          "question": "Is there a DACH or Swiss entity, team or partner?"
        },
        {
          "id": "uptime_sla",
          "question": "Is there an uptime SLA with credits?"
        },
        {
          "id": "status_page",
          "question": "Is there a public status page with history?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:VEN-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public community/team support routes and the generic managed Cloud no-offline-credit terms are documented. No bespoke Enterprise SLA or Pro response-time entitlement is established by this claim.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web",
              "cloud"
            ],
            "version": "Public support guide and generic Cloud terms (last updated 2024-07-01) retrieved 2026-10-21",
            "plan": "Self-hosted community/team support and managed Cloud under the published generic terms only; separately negotiated Enterprise SLAs and advertised Pro response terms are outside verified contractual scope",
            "addOns": [],
            "deploymentMode": null,
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              },
              {
                "id": "cloud",
                "name": "AnythingLLM Cloud managed instance",
                "type": "managed-cloud"
              }
            ]
          },
          "questions": [
            {
              "id": "support_channels",
              "question": "Which support channels are available on each plan?",
              "support": "supported",
              "answer": "The public guide lists GitHub issues, team email and community Discord, recommending GitHub/email for direct team assistance. These channels do not establish contracted response hours.",
              "evidenceIds": [
                "anythingllm:anythingllm:support-r2"
              ]
            },
            {
              "id": "support_languages",
              "question": "Is support available in German, French or Italian?",
              "support": "unknown",
              "answer": "Contracted German, French or Italian support coverage, service hours and time zones were not established in the scoped guide and generic terms.",
              "evidenceIds": []
            },
            {
              "id": "regional_presence",
              "question": "Is there a DACH or Swiss entity, team or partner?",
              "support": "unknown",
              "answer": "A CH/DACH support entity, staffed local presence or named support partner was not verified from these sources.",
              "evidenceIds": []
            },
            {
              "id": "uptime_sla",
              "question": "Is there an uptime SLA with credits?",
              "support": "partial",
              "answer": "The generic managed Cloud terms deny refunds/credits for an offline instance and do not establish an uptime percentage/credit schedule. This is a finding about those generic terms only; no executed Enterprise override or contractual definition of advertised Pro support timing was reviewed.",
              "evidenceIds": [
                "anythingllm:anythingllm:cloud-terms-r2"
              ]
            },
            {
              "id": "status_page",
              "question": "Is there a public status page with history?",
              "support": "unknown",
              "answer": "A first-party public service-status page with incident history was not verified in the support/contract sources.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Generic Cloud contract facts are not extended to a bespoke Enterprise agreement.",
            "Advertised support timing is excluded from contractual uptime/compensation findings.",
            "Support languages, hours, regional staffing and a status history remain unverified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:support-r2",
            "anythingllm:anythingllm:cloud-terms-r2"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:VEN-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public support/status channels exist; local-language commitments and contractual SLA remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "support_channels",
              "question": "Which support channels are available on each plan?",
              "support": "partial",
              "answer": "Help Center support is available; Enterprise self-serve and sales-assisted support/CSM arrangements differ. Exact response times/hours were not established.",
              "evidenceIds": [
                "claude:cl-enterprise-20261026"
              ]
            },
            {
              "id": "support_languages",
              "question": "Is support available in German, French or Italian?",
              "support": "unknown",
              "answer": "Is support available in German, French or Italian? Unverified after checking Enterprise support comparison, official Help Center, status history and Commercial Terms; DE/FR/IT support guarantees, DACH/Swiss staffing, response targets and uptime/credit SLA not verified. Search on 2026-10-26: https://support.claude.com/en/articles/9797531-what-is-the-enterprise-plan, https://status.claude.com/, https://claude.com/pricing. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "regional_presence",
              "question": "Is there a DACH or Swiss entity, team or partner?",
              "support": "partial",
              "answer": "Anthropic’s November 2025 company announcement identifies an existing Zurich office and planned Munich expansion. Current staffing, Swiss contracting terms and local-language support guarantees were not established.",
              "evidenceIds": [
                "claude:claude:regional-presence-20261026"
              ]
            },
            {
              "id": "uptime_sla",
              "question": "Is there an uptime SLA with credits?",
              "support": "unknown",
              "answer": "Is there an uptime SLA with credits? Unverified after checking Enterprise support comparison, official Help Center, status history and Commercial Terms; DE/FR/IT support guarantees, DACH/Swiss staffing, response targets and uptime/credit SLA not verified. Search on 2026-10-26: https://support.claude.com/en/articles/9797531-what-is-the-enterprise-plan, https://status.claude.com/, https://claude.com/pricing. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "status_page",
              "question": "Is there a public status page with history?",
              "support": "supported",
              "answer": "status.claude.com publishes component health and incident history; it is not a contractual reliability score.",
              "evidenceIds": [
                "claude:cl-status-20261026"
              ]
            }
          ],
          "limitations": [
            "support_channels: Help Center support is available; Enterprise self-serve and sales-assisted support/CSM arrangements differ. Exact response times/hours were not established.",
            "support_languages: Is support available in German, French or Italian? Unverified after checking Enterprise support comparison, official Help Center, status history and Commercial Terms; DE/FR/IT support guarantees, DACH/Swiss staffing, response targets and uptime/credit SLA not verified. Search on 2026-10-26: https://support.claude.com/en/articles/9797531-what-is-the-enterprise-plan, https://status.claude.com/, https://claude.com/pricing. No additional scoped evidence established this answer.",
            "regional_presence: Anthropic’s November 2025 company announcement identifies an existing Zurich office and planned Munich expansion. Current staffing, Swiss contracting terms and local-language support guarantees were not established.",
            "uptime_sla: Is there an uptime SLA with credits? Unverified after checking Enterprise support comparison, official Help Center, status history and Commercial Terms; DE/FR/IT support guarantees, DACH/Swiss staffing, response targets and uptime/credit SLA not verified. Search on 2026-10-26: https://support.claude.com/en/articles/9797531-what-is-the-enterprise-plan, https://status.claude.com/, https://claude.com/pricing. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-enterprise-20261026",
            "claude:cl-status-20261026",
            "claude:claude:regional-presence-20261026"
          ]
        }
      ]
    },
    {
      "id": "VEN-08",
      "title": "Onboarding, training and adoption",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Record vendor-led onboarding, admin training, end-user training (live, e-learning, languages), use-case libraries, champion programmes, change-management materials and their cost. Distinguish included services from paid professional services and partner offerings.",
      "questions": [
        {
          "id": "onboarding_service",
          "question": "Is guided onboarding included?"
        },
        {
          "id": "user_training",
          "question": "Is end-user training offered, in which languages?"
        },
        {
          "id": "use_case_library",
          "question": "Are role-based use cases and templates provided?"
        },
        {
          "id": "adoption_programme",
          "question": "Is there a champion or adoption programme?"
        },
        {
          "id": "service_cost",
          "question": "Which services cost extra?"
