{
  "schemaVersion": 1,
  "rubricVersion": "1.1",
  "kind": "pair",
  "slug": "dust-vs-typingmind",
  "canonicalUrl": "https://onaihq.com/compare/agents/dust-vs-typingmind/",
  "markdownUrl": "https://onaihq.com/compare/agents/dust-vs-typingmind/index.md",
  "dataUrl": "https://onaihq.com/compare/agents/dust-vs-typingmind/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": "dust",
      "name": "Dust",
      "website": "https://dust.tt",
      "repository": "https://github.com/dust-tt/dust",
      "pageUrl": "https://onaihq.com/compare/agents/products/dust/",
      "lifecycle": {
        "status": "unknown",
        "note": null
      },
      "surfaces": [
        {
          "id": "web",
          "name": "Dust web workspace",
          "type": "web-app"
        },
        {
          "id": "eu-web",
          "name": "Dust EU web workspace",
          "type": "web-app"
        },
        {
          "id": "enterprise-single",
          "name": "Dust Enterprise single-tenant deployment",
          "type": "managed-server"
        },
        {
          "id": "extension",
          "name": "Dust browser extension",
          "type": "browser-extension"
        },
        {
          "id": "teams",
          "name": "Dust in Microsoft Teams",
          "type": "teams-app"
        },
        {
          "id": "api",
          "name": "Dust APIs and MCP server",
          "type": "api"
        },
        {
          "id": "source-repository",
          "name": "Public dust-tt/dust repository root licence",
          "type": "source-repository"
        }
      ],
      "sourcedClaimCount": 48,
      "statedByVendorCount": 0,
      "crossCheckedClaimCount": 48,
      "sourcedOnlyClaimCount": 0,
      "oldestCheckedAt": "2026-10-21",
      "lastCheckedAt": "2026-10-21"
    },
    {
      "id": "typingmind",
      "name": "TypingMind / TypingMind Teams",
      "website": "https://www.typingmind.com",
      "repository": null,
      "pageUrl": "https://onaihq.com/compare/agents/products/typingmind/",
      "lifecycle": {
        "status": "unknown",
        "note": null
      },
      "surfaces": [
        {
          "id": "teams-saas",
          "name": "TypingMind Teams SaaS chat and Admin Panel",
          "type": "web-app"
        },
        {
          "id": "teams-selfhost",
          "name": "Commercial self-hosted TypingMind Teams server",
          "type": "self-hosted-server"
        },
        {
          "id": "teams-api",
          "name": "TypingMind Teams REST API",
          "type": "api"
        },
        {
          "id": "personal",
          "name": "TypingMind personal browser app and PWA",
          "type": "web-app"
        }
      ],
      "sourcedClaimCount": 49,
      "statedByVendorCount": 0,
      "crossCheckedClaimCount": 49,
      "sourcedOnlyClaimCount": 0,
      "oldestCheckedAt": "2026-10-21",
      "lastCheckedAt": "2026-10-26"
    }
  ],
  "coverage": {
    "totalCriteria": 51,
    "sharedCrossCheckedCriteria": 47,
    "sharedSourcedCriteria": 47,
    "crossCheckedCriteriaByProduct": {
      "dust": 48,
      "typingmind": 49
    },
    "sourcedOnlyCriteriaByProduct": {
      "dust": 0,
      "typingmind": 0
    },
    "sourcedCriteriaByProduct": {
      "dust": 48,
      "typingmind": 49
    },
    "crossCheckedCriterionRows": 50,
    "sourcedOnlyCriterionRows": 0,
    "sourcedCriterionRows": 50,
    "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": "dust",
          "claimId": "dust:MOD-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dust offers per-message model choice and ordered auto-model lists, with access-tier and region controls.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit plan (Free/Pro/Max); Enterprise model access inherits the published catalogue; model-tier and EU eligibility separately constrained",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "providers",
              "question": "Which model providers are available?",
              "support": "supported",
              "answer": "Docs list OpenAI, Anthropic, Google, Mistral and Fireworks-served models; exact enabled models depend on workspace and tier.",
              "evidenceIds": [
                "dust:dust:models",
                "dust:dust:eu-models"
              ]
            },
            {
              "id": "current_models",
              "question": "Which current models are selectable on this plan?",
              "support": "partial",
              "answer": "The model-selection document lists GPT6.1 Sol, Claude Opus5.5/Sonnet5.5, Gemini3.8 Flash and Mistral models. Gemini4 Argon is excluded from this current-EU availability finding: its release note conflicts with the EU table, and the documented authoritative picker flag was not observed. No complete current tenant catalogue is claimed.",
              "evidenceIds": [
                "dust:dust:models",
                "dust:dust:changelog",
                "dust:dust:eu-models",
                "dust:dust:pricing"
              ]
            },
            {
              "id": "user_choice",
              "question": "Can users pick the model per chat?",
              "support": "supported",
              "answer": "The composer chooses a model for the next message; Agent Builder sets a persistent agent default.",
              "evidenceIds": [
                "dust:dust:models"
              ]
            },
            {
              "id": "auto_routing",
              "question": "Does the product route between models automatically, and is the chosen model shown?",
              "support": "supported",
              "answer": "Basic/Standard/Premium use ordered candidate lists and availability fallback, not prompt-dependent task routing. A replacement indicator names the fallback during a detected outage.",
              "evidenceIds": [
                "dust:dust:models"
              ]
            },
            {
              "id": "multimodal_input",
              "question": "Which models accept images, audio or files?",
              "support": "partial",
              "answer": "Conversation files support images, documents and audio transcripts; the exact input capability for every current model is not fully tabulated.",
              "evidenceIds": [
                "dust:dust:files"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps.",
            "The catalogue finding is restricted to named documentation entries; conflicting Gemini4 Argon EU eligibility is an explicit gap."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:models",
            "dust:dust:eu-models",
            "dust:dust:changelog",
            "dust:dust:pricing",
            "dust:dust:files"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:MOD-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Teams is a customer-key multi-provider chat interface, with dated additions and explicit model selection.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "TypingMind Teams SaaS; Starter, Growth and Professional prerequisites stated per answer; Business quote not obtained",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "providers",
              "question": "Which model providers are available?",
              "support": "supported",
              "answer": "Teams admin key setup lists OpenAI, Anthropic, Google, OpenRouter, DeepInfra, DeepSeek, Groq, Mistral, Moonshot, Perplexity, xAI and Z.ai, plus custom providers.",
              "evidenceIds": [
                "typingmind:typingmind:set-up-api-keys"
              ]
            },
            {
              "id": "current_models",
              "question": "Which current models are selectable on this plan?",
              "support": "partial",
              "answer": "The dated October changelog records Gemini 4 Argon and Muse Wonder on October 14 and Claude Haiku 5.5, Mistral Large 4 and Nano Banana 2.1 on October 9. Actual availability depends on enabled endpoint and customer account; a complete Teams tenant model catalogue was not observed.",
              "evidenceIds": [
                "typingmind:typingmind:release",
                "typingmind:typingmind:set-up-api-keys"
              ]
            },
            {
              "id": "user_choice",
              "question": "Can users pick the model per chat?",
              "support": "supported",
              "answer": "Users select an available model for a chat; Teams administrators choose which models are exposed.",
              "evidenceIds": [
                "typingmind:typingmind:manage-ai-models",
                "typingmind:typingmind:restrict-model-access"
              ]
            },
            {
              "id": "auto_routing",
              "question": "Does the product route between models automatically, and is the chosen model shown?",
              "support": "unknown",
              "answer": "Does the product route between models automatically, and is the chosen model shown? The first-party Teams documentation, pricing, legal pages and dated changelog retrieved on 2026-10-21 do not establish this detail; no account or bounded fixture was used.",
              "evidenceIds": []
            },
            {
              "id": "multimodal_input",
              "question": "Which models accept images, audio or files?",
              "support": "partial",
              "answer": "Document upload, vision-capable model image input and transcription are documented as separate routes; the docs do not provide a complete per-model Teams image/audio/file matrix.",
              "evidenceIds": [
                "typingmind:typingmind:chat-with-documents",
                "typingmind:typingmind:voice"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:set-up-api-keys",
            "typingmind:typingmind:release",
            "typingmind:typingmind:manage-ai-models",
            "typingmind:typingmind:restrict-model-access",
            "typingmind:typingmind:chat-with-documents",
            "typingmind:typingmind:voice"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:MOD-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The public changelog and exact agent model selection are documented; release-lag and removal notice remain unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "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? The dated changelog and model-selection docs were checked; last-three-release/provider lag measurements and a fixed advance deprecation-notice period were not established.",
              "evidenceIds": []
            },
            {
              "id": "changelog",
              "question": "Is there a dated public model changelog?",
              "support": "supported",
              "answer": "The public changelog contains dated model releases including Gemini 4 Argon on October 14, 2026.",
              "evidenceIds": [
                "dust:dust:changelog"
              ]
            },
            {
              "id": "deprecation_notice",
              "question": "How much notice is given before a model is removed?",
              "support": "unknown",
              "answer": "How much notice is given before a model is removed? The dated changelog and model-selection docs were checked; last-three-release/provider lag measurements and a fixed advance deprecation-notice period were not established.",
              "evidenceIds": []
            },
            {
              "id": "version_pinning",
              "question": "Can an admin keep an older model version?",
              "support": "partial",
              "answer": "An agent can select a specific model and keeps it until changed, subject to continued provider/workspace availability. No indefinite old-version entitlement is established.",
              "evidenceIds": [
                "dust:dust:models"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:changelog",
            "dust:dust:models"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:MOD-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dated model additions are public; release lag and removal guarantees remain unestablished.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "TypingMind Teams SaaS; Starter, Growth and Professional prerequisites stated per answer; Business quote not obtained",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "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? No matched first-party provider release dates for the last three releases, fixed deprecation-notice period or version-retention guarantee was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "changelog",
              "question": "Is there a dated public model changelog?",
              "support": "supported",
              "answer": "The public changelog dates model and Teams feature releases through October 14, 2026 in the retrieved page.",
              "evidenceIds": [
                "typingmind:typingmind:release"
              ]
            },
            {
              "id": "deprecation_notice",
              "question": "How much notice is given before a model is removed?",
              "support": "unknown",
              "answer": "How much notice is given before a model is removed? No matched first-party provider release dates for the last three releases, fixed deprecation-notice period or version-retention guarantee was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "version_pinning",
              "question": "Can an admin keep an older model version?",
              "support": "partial",
              "answer": "Customer custom-model endpoint configuration can name a provider model or deployment, but a contractual right to retain discontinued SaaS wrappers or provider versions is not established.",
              "evidenceIds": [
                "typingmind:typingmind:manage-ai-models",
                "typingmind:typingmind:azure-openai"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:release",
            "typingmind:typingmind:manage-ai-models",
            "typingmind:typingmind:azure-openai"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:MOD-03",
          "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": "typingmind",
          "claimId": "typingmind:MOD-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Teams uses customer provider keys; its Custom Admin documentation also describes Claude via the customer AWS Bedrock account.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas",
              "teams-selfhost"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams SaaS Starter/Growth/Professional custom-model setup; Bedrock Custom Admin route has no verified exact tier mapping. Separate Teams self-host licence for private endpoint configuration.",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": null,
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              },
              {
                "id": "teams-selfhost",
                "name": "Commercial self-hosted TypingMind Teams server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "own_api_keys",
              "question": "Can the customer use its own provider API keys?",
              "support": "supported",
              "answer": "Admins preset the organization’s provider keys. End users cannot supply separate personal keys in the Teams chat UI.",
              "evidenceIds": [
                "typingmind:typingmind:set-up-api-keys"
              ]
            },
            {
              "id": "own_cloud_contract",
              "question": "Can it use its own Azure OpenAI, Bedrock or Vertex deployment?",
              "support": "partial",
              "answer": "Teams documents Azure OpenAI custom-model setup. Its AWS Bedrock guide explicitly applies to TypingMind Custom Admin at custom.typingmind.com/manage and configures Claude via Bedrock using the customer AWS keys, region and approved model access. Exact Bedrock tier/current-model coverage and Vertex support remain unknown.",
              "evidenceIds": [
                "typingmind:typingmind:r2-teams-custom-models",
                "typingmind:typingmind:r3-custom-admin-bedrock",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "custom_endpoint",
              "question": "Can an admin add any OpenAI-compatible endpoint?",
              "support": "partial",
              "answer": "Teams Admin Panel supports Add Custom Model, naming Azure OpenAI, Hugging Face and Ollama. This does not establish an arbitrary-endpoint compatibility guarantee. Separately, commercial Teams self-host operators can enable otherwise-blocked private/localhost custom endpoints; connectivity and model feature parity were not tested.",
              "evidenceIds": [
                "typingmind:typingmind:r2-teams-custom-models",
                "typingmind:typingmind:r2-plan-matrix",
                "typingmind:typingmind:get-started-with-self-host-installation-instruct"
              ]
            },
            {
              "id": "byo_pricing",
              "question": "Does BYO change the licence price?",
              "support": "supported",
              "answer": "Teams subscription excludes API usage and requires customer keys; BYO is the standard paid model route, not an evidenced licence discount.",
              "evidenceIds": [
                "typingmind:typingmind:pricing",
                "typingmind:typingmind:set-up-api-keys"
              ]
            },
            {
              "id": "byo_restrictions",
              "question": "Which features stop working with BYO?",
              "support": "partial",
              "answer": "Capabilities depend on the selected model and provider API supporting files, tool use and related features; there is no complete feature-by-provider parity matrix.",
              "evidenceIds": [
                "typingmind:typingmind:manage-ai-models",
                "typingmind:typingmind:toolbox"
              ]
            }
          ],
          "limitations": [
            "Bedrock is documented for Custom Admin; no all-tier, all-Claude-model or self-host Bedrock entitlement is inferred. Provider-route feature parity was not tested."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:set-up-api-keys",
            "typingmind:typingmind:r2-teams-custom-models",
            "typingmind:typingmind:r3-custom-admin-bedrock",
            "typingmind:typingmind:r2-plan-matrix",
            "typingmind:typingmind:get-started-with-self-host-installation-instruct",
            "typingmind:typingmind:pricing",
            "typingmind:typingmind:manage-ai-models",
            "typingmind:typingmind:toolbox"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust: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": []
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:MOD-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Customer model endpoints are supported; optional self-host knowledge uses documented OpenAI embeddings.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "personal",
              "teams-saas",
              "teams-selfhost"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Personal app local-model guides; Teams SaaS custom-model setup on Starter/Growth/Professional; separate annual commercial Teams self-host package",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": null,
            "region": "Personal browser/local network; US/EU Teams SaaS; customer-selected self-host placement and external API routes",
            "os": [],
            "surfaces": [
              {
                "id": "personal",
                "name": "TypingMind personal browser app and PWA",
                "type": "web-app"
              },
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              },
              {
                "id": "teams-selfhost",
                "name": "Commercial self-hosted TypingMind Teams server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "self_hosted_chat",
              "question": "Can chat use a customer-hosted model?",
              "support": "partial",
              "answer": "Personal typingmind.com has Ollama and LM Studio guides. Teams-specific Admin Panel instructions independently name Ollama custom models, but do not establish the personal local-connection procedure for Teams SaaS. Commercial Teams self-host can explicitly enable private endpoints; no hosted-to-local connectivity fixture was run.",
              "evidenceIds": [
                "typingmind:typingmind:r2-teams-custom-models",
                "typingmind:typingmind:r2-plan-matrix",
                "typingmind:typingmind:ollama",
                "typingmind:typingmind:lmstudio",
                "typingmind:typingmind:get-started-with-self-host-installation-instruct"
              ]
            },
            {
              "id": "self_hosted_embeddings",
              "question": "Can retrieval use customer-hosted embeddings?",
              "support": "partial",
              "answer": "The optional KB module in the separately quoted annual Teams self-host package requires an OpenAI embeddings key and PostgreSQL pgvector. A customer-hosted embedding substitution is unverified. This is separate from personal local chat models.",
              "evidenceIds": [
                "typingmind:typingmind:get-started-with-self-host-installation-instruct",
                "typingmind:typingmind:cloud-host-vs-self-host"
              ]
            },
            {
              "id": "feature_parity",
              "question": "Which features fail with self-hosted models?",
              "support": "partial",
              "answer": "Toolbox needs a model capable of calling tools; other multimodal capabilities depend on the custom model. Complete parity and failure behaviour are undocumented.",
              "evidenceIds": [
                "typingmind:typingmind:toolbox",
                "typingmind:typingmind:manage-ai-models"
              ]
            },
            {
              "id": "vendor_hosted_open_models",
              "question": "Does the vendor host open-weight models in EU/CH?",
              "support": "unknown",
              "answer": "Does the vendor host open-weight models in EU/CH? No vendor-hosted open-weight EU/CH model service, supported embedding substitution or full self-host-model parity matrix was established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:r2-teams-custom-models",
            "typingmind:typingmind:r2-plan-matrix",
            "typingmind:typingmind:ollama",
            "typingmind:typingmind:lmstudio",
            "typingmind:typingmind:get-started-with-self-host-installation-instruct",
            "typingmind:typingmind:cloud-host-vs-self-host",
            "typingmind:typingmind:toolbox",
            "typingmind:typingmind:manage-ai-models"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:MOD-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Admins cap models by workspace, group and member, with explicit published-agent exceptions and credit limits.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "model_allowlist_by_group",
              "question": "Can admins limit models per group?",
              "support": "supported",
              "answer": "Model access ceilings apply to the workspace, groups or individuals and cover reasoning efforts as well as auto selections.",
              "evidenceIds": [
                "dust:dust:tiers"
              ]
            },
            {
              "id": "data_bound_models",
              "question": "Can admins restrict which models receive connector or knowledge content?",
              "support": "partial",
              "answer": "EU-only mode restricts all active agents and pickers to EU-hosted models. Spaces bound knowledge and agent access; arbitrary per-data-class model rules were not established.",
              "evidenceIds": [
                "dust:dust:eu-models",
                "dust:dust:spaces"
              ]
            },
            {
              "id": "default_model",
              "question": "Can admins set the default model?",
              "support": "supported",
              "answer": "Builders configure an agent default, which may be exact or Basic/Standard/Premium. Composer changes do not edit it for others.",
              "evidenceIds": [
                "dust:dust:models"
              ]
            },
            {
              "id": "user_limits",
              "question": "What per-user message or token limits apply, and are they published?",
              "support": "supported",
              "answer": "Free seats have 500 lifetime credits, Pro 8,000/month and Max 40,000/month, plus applicable shared-pool rules and member spend limits.",
              "evidenceIds": [
                "dust:dust:credits",
                "dust:dust:credit-management"
              ]
            },
            {
              "id": "limit_behaviour",
              "question": "What happens when a limit is reached?",
              "support": "supported",
              "answer": "Members block when applicable sources/caps are exhausted. A message begun under a cap can finish above it; new messages then block. A separate root-task checkpoint can pause at 600 AWU.",
              "evidenceIds": [
                "dust:dust:credit-management",
                "dust:dust:credits"
              ]
            }
          ],
          "limitations": [
            "No two-user enforcement test. Published agents can run above member tiers if the separate admin setting permits it."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:tiers",
            "dust:dust:eu-models",
            "dust:dust:spaces",
            "dust:dust:models",
            "dust:dust:credits",
            "dust:dust:credit-management"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:MOD-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Professional administrators govern model access and configurable consumption limits.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams Professional for governance; customer-configured limits",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "model_allowlist_by_group",
              "question": "Can admins limit models per group?",
              "support": "supported",
              "answer": "Admins restrict model availability by user group; the limits guide still points availability controls to the legacy model-limits section.",
              "evidenceIds": [
                "typingmind:typingmind:restrict-model-access",
                "typingmind:typingmind:usage-limits"
              ]
            },
            {
              "id": "data_bound_models",
              "question": "Can admins restrict which models receive connector or knowledge content?",
              "support": "partial",
              "answer": "Admins configure the models available to agents and their knowledge access. No content-classification or connector-label-based model egress rule was established.",
              "evidenceIds": [
                "typingmind:typingmind:roles-and-permissions",
                "typingmind:typingmind:connect-knowledge-base-to-your-ai-agents"
              ]
            },
            {
              "id": "default_model",
              "question": "Can admins set the default model?",
              "support": "unknown",
              "answer": "No Teams administrator control setting the default model for new chats was established. The October multi-model finalization default is a different feature; the plan matrix and model-management documents do not resolve this atom.",
              "evidenceIds": []
            },
            {
              "id": "user_limits",
              "question": "What per-user message or token limits apply, and are they published?",
              "support": "supported",
              "answer": "Reusable limit groups configure message, character and token limits per time period, across users/groups, models, agents and plugins. Published examples are admin settings, not plan-wide quotas.",
              "evidenceIds": [
                "typingmind:typingmind:usage-limits"
              ]
            },
            {
              "id": "limit_behaviour",
              "question": "What happens when a limit is reached?",
              "support": "partial",
              "answer": "Users see a configurable limitation notice and can inspect details. Exact block, downgrade, overshoot and reset semantics at exhaustion were not established.",
              "evidenceIds": [
                "typingmind:typingmind:usage-limits"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:restrict-model-access",
            "typingmind:typingmind:usage-limits",
            "typingmind:typingmind:roles-and-permissions",
            "typingmind:typingmind:connect-knowledge-base-to-your-ai-agents"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:KNOW-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Conversation files and code/OCR handling are documented; conflicting effective upload caps are explicitly unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "formats",
              "question": "Which formats are accepted?",
              "support": "supported",
              "answer": "Conversation uploads accept documents/PDF, text/code, Excel/CSV/TSV, images and supported audio. Direct video uploads are explicitly excluded by the limits FAQ.",
              "evidenceIds": [
                "dust:dust:files",
                "dust:dust:file-limits"
              ]
            },
            {
              "id": "limits",
              "question": "What size and count limits apply per file and chat?",
              "support": "unknown",
              "answer": "Effective image/audio/tabular maximums and file counts are unknown: Conversation Files lists5/25/50MB while File size limits lists20/100/350MB. Both mention50MB general data files, but neither resolves the actual current per-plan upload route. No logged-in upload test was performed.",
              "evidenceIds": []
            },
            {
              "id": "ocr",
              "question": "Are scanned PDFs read?",
              "support": "partial",
              "answer": "Computer documents OCR for English, French and mixed scans with page-level caveats. Drive connector itself ignores image-only files; upload to a conversation is the documented route.",
              "evidenceIds": [
                "dust:dust:computer",
                "dust:dust:drive"
              ]
            },
            {
              "id": "spreadsheets",
              "question": "Are Excel tables read with structure intact?",
              "support": "partial",
              "answer": "Computer can read, calculate and edit uploaded Excel with code. Formula/style preservation must be checked; no fixture fidelity result is available.",
              "evidenceIds": [
                "dust:dust:computer"
              ]
            },
            {
              "id": "full_vs_chunked",
              "question": "Is the whole file used or only retrieved parts, and does the user see which?",
              "support": "partial",
              "answer": "Conversation uploads are not indexed in workspace sources. Computer can inspect full files, while knowledge search retrieves relevant context; complete chunk visibility was not verified.",
              "evidenceIds": [
                "dust:dust:files",
                "dust:dust:computer",
                "dust:dust:search"
              ]
            }
          ],
          "limitations": [
            "No common PDF/scan/Excel/PowerPoint fixture run.",
            "Do not use either disputed cap set as the effective Business upload limit."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:files",
            "dust:dust:file-limits",
            "dust:dust:computer",
            "dust:dust:drive",
            "dust:dust:search"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:KNOW-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Document text can be attached to chat; full-context training files and RAG are distinct.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "TypingMind Teams SaaS; Starter, Growth and Professional prerequisites stated per answer; Business quote not obtained",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "formats",
              "question": "Which formats are accepted?",
              "support": "supported",
              "answer": "The chat guide lists PDF, Markdown, CSV, XLSX, TXT, DOCX, JSON and HTML. Images require a suitable vision model.",
              "evidenceIds": [
                "typingmind:typingmind:chat-with-documents"
              ]
            },
            {
              "id": "limits",
              "question": "What size and count limits apply per file and chat?",
              "support": "partial",
              "answer": "Chat uploads are bounded by the selected model’s context, but a numeric per-chat file-count/size limit was not established. The separate KB documents 50MB uploads.",
              "evidenceIds": [
                "typingmind:typingmind:chat-with-documents",
                "typingmind:typingmind:how-knowledge-base-works-in-typingmind-team"
              ]
            },
            {
              "id": "ocr",
              "question": "Are scanned PDFs read?",
              "support": "unknown",
              "answer": "Are scanned PDFs read? No scanned-PDF OCR accuracy, spreadsheet-preservation fixture or numerical ordinary-chat upload matrix was established.",
              "evidenceIds": []
            },
            {
              "id": "spreadsheets",
              "question": "Are Excel tables read with structure intact?",
              "support": "partial",
              "answer": "XLSX and CSV are accepted; Toolbox executes local Python/JavaScript analysis. Preservation of merged cells, formula results and workbook structure was not tested.",
              "evidenceIds": [
                "typingmind:typingmind:chat-with-documents",
                "typingmind:typingmind:toolbox"
              ]
            },
            {
              "id": "full_vs_chunked",
              "question": "Is the whole file used or only retrieved parts, and does the user see which?",
              "support": "supported",
              "answer": "Ordinary chat document text enters chat context and can later leave the model window; agent training files are injected into system context, while KB access retrieves relevant chunks. These are separate modes.",
              "evidenceIds": [
                "typingmind:typingmind:chat-with-documents",
                "typingmind:typingmind:training-files-vs-knowledge-base"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:chat-with-documents",
            "typingmind:typingmind:how-knowledge-base-works-in-typingmind-team",
            "typingmind:typingmind:toolbox",
            "typingmind:typingmind:training-files-vs-knowledge-base"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:KNOW-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Spaces persist shared knowledge and bind it to agent tools.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "persistent_collections",
              "question": "Can users keep document collections across chats?",
              "support": "supported",
              "answer": "Open and restricted Spaces retain connected sources, folders and other data across conversations.",
              "evidenceIds": [
                "dust:dust:spaces"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can collections be shared with users, groups or the whole organisation?",
              "support": "supported",
              "answer": "Open Spaces are workspace-wide; restricted Spaces have explicit members or provisioned groups.",
              "evidenceIds": [
                "dust:dust:spaces"
              ]
            },
            {
              "id": "size_limits",
              "question": "What are the collection limits?",
              "support": "partial",
              "answer": "Business supports five Spaces and Enterprise 100. Complete per-Space storage/document quotas were not established.",
              "evidenceIds": [
                "dust:dust:spaces"
              ]
            },
            {
              "id": "assistant_binding",
              "question": "Can collections be bound to an assistant?",
              "support": "supported",
              "answer": "An agent tool can use selected Space data; Space membership governs agent visibility and use.",
              "evidenceIds": [
                "dust:dust:spaces"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:spaces"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:KNOW-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Growth and above provide a tagged organization KB bound to agents; the technical guide still labels it Early Access.",
          "availability": "beta",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Growth/Professional: RAG and tagged agent KB; Professional additionally supplies group/resource visibility restrictions",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "persistent_collections",
              "question": "Can users keep document collections across chats?",
              "support": "supported",
              "answer": "The organization KB persists documents and connected data across conversations; this differs from temporary chat uploads and full-context agent training files.",
              "evidenceIds": [
                "typingmind:typingmind:get-started-with-knowledge-base",
                "typingmind:typingmind:training-files-vs-knowledge-base"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can collections be shared with users, groups or the whole organisation?",
              "support": "partial",
              "answer": "Growth/Professional support tagged KB data bound to agents. Per-user/group agent restrictions require Professional governance; these restrictions do not establish per-document source ACL mirroring.",
              "evidenceIds": [
                "typingmind:typingmind:connect-knowledge-base-to-your-ai-agents",
                "typingmind:typingmind:restrict-ai-agents-access",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "size_limits",
              "question": "What are the collection limits?",
              "support": "supported",
              "answer": "The KB guide states 50MB per upload and one million included training characters with extra capacity purchasable; indexed chunks are about 3,000 words and retrieval is up to five chunks.",
              "evidenceIds": [
                "typingmind:typingmind:how-knowledge-base-works-in-typingmind-team"
              ]
            },
            {
              "id": "assistant_binding",
              "question": "Can collections be bound to an assistant?",
              "support": "supported",
              "answer": "Knowledge Base Access in an agent selects tags identifying the accessible data.",
              "evidenceIds": [
                "typingmind:typingmind:connect-knowledge-base-to-your-ai-agents"
              ]
            }
          ],
          "limitations": [
            "Current plan matrix sells RAG in Growth/Professional, while the technical KB guide (updated2025-11-10) still labels it Early Access. No dated GA transition or tenant rollout was verified; findings retain beta/Early Access qualification.",
            "No source-user permission fixture was run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:get-started-with-knowledge-base",
            "typingmind:typingmind:training-files-vs-knowledge-base",
            "typingmind:typingmind:connect-knowledge-base-to-your-ai-agents",
            "typingmind:typingmind:restrict-ai-agents-access",
            "typingmind:typingmind:r2-plan-matrix",
            "typingmind:typingmind:how-knowledge-base-works-in-typingmind-team"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:KNOW-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Managed content connectors coexist with MCP tools and beta imports; Microsoft content indexing is account-scoped.",
          "availability": "generally-available",
          "delivery": "official-integration",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business: up to3 connections and5 remote MCP servers; Enterprise: unlimited connection/MCP packaging; beta imports identified separately",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "microsoft_365",
              "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?",
              "support": "partial",
              "answer": "The Microsoft connection syncs selected SharePoint drives/documents within the connecting account permissions. Teams-associated SharePoint content is described; this does not establish Outlook mail or all Teams messages as indexed sources.",
              "evidenceIds": [
                "dust:dust:microsoft"
              ]
            },
            {
              "id": "google_workspace",
              "question": "Which Google sources are connected?",
              "support": "partial",
              "answer": "Drive documents, Sheets, Slides and text PDFs can sync. Gmail is separately available as an MCP tool in the credits/tool catalog, not established as the same managed content index.",
              "evidenceIds": [
                "dust:dust:drive",
                "dust:dust:credits"
              ]
            },
            {
              "id": "atlassian",
              "question": "Confluence and Jira?",
              "support": "partial",
              "answer": "Confluence indexes selected global spaces, excluding restricted pages. Jira has a beta custom import and MCP tool route; do not count the beta import as a general managed connector.",
              "evidenceIds": [
                "dust:dust:confluence",
                "dust:dust:jira",
                "dust:dust:credits"
              ]
            },
            {
              "id": "other_systems",
              "question": "Which other business systems?",
              "support": "partial",
              "answer": "Documented routes include managed Slack/Notion/GitHub and Salesforce/Zendesk/Snowflake sources/tools. BigQuery specifically uses a dedicated-service-account table-query connection: Dust keeps metadata, not a synchronized table-content index; queries stay within the chosen BigQuery dataset location and Space admins select tables. General Business/Enterprise connection limits apply; a BigQuery-specific commercial add-on is not separately specified.",
              "evidenceIds": [
                "dust:dust:sources",
                "dust:dust:credits",
                "dust:dust:r2-bigquery",
                "dust:dust:pricing"
              ]
            },
            {
              "id": "on_prem_sources",
              "question": "Can on-prem file shares or databases be connected?",
              "support": "partial",
              "answer": "Admins can connect a customer-hosted MCP server at a reachable secured URL. This is tool access, not evidence of a native SMB/file-share connector or on-premises Dust deployment.",
              "evidenceIds": [
                "dust:dust:tools"
              ]
            },