        }
      ],
      "products": [
        {
          "productId": "anythingllm",
          "claimId": "anythingllm:VEN-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public setup/skill tutorials are available and Enterprise advertises custom services; a priced workforce adoption package was not verified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "self-hosted-web"
            ],
            "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
            "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud",
            "addOns": [],
            "deploymentMode": "on-premise",
            "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation",
            "os": [],
            "surfaces": [
              {
                "id": "self-hosted-web",
                "name": "Customer-operated web application and server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "onboarding_service",
              "question": "Is guided onboarding included?",
              "support": "unknown",
              "answer": "onboarding_service: Is guided onboarding included? No included guided rollout, DE/FR/IT end-user training, champion programme or change-management package was verified.",
              "evidenceIds": []
            },
            {
              "id": "user_training",
              "question": "Is end-user training offered, in which languages?",
              "support": "unknown",
              "answer": "user_training: Is end-user training offered, in which languages? No included guided rollout, DE/FR/IT end-user training, champion programme or change-management package was verified.",
              "evidenceIds": []
            },
            {
              "id": "use_case_library",
              "question": "Are role-based use cases and templates provided?",
              "support": "partial",
              "answer": "Public Agent Flow, SQL, mail, document-generation and meeting guides provide use-case examples. A formal role-based workforce curriculum was not established.",
              "evidenceIds": [
                "anythingllm:anythingllm:flow",
                "anythingllm:anythingllm:docgen",
                "anythingllm:anythingllm:meeting",
                "anythingllm:anythingllm:sql"
              ]
            },
            {
              "id": "adoption_programme",
              "question": "Is there a champion or adoption programme?",
              "support": "unknown",
              "answer": "adoption_programme: Is there a champion or adoption programme? No included guided rollout, DE/FR/IT end-user training, champion programme or change-management package was verified.",
              "evidenceIds": []
            },
            {
              "id": "service_cost",
              "question": "Which services cost extra?",
              "support": "partial",
              "answer": "Enterprise premium service/custom integrations/on-premise support are quote-only. Included rollout/training deliverables and prices were not established.",
              "evidenceIds": [
                "anythingllm:anythingllm:cloud"
              ]
            }
          ],
          "limitations": [
            "onboarding_service: Is guided onboarding included? No included guided rollout, DE/FR/IT end-user training, champion programme or change-management package was verified.",
            "user_training: Is end-user training offered, in which languages? No included guided rollout, DE/FR/IT end-user training, champion programme or change-management package was verified.",
            "use_case_library: Public Agent Flow, SQL, mail, document-generation and meeting guides provide use-case examples. A formal role-based workforce curriculum was not established.",
            "adoption_programme: Is there a champion or adoption programme? No included guided rollout, DE/FR/IT end-user training, champion programme or change-management package was verified.",
            "service_cost: Enterprise premium service/custom integrations/on-premise support are quote-only. Included rollout/training deliverables and prices were not established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "anythingllm:anythingllm:flow",
            "anythingllm:anythingllm:docgen",
            "anythingllm:anythingllm:meeting",
            "anythingllm:anythingllm:sql",
            "anythingllm:anythingllm:cloud"
          ]
        },
        {
          "productId": "claude",
          "claimId": "claude:VEN-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Academy tutorials and use-case material are public; commercial service entitlements need clarification.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "onboarding_service",
              "question": "Is guided onboarding included?",
              "support": "unknown",
              "answer": "Is guided onboarding included? Unverified after checking Academy, pricing and Enterprise comparison; included guided onboarding, champion programme, paid professional-services scope and charges not established.",
              "evidenceIds": []
            },
            {
              "id": "user_training",
              "question": "Is end-user training offered, in which languages?",
              "support": "partial",
              "answer": "Claude Academy provides written/video training for chat, Cowork, Office, connectors and skills; German/French/Italian delivery was not established.",
              "evidenceIds": [
                "claude:cl-academy"
              ]
            },
            {
              "id": "use_case_library",
              "question": "Are role-based use cases and templates provided?",
              "support": "partial",
              "answer": "Academy has workflow/tutorial examples and Office use cases; the library was not exhaustively mapped to organizational roles.",
              "evidenceIds": [
                "claude:cl-academy"
              ]
            },
            {
              "id": "adoption_programme",
              "question": "Is there a champion or adoption programme?",
              "support": "unknown",
              "answer": "Is there a champion or adoption programme? Unverified after checking Academy, pricing and Enterprise comparison; included guided onboarding, champion programme, paid professional-services scope and charges not established.",
              "evidenceIds": []
            },
            {
              "id": "service_cost",
              "question": "Which services cost extra?",
              "support": "unknown",
              "answer": "Which services cost extra? Unverified after checking Academy, pricing and Enterprise comparison; included guided onboarding, champion programme, paid professional-services scope and charges not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: onboarding_service, adoption_programme, service_cost.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-academy"
          ]
        }
      ]
    }
  ],
  "sources": [
    {
      "id": "anythingllm:anythingllm:models",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/features/language-models",
      "title": "Language models",
      "locator": "Supported local/cloud providers",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The product documents multiple cloud and local provider integrations, with selected models supplied by the connected account/server."
    },
    {
      "id": "anythingllm:anythingllm:llmconfig",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/setup/llm-configuration/overview",
      "title": "LLM configuration",
      "locator": "System, Workspace and Agent LLMs",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "System defaults can be overridden per workspace and separately for agent use."
    },
    {
      "id": "anythingllm:anythingllm:built-in",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/setup/llm-configuration/local/built-in",
      "title": "Built-in local model engine",
      "locator": "Lemonade/llama.cpp; Desktop migration; Docker opt-in",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Desktop is moving its built-in engine from Ollama to Lemonade/llama.cpp; current Docker documentation describes opt-in local inference on images after v1.18.0."
    },
    {
      "id": "anythingllm:anythingllm:router",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/model-router/overview",
      "title": "Model Router",
      "locator": "Availability; rule types; fallback",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Self-hosted and Desktop installations can route messages by ordered calculated or model-classified rules, with a fallback provider/model."
    },
    {
      "id": "anythingllm:anythingllm:constants-pin",
      "productId": "anythingllm",
      "kind": "source-inspected",
      "url": "https://raw.githubusercontent.com/Mintplex-Labs/anything-llm/3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba/collector/utils/constants.js",
      "title": "AnythingLLM file converter registration",
      "locator": "collector/utils/constants.js, accepted MIME and converter maps",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The pinned collector registers PDF, DOCX, PPTX, XLSX, EPUB, text, image and audio converters; legacy DOC is commented out.",
      "commit": "3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
      "path": "collector/utils/constants.js"
    },
    {
      "id": "claude:claude:fable-plan-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/15424964-claude-fable-models-on-your-plan",
      "title": "Claude Fable models on your plan",
      "locator": "How Fable models work on each plan and model-picker access; HTTP 200, body SHA256 c7e39ae19952ae2186de8c95a8034bd16a43b7da9e5b6750eca0b7c30614456a",
      "sourceDate": "2026-09-02",
      "retrievedAt": "2026-10-26",
      "finding": "Fable 5/5.1 are available on paid plans. Team/legacy Enterprise Premium include a capped share of weekly usage; Standard uses paid usage credits. Current usage-based Enterprise bills at API rates. Organization model access can restrict availability."
    },
    {
      "id": "claude:claude:transparent-fallback-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/15363606-why-claude-switched-models-in-your-conversation-with-fable-5-or-fable-5-1",
      "title": "Claude Fable automatic model switching",
      "locator": "What happens after a fallback, settings and where switching applies; HTTP 200, body SHA256 98a2769ab04b54a170b3034afde3b042c016f76ccd332e98c4065288a60ea846",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Hosted Fable safety fallbacks rerun requests on an Opus model with a visible switch notice and response model label. Users can disable automatic switching. This is a safety fallback, not general task-based multi-provider routing."
    },
    {
      "id": "claude:cl-model-menu-r2-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/8664678-change-the-model-effort-and-thinking-settings",
      "title": "Change the model, effort, and thinking settings",
      "locator": "Chat selector; supported effort models; Enterprise restrictions; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 74026587f919fac61d5fc3f4747ea1c889b2d3b2b6b2ee895dfbcc2dfae25cae on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The chat-selector guide names model families and effort controls but does not provide a complete Team seat-tier or per-product entitlement matrix."
    },
    {
      "id": "claude:cl-context-plans-r2-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/8606394-how-large-is-the-context-window-on-paid-claude-plans",
      "title": "Context windows on paid Claude plans",
      "locator": "Paid-plan scope; separate Chat and Cowork tables; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 6f8fa356708c3a887106e33876dea65b71a3a9dae2ec09600ef035e14cb448e4 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The paid-plan guide distinguishes Chat and Cowork context/model tables; it does not guarantee every model on each Team seat tier or Office add-in."
    },
    {
      "id": "claude:cl-upload-r2-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/8241126-upload-files-to-claude",
      "title": "Upload files to Claude",
      "locator": "Chat attachments versus project Files; PDF handling; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 640974fd8725ee528375e7fca7fe66265f94a30fb0c82071022d3da529b437ed on 2026-10-26",
      "sourceDate": "2026-07-23",
      "retrievedAt": "2026-10-26",
      "finding": "The attachment guide specifies500 MB chat uploads,30 MB project files, and separate PDF visual/text behavior; these are not universal tool-path limits."
    },
    {
      "id": "claude:cl-pricing-20261026",
      "productId": "claude",
      "kind": "vendor-claimed",
      "url": "https://claude.com/pricing",
      "title": "Claude pricing",
      "locator": "Team/Enterprise cards; commercial comparison; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 9dac8ef940d7d07738f28ea203879b59cd98dfefd0bef624a91b361049a23a9f on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Team is listed for 2-150 seats with Standard/Premium pricing; current Enterprise lists USD 20/seat/month annual access plus usage and a 20-seat self-serve minimum."
    },
    {
      "id": "claude:cl-model-control-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/15694740-manage-model-access-for-your-organization",
      "title": "Manage model access for your organization",
      "locator": "Organization and custom-role ceilings; Haiku exception; coverage; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 449e547e02b145fe3878d3591a80eca230ddff996580d601b38f007b78aba179 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Enterprise controls model/effort access by organization and custom role, while Haiku cannot be disabled and coverage has named exceptions."
    },
    {
      "id": "anythingllm:anythingllm:generic",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/setup/llm-configuration/cloud/openai-generic",
      "title": "Generic OpenAI configuration",
      "locator": "Compatible API route",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Operators can configure an OpenAI-compatible provider, with endpoint-specific behavior and configuration caveats."
    },
    {
      "id": "anythingllm:anythingllm:changelog",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/changelog/v1.18.0",
      "title": "Desktop v1.18.0 changelog",
      "locator": "Lemond/Lemonade migration; reasoning controls; fixes",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Desktop v1.18.0 changes the built-in engine from Ollama to Lemonade/llama.cpp and records format/sync fixes."