            {
              "id": "connector_provider",
              "question": "Who builds and maintains each connector?",
              "support": "supported",
              "answer": "Dust manages built-in connections; external MCP servers can be vendor/community/customer hosted and authenticated separately.",
              "evidenceIds": [
                "dust:dust:permissions",
                "dust:dust:tools"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps.",
            "Managed sources, metadata/table-query connections, MCP tools and beta imports are separate routes; no all-systems managed-index promise."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:microsoft",
            "dust:dust:drive",
            "dust:dust:credits",
            "dust:dust:confluence",
            "dust:dust:jira",
            "dust:dust:sources",
            "dust:dust:r2-bigquery",
            "dust:dust:pricing",
            "dust:dust:tools",
            "dust:dust:permissions"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:KNOW-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Named knowledge integrations and extensible tools exist; broad source mentions lack enterprise permission detail.",
          "availability": "beta",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas",
              "teams-selfhost"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Growth/Professional SaaS RAG; separate annual commercial Teams self-host licence with optional KB and customer-managed connector credentials",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": null,
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              },
              {
                "id": "teams-selfhost",
                "name": "Commercial self-hosted TypingMind Teams server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "microsoft_365",
              "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?",
              "support": "partial",
              "answer": "The training-files comparison mentions OneDrive as a possible KB source; no retrieved setup guide establishes SharePoint, Outlook or Teams ingestion, permissions or maintenance.",
              "evidenceIds": [
                "typingmind:typingmind:training-files-vs-knowledge-base"
              ]
            },
            {
              "id": "google_workspace",
              "question": "Which Google sources are connected?",
              "support": "partial",
              "answer": "Growth/Professional SaaS RAG names Google Drive. In the separate commercial Teams self-host package, external KB connectors require the operator’s OAuth configuration. Gmail and the full Workspace source set remain unverified.",
              "evidenceIds": [
                "typingmind:typingmind:get-started-with-knowledge-base",
                "typingmind:typingmind:setup-external-connectors-for-knowledge-base",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "atlassian",
              "question": "Confluence and Jira?",
              "support": "unknown",
              "answer": "Confluence and Jira? No first-party Confluence/Jira connector setup, complete M365 connector matrix or maintained on-prem file-share connector was established.",
              "evidenceIds": []
            },
            {
              "id": "other_systems",
              "question": "Which other business systems?",
              "support": "supported",
              "answer": "KB documentation names Notion and GitHub; admins select Notion pages/databases. Separate MCP/HTTP plugins can query other systems without proving a maintained KB connector.",
              "evidenceIds": [
                "typingmind:typingmind:get-started-with-knowledge-base",
                "typingmind:typingmind:connect-with-your-notion-pages",
                "typingmind:typingmind:mcp"
              ]
            },
            {
              "id": "on_prem_sources",
              "question": "Can on-prem file shares or databases be connected?",
              "support": "partial",
              "answer": "Self-host operators can explicitly permit private custom-model/plugin/agent endpoints; custom database actions are described. A supported file-share crawler is not established.",
              "evidenceIds": [
                "typingmind:typingmind:get-started-with-self-host-installation-instruct",
                "typingmind:typingmind:overview"
              ]
            },
            {
              "id": "connector_provider",
              "question": "Who builds and maintains each connector?",
              "support": "partial",
              "answer": "TypingMind documents built-in KB setup; external self-host sources need operator-managed OAuth credentials and Firecrawl for web scraping. MCP servers and custom plugins have separate maintainers.",
              "evidenceIds": [
                "typingmind:typingmind:setup-external-connectors-for-knowledge-base",
                "typingmind:typingmind:mcp"
              ]
            }
          ],
          "limitations": [
            "Current plan matrix sells RAG in Growth/Professional, while the technical KB guide (updated2025-11-10) still labels it Early Access. No dated GA transition or tenant rollout was verified; findings retain beta/Early Access qualification.",
            "A reachable self-host plugin endpoint is not a native file-share crawler."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:training-files-vs-knowledge-base",
            "typingmind:typingmind:get-started-with-knowledge-base",
            "typingmind:typingmind:setup-external-connectors-for-knowledge-base",
            "typingmind:typingmind:r2-plan-matrix",
            "typingmind:typingmind:connect-with-your-notion-pages",
            "typingmind:typingmind:mcp",
            "typingmind:typingmind:get-started-with-self-host-installation-instruct",
            "typingmind:typingmind:overview"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:KNOW-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Knowledge access is documented through connection-account scope and Dust Spaces; per-user source-ACL mirroring is unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "source_permissions_respected",
              "question": "Are source permissions enforced per user?",
              "support": "partial",
              "answer": "Drive and Microsoft content available to Dust follows the connecting account and admin-selected data. Users then access agent knowledge through Space membership. Individual source ACL inheritance for each querying user was not established.",
              "evidenceIds": [
                "dust:dust:drive",
                "dust:dust:microsoft",
                "dust:dust:permissions"
              ]
            },
            {
              "id": "enforcement_point",
              "question": "Does the source system, a mirrored index or nothing enforce them?",
              "support": "supported",
              "answer": "Managed content is synchronized under the connection identity and gated through open/restricted Spaces; personal tool credentials are a separate per-user route.",
              "evidenceIds": [
                "dust:dust:permissions",
                "dust:dust:credentials"
              ]
            },
            {
              "id": "revocation_delay",
              "question": "How quickly does a removed permission take effect?",
              "support": "unknown",
              "answer": "How quickly does a removed permission take effect? No two-user restricted-document or revocation fixture was run. Checked connector/Space docs did not establish per-query source ACL mirrors, a source-permission revocation SLA, or Microsoft Purview-label enforcement.",
              "evidenceIds": []
            },
            {
              "id": "admin_scope_controls",
              "question": "Can admins exclude sites, folders or labels?",
              "support": "supported",
              "answer": "Admins choose connector folders/documents/sites and control restricted Space membership.",
              "evidenceIds": [
                "dust:dust:spaces",
                "dust:dust:microsoft"
              ]
            },
            {
              "id": "sensitivity_labels",
              "question": "Are Microsoft Purview or similar labels respected?",
              "support": "unknown",
              "answer": "Are Microsoft Purview or similar labels respected? No two-user restricted-document or revocation fixture was run. Checked connector/Space docs did not establish per-query source ACL mirrors, a source-permission revocation SLA, or Microsoft Purview-label enforcement.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Connector access through one account is not counted as demonstrated per-user source permission preservation."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:drive",
            "dust:dust:microsoft",
            "dust:dust:permissions",
            "dust:dust:credentials",
            "dust:dust:spaces"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:KNOW-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Documented access control is by tagged knowledge and agent/group visibility; per-user source ACL enforcement is unproven.",
          "availability": "beta",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Growth/Professional RAG data/tag selection; Professional adds group-based resource restrictions",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "source_permissions_respected",
              "question": "Are source permissions enforced per user?",
              "support": "unknown",
              "answer": "Are source permissions enforced per user? No two-user permission/revocation fixture, source ACL mirror, revocation SLA or Microsoft Purview-label enforcement documentation was retrieved. Do not equate agent access with source-user permissions.",
              "evidenceIds": []
            },
            {
              "id": "enforcement_point",
              "question": "Does the source system, a mirrored index or nothing enforce them?",
              "support": "partial",
              "answer": "Growth/Professional bind data tags to agents; Professional adds agent availability by user/group. This application-side mechanism does not establish synchronized source-user ACLs.",
              "evidenceIds": [
                "typingmind:typingmind:connect-knowledge-base-to-your-ai-agents",
                "typingmind:typingmind:restrict-ai-agents-access",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "revocation_delay",
              "question": "How quickly does a removed permission take effect?",
              "support": "unknown",
              "answer": "How quickly does a removed permission take effect? No two-user permission/revocation fixture, source ACL mirror, revocation SLA or Microsoft Purview-label enforcement documentation was retrieved. Do not equate agent access with source-user permissions.",
              "evidenceIds": []
            },
            {
              "id": "admin_scope_controls",
              "question": "Can admins exclude sites, folders or labels?",
              "support": "supported",
              "answer": "Admins choose the Notion pages/databases to ingest and select knowledge tags for each agent.",
              "evidenceIds": [
                "typingmind:typingmind:connect-with-your-notion-pages",
                "typingmind:typingmind:connect-knowledge-base-to-your-ai-agents"
              ]
            },
            {
              "id": "sensitivity_labels",
              "question": "Are Microsoft Purview or similar labels respected?",
              "support": "unknown",
              "answer": "Are Microsoft Purview or similar labels respected? No two-user permission/revocation fixture, source ACL mirror, revocation SLA or Microsoft Purview-label enforcement documentation was retrieved. Do not equate agent access with source-user permissions.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Current plan matrix sells RAG in Growth/Professional, while the technical KB guide (updated2025-11-10) still labels it Early Access. No dated GA transition or tenant rollout was verified; findings retain beta/Early Access qualification.",
            "No two-user source-permission or revocation fixture."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:connect-knowledge-base-to-your-ai-agents",
            "typingmind:typingmind:restrict-ai-agents-access",
            "typingmind:typingmind:r2-plan-matrix",
            "typingmind:typingmind:connect-with-your-notion-pages"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:KNOW-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Managed connectors copy and synchronize content, with source-specific refresh and deletion timing.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "live_or_indexed",
              "question": "Is content searched live or copied into an index?",
              "support": "supported",
              "answer": "Connections synchronize content into Dust; conversation uploads remain scoped to the chat. MCP tools can access live services separately.",
              "evidenceIds": [
                "dust:dust:permissions",
                "dust:dust:files",
                "dust:dust:tools"
              ]
            },
            {
              "id": "sync_interval",
              "question": "How often does an index refresh?",
              "support": "supported",
              "answer": "Microsoft describes five-minute sync cycles; Drive says a few minutes; Confluence describes event updates plus an approximate hourly check.",
              "evidenceIds": [
                "dust:dust:microsoft",
                "dust:dust:drive",
                "dust:dust:confluence"
              ]
            },
            {
              "id": "deletion_propagation",
              "question": "How quickly does a deleted document disappear?",
              "support": "partial",
              "answer": "Microsoft changes/deletions appear on a subsequent sync and large batches can take longer. Drive deletions occur during its sync. No measured end-to-end bound was tested.",
              "evidenceIds": [
                "dust:dust:microsoft",
                "dust:dust:drive"
              ]
            },
            {
              "id": "index_location",
              "question": "Where is indexed content stored?",
              "support": "partial",
              "answer": "Dust markets EU or US hosting; exact per-index country, cloud provider and backup location were not established.",
              "evidenceIds": [
                "dust:dust:security"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:permissions",
            "dust:dust:files",
            "dust:dust:tools",
            "dust:dust:microsoft",
            "dust:dust:drive",
            "dust:dust:confluence",
            "dust:dust:security"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:KNOW-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The KB indexes copies, refreshes connected content daily and uses selected SaaS or customer-hosted storage.",
          "availability": "beta",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas",
              "teams-selfhost"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Growth/Professional SaaS RAG; separately quoted annual Teams self-host licence and optional PostgreSQL KB",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": null,
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              },
              {
                "id": "teams-selfhost",
                "name": "Commercial self-hosted TypingMind Teams server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "live_or_indexed",
              "question": "Is content searched live or copied into an index?",
              "support": "supported",
              "answer": "RAG splits and embeds copied source text in a knowledge index; full-context training files and live custom tools are separate.",
              "evidenceIds": [
                "typingmind:typingmind:training-files-vs-knowledge-base"
              ]
            },
            {
              "id": "sync_interval",
              "question": "How often does an index refresh?",
              "support": "supported",
              "answer": "The KB guide describes daily connected-source refresh; Notion initial sync takes a few minutes. Neither is a permission-revocation guarantee.",
              "evidenceIds": [
                "typingmind:typingmind:how-knowledge-base-works-in-typingmind-team",
                "typingmind:typingmind:connect-with-your-notion-pages"
              ]
            },
            {
              "id": "deletion_propagation",
              "question": "How quickly does a deleted document disappear?",
              "support": "unknown",
              "answer": "How quickly does a deleted document disappear? Deleted-document propagation and exact SaaS index/backup location were not established.",
              "evidenceIds": []
            },
            {
              "id": "index_location",
              "question": "Where is indexed content stored?",
              "support": "partial",
              "answer": "Opt-in EU SaaS uses Vercel/AWS EU resources; optional self-host KB uses the operator’s PostgreSQL pgvector database and blob configuration. Exact SaaS index, backup and telemetry placement is not itemized.",
              "evidenceIds": [
                "typingmind:typingmind:eu-data-center",
                "typingmind:typingmind:get-started-with-self-host-installation-instruct"
              ]
            }
          ],
          "limitations": [
            "Current plan matrix sells RAG in Growth/Professional, while the technical KB guide (updated2025-11-10) still labels it Early Access. No dated GA transition or tenant rollout was verified; findings retain beta/Early Access qualification.",
            "No synchronization/deletion latency fixture."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:training-files-vs-knowledge-base",
            "typingmind:typingmind:how-knowledge-base-works-in-typingmind-team",
            "typingmind:typingmind:connect-with-your-notion-pages",
            "typingmind:typingmind:eu-data-center",
            "typingmind:typingmind:get-started-with-self-host-installation-instruct",
            "typingmind:typingmind:r2-plan-matrix",
            "typingmind:typingmind:cloud-host-vs-self-host"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:KNOW-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Knowledge and research tools cite sources; observed retrieval quality remains unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "citations",
              "question": "Are answers linked to specific sources?",
              "support": "supported",
              "answer": "Deep-dive documents citations to documents, web pages and data queries.",
              "evidenceIds": [
                "dust:dust:deep"
              ]
            },
            {
              "id": "citation_accuracy",
              "question": "Do the cited passages support the answer?",
              "support": "unknown",
              "answer": "Do the cited passages support the answer? No multilingual shared corpus or question set was run. Citation accuracy, cross-language retrieval success, no-answer behavior and correct-answer counts remain unmeasured; model multilingual ability is not a retrieval-quality 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? No multilingual shared corpus or question set was run. Citation accuracy, cross-language retrieval success, no-answer behavior and correct-answer counts remain unmeasured; model multilingual ability is not a retrieval-quality 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? No multilingual shared corpus or question set was run. Citation accuracy, cross-language retrieval success, no-answer behavior and correct-answer counts remain unmeasured; model multilingual ability is not a retrieval-quality 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? No multilingual shared corpus or question set was run. Citation accuracy, cross-language retrieval success, no-answer behavior and correct-answer counts remain unmeasured; model multilingual ability is not a retrieval-quality test.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:deep"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:KNOW-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Clickable source references are documented, but retrieval quality has no observed multilingual fixture.",
          "availability": "beta",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Growth/Professional SaaS RAG and reference display; model-followed instructions separate from retrieval guarantees",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "citations",
              "question": "Are answers linked to specific sources?",
              "support": "supported",
              "answer": "Admins may enable reference display for knowledge responses so users can follow source links.",
              "evidenceIds": [
                "typingmind:typingmind:get-started-with-knowledge-base"
              ]
            },
            {
              "id": "citation_accuracy",
              "question": "Do the cited passages support the answer?",
              "support": "unknown",
              "answer": "Do the cited passages support the answer? No shared German/French/English question set, source-support check, cross-language retrieval test or measured answer count was run.",