    },
    {
      "id": "anythingllm:anythingllm:releases",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://github.com/Mintplex-Labs/anything-llm/releases/tag/v1.18.0",
      "title": "AnythingLLM v1.18.0 release",
      "locator": "Release date and change list",
      "sourceDate": "2026-10-13",
      "retrievedAt": "2026-10-21",
      "finding": "The latest retrieved stable GitHub release is v1.18.0, published 2026-10-13."
    },
    {
      "id": "claude:cl-release",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/12138966-release-notes",
      "title": "Claude release notes",
      "locator": "Model launches; memory; Office/connector changes; Cowork transition",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dated notes distinguish current models, cloud/unified Cowork rollout, memory defaults and connector changes."
    },
    {
      "id": "claude:cl-haiku-notice",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/17444146-claude-haiku-4-5-is-leaving-the-model-selector",
      "title": "Claude Haiku 4.5 is leaving the model selector",
      "locator": "October 15 notice; October 29 removal; Team/Enterprise exceptions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The dated consumer Haiku retirement excludes Team/Enterprise, so it does not prove removal from their model catalogue."
    },
    {
      "id": "anythingllm:anythingllm:azure",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/setup/llm-configuration/cloud/azure-openai",
      "title": "Azure OpenAI configuration",
      "locator": "Customer Azure subscription",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The Azure route uses the customer Azure subscription and its model access."
    },
    {
      "id": "anythingllm:anythingllm:bedrock",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/setup/llm-configuration/cloud/aws-bedrock",
      "title": "AWS Bedrock configuration",
      "locator": "Credentials and provider settings",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Bedrock is a separately configured customer cloud-account route."
    },
    {
      "id": "anythingllm:anythingllm:vertex",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/setup/llm-configuration/cloud/google-vertex",
      "title": "Google Vertex AI configuration",
      "locator": "Service account, project and region",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Vertex uses customer Google Cloud credentials and deployment configuration."
    },
    {
      "id": "anythingllm:anythingllm:cloud",
      "productId": "anythingllm",
      "kind": "vendor-claimed",
      "url": "https://anythingllm.com/cloud",
      "title": "AnythingLLM Cloud pricing",
      "locator": "Basic, Pro and Enterprise offer table",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Current public pricing lists private Cloud Basic at $50/month, Pro at $99/month and quote-only Enterprise with SSO/custom services."
    },
    {
      "id": "anythingllm:anythingllm:cloud-limits",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/cloud/limitations",
      "title": "Cloud limitations",
      "locator": "No built-in LLM; no custom Agents; no MCP",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Managed Cloud explicitly excludes built-in inference, custom coded Agents and MCP; local/self-hosted capabilities cannot be assumed there."
    },
    {
      "id": "anythingllm:anythingllm:license",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://raw.githubusercontent.com/Mintplex-Labs/anything-llm/3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba/LICENSE",
      "title": "AnythingLLM v1.18.0 licence",
      "locator": "LICENSE, MIT grant and notice",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The pinned main repository is MIT licensed with copyright/permission notice preservation and an as-is disclaimer."
    },
    {
      "id": "claude:cl-office",
      "productId": "claude",
      "kind": "vendor-claimed",
      "url": "https://claude.com/claude-for-microsoft-365",
      "title": "Claude for Microsoft 365",
      "locator": "App capabilities; GA/beta; cloud credentials; review controls",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Claude advertises native Excel/PowerPoint/Word add-ins, Outlook beta and optional Foundry/Bedrock/Gemini Enterprise Agent Platform credentials."
    },
    {
      "id": "anythingllm:anythingllm:ollama",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/setup/llm-configuration/local/ollama",
      "title": "Ollama configuration",
      "locator": "Local provider setup",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A separately installed Ollama endpoint can provide customer-operated chat inference."
    },
    {
      "id": "anythingllm:anythingllm:local-embed",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/setup/embedder-configuration/local/built-in",
      "title": "Built-in embedding provider",
      "locator": "CPU model and download",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The built-in all-MiniLM-L6-v2 embedder runs on CPU and is primarily trained on English; it must first be downloaded."
    },
    {
      "id": "anythingllm:anythingllm:embed",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/features/embedding-models",
      "title": "Embedding models",
      "locator": "Local and cloud embedding options",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Retrieval embedding providers are configured separately from chat inference."
    },
    {
      "id": "anythingllm:anythingllm:user-pin",
      "productId": "anythingllm",
      "kind": "source-inspected",
      "url": "https://raw.githubusercontent.com/Mintplex-Labs/anything-llm/3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba/server/models/user.js",
      "title": "AnythingLLM user quota implementation",
      "locator": "server/models/user.js, canSendChat and dailyMessageLimit validation",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The pinned user quota counts chats over the preceding 24 hours for non-admin multi-user accounts; null limits and admins are exempt.",
      "commit": "3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
      "path": "server/models/user.js"
    },
    {
      "id": "anythingllm:anythingllm:chat-pin",
      "productId": "anythingllm",
      "kind": "source-inspected",
      "url": "https://raw.githubusercontent.com/Mintplex-Labs/anything-llm/3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba/server/endpoints/chat.js",
      "title": "AnythingLLM chat quota enforcement",
      "locator": "server/endpoints/chat.js, multiUserMode and canSendChat checks",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The pinned chat endpoints abort before generation when a multi-user account reaches its configured 24-hour quota.",
      "commit": "3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
      "path": "server/endpoints/chat.js"
    },
    {
      "id": "claude:cl-enterprise",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/9797531-what-is-the-enterprise-plan",
      "title": "What is the Enterprise plan?",
      "locator": "Pricing; self-serve versus sales-assisted; legacy sections",
      "sourceDate": "2026-09-01",
      "retrievedAt": "2026-10-21",
      "finding": "Current Enterprise has no included tokens, bills all usage at API rates and differs from legacy seat-based arrangements."
    },
    {
      "id": "claude:cl-model-control-r2",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/15694740-manage-model-access-for-your-organization",
      "title": "Manage model access for your organization",
      "locator": "Enterprise eligibility; role ceilings; Haiku; fallback/coverage",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise model and effort access uses organization ceilings/custom roles; Haiku cannot be disabled and product/version limits apply."
    },
    {
      "id": "claude:cl-default-r2",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/15330088-set-a-default-model-for-your-organization",
      "title": "Set a default model for your organization",
      "locator": "Ordinary defaults; Always start beta; projects and product fallback",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise defaults are distinct from the beta forced-start switch, which preserves existing chat-project choices and permits in-chat changes."
    },
    {
      "id": "anythingllm:anythingllm:docchat",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/chatting-with-documents/introduction",
      "title": "Documents in chat, current interface",
      "locator": "v1.8.5+; attachment vs embedding; context; workspace scope",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Attachments inject full text while embedded documents are retrieved as chunks and become available to every authorized workspace user."
    },
    {
      "id": "anythingllm:anythingllm:pdf-pin",
      "productId": "anythingllm",
      "kind": "source-inspected",
      "url": "https://raw.githubusercontent.com/Mintplex-Labs/anything-llm/3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba/collector/processSingleFile/convert/asPDF/index.js",
      "title": "AnythingLLM PDF extraction implementation",
      "locator": "collector/processSingleFile/convert/asPDF/index.js, no-text fallback",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The pinned PDF handler attempts OCR when its initial text loader returns no pages, without establishing scan accuracy.",
      "commit": "3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
      "path": "collector/processSingleFile/convert/asPDF/index.js"
    },
    {
      "id": "claude:cl-rag",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/11473015-retrieval-augmented-generation-rag-for-projects",
      "title": "Retrieval augmented generation for projects",
      "locator": "Activation; search tool; context indicator",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Paid projects automatically switch to retrieval when knowledge approaches context limits and show a RAG indicator."
    },
    {
      "id": "claude:cl-upload-r2",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/8241126-upload-files-to-claude",
      "title": "Upload files to Claude",
      "locator": "Chat attachments versus project Files; PDF handling",
      "sourceDate": "2026-07-23",
      "retrievedAt": "2026-10-21",
      "finding": "The attachment guide specifies500 MB chat uploads,30 MB project files, and separate PDF visual/text behavior; these are not universal tool-path limits."
    },
    {
      "id": "claude:cl-code-files-r2",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/12111783-create-and-edit-files-with-claude",
      "title": "Create and edit files with Claude",
      "locator": "Availability; computing/file-tool limits; file output; network sections",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Chat code/file tools create Office/PDF output and document a30 MB upload/download path; the same page has inconsistent Team egress defaults."
    },
    {
      "id": "anythingllm:anythingllm:security",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/features/security-and-access",
      "title": "Security and access",
      "locator": "Docker only; single-user vs multi-user; roles",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Docker multi-user roles are Admin, Manager and Default; Default users only chat in explicitly assigned workspaces."
    },
    {
      "id": "claude:cl-upload",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/8241126-upload-files-to-claude",
      "title": "Upload files to Claude",
      "locator": "Formats; chat/project limits; visual PDF processing",
      "sourceDate": "2026-07-23",
      "retrievedAt": "2026-10-21",
      "finding": "The page distinguishes 500 MB chat uploads, 30 MB project files and PDF visual processing up to 100 pages."