              "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? No shared German/French/English question set, source-support check, cross-language retrieval test or measured answer count was run.",
              "evidenceIds": []
            },
            {
              "id": "no_answer_behaviour",
              "question": "Does it say when the corpus has no answer?",
              "support": "partial",
              "answer": "Admins can instruct the model to refrain from answering when knowledge is insufficient; the system-prompt guide gives an example. This is prompt configuration, not a tested no-answer guarantee.",
              "evidenceIds": [
                "typingmind:typingmind:system-prompts-on-admin-panel"
              ]
            },
            {
              "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? No shared German/French/English question set, source-support check, cross-language retrieval test or measured answer count was run.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Current plan matrix sells RAG in Growth/Professional, while the technical KB guide (updated2025-11-10) still labels it Early Access. No dated GA transition or tenant rollout was verified; findings retain beta/Early Access qualification.",
            "No shared multilingual/citation-accuracy fixture."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:get-started-with-knowledge-base",
            "typingmind:typingmind:system-prompts-on-admin-panel",
            "typingmind:typingmind:r2-plan-matrix"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:KNOW-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Agent-specific private memory persists across chats and can be viewed or deleted.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "custom_instructions",
              "question": "Can users set persistent instructions?",
              "support": "partial",
              "answer": "Agent instructions persist in the agent configuration and saved memory can contain user preferences; a separate personal global-instructions setting was not established.",
              "evidenceIds": [
                "dust:dust:builder",
                "dust:dust:memory"
              ]
            },
            {
              "id": "cross_chat_memory",
              "question": "Does the product remember facts across chats?",
              "support": "supported",
              "answer": "The Memory tool retains user-specific information across conversations per agent.",
              "evidenceIds": [
                "dust:dust:memory"
              ]
            },
            {
              "id": "user_memory_controls",
              "question": "Can users view, edit and delete memories?",
              "support": "partial",
              "answer": "Users can view and delete agent memories, which persist until deletion. Direct editing or a global personal off switch was not established.",
              "evidenceIds": [
                "dust:dust:memory"
              ]
            },
            {
              "id": "admin_memory_controls",
              "question": "Can admins turn memory off?",
              "support": "unknown",
              "answer": "Can admins turn memory off? The Agent Memory and governance guides were checked; an admin-wide switch to disable all memory was not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:builder",
            "dust:dust:memory"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:KNOW-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Persistent agent and global admin instructions are documented; named-tier cross-chat memory and its controls remain unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams SaaS Starter/Growth/Professional instructions and shared agents; exact commercial entitlement for non-project memory and its controls unverified",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "custom_instructions",
              "question": "Can users set persistent instructions?",
              "support": "supported",
              "answer": "Persistent agent instructions and global admin instructions are documented; agents can include full-context training files.",
              "evidenceIds": [
                "typingmind:typingmind:system-prompts-on-admin-panel",
                "typingmind:typingmind:training-files-vs-knowledge-base"
              ]
            },
            {
              "id": "cross_chat_memory",
              "question": "Does the product remember facts across chats?",
              "support": "unknown",
              "answer": "The October 14 Teams release and Memory guide describe cross-chat memory, but no named Starter/Growth/Professional entitlement for that capability was established. The Growth/Professional Projects gate does not establish non-project memory availability.",
              "evidenceIds": []
            },
            {
              "id": "user_memory_controls",
              "question": "Can users view, edit and delete memories?",
              "support": "unknown",
              "answer": "The Memory guide describes saved-memory settings, but their named Teams tier entitlement and complete edit/delete behavior remain unverified. No personal-app control is inferred to be a Teams entitlement.",
              "evidenceIds": []
            },
            {
              "id": "admin_memory_controls",
              "question": "Can admins turn memory off?",
              "support": "unknown",
              "answer": "The October 14 Teams release describes an admin Memory switch, but the current plan matrix does not map it to a named tier. Organization-wide memory-control entitlement remains unknown.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Persistent instructions are distinct from learned cross-chat memory. The Memory guide and release do not establish its named-tier entitlement."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:system-prompts-on-admin-panel",
            "typingmind:typingmind:training-files-vs-knowledge-base",
            "typingmind:typingmind:release",
            "typingmind:typingmind:memory",
            "typingmind:typingmind:r2-plan-matrix"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:AGT-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Custom agents have instructions, models, knowledge and tools with group-governed creation and sharing.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "create_assistants",
              "question": "Can users create assistants with instructions, knowledge and tools?",
              "support": "supported",
              "answer": "Agent Builder configures instructions, models, knowledge and tools.",
              "evidenceIds": [
                "dust:dust:builder"
              ]
            },
            {
              "id": "creator_permissions",
              "question": "Can admins limit who creates them?",
              "support": "supported",
              "answer": "Create/publish agent and skill permissions can be Everyone, Groups or Admin only.",
              "evidenceIds": [
                "dust:dust:governance"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can assistants be shared with users, groups or everyone?",
              "support": "supported",
              "answer": "Agents and their knowledge access are controlled by sharing and Space memberships; group governance regulates publishing.",
              "evidenceIds": [
                "dust:dust:builder",
                "dust:dust:spaces",
                "dust:dust:governance"
              ]
            },
            {
              "id": "catalogue",
              "question": "Is there an internal assistant directory?",
              "support": "partial",
              "answer": "Published/shared agents and default agents are discoverable in the workspace; exact catalog configuration was not observed.",
              "evidenceIds": [
                "dust:dust:builder",
                "dust:dust:models"
              ]
            },
            {
              "id": "prompt_library",
              "question": "Are shared prompt templates available?",
              "support": "partial",
              "answer": "Reusable agents and skills package instructions, knowledge and tools. A separate legacy prompt-library feature is not assumed.",
              "evidenceIds": [
                "dust:dust:governance",
                "dust:dust:builder"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:builder",
            "dust:dust:governance",
            "dust:dust:spaces",
            "dust:dust:models"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:AGT-01",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Teams admins publish agents and prompts, with delegated creation permissions and group access.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Starter/Growth/Professional shared agents and prompts; Growth/Professional RAG; Professional delegated roles and resource visibility",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "create_assistants",
              "question": "Can users create assistants with instructions, knowledge and tools?",
              "support": "supported",
              "answer": "All SaaS tiers include shared agents and configured models/plugins; tagged RAG knowledge requires Growth/Professional.",
              "evidenceIds": [
                "typingmind:typingmind:build-a-shared-ai-agent-collection",
                "typingmind:typingmind:training-files-vs-knowledge-base",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "creator_permissions",
              "question": "Can admins limit who creates them?",
              "support": "supported",
              "answer": "Professional custom roles delegate AI Agent management separately from other Admin Panel permissions.",
              "evidenceIds": [
                "typingmind:typingmind:roles-and-permissions",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can assistants be shared with users, groups or everyone?",
              "support": "supported",
              "answer": "All tiers publish shared agent collections; Professional adds per-user/group resource restrictions.",
              "evidenceIds": [
                "typingmind:typingmind:build-a-shared-ai-agent-collection",
                "typingmind:typingmind:restrict-ai-agents-access",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "catalogue",
              "question": "Is there an internal assistant directory?",
              "support": "supported",
              "answer": "The shared agent collection is displayed in the team chat UI.",
              "evidenceIds": [
                "typingmind:typingmind:build-a-shared-ai-agent-collection"
              ]
            },
            {
              "id": "prompt_library",
              "question": "Are shared prompt templates available?",
              "support": "supported",
              "answer": "All SaaS tiers provide a shared prompt library; Professional adds per-user prompt visibility controls.",
              "evidenceIds": [
                "typingmind:typingmind:build-a-shared-prompt-library",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            }
          ],
          "limitations": [],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:build-a-shared-ai-agent-collection",
            "typingmind:typingmind:training-files-vs-knowledge-base",
            "typingmind:typingmind:r2-plan-matrix",
            "typingmind:typingmind:roles-and-permissions",
            "typingmind:typingmind:restrict-ai-agents-access",
            "typingmind:typingmind:build-a-shared-prompt-library"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:AGT-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dust supports built-in tools, customer MCP servers and personal or shared credentials.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "builtin_tools",
              "question": "Which tools are built in?",
              "support": "supported",
              "answer": "Documented tools include knowledge search, table queries, web search, Computer, images, speech and agent orchestration.",
              "evidenceIds": [
                "dust:dust:credits",
                "dust:dust:computer"
              ]
            },
            {
              "id": "custom_actions",
              "question": "Can admins add API actions?",
              "support": "supported",
              "answer": "Admins can connect customer-written MCP tools over secured publicly reachable URLs.",
              "evidenceIds": [
                "dust:dust:tools"
              ]
            },
            {
              "id": "mcp_client",
              "question": "Can it use remote MCP servers, and with what admin control?",
              "support": "supported",
              "answer": "Admins add remote MCP servers with automatic/static OAuth or bearer-token authentication and can restrict tools to skills.",
              "evidenceIds": [
                "dust:dust:tools"
              ]
            },
            {
              "id": "tool_auth",
              "question": "Do tools act as the user or as a shared account?",
              "support": "supported",
              "answer": "Shared credentials act as one service account; personal credentials use each user OAuth after initial admin setup.",
              "evidenceIds": [
                "dust:dust:credentials"
              ]
            },
            {
              "id": "tool_approval",
              "question": "Can admins approve or block tools, and can users confirm actions before they run?",
              "support": "partial",
              "answer": "Computer network domains can require user approval; dated connector releases describe approval for writes. A universal confirmation rule for every tool and unattended trigger was not established.",
              "evidenceIds": [
                "dust:dust:computer",
                "dust:dust:changelog"
              ]
            }
          ],
          "limitations": [
            "No external-tool call or access-boundary fixture was run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:credits",
            "dust:dust:computer",
            "dust:dust:tools",
            "dust:dust:credentials",
            "dust:dust:changelog"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:AGT-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Built-in plugins and custom HTTP/JavaScript/MCP tools are available; authentication varies by connector.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas",
              "personal"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams Starter/Growth/Professional plugins and remote MCP; Professional group restrictions; personal Private MCP Connector route separate",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": null,
            "region": "Remote server/provider regions depend on configuration; personal local MCP is not a verified Teams local route",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              },
              {
                "id": "personal",
                "name": "TypingMind personal browser app and PWA",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "builtin_tools",
              "question": "Which tools are built in?",
              "support": "supported",
              "answer": "Documented tools include Toolbox, web/deep research, image generation and voice services; optional third-party API keys may be required.",
              "evidenceIds": [
                "typingmind:typingmind:toolbox",
                "typingmind:typingmind:deep-research",
                "typingmind:typingmind:image",
                "typingmind:typingmind:voice"
              ]
            },
            {
              "id": "custom_actions",
              "question": "Can admins add API actions?",
              "support": "supported",
              "answer": "Custom actions can be implemented as JavaScript, HTTP actions or MCP integrations.",
              "evidenceIds": [
                "typingmind:typingmind:overview"
              ]
            },
            {
              "id": "mcp_client",
              "question": "Can it use remote MCP servers, and with what admin control?",
              "support": "partial",
              "answer": "Teams pricing lists MCP integration and the MCP guide explicitly gives Team OAuth callbacks and per-user/per-chat sessions for remote HTTP MCP. The Private MCP Connector and local terminal-command procedure are explicitly personal-app routes; Teams local MCP support is unverified.",
              "evidenceIds": [
                "typingmind:typingmind:mcp",
                "typingmind:typingmind:pricing",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "tool_auth",
              "question": "Do tools act as the user or as a shared account?",
              "support": "partial",
              "answer": "Teams remote MCP supports user OAuth and per-user sessions; separately configured plugins may use shared keys. The personal Private MCP Connector is not claimed for Teams.",
              "evidenceIds": [
                "typingmind:typingmind:mcp",
                "typingmind:typingmind:deep-research",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "tool_approval",
              "question": "Can admins approve or block tools, and can users confirm actions before they run?",
              "support": "partial",
              "answer": "Professional admins restrict plugin visibility/usage by group. The MCP guide allows tools to be disabled individually; a mandatory per-action side-effect confirmation policy and Teams local connector are unverified.",
              "evidenceIds": [
                "typingmind:typingmind:restrict-plugin-access",
                "typingmind:typingmind:mcp",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:toolbox",
            "typingmind:typingmind:deep-research",
            "typingmind:typingmind:image",
            "typingmind:typingmind:voice",
            "typingmind:typingmind:overview",
            "typingmind:typingmind:mcp",
            "typingmind:typingmind:pricing",
            "typingmind:typingmind:r2-plan-matrix",
            "typingmind:typingmind:restrict-plugin-access"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:AGT-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Agents can search the web and run multi-step Deep-dive research.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "web_search",
              "question": "Is web search available?",
              "support": "supported",
              "answer": "Web Search & Browse runs Google queries and reads result pages.",
              "evidenceIds": [
                "dust:dust:web"
              ]
            },
            {
              "id": "admin_toggle",
              "question": "Can admins disable it per organisation or group?",
              "support": "partial",
              "answer": "Web tools are selected in agent configuration; default Deep-dive can be disabled by admins. A universal per-group web-off rule was not established.",
              "evidenceIds": [
                "dust:dust:web",
                "dust:dust:deep"
              ]
            },
            {
              "id": "search_provider",
              "question": "Which search provider handles queries, and where?",
              "support": "partial",
              "answer": "The guide calls the search a Google query. The intermediary provider and countries handling queries/crawling were not established.",
              "evidenceIds": [
                "dust:dust:web"
              ]
            },
            {
              "id": "deep_research",
              "question": "Is multi-step research with a report available?",
              "support": "supported",
              "answer": "Deep-dive plans, spawns parallel specialists and produces a research report. It searches Company Data and cannot use Table Query.",
              "evidenceIds": [
                "dust:dust:deep"
              ]
            },
            {
              "id": "web_citations",
              "question": "Are web sources cited?",
              "support": "supported",
              "answer": "Deep-dive promises citations to web and company sources.",
              "evidenceIds": [
                "dust:dust:deep"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:web",
            "dust:dust:deep"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:AGT-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Deep Research is a configurable search/read/report plugin with separate provider accounts.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams plugin access on Starter/Growth/Professional; Professional for group availability/limits",
            "addOns": [
              "Customer SerpAPI and Firecrawl keys; model API charges"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "web_search",
              "question": "Is web search available?",
              "support": "supported",
              "answer": "The Deep Research plugin performs iterative web search and page reading.",
              "evidenceIds": [
                "typingmind:typingmind:deep-research"
              ]
            },
            {
              "id": "admin_toggle",
              "question": "Can admins disable it per organisation or group?",
              "support": "supported",
              "answer": "Professional admins restrict the research/search plugin to selected user groups through Plugin Access and Limits.",
              "evidenceIds": [
                "typingmind:typingmind:restrict-plugin-access",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "search_provider",
              "question": "Which search provider handles queries, and where?",
              "support": "partial",
              "answer": "This plugin requires SerpAPI for search and Firecrawl for page retrieval; processing countries for queries/content were not established.",
              "evidenceIds": [
                "typingmind:typingmind:deep-research"
              ]
            },
            {
              "id": "deep_research",
              "question": "Is multi-step research with a report available?",
              "support": "supported",
              "answer": "The plugin plans and iterates search/reading into a report, within its documented two-minute execution bound.",
              "evidenceIds": [
                "typingmind:typingmind:deep-research"
              ]
            },
            {
              "id": "web_citations",
              "question": "Are web sources cited?",
              "support": "partial",
              "answer": "The research plugin produces a sourced report, but link completeness and citation accuracy were not independently checked.",
              "evidenceIds": [
                "typingmind:typingmind:deep-research"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:deep-research",
            "typingmind:typingmind:restrict-plugin-access",
            "typingmind:typingmind:r2-plan-matrix"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:AGT-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Agents support schedules and webhook automation with admin-created event sources.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "workflow_builder",
              "question": "Is there a workflow or chain builder?",
              "support": "partial",
              "answer": "Agents orchestrate tools and sub-agents; external n8n and trigger workflows are documented. A separate visual multi-step chain canvas was not established.",
              "evidenceIds": [
                "dust:dust:deep",
                "dust:dust:triggers",
                "dust:dust:changelog"
              ]
            },
            {
              "id": "scheduled_tasks",
              "question": "Can prompts or assistants run on a schedule?",
              "support": "supported",
              "answer": "Agents can run on recurring schedules.",
              "evidenceIds": [
                "dust:dust:schedules"
              ]
            },
            {
              "id": "event_triggers",
              "question": "Can external events start a workflow?",
              "support": "supported",
              "answer": "Built-in webhook sources include GitHub, Jira, Linear, Zendesk and Fathom; signed custom webhooks are supported.",
              "evidenceIds": [
                "dust:dust:webhooks"
              ]
            },
            {
              "id": "builder_audience",
              "question": "Is building aimed at business users, IT or developers?",
              "support": "supported",
              "answer": "Admins connect event sources; builders/members attach filtered triggers in Agent Builder and can use natural-language trigger creation through Dust Default.",
              "evidenceIds": [
                "dust:dust:webhooks",
                "dust:dust:changelog"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:deep",
            "dust:dust:triggers",
            "dust:dust:changelog",
            "dust:dust:schedules",
            "dust:dust:webhooks"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:AGT-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The documented automation layer uses agents and plugins rather than an established visual scheduling system.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas",
              "teams-api"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams plugins/agents on Starter/Growth/Professional; Professional external REST API integration",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              },
              {
                "id": "teams-api",
                "name": "TypingMind Teams REST API",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "workflow_builder",
              "question": "Is there a workflow or chain builder?",
              "support": "partial",
              "answer": "Docs describe composing AI interactions with JavaScript/HTTP/MCP plugins and business automation examples. A visual DAG/chain builder was not established.",
              "evidenceIds": [
                "typingmind:typingmind:overview"
              ]
            },
            {
              "id": "scheduled_tasks",
              "question": "Can prompts or assistants run on a schedule?",
              "support": "unknown",
              "answer": "Can prompts or assistants run on a schedule? No native recurring scheduler, durable workflow engine or supported event trigger setup was established.",
              "evidenceIds": []
            },
            {
              "id": "event_triggers",
              "question": "Can external events start a workflow?",
              "support": "partial",
              "answer": "Professional external REST integration lets an external application call a Teams chat/agent API. This is a developer invocation route, not an established native managed trigger engine.",
              "evidenceIds": [
                "typingmind:typingmind:api-integration-overview",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "builder_audience",
              "question": "Is building aimed at business users, IT or developers?",
              "support": "supported",
              "answer": "Team users use shared agents; technical builders configure JavaScript/HTTP plugins and credentials. Professional custom roles delegate administration, and its API supports developer integrations.",
              "evidenceIds": [
                "typingmind:typingmind:overview",
                "typingmind:typingmind:roles-and-permissions",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:overview",
            "typingmind:typingmind:api-integration-overview",
            "typingmind:typingmind:r2-plan-matrix",
            "typingmind:typingmind:roles-and-permissions"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:AGT-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Multi-step agent work and visible Deep-dive progress are documented; safety controls depend on tool and trigger.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "agent_mode",
              "question": "Is there an agent mode for multi-step tasks?",
              "support": "supported",
              "answer": "Deep-dive plans, delegates and synthesizes, and Computer can execute deterministic file/code work.",
              "evidenceIds": [
                "dust:dust:deep",
                "dust:dust:computer"
              ]
            },
            {
              "id": "visible_steps",
              "question": "Are steps and tool calls shown?",
              "support": "supported",
              "answer": "Deep-dive documentation shows reasoning and sub-agent progress in real time.",
              "evidenceIds": [
                "dust:dust:deep"
              ]
            },
            {
              "id": "side_effect_confirmation",
              "question": "Must the user confirm actions with side effects?",
              "support": "partial",
              "answer": "Computer domains may require user approval and selected connector write actions ask for approval. Pods agents can also act without a human, so universal write confirmation is not claimed.",
              "evidenceIds": [
                "dust:dust:computer",
                "dust:dust:changelog",
                "dust:dust:pods"
              ]
            },
            {
              "id": "stop_control",
              "question": "Can the user stop a running task?",
              "support": "partial",
              "answer": "The 600-AWU root-task checkpoint offers Stop or Continue. A complete general stop/rollback behavior was not tested.",
              "evidenceIds": [
                "dust:dust:credits"
              ]
            }
          ],
          "limitations": [
            "No shared gather/documents/email fixture or side-effect audit was run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:deep",
            "dust:dust:computer",
            "dust:dust:changelog",
            "dust:dust:pods",
            "dust:dust:credits"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:AGT-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Multi-step tool workflows exist; universal side-effect confirmation and run controls remain unproven.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "TypingMind Teams SaaS; Starter, Growth and Professional prerequisites stated per answer; Business quote not obtained",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "agent_mode",
              "question": "Is there an agent mode for multi-step tasks?",
              "support": "supported",
              "answer": "The Deep Research plugin repeatedly searches/reads, and automation docs describe tool-driven multistep business actions.",
              "evidenceIds": [
                "typingmind:typingmind:deep-research",
                "typingmind:typingmind:overview"
              ]
            },
            {
              "id": "visible_steps",
              "question": "Are steps and tool calls shown?",
              "support": "partial",
              "answer": "The research workflow is described as iterative search and page reading, but a complete visible execution trace for all agents/tools was not established.",
              "evidenceIds": [
                "typingmind:typingmind:deep-research"
              ]
            },
            {
              "id": "side_effect_confirmation",
              "question": "Must the user confirm actions with side effects?",
              "support": "unknown",
              "answer": "Must the user confirm actions with side effects? No bounded run verified visible traces, stop behaviour, rollback or mandatory side-effect confirmation for all custom tools.",
              "evidenceIds": []
            },
            {
              "id": "stop_control",
              "question": "Can the user stop a running task?",
              "support": "unknown",
              "answer": "Can the user stop a running task? No bounded run verified visible traces, stop behaviour, rollback or mandatory side-effect confirmation for all custom tools.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:deep-research",
            "typingmind:typingmind:overview"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:AGT-06",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Dust offers conversation/knowledge APIs, enforceable API-key caps and OAuth MCP access.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "api"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business conversation API; Enterprise adds Data Source API per pricing; MCP subject to workspace enablement",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "api",
                "name": "Dust APIs and MCP server",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_api",
              "question": "Is there an API for chat and assistants?",
              "support": "supported",
              "answer": "Documented APIs retrieve/create conversations and messages with scoped API keys.",
              "evidenceIds": [
                "dust:dust:get-conversation",
                "dust:dust:api-keys"
              ]
            },
            {
              "id": "knowledge_api",
              "question": "Can documents be loaded through an API?",
              "support": "supported",
              "answer": "The data-source API upserts documents into scoped data sources.",
              "evidenceIds": [
                "dust:dust:upsert"
              ]
            },
            {
              "id": "api_governance",
              "question": "Do audit, budgets and model rules apply to API use?",
              "support": "supported",
              "answer": "Per-key caps reject further API usage at the limit. Model overrides obey workspace/tier rules; programmatic usage uses the workspace pool and does not count toward beta pooled group budgets.",
              "evidenceIds": [
                "dust:dust:api-keys",
                "dust:dust:models",
                "dust:dust:credit-management"
              ]
            },
            {
              "id": "mcp_server",
              "question": "Does the product expose itself to other agents over MCP?",
              "support": "supported",
              "answer": "Global and EU MCP URLs expose authorized Dust knowledge, conversations, agents, files and Pods via OAuth; admins can disable access and control redirects.",
              "evidenceIds": [
                "dust:dust:mcp-server"
              ]
            }
          ],
          "limitations": [],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:get-conversation",
            "dust:dust:api-keys",
            "dust:dust:upsert",
            "dust:dust:models",
            "dust:dust:credit-management",
            "dust:dust:mcp-server"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:AGT-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The Teams REST API creates chat/agent responses with governed api-users.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-api"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams Professional API integration",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": null,
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-api",
                "name": "TypingMind Teams REST API",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_api",
              "question": "Is there an API for chat and assistants?",
              "support": "supported",
              "answer": "Teams REST endpoints produce model or agent responses, including configured plugins, KB and MCP capabilities.",
              "evidenceIds": [
                "typingmind:typingmind:api-integration-overview"
              ]
            },
            {
              "id": "knowledge_api",
              "question": "Can documents be loaded through an API?",
              "support": "unknown",
              "answer": "Can documents be loaded through an API? The retrieved API overview did not establish a supported knowledge-upload API or an MCP server exposing TypingMind itself.",
              "evidenceIds": []
            },
            {
              "id": "api_governance",
              "question": "Do audit, budgets and model rules apply to API use?",
              "support": "partial",
              "answer": "An API key creates an api-user subject to the same user restrictions and usage limits. Complete audit coverage, currency budgets and all API routes were not established.",
              "evidenceIds": [
                "typingmind:typingmind:api-integration-overview"
              ]
            },
            {
              "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? The retrieved API overview did not establish a supported knowledge-upload API or an MCP server exposing TypingMind itself.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:api-integration-overview"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:WORK-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Web, browser extension and Teams access are documented; native desktop/mobile availability remains unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web",
              "extension"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              },
              {
                "id": "extension",
                "name": "Dust browser extension",
                "type": "browser-extension"
              }
            ]
          },
          "questions": [
            {
              "id": "web",
              "question": "Is a full web client available?",
              "support": "supported",
              "answer": "Dust provides the hosted web workspace, including the EU region.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:models"
              ]
            },
            {
              "id": "desktop_apps",
              "question": "Windows and macOS apps?",
              "support": "unknown",
              "answer": "Windows and macOS apps? The documentation index, extension page, pricing and integration guides were checked. Native Windows/macOS apps, iOS/Android SSO apps, managed MDM configuration and a mobile parity matrix were not established.",
              "evidenceIds": []
            },
            {
              "id": "mobile_apps",
              "question": "iOS and Android apps with SSO?",
              "support": "unknown",
              "answer": "iOS and Android apps with SSO? The documentation index, extension page, pricing and integration guides were checked. Native Windows/macOS apps, iOS/Android SSO apps, managed MDM configuration and a mobile parity matrix were not established.",
              "evidenceIds": []
            },
            {
              "id": "browser_extension",
              "question": "Is there a browser extension or sidebar?",
              "support": "supported",
              "answer": "The extension guide covers Chrome, Firefox and Chromium browsers.",
              "evidenceIds": [
                "dust:dust:browser"
              ]
            },
            {
              "id": "managed_deployment",
              "question": "Can IT deploy and configure clients through MDM?",
              "support": "unknown",
              "answer": "Can IT deploy and configure clients through MDM? The documentation index, extension page, pricing and integration guides were checked. Native Windows/macOS apps, iOS/Android SSO apps, managed MDM configuration and a mobile parity matrix were not established.",
              "evidenceIds": []
            },
            {
              "id": "client_feature_gaps",
              "question": "Which features are missing on mobile?",
              "support": "unknown",
              "answer": "Which features are missing on mobile? The documentation index, extension page, pricing and integration guides were checked. Native Windows/macOS apps, iOS/Android SSO apps, managed MDM configuration and a mobile parity matrix were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:models",
            "dust:dust:browser"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:WORK-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The primary client is a browser app; installable PWAs are documented separately from native apps.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas",
              "personal"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams SaaS Starter/Growth/Professional browser chat; PWA installation findings only for personal typingmind.com (licence feature gates separate)",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": null,
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              },
              {
                "id": "personal",
                "name": "TypingMind personal browser app and PWA",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "web",
              "question": "Is a full web client available?",
              "support": "supported",
              "answer": "Teams supplies a branded browser chat interface and separate Admin Panel.",
              "evidenceIds": [
                "typingmind:typingmind:typingmind-vs-typingmind-team"
              ]
            },
            {
              "id": "desktop_apps",
              "question": "Windows and macOS apps?",
              "support": "partial",
              "answer": "The personal typingmind.com app has browser-PWA installation instructions for Windows/macOS; this is not evidence of a Teams native desktop app or Teams PWA deployment entitlement.",
              "evidenceIds": [
                "typingmind:typingmind:install",
                "typingmind:typingmind:r2-personal-bulk-licence"
              ]
            },
            {
              "id": "mobile_apps",
              "question": "iOS and Android apps with SSO?",
              "support": "partial",
              "answer": "Personal typingmind.com can be added to iOS/Android home screens as a browser PWA. Teams Professional SSO is a separate entitlement; no Teams installable mobile client or mobile SSO fixture was verified.",
              "evidenceIds": [
                "typingmind:typingmind:install",
                "typingmind:typingmind:r2-personal-bulk-licence",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "browser_extension",
              "question": "Is there a browser extension or sidebar?",
              "support": "unknown",
              "answer": "Is there a browser extension or sidebar? No MDM packaging/configuration, supported browser sidebar/extension or mobile feature-parity matrix was established.",
              "evidenceIds": []
            },
            {
              "id": "managed_deployment",
              "question": "Can IT deploy and configure clients through MDM?",
              "support": "unknown",
              "answer": "Can IT deploy and configure clients through MDM? No MDM packaging/configuration, supported browser sidebar/extension or mobile feature-parity matrix was established.",
              "evidenceIds": []
            },
            {
              "id": "client_feature_gaps",