    },
    {
      "id": "claude:cl-projects",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/9517075-what-are-projects",
      "title": "What are projects?",
      "locator": "Knowledge; instructions; Team/Enterprise collaboration",
      "sourceDate": "2026-07-23",
      "retrievedAt": "2026-10-21",
      "finding": "Projects persist selected knowledge/instructions and provide organization sharing with view/edit permissions."
    },
    {
      "id": "claude:cl-groups",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/13799932-manage-groups-and-group-spend-limits-on-enterprise-plans",
      "title": "Manage groups and group spend limits on Enterprise plans",
      "locator": "Group sharing; SCIM; role controls; budgets",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise groups support roles and shared resources, per-user limits and optional shared monthly budgets in beta."
    },
    {
      "id": "anythingllm:anythingllm:sync",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/beta-preview/active-features/live-document-sync",
      "title": "Automatic document sync preview",
      "locator": "Docker vs Desktop scope; intervals; missing local file",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Preview sync refreshes watched sources; removing a watched Desktop original leaves existing parsed content and embeddings in place."
    },
    {
      "id": "anythingllm:anythingllm:mcp",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/mcp-compatibility/overview",
      "title": "MCP compatibility",
      "locator": "Configuration file; management UI; transport types",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Self-hosted/desktop MCP supports local stdio and remote SSE/Streamable transports with configured credentials/headers."
    },
    {
      "id": "anythingllm:anythingllm:outlook",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/agent/usage/outlook-agent",
      "title": "Outlook Agent",
      "locator": "Single-user only; delegated scopes; approvals",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The single-user Outlook skill uses a customer Entra application and requests approval for mailbox-modifying operations."
    },
    {
      "id": "anythingllm:anythingllm:gmail",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/agent/usage/gmail-agent",
      "title": "Gmail Agent",
      "locator": "Single-user only; setup; action approvals",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The Gmail skill is single-user only and distinguishes read actions from modifying actions requiring approval."
    },
    {
      "id": "anythingllm:anythingllm:sql",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/agent/usage/sql-agent",
      "title": "SQL Agent",
      "locator": "Database connection and tool use",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A configurable SQL Agent can query a separately connected database."
    },
    {
      "id": "anythingllm:anythingllm:localdocker",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/installation-docker/local-docker",
      "title": "Local Docker installation",
      "locator": "Volumes; local network; configuration",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Self-hosting runs the application in customer-controlled infrastructure and mounted storage."
    },
    {
      "id": "anythingllm:anythingllm:connectors-pin",
      "productId": "anythingllm",
      "kind": "source-inspected",
      "url": "https://raw.githubusercontent.com/Mintplex-Labs/anything-llm/3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba/frontend/src/components/Modals/ManageWorkspace/DataConnectors/index.jsx",
      "title": "AnythingLLM connector registration",
      "locator": "frontend/src/components/Modals/ManageWorkspace/DataConnectors/index.jsx",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The pinned UI registers Confluence, repository, website, YouTube, Obsidian and other import connectors; no source ACL test was performed.",
      "commit": "3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
      "path": "frontend/src/components/Modals/ManageWorkspace/DataConnectors/index.jsx"
    },
    {
      "id": "claude:claude:atlassian-enterprise-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://claude.com/blog/enterprise-managed-auth",
      "title": "Enterprise-managed authorization for MCP connectors",
      "locator": "August 24 GA update and Atlassian Rovo MCP description; HTTP 200, body SHA256 5d973cd85982883fc28f409f6919e829a1e3791223634ca167e12524c411284e",
      "sourceDate": "2026-08-24",
      "retrievedAt": "2026-10-26",
      "finding": "Claude Enterprise documents generally available organization-managed authorization through Okta for named MCP providers including Atlassian. Its Atlassian section names Jira, Confluence and Teamwork Graph."
    },
    {
      "id": "claude:cl-mcp-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/11175166-get-started-with-custom-connectors-using-remote-mcp",
      "title": "Get started with custom connectors using remote MCP",
      "locator": "Network route; owner publication; OAuth/request headers; local distinction; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 e6307ff6f907b387075c5f8db3a45fae8cf8ea9eb15fd576b44f3368e1c5ed43 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Remote MCP originates from Anthropic cloud, can use per-user OAuth or shared credentials, and differs from Desktop-local MCP."
    },
    {
      "id": "claude:cl-release-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/12138966-release-notes",
      "title": "Claude release notes",
      "locator": "Model launches; memory; Office/connector changes; Cowork transition; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 07f9dcfff3c0fc1f7a6060ad0b718558075286175f3b4e1b13c665d79cab3616 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Dated notes distinguish current models, cloud/unified Cowork rollout, memory defaults and connector changes."
    },
    {
      "id": "claude:cl-enterprise-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/9797531-what-is-the-enterprise-plan",
      "title": "What is the Enterprise plan?",
      "locator": "Pricing; self-serve versus sales-assisted; legacy sections; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 de2b461205d4426c558e88750f5be23f7d495804c407827fc5695ecd5e1a20ee on 2026-10-26",
      "sourceDate": "2026-09-01",
      "retrievedAt": "2026-10-26",
      "finding": "Current Enterprise has no included tokens, bills all usage at API rates and differs from legacy seat-based arrangements."
    },
    {
      "id": "claude:cl-m365-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/12684923-microsoft-365-connector-security-guide",
      "title": "Microsoft 365 connector security guide",
      "locator": "On-demand proxy; delegated permissions; consent; write controls; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 8965fd2ee1dbdd7b494b834a1cbae1cd4194bf096abd2d916244178108738d3f on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The Anthropic-hosted Microsoft Graph proxy retrieves on demand without file-content caching and has separately enabled write tools and delegated permissions."
    },
    {
      "id": "claude:cl-google-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/10166901-use-google-workspace-connectors",
      "title": "Use Google Workspace connectors",
      "locator": "Sources; private project sync; live Docs/Sheets/Slides; authorization; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 b61eb14f3e2efb4ab2a9cc441eb6beb363b5514d3c55e6f9dc8cd2565d48d135 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Google connectors retrieve user-authorized data, sync referenced Google Docs and support live editing with separate app controls."
    },
    {
      "id": "claude:cl-m365",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/12684923-microsoft-365-connector-security-guide",
      "title": "Microsoft 365 connector security guide",
      "locator": "On-demand proxy; delegated permissions; consent; write controls",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The Anthropic-hosted Microsoft Graph proxy retrieves on demand without file-content caching and has separately enabled write tools and delegated permissions."
    },
    {
      "id": "claude:cl-m365-user",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/15183774-connect-to-microsoft-365",
      "title": "Connect to Microsoft 365",
      "locator": "Setup; supported content; site restrictions; permissions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Microsoft 365 connects SharePoint/OneDrive/Outlook/Teams, excludes Sites.Selected allowlisting and OneNote reads, and requires organizational consent."
    },
    {
      "id": "claude:cl-google",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/10166901-use-google-workspace-connectors",
      "title": "Use Google Workspace connectors",
      "locator": "Sources; private project sync; live Docs/Sheets/Slides; authorization",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Google connectors retrieve user-authorized data, sync referenced Google Docs and support live editing with separate app controls."
    },
    {
      "id": "anythingllm:anythingllm:vector",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/features/vector-databases",
      "title": "Vector databases",
      "locator": "Local and cloud storage choices",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The application supports configurable local and external vector databases rather than a single fixed vendor region."
    },
    {
      "id": "anythingllm:anythingllm:privacy",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/features/privacy-and-data-handling",
      "title": "Privacy and data handling",
      "locator": "Telemetry; document removal vs full erasure",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Telemetry is optional; deleting a document from a workspace differs from deleting it from My Documents and all workspaces."
    },
    {
      "id": "anythingllm:anythingllm:chatmodes",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/features/chat-modes",
      "title": "Chat modes",
      "locator": "Agent, Chat and Query modes",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Agent mode uses configured tools; Query mode is documented to report when it finds no relevant document information."
    },
    {
      "id": "anythingllm:anythingllm:citation-pin",
      "productId": "anythingllm",
      "kind": "source-inspected",
      "url": "https://raw.githubusercontent.com/Mintplex-Labs/anything-llm/3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba/frontend/src/components/WorkspaceChat/ChatContainer/ChatHistory/Citation/index.jsx",
      "title": "AnythingLLM source citation rendering",
      "locator": "frontend/src/components/WorkspaceChat/ChatContainer/ChatHistory/Citation/index.jsx",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The pinned client renders citation sources with file/link/provider metadata and source-detail controls.",
      "commit": "3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
      "path": "frontend/src/components/WorkspaceChat/ChatContainer/ChatHistory/Citation/index.jsx"
    },
    {
      "id": "anythingllm:anythingllm:memory",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/features/memories",
      "title": "Memories and personalization",
      "locator": "Off by default; user scope; limits; extraction",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins enable user-scoped workspace/global memory, and users can edit/delete it; selected memories go to the configured model."
    },
    {
      "id": "anythingllm:anythingllm:systemprompt",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/features/system-prompt-variables",
      "title": "System prompt variables",
      "locator": "Workspace prompt variables and context",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Workspace system prompts can include dynamic user/time context; this does not establish a mandatory organization policy."