              "question": "Which features are missing on mobile?",
              "support": "unknown",
              "answer": "Which features are missing on mobile? No MDM packaging/configuration, supported browser sidebar/extension or mobile feature-parity matrix was established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:typingmind-vs-typingmind-team",
            "typingmind:typingmind:install",
            "typingmind:typingmind:r2-personal-bulk-licence",
            "typingmind:typingmind:r2-plan-matrix"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:WORK-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "An official Teams integration runs agents in Teams; document connectors do not imply Office add-ins.",
          "availability": "generally-available",
          "delivery": "official-integration",
          "scope": {
            "surfaceIds": [
              "teams"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "teams",
                "name": "Dust in Microsoft Teams",
                "type": "teams-app"
              }
            ]
          },
          "questions": [
            {
              "id": "word_excel_powerpoint",
              "question": "Does it work inside Word, Excel and PowerPoint?",
              "support": "unknown",
              "answer": "Does it work inside Word, Excel and PowerPoint? Teams and Microsoft connector guides were checked. Embedded assistance inside Word/Excel/PowerPoint, Outlook, Docs/Sheets/Gmail was not established; MCP tool access is recorded separately.",
              "evidenceIds": []
            },
            {
              "id": "outlook",
              "question": "Does it work inside Outlook?",
              "support": "unknown",
              "answer": "Does it work inside Outlook? Teams and Microsoft connector guides were checked. Embedded assistance inside Word/Excel/PowerPoint, Outlook, Docs/Sheets/Gmail was not established; MCP tool access is recorded separately.",
              "evidenceIds": []
            },
            {
              "id": "teams",
              "question": "Is there a Teams app or bot?",
              "support": "supported",
              "answer": "Dust in Teams has an official integration guide and admin setup.",
              "evidenceIds": [
                "dust:dust:teams"
              ]
            },
            {
              "id": "google_workspace_apps",
              "question": "Does it work inside Docs, Sheets or Gmail?",
              "support": "unknown",
              "answer": "Does it work inside Docs, Sheets or Gmail? Teams and Microsoft connector guides were checked. Embedded assistance inside Word/Excel/PowerPoint, Outlook, Docs/Sheets/Gmail was not established; MCP tool access is recorded separately.",
              "evidenceIds": []
            },
            {
              "id": "licence_prerequisites",
              "question": "Which licences or consents are needed?",
              "support": "partial",
              "answer": "The Teams guide requires integration/admin authorization in a Dust workspace. Extra Microsoft/Dust licence charges were not established.",
              "evidenceIds": [
                "dust:dust:teams"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:teams"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind: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": []
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:WORK-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Agents can perform language work, but document-translation fidelity and controlled terminology are untested.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "document_translation",
              "question": "Can whole documents be translated with formatting kept?",
              "support": "unknown",
              "answer": "Can whole documents be translated with formatting kept? Builder, file-processing and language documentation were checked. Whole-document translation with layout retention, a dedicated engine, company glossaries, formality/de-CH controls and DE-to-FR/IT fixture outcomes were not established.",
              "evidenceIds": []
            },
            {
              "id": "translation_engine",
              "question": "Which engine translates?",
              "support": "unknown",
              "answer": "Which engine translates? Builder, file-processing and language documentation were checked. Whole-document translation with layout retention, a dedicated engine, company glossaries, formality/de-CH controls and DE-to-FR/IT fixture outcomes were not established.",
              "evidenceIds": []
            },
            {
              "id": "glossaries",
              "question": "Are company glossaries supported?",
              "support": "unknown",
              "answer": "Are company glossaries supported? Builder, file-processing and language documentation were checked. Whole-document translation with layout retention, a dedicated engine, company glossaries, formality/de-CH controls and DE-to-FR/IT fixture outcomes were 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? Builder, file-processing and language documentation were checked. Whole-document translation with layout retention, a dedicated engine, company glossaries, formality/de-CH controls and DE-to-FR/IT fixture outcomes were not established.",
              "evidenceIds": []
            },
            {
              "id": "writing_tools",
              "question": "Are dedicated rewrite and proofreading tools available?",
              "support": "partial",
              "answer": "Configurable agent instructions and Computer document editing support writing workflows; a separate dedicated proofreading product was not established.",
              "evidenceIds": [
                "dust:dust:builder",
                "dust:dust:computer"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:builder",
            "dust:dust:computer"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:WORK-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Configurable model instructions support writing workflows; dedicated translation fidelity is unestablished.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "TypingMind Teams SaaS; Starter, Growth and Professional prerequisites stated per answer; Business quote not obtained",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "document_translation",
              "question": "Can whole documents be translated with formatting kept?",
              "support": "unknown",
              "answer": "Can whole documents be translated with formatting kept? No whole-document formatting-preserving translation fixture, company glossary engine or Swiss language-quality test was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "translation_engine",
              "question": "Which engine translates?",
              "support": "partial",
              "answer": "Writing/translation prompts are handled by the customer-selected LLM; no separate translation engine or formatting-preserving document pipeline was established.",
              "evidenceIds": [
                "typingmind:typingmind:manage-ai-models",
                "typingmind:typingmind:system-prompts-on-admin-panel"
              ]
            },
            {
              "id": "glossaries",
              "question": "Are company glossaries supported?",
              "support": "unknown",
              "answer": "Are company glossaries supported? No whole-document formatting-preserving translation fixture, company glossary engine or Swiss language-quality test was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "formality_and_variants",
              "question": "Can formality and regional variants (de-CH) be set?",
              "support": "partial",
              "answer": "Global and agent instructions can specify tone and language, but no dedicated de-CH/formality switch or quality guarantee was established.",
              "evidenceIds": [
                "typingmind:typingmind:system-prompts-on-admin-panel"
              ]
            },
            {
              "id": "writing_tools",
              "question": "Are dedicated rewrite and proofreading tools available?",
              "support": "partial",
              "answer": "Shared prompts and marketing-writing workflows support rewriting tasks; a dedicated proofreading interface and correction-quality fixture were not established.",
              "evidenceIds": [
                "typingmind:typingmind:build-a-shared-prompt-library",
                "typingmind:typingmind:ad-creative-generator"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:manage-ai-models",
            "typingmind:typingmind:system-prompts-on-admin-panel",
            "typingmind:typingmind:build-a-shared-prompt-library",
            "typingmind:typingmind:ad-creative-generator"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:WORK-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Image tools use reference images and parallel generation; exact model and output-right terms need further evidence.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "image_generation",
              "question": "Can users generate images, with which models?",
              "support": "partial",
              "answer": "Image Generation is a configurable agent capability with SynthID-marked output. The exact current model identifier is not named in the checked guide.",
              "evidenceIds": [
                "dust:dust:images"
              ]
            },
            {
              "id": "image_editing",
              "question": "Can users edit uploaded images?",
              "support": "partial",
              "answer": "Uploaded and prior generated images can be used as references, with up to 14 references. Precise inpainting/masking controls were not established.",
              "evidenceIds": [
                "dust:dust:images"
              ]
            },
            {
              "id": "admin_control",
              "question": "Can admins restrict image generation?",
              "support": "partial",
              "answer": "Builders enable image tools in an agent, while group governance controls who creates/publishes agents. A separate organization/group image-off switch was not established.",
              "evidenceIds": [
                "dust:dust:images",
                "dust:dust:governance"
              ]
            },
            {
              "id": "usage_terms",
              "question": "What usage rights apply to output?",
              "support": "unknown",
              "answer": "What usage rights apply to output? The image guide and legal entry points were checked. Current model identifier, per-image tariff and contractual output usage rights were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:images",
            "dust:dust:governance"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:WORK-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "GPT Image generation and editing use customer API credentials and controllable plugins.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams plugin access on Starter/Growth/Professional; Professional for group-based image-plugin governance",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "image_generation",
              "question": "Can users generate images, with which models?",
              "support": "supported",
              "answer": "The GPT Image 2.5 plugin documents image generation through the customer’s OpenAI API.",
              "evidenceIds": [
                "typingmind:typingmind:image"
              ]
            },
            {
              "id": "image_editing",
              "question": "Can users edit uploaded images?",
              "support": "supported",
              "answer": "The October 2 changelog says GPT Image editing accepts any image in a chat, including attachments and artifact images.",
              "evidenceIds": [
                "typingmind:typingmind:release",
                "typingmind:typingmind:image"
              ]
            },
            {
              "id": "admin_control",
              "question": "Can admins restrict image generation?",
              "support": "partial",
              "answer": "Professional admins restrict the image plugin by user group. Coverage of every provider-native image route remains unverified.",
              "evidenceIds": [
                "typingmind:typingmind:restrict-plugin-access",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "usage_terms",
              "question": "What usage rights apply to output?",
              "support": "partial",
              "answer": "The Terms say users own their content, subject to provider terms. No independent clearance of third-party rights or all model-provider output licences was performed.",
              "evidenceIds": [
                "typingmind:typingmind:terms-of-service"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:image",
            "typingmind:typingmind:release",
            "typingmind:typingmind:restrict-plugin-access",
            "typingmind:typingmind:r2-plan-matrix",
            "typingmind:typingmind:terms-of-service"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:WORK-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Speech generation and meeting-transcript integrations are documented; live voice and Swiss German recognition remain unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "dictation",
              "question": "Can users dictate prompts?",
              "support": "unknown",
              "answer": "Can users dictate prompts? Speech, upload and meeting guides were checked. Prompt dictation, live two-way voice, Swiss German accuracy and audio-processing countries were not established.",
              "evidenceIds": []
            },
            {
              "id": "read_aloud",
              "question": "Can answers be read aloud?",
              "support": "partial",
              "answer": "Speech Generator converts written text to MP3 audio with selectable voices/languages; a one-click read-aloud mode for all responses was not established.",
              "evidenceIds": [
                "dust:dust:speech"
              ]
            },
            {
              "id": "voice_conversation",
              "question": "Is a live voice mode available?",
              "support": "unknown",
              "answer": "Is a live voice mode available? Speech, upload and meeting guides were checked. Prompt dictation, live two-way voice, Swiss German accuracy and audio-processing countries were not established.",
              "evidenceIds": []
            },
            {
              "id": "meeting_summaries",
              "question": "Are meetings transcribed and summarised?",
              "support": "supported",
              "answer": "Connected Granola/Fathom/Gong/Praiz transcripts can feed summaries; private Gong transcripts are excluded. This is not a native meeting recorder claim.",
              "evidenceIds": [
                "dust:dust:meetings"
              ]
            },
            {
              "id": "swiss_german_speech",
              "question": "Is Swiss German speech recognised?",
              "support": "unknown",
              "answer": "Is Swiss German speech recognised? Speech, upload and meeting guides were checked. Prompt dictation, live two-way voice, Swiss German accuracy and audio-processing countries were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:speech",
            "dust:dust:meetings"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:WORK-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dictation, read-aloud and audio-summary workflows are documented; live meetings and Swiss German quality are unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "TypingMind Teams SaaS; Starter, Growth and Professional prerequisites stated per answer; Business quote not obtained",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "dictation",
              "question": "Can users dictate prompts?",
              "support": "supported",
              "answer": "Dictation uses browser speech recognition or customer OpenAI Whisper, Groq or Azure transcription credentials; Teams admins configure keys.",
              "evidenceIds": [
                "typingmind:typingmind:voice"
              ]
            },
            {
              "id": "read_aloud",
              "question": "Can answers be read aloud?",
              "support": "supported",
              "answer": "Browser speech, ElevenLabs or OpenAI TTS reads answers aloud with playback/autoplay controls.",
              "evidenceIds": [
                "typingmind:typingmind:tts"
              ]
            },
            {
              "id": "voice_conversation",
              "question": "Is a live voice mode available?",
              "support": "unknown",
              "answer": "Is a live voice mode available? No full-duplex live voice mode, Swiss German audio fixture or native meeting-attendance integration was established.",
              "evidenceIds": []
            },
            {
              "id": "meeting_summaries",
              "question": "Are meetings transcribed and summarised?",
              "support": "partial",
              "answer": "The meeting-summarizer workflow uses recorded audio transcription and LLM summaries; Whisper upload is capped at 25MB. No live meeting bot or diarization quality test was established.",
              "evidenceIds": [
                "typingmind:typingmind:meeting-summarizer",
                "typingmind:typingmind:voice"
              ]
            },
            {
              "id": "swiss_german_speech",
              "question": "Is Swiss German speech recognised?",
              "support": "unknown",
              "answer": "Is Swiss German speech recognised? No full-duplex live voice mode, Swiss German audio fixture or native meeting-attendance integration was established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:voice",
            "typingmind:typingmind:tts",
            "typingmind:typingmind:meeting-summarizer"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:WORK-06",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Computer executes analysis and creates real Office files; Frames provide editable interactive output.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "data_analysis",
              "question": "Can it analyse spreadsheets with executed code?",
              "support": "supported",
              "answer": "Computer executes code to inspect and transform Excel/CSV, compute every-row results and return edited workbooks.",
              "evidenceIds": [
                "dust:dust:computer"
              ]
            },
            {
              "id": "charts",
              "question": "Can it produce charts?",
              "support": "supported",
              "answer": "Computer documents chart generation from spreadsheet data and inclusion in reports/decks.",
              "evidenceIds": [
                "dust:dust:computer"
              ]
            },
            {
              "id": "office_file_output",
              "question": "Can it create Word, Excel or PowerPoint files?",
              "support": "supported",
              "answer": "Computer creates/edits Word, Excel and PowerPoint files and returns downloadable artifacts, with fidelity caveats.",
              "evidenceIds": [
                "dust:dust:computer"
              ]
            },
            {
              "id": "canvas_editing",
              "question": "Is there a document or canvas editor for iterating on output?",
              "support": "supported",
              "answer": "Frames are persistent interactive content that can be revised through agents and shared.",
              "evidenceIds": [
                "dust:dust:frames"
              ]
            }
          ],
          "limitations": [
            "No Excel/PowerPoint fixture or artifact fidelity test. File Generation is deprecated in favor of Computer as of October 14, 2026."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:computer",
            "dust:dust:frames"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:WORK-06",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Toolbox executes code locally and produces charts and Office documents; Growth includes Canvas.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams Growth/Professional for Canvas; Toolbox on tool-capable models with separate API usage",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "data_analysis",
              "question": "Can it analyse spreadsheets with executed code?",
              "support": "supported",
              "answer": "Toolbox runs Python/JavaScript in the browser, including tabular analysis libraries. Network is disabled by default; analysis is not a vendor EU code-execution guarantee.",
              "evidenceIds": [
                "typingmind:typingmind:toolbox"
              ]
            },
            {
              "id": "charts",
              "question": "Can it produce charts?",
              "support": "supported",
              "answer": "Toolbox supports chart generation with Plotly and Bokeh.",
              "evidenceIds": [
                "typingmind:typingmind:toolbox"
              ]
            },
            {
              "id": "office_file_output",
              "question": "Can it create Word, Excel or PowerPoint files?",
              "support": "supported",