    },
    {
      "id": "claude:cl-memory-r2",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/11817273-use-claude-s-chat-search-and-memory-to-build-on-previous-context",
      "title": "Chat search and memory",
      "locator": "Improved Settings>Memory versus legacy; owners; Cowork; exclusions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Improved memory has Team/Enterprise owner controls and cloud-Cowork sharing; legacy Team lacks org controls and legacy memory is chat-only."
    },
    {
      "id": "anythingllm:anythingllm:agent-setup",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/agent/setup",
      "title": "Agent setup",
      "locator": "Workspace model; enabled skills; search configuration",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Operators configure Agent models and skills per workspace; the setup guide still names DuckDuckGo as the default search engine."
    },
    {
      "id": "anythingllm:anythingllm:flow",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/agent-flows/overview",
      "title": "Agent Flows",
      "locator": "No-code builder; Desktop vs Docker",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A visual no-code flow editor creates reusable Agent skills; code skills remain a separate developer route."
    },
    {
      "id": "anythingllm:anythingllm:desktop",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/installation-desktop/overview",
      "title": "Desktop installation overview",
      "locator": "OS support; single-player; network discovery",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Desktop supports Windows/macOS/Linux, is single-user and exposes only its API when optional LAN discovery is enabled."
    },
    {
      "id": "claude:cl-academy",
      "productId": "claude",
      "kind": "vendor-claimed",
      "url": "https://academy.claude.com/tutorials",
      "title": "Claude Academy tutorials",
      "locator": "Chat; Cowork; Office; AI fluency guides",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Academy publishes written/video guides for chat, connectors, agents, Office work and skills."
    },
    {
      "id": "anythingllm:anythingllm:flow-api",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/agent-flows/blocks/api-call",
      "title": "Agent Flow API-call block",
      "locator": "HTTP action configuration",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A flow block calls a configured API and passes its result into later flow steps."
    },
    {
      "id": "anythingllm:anythingllm:docgen",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/agent/usage/document-generation-agent",
      "title": "Document generation skill",
      "locator": "Availability; document types",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The enabled built-in skill generates text, PDF, Excel, DOCX and PowerPoint files, with model-dependent results."
    },
    {
      "id": "anythingllm:anythingllm:chart",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/agent/usage/chart-generation",
      "title": "Chart generation skill",
      "locator": "Examples and workspace data",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "An Agent chart skill generates charts from prompts and workspace data."
    },
    {
      "id": "claude:cl-pricing",
      "productId": "claude",
      "kind": "vendor-claimed",
      "url": "https://claude.com/pricing",
      "title": "Claude pricing",
      "locator": "Team/Enterprise cards; commercial comparison",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Team is listed for 2-150 seats with Standard/Premium pricing; current Enterprise lists USD 20/seat/month annual access plus usage and a 20-seat self-serve minimum."
    },
    {
      "id": "claude:cl-mcp",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/11175166-get-started-with-custom-connectors-using-remote-mcp",
      "title": "Get started with custom connectors using remote MCP",
      "locator": "Network route; owner publication; OAuth/request headers; local distinction",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Remote MCP originates from Anthropic cloud, can use per-user OAuth or shared credentials, and differs from Desktop-local MCP."
    },
    {
      "id": "anythingllm:anythingllm:agent-usage",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/agent/usage/overview",
      "title": "Using agents",
      "locator": "Skills and tool use",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Agent sessions use configured skills and tool-capable models."
    },
    {
      "id": "anythingllm:anythingllm:browsing",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/agent/usage/web-browsing",
      "title": "Agent web browsing",
      "locator": "Built-in search skill",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The web-browsing skill searches the internet from an Agent request."
    },
    {
      "id": "anythingllm:anythingllm:search-configured-r2",
      "productId": "anythingllm",
      "kind": "source-inspected",
      "url": "https://raw.githubusercontent.com/Mintplex-Labs/anything-llm/3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba/server/utils/agents/aibitat/plugins/web-browsing.js",
      "title": "AnythingLLM v1.18.0 explicitly configured DuckDuckGo route",
      "locator": "agent_search_provider lookup; duckduckgo-engine switch case at lines 96-98; _duckDuckGoEngine at lines 1117-1210",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "At the pinned revision, explicit agent_search_provider=duckduckgo-engine routes queries to the DuckDuckGo HTML search endpoint; this finding makes no default-provider claim.",
      "commit": "3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
      "path": "server/utils/agents/aibitat/plugins/web-browsing.js"
    },
    {
      "id": "anythingllm:anythingllm:agent-skills-r2",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/agent/setup",
      "title": "AnythingLLM Agent skill controls",
      "locator": "Configure your available skills, excluding the unversioned default-search example",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The setup guide documents skill selection in Settings > Agent Skills and tool toggles from the chat prompt menu."
    },
    {
      "id": "claude:claude:web-search-controls-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/10684626-enable-and-use-web-search",
      "title": "Enable and use Claude web search",
      "locator": "Team/Enterprise workspace enablement and How web search works; HTTP 200, body SHA256 76f79d8a3eb4181b4e1028b23a4df9821c316008015fe0290feb4582d6b9a83d",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Team/Enterprise Owners first enable web search for the workspace, after which members use it in chat. Search answers include citations and source links. The article does not identify a universal search backend or query-processing region."
    },
    {
      "id": "anythingllm:anythingllm:job",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/scheduled-jobs/overview",
      "title": "Scheduled Jobs",
      "locator": "Single-user restriction; schedules; run traces",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Recurring Agent jobs are available only in single-user mode, with allowed tools, execution history and generated-file downloads."
    },
    {
      "id": "claude:cl-cowork",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/13345190-get-started-with-claude-cowork",
      "title": "Get started with Claude Cowork",
      "locator": "Availability; cloud beta; task flow; tools; scheduling",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Paid Cowork runs multi-step tasks with local access where permitted and cloud task persistence, with Team/Enterprise cloud availability in beta."
    },
    {
      "id": "claude:claude:cowork-stop-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/13364135-use-claude-cowork-safely",
      "title": "Use Claude Cowork safely",
      "locator": "Paid-plan availability, monitoring tasks and stopping suspicious behavior; HTTP 200, body SHA256 363aa11b90d168d68950bcf4820d677b076c63c1f27598be7d17ef04c727da24",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The paid-plan Cowork safety guide instructs users to monitor and stop a task when needed. It does not promise rollback of completed external actions or a guaranteed cancellation boundary."
    },
    {
      "id": "claude:cl-cowork-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/13345190-get-started-with-claude-cowork",
      "title": "Get started with Claude Cowork",
      "locator": "Availability; cloud beta; task flow; tools; scheduling; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 0c2c6bcedbe79e9bc84268a92da091133ea4c9737d6790eb74583def73350c02 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Paid Cowork runs multi-step tasks with local access where permitted and cloud task persistence, with Team/Enterprise cloud availability in beta."
    },
    {
      "id": "anythingllm:anythingllm:api",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/features/api",
      "title": "Developer API",
      "locator": "Instance /api/docs; key management; workspace APIs",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Instance APIs manage workspaces, document embedding and chat; API keys confer access and must be protected."
    },
    {
      "id": "anythingllm:anythingllm:config",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/configuration",
      "title": "Configuration",
      "locator": "Simple SSO passthrough; multi-user prerequisites",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Simple SSO issues short-lived one-use login links for already-provisioned users through a privileged API key; it is not a native SAML/OIDC protocol implementation."
    },
    {
      "id": "claude:cl-compliance",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/13015708-access-the-compliance-api",
      "title": "Access the Compliance API",
      "locator": "Eligibility; primary-owner activation; event/chat/file data",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise Compliance API exposes events, chats and file content with primary-owner activation and scoped organization keys."
    },
    {
      "id": "claude:cl-api-prices",
      "productId": "claude",
      "kind": "documented",
      "url": "https://platform.claude.com/docs/en/about-claude/pricing",
      "title": "Claude Platform pricing",
      "locator": "Model pricing table; regional rates; tool token charges",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Current public API prices include Sonnet 5.5 at USD 2/M input and USD 10/M output, while model choice, tokens and features change usage cost."
    },
    {
      "id": "anythingllm:anythingllm:docker",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/installation-docker/overview",
      "title": "Docker installation overview",
      "locator": "Desktop/Docker comparison; server deployment",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Docker provides the shared browser/server deployment with multi-user administration; Desktop is a separate single-user application."
    },
    {
      "id": "anythingllm:anythingllm:windows",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/installation-desktop/windows",
      "title": "Windows installation",
      "locator": "Current User only; silent install and uninstall",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Silent installation can support MDM packaging, but all-users installation is explicitly unsupported and Enterprise/Server OS use has caveats."
    },
    {
      "id": "anythingllm:anythingllm:ext",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/browser-extension/install",
      "title": "Browser extension installation",
      "locator": "Supported browsers; API connection; collected content",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The extension sends pages/selected text into workspaces using an API connection; it does not by itself enforce original web content ACLs."