              "answer": "Toolbox creates/edits documents, spreadsheets, presentations and PDFs, including Office formats.",
              "evidenceIds": [
                "typingmind:typingmind:toolbox"
              ]
            },
            {
              "id": "canvas_editing",
              "question": "Is there a document or canvas editor for iterating on output?",
              "support": "supported",
              "answer": "The Teams plan comparison lists Canvas and Artifacts for Growth and Professional.",
              "evidenceIds": [
                "typingmind:typingmind:compare-typingmind-team-plans"
              ]
            }
          ],
          "limitations": [],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:toolbox",
            "typingmind:typingmind:compare-typingmind-team-plans"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:WORK-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Pods provide shared team conversations, files and tasks; source-sharing effects still need testing.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "share_chats",
              "question": "Can chats be shared inside the organisation?",
              "support": "supported",
              "answer": "Pod conversations are visible to all members, who can contribute.",
              "evidenceIds": [
                "dust:dust:pod-chats"
              ]
            },
            {
              "id": "team_spaces",
              "question": "Are shared projects or workspaces available?",
              "support": "supported",
              "answer": "Open/Restricted Pods group conversations, files and tasks; restricted access is invite-only.",
              "evidenceIds": [
                "dust:dust:pods"
              ]
            },
            {
              "id": "group_chat",
              "question": "Can several people chat together with the AI?",
              "support": "supported",
              "answer": "Teammates and agents participate in the same Pod thread and can be mentioned.",
              "evidenceIds": [
                "dust:dust:pod-chats"
              ]
            },
            {
              "id": "share_permission_boundary",
              "question": "Does sharing respect the recipient's access to sources?",
              "support": "partial",
              "answer": "All Pod members read conversation contents. Spaces restrict source/agent use and personal tools act under their user; recipient-safe redaction of previously generated text was not established.",
              "evidenceIds": [
                "dust:dust:pod-chats",
                "dust:dust:permissions",
                "dust:dust:credentials"
              ]
            }
          ],
          "limitations": [
            "No cross-group sharing fixture. Do not infer source-ACL propagation from Pod membership."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pod-chats",
            "dust:dust:pods",
            "dust:dust:permissions",
            "dust:dust:credentials"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:WORK-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Shared agents and prompt libraries are documented, but collaborative project/chat boundaries are not established.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "TypingMind Teams SaaS; Starter, Growth and Professional prerequisites stated per answer; Business quote not obtained",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "share_chats",
              "question": "Can chats be shared inside the organisation?",
              "support": "unknown",
              "answer": "Can chats be shared inside the organisation? No Teams-specific shared-chat recipient ACL/redaction guarantee, simultaneous multi-person AI conversation or source-permission sharing fixture was established.",
              "evidenceIds": []
            },
            {
              "id": "team_spaces",
              "question": "Are shared projects or workspaces available?",
              "support": "partial",
              "answer": "Teams share an agent catalogue and prompt library; project-scoped memory is documented. Shared project membership and cross-user workspace semantics were not established.",
              "evidenceIds": [
                "typingmind:typingmind:build-a-shared-ai-agent-collection",
                "typingmind:typingmind:build-a-shared-prompt-library",
                "typingmind:typingmind:release"
              ]
            },
            {
              "id": "group_chat",
              "question": "Can several people chat together with the AI?",
              "support": "unknown",
              "answer": "Can several people chat together with the AI? No Teams-specific shared-chat recipient ACL/redaction guarantee, simultaneous multi-person AI conversation or source-permission sharing fixture was established.",
              "evidenceIds": []
            },
            {
              "id": "share_permission_boundary",
              "question": "Does sharing respect the recipient's access to sources?",
              "support": "unknown",
              "answer": "Does sharing respect the recipient's access to sources? No Teams-specific shared-chat recipient ACL/redaction guarantee, simultaneous multi-person AI conversation or source-permission sharing fixture was established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:build-a-shared-ai-agent-collection",
            "typingmind:typingmind:build-a-shared-prompt-library",
            "typingmind:typingmind:release"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:WORK-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "German and French UI releases are documented alongside English, with remaining English areas.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "ui_languages",
              "question": "Which UI languages are offered?",
              "support": "supported",
              "answer": "October 21, 2026 release adds German; October 16 adds French alongside English US/UK, across product, Frames, extension, Sidekick and Slack/Teams.",
              "evidenceIds": [
                "dust:dust:changelog"
              ]
            },
            {
              "id": "dach_language_quality",
              "question": "Are German, French and Italian UIs complete and natural?",
              "support": "partial",
              "answer": "Release notes explicitly leave agent/skill names and instructions in English. German/French naturalness and completeness were not observed; Italian UI was not established.",
              "evidenceIds": [
                "dust:dust:changelog"
              ]
            },
            {
              "id": "accessibility_statement",
              "question": "Is there a WCAG conformance statement?",
              "support": "unknown",
              "answer": "Is there a WCAG conformance statement? The dated locale announcements were checked; Italian UI and a WCAG conformance statement/report were not established.",
              "evidenceIds": []
            },
            {
              "id": "admin_ui_languages",
              "question": "Is the admin interface available in German?",
              "support": "partial",
              "answer": "Admins can set a workspace default language. A complete German admin-screen walkthrough was not observed.",
              "evidenceIds": [
                "dust:dust:changelog"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:changelog"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:WORK-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Multilingual capability is advertised without a verified DACH UI or accessibility matrix.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "TypingMind Teams SaaS; Starter, Growth and Professional prerequisites stated per answer; Business quote not obtained",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "ui_languages",
              "question": "Which UI languages are offered?",
              "support": "partial",
              "answer": "Teams plan documentation advertises a multilingual chat interface and a public translation collaboration project exists. A complete current language list was not established.",
              "evidenceIds": [
                "typingmind:typingmind:compare-typingmind-team-plans",
                "typingmind:typingmind:translations"
              ]
            },
            {
              "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? No complete German/French/Italian UI review, German Admin Panel guarantee, WCAG conformance statement or assistive-technology fixture was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "accessibility_statement",
              "question": "Is there a WCAG conformance statement?",
              "support": "unknown",
              "answer": "Is there a WCAG conformance statement? No complete German/French/Italian UI review, German Admin Panel guarantee, WCAG conformance statement or assistive-technology fixture was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "admin_ui_languages",
              "question": "Is the admin interface available in German?",
              "support": "unknown",
              "answer": "Is the admin interface available in German? No complete German/French/Italian UI review, German Admin Panel guarantee, WCAG conformance statement or assistive-technology fixture was retrieved.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:compare-typingmind-team-plans",
            "typingmind:typingmind:translations"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:ADM-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "SAML SSO can be enforced; Business offers it from five seats on demand.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "sso_protocols",
              "question": "Which SSO protocols and identity providers work?",
              "support": "supported",
              "answer": "SAML SSO is documented, with Okta, Entra ID and JumpCloud named on pricing. Enterprise marketing also names OIDC; a full provider/protocol matrix was not verified.",
              "evidenceIds": [
                "dust:dust:sso",
                "dust:dust:pricing",
                "dust:dust:enterprise"
              ]
            },
            {
              "id": "sso_plan",
              "question": "Which plan includes SSO?",
              "support": "supported",
              "answer": "Business pricing lists SSO for 5+ seats on demand; Enterprise includes it.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            },
            {
              "id": "mfa",
              "question": "Can MFA be enforced?",
              "support": "partial",
              "answer": "Enforced SAML routes sign-in through the IdP. Specific MFA enforcement behavior was not tested or established in the checked setup guide.",
              "evidenceIds": [
                "dust:dust:sso"
              ]
            },
            {
              "id": "conditional_access",
              "question": "Do Entra conditional-access policies apply?",
              "support": "unknown",
              "answer": "Do Entra conditional-access policies apply? SSO and plan guides were checked; conditional-access compatibility and verified-domain capture/migration semantics were not established.",
              "evidenceIds": []
            },
            {
              "id": "domain_capture",
              "question": "Can the company claim its email domain?",
              "support": "unknown",
              "answer": "Can the company claim its email domain? SSO and plan guides were checked; conditional-access compatibility and verified-domain capture/migration semantics were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "No self-serve SSO login test."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:sso",
            "dust:dust:pricing",
            "dust:dust:enterprise"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:ADM-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Teams Professional provides SAML SSO and OAuth/OIDC options.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams Professional identity features",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "sso_protocols",
              "question": "Which SSO protocols and identity providers work?",
              "support": "supported",
              "answer": "SAML SSO accepts IdP metadata and multiple connections; OAuth/OIDC includes Microsoft, Google and custom provider configuration.",
              "evidenceIds": [
                "typingmind:typingmind:sso",
                "typingmind:typingmind:o-auth-2-0"
              ]
            },
            {
              "id": "sso_plan",
              "question": "Which plan includes SSO?",
              "support": "supported",
              "answer": "The plan comparison places SSO/OAuth and Directory Sync in Professional.",
              "evidenceIds": [
                "typingmind:typingmind:compare-typingmind-team-plans"
              ]
            },
            {
              "id": "mfa",
              "question": "Can MFA be enforced?",
              "support": "partial",
              "answer": "The DPA security measures mention MFA and SSO; documented tenant-level enforcement settings and IdP MFA propagation were not verified.",
              "evidenceIds": [
                "typingmind:typingmind:data-processing-agreement"
              ]
            },
            {
              "id": "conditional_access",
              "question": "Do Entra conditional-access policies apply?",
              "support": "unknown",
              "answer": "Do Entra conditional-access policies apply? No Entra conditional-access test or verified-domain capture/mandatory login policy was established.",
              "evidenceIds": []
            },
            {
              "id": "domain_capture",
              "question": "Can the company claim its email domain?",
              "support": "unknown",
              "answer": "Can the company claim its email domain? No Entra conditional-access test or verified-domain capture/mandatory login policy was established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:sso",
            "typingmind:typingmind:o-auth-2-0",
            "typingmind:typingmind:compare-typingmind-team-plans",
            "typingmind:typingmind:data-processing-agreement"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:ADM-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise SCIM and group roles are documented, with specific annual-seat reclaim behavior.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Enterprise for SCIM; seat-management differences stated",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "scim",
              "question": "Is SCIM provisioning supported?",
              "support": "supported",
              "answer": "SCIM 2.0 creates, updates and deactivates users from an IdP as an Enterprise feature.",
              "evidenceIds": [
                "dust:dust:provision"
              ]
            },
            {
              "id": "group_sync",
              "question": "Are identity-provider groups synced?",
              "support": "supported",
              "answer": "Provisioned IdP groups govern Space access and can map to Admin/Manager roles.",
              "evidenceIds": [
                "dust:dust:provision",
                "dust:dust:spaces"
              ]
            },
            {
              "id": "jit_provisioning",
              "question": "Are users created at first login?",
              "support": "unknown",
              "answer": "Are users created at first login? Provisioning and seat docs were checked. First-login JIT creation and complete leaver-data transfer were not established.",
              "evidenceIds": []
            },
            {
              "id": "deprovisioning",
              "question": "What happens to a removed user's data and shared assets?",
              "support": "partial",
              "answer": "SCIM deactivates users; removal/reassignment affects seats but exact chat/agent/knowledge ownership transfer was not tested.",
              "evidenceIds": [
                "dust:dust:provision",
                "dust:dust:seats"
              ]
            },
            {
              "id": "seat_assignment",
              "question": "Can admins assign and reclaim seats?",
              "support": "supported",
              "answer": "Admins assign seat types independent of roles. Unassigned members cannot interact with agents; annual seats return to stock, and already-granted credits can persist to period end.",
              "evidenceIds": [
                "dust:dust:seats"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:provision",
            "dust:dust:spaces",
            "dust:dust:seats"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:ADM-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Professional supports SCIM, group sync and JIT; OAuth revocation alone does not remove a seat.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams Professional Directory Sync; distinguish SCIM suspension from OAuth revocation",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "scim",
              "question": "Is SCIM provisioning supported?",
              "support": "supported",
              "answer": "SCIM v2 creates, updates and suspends users from a compatible IdP.",
              "evidenceIds": [
                "typingmind:typingmind:scim"
              ]
            },
            {
              "id": "group_sync",
              "question": "Are identity-provider groups synced?",
              "support": "supported",
              "answer": "Directory Sync assigns users to corresponding groups received from the identity provider.",
              "evidenceIds": [
                "typingmind:typingmind:scim"
              ]
            },
            {
              "id": "jit_provisioning",
              "question": "Are users created at first login?",
              "support": "supported",
              "answer": "OAuth login can create a user on first sign-in and consumes an available seat; creation fails without a free seat.",
              "evidenceIds": [
                "typingmind:typingmind:o-auth-2-0"
              ]
            },
            {
              "id": "deprovisioning",
              "question": "What happens to a removed user's data and shared assets?",
              "support": "partial",
              "answer": "SCIM suspends users; separate OAuth docs warn that revoking IdP authorization alone does not remove an existing user, requiring admin removal. Shared asset ownership, deletion and session-revocation timing are not established.",
              "evidenceIds": [
                "typingmind:typingmind:scim",
                "typingmind:typingmind:o-auth-2-0"
              ]
            },
            {
              "id": "seat_assignment",
              "question": "Can admins assign and reclaim seats?",
              "support": "partial",
              "answer": "Admins invite/manage users and JIT consumes purchased seats. Exact seat reclamation timing, licence proration and asset transfer were not established.",
              "evidenceIds": [
                "typingmind:typingmind:invite-team-members",
                "typingmind:typingmind:o-auth-2-0"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:scim",
            "typingmind:typingmind:o-auth-2-0",
            "typingmind:typingmind:invite-team-members"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:ADM-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dust separates Admin, Manager, Member and group-manager permissions and supports restricted knowledge spaces.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_roles",
              "question": "Which admin roles exist, and can admin rights be delegated?",
              "support": "supported",
              "answer": "Admins control all governance; Managers delegate member/group/usage administration; group managers administer selected groups.",
              "evidenceIds": [
                "dust:dust:governance"
              ]
            },
            {
              "id": "groups",
              "question": "Can permissions be set per group?",
              "support": "supported",
              "answer": "Permissions go to manual or provisioned groups using Everyone, Groups or Admin-only modes. Multiple grants combine additively.",
              "evidenceIds": [
                "dust:dust:governance"
              ]
            },
            {
              "id": "feature_toggles",
              "question": "Which features can be switched on or off per group?",
              "support": "partial",
              "answer": "Group controls cover agent/skill creation and publishing, automation charging, billing/security and model ceilings. An exhaustive per-feature toggle matrix for uploads/web/images was not established.",
              "evidenceIds": [
                "dust:dust:governance",
                "dust:dust:tiers"
              ]
            },
            {
              "id": "multi_entity",
              "question": "Can subsidiaries or departments be separated within one contract?",
              "support": "partial",
              "answer": "Restricted Spaces and Pods separate audiences inside a workspace; separate legal/subsidiary tenant boundaries within one contract were not established.",
              "evidenceIds": [
                "dust:dust:spaces",
                "dust:dust:pods"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:governance",
            "dust:dust:tiers",