    },
    {
      "id": "anythingllm:anythingllm:mobile",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/mobile/overview",
      "title": "Mobile overview",
      "locator": "Android only; local models; pairing; feature set",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A separate Android app runs local models and can pair with Desktop or server instances; iOS is not currently available."
    },
    {
      "id": "anythingllm:anythingllm:meeting-intro",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/meeting-assistant/introduction",
      "title": "Meeting Assistant introduction",
      "locator": "Desktop exclusivity; supported OS; privacy",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Free Desktop meeting recording/transcription is local on Windows/macOS; a selected cloud summary model receives the transcript."
    },
    {
      "id": "claude:cl-export-user",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/9450526-export-your-claude-data",
      "title": "Export your Claude data",
      "locator": "Team/Enterprise owner enablement; contents; 24-hour link",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Organization members can export their own chats when enabled, without uploaded-file contents; exports are web/Desktop only."
    },
    {
      "id": "claude:cl-google-addon",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/16951679-use-claude-in-google-docs-sheets-and-slides",
      "title": "Use Claude in Google Docs, Sheets, and Slides",
      "locator": "Beta eligibility; native extension; approvals; data retention",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A native Google Workspace sidebar beta supports Team/Enterprise, separate from connectors; edits require approval by default and extension data does not inherit organization retention."
    },
    {
      "id": "anythingllm:anythingllm:pro",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/pro/overview",
      "title": "AnythingLLM Pro overview",
      "locator": "Desktop v1.15+; Magic features; document watermarks",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Optional Desktop Pro removes daily Magic-feature limits and generated-document watermarks; it is separate from Cloud Pro."
    },
    {
      "id": "anythingllm:anythingllm:images",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/features/image-generation",
      "title": "Image generation",
      "locator": "Provider table; reference-image editing; /img",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Configured OpenAI/OpenRouter/Lemonade tools can edit reference images, while the documented Ollama route generates without using references."
    },
    {
      "id": "claude:claude:image-generation-boundary-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/9002504-can-claude-produce-images",
      "title": "Can Claude produce images?",
      "locator": "Native image generation versus HTML/SVG custom visuals; HTTP 200, body SHA256 4d918af1acc08fe9d2c1ea21ae840029c1c9109acad12cb2eaeeb8b8daab4da9",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The vendor explicitly says Claude does not generate photos or illustrations like image-generation tools. HTML/SVG diagrams, charts and interactive visuals are a separate beta web/desktop capability; uploaded-image analysis is also separate."
    },
    {
      "id": "anythingllm:anythingllm:tts",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/features/text-to-speech",
      "title": "Text to speech",
      "locator": "Provider engines and configuration",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Read-aloud uses configured local/browser or external TTS engines, depending on the selected provider."
    },
    {
      "id": "anythingllm:anythingllm:stt",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/features/transcription-models",
      "title": "Transcription models",
      "locator": "Transcription provider overview",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Audio transcription is a separately configurable provider route."
    },
    {
      "id": "anythingllm:anythingllm:meeting",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/meeting-assistant/features",
      "title": "Meeting Assistant features",
      "locator": "Transcription; speakers; editable text; summaries",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The Desktop meeting workflow records/imports audio, identifies speakers, allows transcript corrections and summarizes meetings."
    },
    {
      "id": "claude:cl-artifacts-admin",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/16994751-artifacts-admin-guide-for-team-and-enterprise-plans",
      "title": "Artifacts admin guide for Team and Enterprise plans",
      "locator": "Templates; October defaults; standalone Design closure; data handling",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins control artifact templates, while standalone Claude Design closes 2026-12-14 and in-Claude design continues."
    },
    {
      "id": "anythingllm:anythingllm:i18n-pin",
      "productId": "anythingllm",
      "kind": "source-inspected",
      "url": "https://raw.githubusercontent.com/Mintplex-Labs/anything-llm/3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba/frontend/src/locales/resources.js",
      "title": "AnythingLLM locale registration",
      "locator": "frontend/src/locales/resources.js, English/German/French/Italian imports",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The pinned frontend registers English, German, French and Italian resources; completeness and naturalness are not established.",
      "commit": "3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
      "path": "frontend/src/locales/resources.js"
    },
    {
      "id": "anythingllm:anythingllm:r4-german-admin",
      "productId": "anythingllm",
      "kind": "source-inspected",
      "url": "https://github.com/Mintplex-Labs/anything-llm/blob/9b1fcab141000eaba9f78ed131151de04904454b/frontend/src/locales/de/common.js",
      "title": "AnythingLLM German administrator locale",
      "locator": "settings users, invites, event-logs and role/admin labels",
      "sourceDate": "2026-10-25",
      "retrievedAt": "2026-10-26",
      "finding": "German locale resources include user/invite/event-log and administrator settings labels. This establishes partial admin localization, not completeness or naturalness.",
      "commit": "9b1fcab141000eaba9f78ed131151de04904454b",
      "path": "frontend/src/locales/de/common.js"
    },
    {
      "id": "claude:claude:display-languages-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/10769299-how-to-use-claude-in-your-preferred-language",
      "title": "Claude display-language settings",
      "locator": "Supported Languages and On Web and Desktop; HTTP 200, body SHA256 9a6fd87cbba7b558c9972e24b7bcd94249d6cb04003eea26541794f93dbae61b",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Claude documents English, French, German, Italian, Hindi, Indonesian, Japanese, Korean, Brazilian Portuguese and Latin American/Spain Spanish interfaces on web and desktop. Voice language is a separate setting."
    },
    {
      "id": "claude:cl-sso",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/13132885-set-up-single-sign-on-sso",
      "title": "Set up single sign-on",
      "locator": "Team/Enterprise eligibility; IdP; owner roles; provisioning",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "SSO and JIT are available to Team/Enterprise with owner configuration and verified domains."
    },
    {
      "id": "claude:cl-provision",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/13133195-set-up-jit-or-scim-provisioning",
      "title": "Set up JIT or SCIM provisioning",
      "locator": "Plan eligibility; provisioning matrix; group mapping",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Team supports JIT but not SCIM; Enterprise SCIM synchronizes membership and role/seat mappings with documented removal differences."
    },
    {
      "id": "anythingllm:anythingllm:admin-pin",
      "productId": "anythingllm",
      "kind": "source-inspected",
      "url": "https://raw.githubusercontent.com/Mintplex-Labs/anything-llm/3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba/server/endpoints/admin.js",
      "title": "AnythingLLM administrative events",
      "locator": "server/endpoints/admin.js, user, invite and API-key routes",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The pinned admin routes record user creation/deletion, invitation and API-key lifecycle events.",
      "commit": "3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba",
      "path": "server/endpoints/admin.js"
    },
    {
      "id": "claude:cl-model-control",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/15694740-manage-model-access-for-your-organization",
      "title": "Manage model access for your organization",
      "locator": "Organization and custom-role ceilings; Haiku exception; coverage",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise controls model/effort access by organization and custom role, while Haiku cannot be disabled and coverage has named exceptions."
    },
    {
      "id": "anythingllm:anythingllm:logs",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/features/chat-logs",
      "title": "Workspace chat logs",
      "locator": "Permissions; export formats; minimum log count",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Authorized users export workspace/user chat logs in CSV, JSON, Alpaca JSON or JSONL once at least ten logs are available."
    },
    {
      "id": "anythingllm:anythingllm:event",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/features/event-logs",
      "title": "Event logs",
      "locator": "Events and fields",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The UI records login attempts, messages, setting changes and uploads with user/time details, without a stated immutable retention model."
    },
    {
      "id": "claude:cl-analytics",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/12883420-view-usage-analytics-for-team-and-enterprise-plans",
      "title": "View usage analytics for Team and Enterprise plans",
      "locator": "Roles; product/model/user data; CSV exports",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins have plan-scoped adoption and spend views, including per-user/model CSVs and separate seat-based overage reporting."
    },
    {
      "id": "claude:cl-audit",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/9970975-access-audit-logs",
      "title": "Access audit logs",
      "locator": "Enterprise export; 180 days; fields; content exclusion; CMEK",
      "sourceDate": "2026-06-15",
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise audit export covers 180 days of metadata, excludes prompt content and has a CMEK export limitation with a Compliance API alternative."
    },
    {
      "id": "claude:cl-compliance-partners",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/15167101-get-started-with-claude-compliance-api-integrations",
      "title": "Get started with Claude Compliance API integrations",
      "locator": "Security, archive and eDiscovery partners",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The documentation lists partner compliance/eDiscovery/monitoring integrations; each integration needs separate scope and behavior verification."
    },
    {
      "id": "claude:cl-compliance-partners-r2",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/15167101-get-started-with-claude-compliance-api-integrations",
      "title": "Get started with Claude Compliance API integrations",
      "locator": "Eligibility and Enterprise activation; monitoring/DLP partners",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise Compliance integrations are Primary-Owner-enabled; Claude Platform has a separate scope and this is not a Team entitlement or proof of inline redaction."
    },
    {
      "id": "anythingllm:anythingllm:cloud-overview",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/cloud/overview",
      "title": "Cloud overview",
      "locator": "Private managed instance",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Mintplex describes each managed customer instance as isolated AWS infrastructure operated and updated by its team."
    },
    {
      "id": "anythingllm:anythingllm:privacy-cloud",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/cloud/privacy-policy",
      "title": "Cloud privacy policy",
      "locator": "Service scope; AWS; operational access; deletion",
      "sourceDate": "2024-07-01",
      "retrievedAt": "2026-10-21",
      "finding": "The managed-service policy excludes self-hosting, names AWS/Stripe/PostHog, permits necessary team access and states deletion at cancellation."
    },
    {
      "id": "anythingllm:anythingllm:storage",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/installation-desktop/storage",
      "title": "Desktop storage",
      "locator": "Data location and backup",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Desktop data is stored in an OS-specific local data directory controlled by its user."
    },
    {
      "id": "claude:cl-servers",
      "productId": "claude",
      "kind": "documented",
      "url": "https://privacy.claude.com/en/articles/7996890-where-are-your-servers-located-do-you-host-your-models-on-eu-servers",
      "title": "Where are your servers located? Do you host your models on EU servers?",
      "locator": "Commercial global routing; US storage; internal processing",
      "sourceDate": "2026-06-15",
      "retrievedAt": "2026-10-21",
      "finding": "Commercial documentation says data is stored in the US, inference can route globally and internal support/safety processes can occur in affiliate countries."
    },
    {
      "id": "claude:cl-us-only",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/15422948-enable-us-only-inference-for-your-organization",
      "title": "Enable US-only inference for your organization",
      "locator": "Eligibility; billing; exclusions",
      "sourceDate": "2026-06-15",
      "retrievedAt": "2026-10-21",
      "finding": "Usage-based Enterprise offers US-only inference at 1.1 times standard rates for applicable newer models, excluding storage and third-party processing."
    },
    {
      "id": "anythingllm:anythingllm:pro-key",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/pro/getting-started",
      "title": "Desktop Pro activation",
      "locator": "Periodic licence validation; free allowances",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A purchased Desktop Pro key is periodically validated; free feature allowances remain without a subscription."
    },
    {
      "id": "claude:cl-dpa",
      "productId": "claude",
      "kind": "documented",
      "url": "https://www.anthropic.com/legal/data-processing-addendum",
      "title": "Data Processing Addendum",
      "locator": "B.7; C; E/F; H; SCC/Swiss schedules",
      "sourceDate": "2025-02-24",
      "retrievedAt": "2026-10-21",
      "finding": "The DPA covers confidential processing, subprocessors, audit access, security and post-termination return/deletion with transfer schedules."
    },
    {
      "id": "anythingllm:anythingllm:terms-cloud",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/cloud/terms-and-conditions",
      "title": "Cloud terms",
      "locator": "Scope; entity; payment; cancellation; offline credits; law",
      "sourceDate": "2024-07-01",
      "retrievedAt": "2026-10-21",
      "finding": "Managed-service terms name Mintplex Labs Inc in California, California law, cancellation deletion and no credits for offline service under the generic terms."
    },
    {
      "id": "anythingllm:anythingllm:privacy-desktop",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/installation-desktop/privacy",
      "title": "Desktop privacy policy",
      "locator": "Desktop-only scope; telemetry",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The policy describes local Desktop data and optional telemetry; connected external models still need separately scoped data processing."
    },
    {
      "id": "claude:cl-terms",
      "productId": "claude",
      "kind": "documented",
      "url": "https://www.anthropic.com/legal/commercial-terms",
      "title": "Commercial Terms of Service",
      "locator": "Customer content; confidentiality; contracting party; fees",
      "sourceDate": "2025-06-17",
      "retrievedAt": "2026-10-21",
      "finding": "Commercial terms prohibit model training on customer content, define EEA/Swiss/UK Irish contracting and provide confidentiality and commercial-use restrictions."
    },
    {
      "id": "claude:cl-training",
      "productId": "claude",
      "kind": "documented",
      "url": "https://privacy.claude.com/en/articles/7996868-is-my-data-used-for-model-training",
      "title": "Is my data used for model training?",
      "locator": "Commercial default; feedback; disable feedback",
      "sourceDate": "2026-08-18",
      "retrievedAt": "2026-10-21",
      "finding": "Commercial content is not used for training by default; explicit feedback can be used and retained up to five years, with owner controls."
    },
    {
      "id": "claude:cl-covered-r2",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/15425695-covered-models",
      "title": "Covered Models",
      "locator": "Default retention; temporary eligible Fable exception; EFS",
      "sourceDate": "2026-09-01",
      "retrievedAt": "2026-10-21",
      "finding": "Covered Models have default minimum retention, with a separate limited agreement-based Fable ZDR exception for eligible internal-business applications."
    },
    {
      "id": "claude:cl-covered-routes-r2",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/15425996-data-retention-practices-for-covered-models",
      "title": "Data retention practices for Covered Models",
      "locator": "ZDR configurations; eligible notices; cloud-provider storage; hosted Chat/Cowork",
      "sourceDate": "2026-09-05",
      "retrievedAt": "2026-10-21",
      "finding": "The updated guide excludes notified exception customers from the standard ZDR-transition instructions and says hosted Enterprise Chat/Cowork already use standard retention."
    },
    {
      "id": "claude:cl-retention-r2",
      "productId": "claude",
      "kind": "documented",
      "url": "https://privacy.claude.com/en/articles/7996866-how-long-do-you-store-my-organization-s-data",
      "title": "How long do you store organization data?",
      "locator": "Saved commercial chats; deletion; safety and feedback exceptions",
      "sourceDate": "2026-07-01",
      "retrievedAt": "2026-10-21",
      "finding": "Commercial saved-chat retention differs from API retention; backend deletion normally takes up to 30 days and safety/legal/feedback exceptions remain."
    },
    {
      "id": "claude:cl-retention-admin-r2",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/10440198-configure-custom-data-retention-controls-for-enterprise-plans",
      "title": "Configure custom data retention controls for Enterprise plans",
      "locator": "Project precedence; daily deletion process; role and feature limits",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Current English guidance schedules over-age content on save and deletes through a daily background process, preserving project precedence and feature exclusions."
    },
    {
      "id": "claude:cl-gov",
      "productId": "claude",
      "kind": "documented",
      "url": "https://privacy.claude.com/en/articles/9519291-what-is-anthropic-s-policy-for-handling-governmental-requests-for-user-information",
      "title": "Government requests for user information",
      "locator": "Valid process; challenge; customer notice; exceptions",
      "sourceDate": "2026-03-16",
      "retrievedAt": "2026-10-21",
      "finding": "Anthropic documents valid-process review, rejection of deficient requests, notice exceptions and generally directing enterprise requests to the customer."
    },
    {
      "id": "claude:cl-trust-route",
      "productId": "claude",
      "kind": "documented",
      "url": "https://www.anthropic.com/subprocessors",
      "title": "Anthropic subprocessor list access route",
      "locator": "DPA Schedule 4 link; redirect to trust.anthropic.com/subprocessors",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The public list URL redirects to a trust portal that returned no extractable entries in this research; countries and revision remain unverified."
    },
    {
      "id": "claude:cl-ai-act",
      "productId": "claude",
      "kind": "vendor-claimed",
      "url": "https://www.anthropic.com/claude-fable-and-mythos-5-1",
      "title": "Introducing Claude Fable 5.1 and Claude Mythos 5.1",
      "locator": "Compliance with the EU AI Act",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The provider announcement describes transparency-code signing, watermarking for later models and a restricted-preview detection API; this is not a deployer compliance verdict."
    },
    {
      "id": "claude:claude:commercial-certifications-20261026",
      "productId": "claude",
      "kind": "vendor-claimed",
      "url": "https://privacy.claude.com/en/articles/10015870-what-certifications-has-anthropic-obtained",
      "title": "Anthropic commercial compliance credentials",
      "locator": "Commercial-products applicability and credential list; HTTP 200, body SHA256 d44ecb66e9cf7636e39a9b9da3c61cc6513dfca890e68fcdaa1bc7051f310335",
      "sourceDate": "2026-03-16",
      "retrievedAt": "2026-10-26",
      "finding": "The commercial privacy page claims ISO 27001:2022, ISO/IEC 42001:2023 and SOC 2 Type I/II. Copies are request-gated; issuer, certificate/report scope, period and validity were not inspected."
    },
    {
      "id": "claude:cl-dpa-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://www.anthropic.com/legal/data-processing-addendum",
      "title": "Data Processing Addendum",
      "locator": "B.7; C; E/F; H; SCC/Swiss schedules; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 c11e0d2d380f6155e900d4357d2a154e85cd0b38db427ca11e5048e02c375218 on 2026-10-26",
      "sourceDate": "2025-02-24",
      "retrievedAt": "2026-10-26",
      "finding": "The DPA covers confidential processing, subprocessors, audit access, security and post-termination return/deletion with transfer schedules."
    },
    {
      "id": "claude:cl-cmek",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/15505325-what-are-customer-managed-encryption-keys-cmek",
      "title": "What are customer-managed encryption keys?",
      "locator": "Eligibility; customer KMS; scope",
      "sourceDate": "2026-06-15",
      "retrievedAt": "2026-10-21",
      "finding": "Eligible Enterprise organizations can use customer AWS/GCP/Azure master keys for certain chats, projects and files, with feature limitations."
    },
    {
      "id": "claude:cl-ip",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/13200993-restrict-access-to-claude-with-ip-allowlisting",
      "title": "Restrict access to Claude with IP allowlisting",
      "locator": "Enterprise eligibility; coverage; external sharing exception",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise supports source-IP CIDR restrictions configured through support; externally shared artifacts can remain outside that restriction."
    },
    {
      "id": "anythingllm:anythingllm:secrecy-cloud-access",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/cloud/privacy-policy",
      "title": "AnythingLLM Cloud operational access policy",
      "locator": "Instance Access and Management; Third-Party Services; Data Storage and Security; policy scope",
      "sourceDate": "2024-07-01",
      "retrievedAt": "2026-10-21",
      "finding": "The managed-only policy permits operational team instance access, names AWS infrastructure and excludes self-hosted deployments; it does not enumerate plain-text field permissions."
    },
    {
      "id": "anythingllm:anythingllm:secrecy-model-routing",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/setup/llm-configuration/overview",
      "title": "AnythingLLM local and cloud model routing",
      "locator": "System LLM; Workspace LLM; Agent LLM; Supported LLM Providers",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "System, workspace and agent models can use local or cloud providers; the selected inference path is separate from where the application is hosted."
    },
    {
      "id": "claude:cl-covered-review",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/15425996-data-retention-practices-for-covered-models",
      "title": "Data retention practices for Covered Models",
      "locator": "Human review; 30 days; affected ZDR configurations",
      "sourceDate": "2026-09-05",
      "retrievedAt": "2026-10-21",
      "finding": "Controlled reviewers may inspect safety-flagged retained data, with logged access; normal chat/Cowork already use standard retention."
    },
    {
      "id": "anythingllm:anythingllm:cloud-cards-r2",
      "productId": "anythingllm",
      "kind": "vendor-claimed",
      "url": "https://anythingllm.com/cloud",
      "title": "AnythingLLM advertised Cloud plan cards",
      "locator": "Basic $50/month, Pro $99/month and quote-only Enterprise cards; Basic BYO LLM key",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The current offer page advertises Basic at $50/month and Pro at $99/month, with Enterprise by quote; Basic explicitly asks for an LLM API key."
    },
    {
      "id": "anythingllm:anythingllm:cost-vm",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://prices.azure.com/api/retail/prices?currencyCode=EUR&%24filter=armRegionName+eq+%27switzerlandnorth%27+and+serviceName+eq+%27Virtual+Machines%27+and+%28armSkuName+eq+%27Standard_D4s_v5%27+or+armSkuName+eq+%27Standard_D8s_v5%27+or+armSkuName+eq+%27Standard_D16s_v5%27%29+and+priceType+eq+%27Consumption%27",
      "title": "Azure Retail Prices, Switzerland North Linux VMs",
      "locator": "Consumption; Virtual Machines Dsv5 Series; Standard_D4s_v5/D8s_v5/D16s_v5",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "EUR hourly PAYG rates retrieved 2026-10-21 are 0.2226, 0.4453 and 0.8905 for D4s, D8s and D16s v5 respectively."
    },
    {
      "id": "anythingllm:anythingllm:cost-pg",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://prices.azure.com/api/retail/prices?currencyCode=EUR&%24filter=armRegionName+eq+%27switzerlandnorth%27+and+serviceName+eq+%27Azure+Database+for+PostgreSQL%27+and+priceType+eq+%27Consumption%27",
      "title": "Azure Retail Prices, PostgreSQL Flexible Server",
      "locator": "General Purpose Ddsv5 Series Compute, 2/4/8 vCore; Flex Server Storage",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "EUR hourly PAYG GP compute is 0.2288, 0.4576 and 0.9152 for 2/4/8 vCore; storage is EUR 0.1325 per GB-month."
    },
    {
      "id": "anythingllm:anythingllm:cost-fx",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml",
      "title": "ECB euro reference rate history",
      "locator": "Cube time=2026-10-20; USD and CHF",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "The 2026-10-20 reference rates are EUR 1 = USD 1.1215 and CHF 0.9237."
    },
    {
      "id": "anythingllm:anythingllm:cost-model",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://developers.openai.com/api/docs/pricing",
      "title": "OpenAI API pricing",
      "locator": "Standard, short-context gpt-6-luna row",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Standard gpt-6-luna API price is USD 0.10 per million input tokens and USD 0.50 per million output tokens; caching, batch and regional premiums are separate."
    },
    {
      "id": "anythingllm:anythingllm:cost-effort",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://developers.openai.com/api/docs/models/gpt-6-luna",
      "title": "GPT-6 Luna model documentation",
      "locator": "Reasoning effort and text-token pricing",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The model accepts reasoning effort none, the lowest documented effort, and lists the same standard text-token rates."
    },
    {
      "id": "claude:fx-20261020",
      "productId": "claude",
      "kind": "documented",
      "url": "https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml",
      "title": "ECB euro reference historical rates",
      "locator": "Cube time=2026-10-20; USD and CHF",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "Directly retrieved ECB XML gives EUR 1 = USD 1.1215 = CHF 0.9237."
    },
    {
      "id": "claude:cl-consumption",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/14782391-claude-enterprise-consumption-guide",
      "title": "Claude Enterprise consumption guide",
      "locator": "Model/effort recommendations; defaults; limits",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The guide recommends Sonnet for routine/high-volume work and lower effort, while administrators configure the actual default and usage controls."
    },
    {
      "id": "claude:cl-export-org-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/13346720-export-your-organization-s-data",
      "title": "Export your organization data",
      "locator": "Primary owner; scope; deleted items; link expiry; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 57af2f5ad8f732b35209851f2ba150423ac16e9d6a5c59718d6b0dd9ef672cae on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Team/Enterprise Primary Owners can export organization conversation/user data; deleted content is excluded and links expire in 24 hours."
    },
    {
      "id": "claude:cl-export-user-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/9450526-export-your-claude-data",
      "title": "Export your Claude data",
      "locator": "Team/Enterprise owner enablement; contents; 24-hour link; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 5fe1cfd761095719efd95b5bc63049b1ceed6ddc3ed081373247053022153bfc on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Organization members can export their own chats when enabled, without uploaded-file contents; exports are web/Desktop only."
    },
    {
      "id": "claude:cl-compliance-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/13015708-access-the-compliance-api",
      "title": "Access the Compliance API",
      "locator": "Eligibility; primary-owner activation; event/chat/file data; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 f641744bc193c80154bdb21a45e3c0527566f256728552432047c12936b79225 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Enterprise Compliance API exposes events, chats and file content with primary-owner activation and scoped organization keys."
    },
    {
      "id": "anythingllm:anythingllm:cloud-terms-r2",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/cloud/terms-and-conditions",
      "title": "AnythingLLM generic managed Cloud contract scope",
      "locator": "Scope of Agreement; Instance Offline Recovery; last-updated date",
      "sourceDate": "2024-07-01",
      "retrievedAt": "2026-10-21",
      "finding": "The published generic terms cover managed Cloud, exclude self-hosting and deny offline-service credits; no bespoke Enterprise override was reviewed."
    },
    {
      "id": "anythingllm:anythingllm:support-r2",
      "productId": "anythingllm",
      "kind": "documented",
      "url": "https://docs.anythingllm.com/support",
      "title": "AnythingLLM public support channels",
      "locator": "GitHub Issues; team email; Discord Community; direct-assistance note",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Public support routes are GitHub, team email and community Discord; the guide recommends GitHub/email for direct team assistance."
    },
    {
      "id": "claude:claude:regional-presence-20261026",
      "productId": "claude",
      "kind": "vendor-claimed",
      "url": "https://www.anthropic.com/news/new-offices-in-paris-and-munich-expand-european-presence",
      "title": "Anthropic European office announcement",
      "locator": "November 7, 2025 announcement, Zurich and planned Munich offices; HTTP 200, body SHA256 f73fca94192490d5216bd82ba233110af7093cfb2d08e3848eb79d3c055eea72",
      "sourceDate": "2025-11-07",
      "retrievedAt": "2026-10-26",
      "finding": "The dated company announcement identifies an existing Zurich office and plans for Munich and Paris. It does not establish current staffing, a Swiss contracting entity or guaranteed local-language support."
    },
    {
      "id": "claude:cl-status-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://status.claude.com/",
      "title": "Claude Status",
      "locator": "Component health; incident history; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 dabd165cf98d3b64e94051b42876be9d30ed1383af03d4c1a201674b97acb34e on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Claude publishes separate hosted-product components and an incident history without providing a scoped contractual SLA in this page."
    }
  ]
}