            "dust:dust:spaces",
            "dust:dust:pods"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:ADM-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Custom admin roles and user groups provide delegated management and feature availability controls.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams Professional custom roles, resource groups and usage limits",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_roles",
              "question": "Which admin roles exist, and can admin rights be delegated?",
              "support": "supported",
              "answer": "Default Admin has highest permissions. Owners create custom roles for models, plugins, agents, reporting, billing, users, keys, KB and portal settings. Users may hold multiple roles; the former Content Moderator preset was removed.",
              "evidenceIds": [
                "typingmind:typingmind:roles-and-permissions"
              ]
            },
            {
              "id": "groups",
              "question": "Can permissions be set per group?",
              "support": "supported",
              "answer": "User groups govern resource visibility and limits. Admin roles are assigned to individual members; assigning roles to groups is still described as coming soon.",
              "evidenceIds": [
                "typingmind:typingmind:roles-and-permissions",
                "typingmind:typingmind:create-and-manage-user-groups"
              ]
            },
            {
              "id": "feature_toggles",
              "question": "Which features can be switched on or off per group?",
              "support": "supported",
              "answer": "Professional provides model, agent and plugin group availability/usage controls through resource Access/Limit settings; the plan matrix separately lists per-user prompt visibility. CSS/themes are excluded from this permission finding.",
              "evidenceIds": [
                "typingmind:typingmind:restrict-model-access",
                "typingmind:typingmind:restrict-ai-agents-access",
                "typingmind:typingmind:restrict-plugin-access",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "multi_entity",
              "question": "Can subsidiaries or departments be separated within one contract?",
              "support": "unknown",
              "answer": "Can subsidiaries or departments be separated within one contract? No multi-subsidiary legal/entity separation, independent subtenant keys or consolidated contract administration was established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:roles-and-permissions",
            "typingmind:typingmind:create-and-manage-user-groups",
            "typingmind:typingmind:restrict-model-access",
            "typingmind:typingmind:restrict-ai-agents-access",
            "typingmind:typingmind:restrict-plugin-access",
            "typingmind:typingmind:r2-plan-matrix"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:ADM-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Consumption analytics has detailed attribution and exports without message content.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "adoption_dashboard",
              "question": "Is there an adoption dashboard?",
              "support": "partial",
              "answer": "Pricing lists usage/adoption reporting; the Analytics guide focuses on credit consumption and attribution rather than a complete active-user adoption scorecard.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:analytics"
              ]
            },
            {
              "id": "breakdowns",
              "question": "Can usage be broken down by group, model, feature and assistant?",
              "support": "supported",
              "answer": "Analytics filters/ranks agents, members, groups, models, tools, sources, API keys, skills and Pods. Group attribution may count a member in several groups.",
              "evidenceIds": [
                "dust:dust:analytics"
              ]
            },
            {
              "id": "export",
              "question": "Can usage data be exported?",
              "support": "supported",
              "answer": "Raw CSV consumption export and API analytics export are documented, with workspace enablement and key-scope restrictions.",
              "evidenceIds": [
                "dust:dust:analytics"
              ]
            },
            {
              "id": "privacy_modes",
              "question": "Can per-person reporting be limited or pseudonymised?",
              "support": "partial",
              "answer": "Analytics exports omit message content, but contain member/message/conversation identifiers. Pseudonymous or works-council privacy modes were not established.",
              "evidenceIds": [
                "dust:dust:analytics"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:analytics"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:ADM-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Teams analytics reports adoption and consumption, including identifiable user breakdowns.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams Professional analytics",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "adoption_dashboard",
              "question": "Is there an adoption dashboard?",
              "support": "supported",
              "answer": "Dashboard counts active users, messages, conversations, characters and estimated tokens over a selected period.",
              "evidenceIds": [
                "typingmind:typingmind:chatbot-analytics"
              ]
            },
            {
              "id": "breakdowns",
              "question": "Can usage be broken down by group, model, feature and assistant?",
              "support": "supported",
              "answer": "Reporting filters by user, group, model and agent; a complete per-feature cost map was not established.",
              "evidenceIds": [
                "typingmind:typingmind:chatbot-analytics"
              ]
            },
            {
              "id": "export",
              "question": "Can usage data be exported?",
              "support": "partial",
              "answer": "Charts can be downloaded; a complete raw usage ledger export format was not established.",
              "evidenceIds": [
                "typingmind:typingmind:chatbot-analytics"
              ]
            },
            {
              "id": "privacy_modes",
              "question": "Can per-person reporting be limited or pseudonymised?",
              "support": "unknown",
              "answer": "Can per-person reporting be limited or pseudonymised? No pseudonymised reporting mode or enforceable per-person aggregation threshold was established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:chatbot-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": "dust",
          "claimId": "dust:ADM-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Credit plans offer consumption visibility, member limits and plan-specific pooled budgets, with programmatic exceptions.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_visibility",
              "question": "Can admins see cost or consumption per user and group?",
              "support": "supported",
              "answer": "Analytics and Credits show consumed credits by member, group, model, tool and agent. Credits are not assumed to be invoice currency.",
              "evidenceIds": [
                "dust:dust:analytics",
                "dust:dust:credit-management"
              ]
            },
            {
              "id": "budgets",
              "question": "Can budgets be set per user or group?",
              "support": "supported",
              "answer": "Members have shared-pool spend limits; beta group budgets require Enterprise Pooled. Programmatic monthly and API-key caps are separate.",
              "evidenceIds": [
                "dust:dust:credit-management",
                "dust:dust:api-keys"
              ]
            },
            {
              "id": "budget_enforcement",
              "question": "Does reaching a budget alert, block or downgrade?",
              "support": "supported",
              "answer": "Pool limits/group budgets block further requests; an in-progress message can finish above its starting cap. API calls reject at per-key caps. Optional automatic seat upgrades may increase billed subscriptions.",
              "evidenceIds": [
                "dust:dust:credit-management",
                "dust:dust:api-keys"
              ]
            },
            {
              "id": "chargeback",
              "question": "Can costs be exported per cost centre?",
              "support": "partial",
              "answer": "Consumption CSV includes groups and identifiers, but group attribution can duplicate usage and is not a guaranteed invoice-ready cost-center chargeback.",
              "evidenceIds": [
                "dust:dust:analytics"
              ]
            }
          ],
          "limitations": [
            "Group budgets are beta and exclude programmatic usage. No budget fixture test."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:analytics",
            "dust:dust:credit-management",
            "dust:dust:api-keys"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:ADM-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Admins can inspect estimated consumption and set token/message limits; monetary budgets are unestablished.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams Professional; API charges billed directly by customer providers",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_visibility",
              "question": "Can admins see cost or consumption per user and group?",
              "support": "partial",
              "answer": "Analytics shows estimated token and character usage per user/group/model/agent. Customer model bills remain external; reconciled currency cost is not established.",
              "evidenceIds": [
                "typingmind:typingmind:chatbot-analytics"
              ]
            },
            {
              "id": "budgets",
              "question": "Can budgets be set per user or group?",
              "support": "partial",
              "answer": "Admins configure reusable token/message/character limits for users/groups and resources, rather than an evidenced currency-denominated budget.",
              "evidenceIds": [
                "typingmind:typingmind:usage-limits"
              ]
            },
            {
              "id": "budget_enforcement",
              "question": "Does reaching a budget alert, block or downgrade?",
              "support": "partial",
              "answer": "Users are shown applicable limits, but hard monetary blocking, alerts, downgrade and in-flight overshoot semantics were not established.",
              "evidenceIds": [
                "typingmind:typingmind:usage-limits"
              ]
            },
            {
              "id": "chargeback",
              "question": "Can costs be exported per cost centre?",
              "support": "unknown",
              "answer": "Can costs be exported per cost centre? No cost-centre chargeback ledger or exact monetary budget-enforcement documentation was retrieved.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:chatbot-analytics",
            "typingmind:typingmind:usage-limits"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:ADM-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise has documented event logs and SIEM delivery; content logging and legal hold remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web",
              "api"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Enterprise",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              },
              {
                "id": "api",
                "name": "Dust APIs and MCP server",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_events",
              "question": "Are admin and security events logged?",
              "support": "supported",
              "answer": "Enterprise Audit Logs record significant admin/security, user, API-key, system and tool events with timestamps, targets and actor metadata.",
              "evidenceIds": [
                "dust:dust:audit"
              ]
            },
            {
              "id": "content_logging",
              "question": "Can prompts and answers be retained for compliance, and is it configurable?",
              "support": "unknown",
              "answer": "Can prompts and answers be retained for compliance, and is it configurable? Audit, analytics and public legal entry points were checked. Prompt/response compliance capture, eDiscovery/legal hold and detailed log-integrity implementation/retention contract were not established.",
              "evidenceIds": []
            },
            {
              "id": "siem_export",
              "question": "Can logs stream to a SIEM or be exported?",
              "support": "supported",
              "answer": "CSV export and continuous destinations include Datadog, Splunk, S3, GCS and custom HTTPS.",
              "evidenceIds": [
                "dust:dust:audit"
              ]
            },
            {
              "id": "ediscovery",
              "question": "Are eDiscovery and legal hold supported?",
              "support": "unknown",
              "answer": "Are eDiscovery and legal hold supported? Audit, analytics and public legal entry points were checked. Prompt/response compliance capture, eDiscovery/legal hold and detailed log-integrity implementation/retention contract were not established.",
              "evidenceIds": []
            },
            {
              "id": "log_retention",
              "question": "How long are logs kept?",
              "support": "partial",
              "answer": "Enterprise marketing states 365-day audit retention; no underlying report/contract or configurable retention details were retrieved.",
              "evidenceIds": [
                "dust:dust:enterprise"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:audit",
            "dust:dust:enterprise"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:ADM-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Optional chat recording exposes prompts and answers to authorized admins with retention and JSON export.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams Professional chat logs; logging must be enabled",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_events",
              "question": "Are admin and security events logged?",
              "support": "unknown",
              "answer": "Are admin and security events logged? No first-party security/admin event catalogue, legal hold or eDiscovery workflow was established.",
              "evidenceIds": []
            },
            {
              "id": "content_logging",
              "question": "Can prompts and answers be retained for compliance, and is it configurable?",
              "support": "supported",
              "answer": "Record all chats is opt-in and off by default; authorized Admin Panel roles can view saved user prompts and model responses.",
              "evidenceIds": [
                "typingmind:typingmind:view-and-export-user-chat-logs",
                "typingmind:typingmind:export-chat-logs",
                "typingmind:typingmind:roles-and-permissions"
              ]
            },
            {
              "id": "siem_export",
              "question": "Can logs stream to a SIEM or be exported?",
              "support": "partial",
              "answer": "An API exports recorded chats as JSON, last 100 matching conversations per request with date filtering. Native SIEM streaming and complete audit-event export were not established.",
              "evidenceIds": [
                "typingmind:typingmind:export-chat-logs"
              ]
            },
            {
              "id": "ediscovery",
              "question": "Are eDiscovery and legal hold supported?",
              "support": "unknown",
              "answer": "Are eDiscovery and legal hold supported? No first-party security/admin event catalogue, legal hold or eDiscovery workflow was established.",
              "evidenceIds": []
            },
            {
              "id": "log_retention",
              "question": "How long are logs kept?",
              "support": "partial",
              "answer": "Admins set chat retention and old records are permanently deleted. A default duration and separate admin/security log retention were not established.",
              "evidenceIds": [
                "typingmind:typingmind:view-and-export-user-chat-logs"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:view-and-export-user-chat-logs",
            "typingmind:typingmind:export-chat-logs",
            "typingmind:typingmind:roles-and-permissions"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust: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": "typingmind",
          "claimId": "typingmind: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": []
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:ADM-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Agents have persistent instructions and workspace governance; broad enforced content-policy administration is unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "org_instructions",
              "question": "Can admins set organisation-wide instructions?",
              "support": "partial",
              "answer": "Admins/builders configure agent instructions; an enforced single organization-wide instruction applied to every agent/message was not established.",
              "evidenceIds": [
                "dust:dust:builder",
                "dust:dust:governance"
              ]
            },
            {
              "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? Agent, governance and security pages were checked. Mandatory usage-policy acknowledgement and administrator policy-violation reporting were not established.",
              "evidenceIds": []
            },
            {
              "id": "content_filters",
              "question": "Are content filters configurable?",
              "support": "partial",
              "answer": "Image Generation documents NSFW/celebrity safety filtering. Custom organization-wide topic/content rules were not established.",
              "evidenceIds": [
                "dust:dust:images"
              ]
            },
            {
              "id": "violation_reporting",
              "question": "Are policy hits visible to admins?",
              "support": "unknown",
              "answer": "Are policy hits visible to admins? Agent, governance and security pages were checked. Mandatory usage-policy acknowledgement and administrator policy-violation reporting were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:builder",
            "dust:dust:governance",
            "dust:dust:images"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:ADM-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Global instructions can govern chat behaviour, but policy acceptance and violation reporting remain unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams SaaS global instructions; Professional for group/resource plugin restrictions",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "org_instructions",
              "question": "Can admins set organisation-wide instructions?",
              "support": "supported",
              "answer": "Admins set hidden global system instructions, few-shot examples and post-message reminders across chats and agents.",
              "evidenceIds": [
                "typingmind:typingmind:system-prompts-on-admin-panel"
              ]
            },
            {
              "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? No mandatory policy-acceptance record, enforcement-grade content filter or admin policy-hit report was established.",
              "evidenceIds": []
            },
            {
              "id": "content_filters",
              "question": "Are content filters configurable?",
              "support": "partial",
              "answer": "Admins configure model-followed instructions; Professional separately restricts plugin availability by group. Neither establishes deterministic PII/content filtering or a policy-enforcement engine.",
              "evidenceIds": [
                "typingmind:typingmind:system-prompts-on-admin-panel",
                "typingmind:typingmind:restrict-plugin-access",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "violation_reporting",
              "question": "Are policy hits visible to admins?",
              "support": "unknown",
              "answer": "Are policy hits visible to admins? No mandatory policy-acceptance record, enforcement-grade content filter or admin policy-hit report was established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:system-prompts-on-admin-panel",
            "typingmind:typingmind:restrict-plugin-access",
            "typingmind:typingmind:r2-plan-matrix"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:DATA-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "EU workspace and EU model controls are distinct from general hosting and global subprocessing.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "storage_region",
              "question": "Where are chats, files and indexes stored?",
              "support": "partial",
              "answer": "Pricing/security advertise EU or US workspace hosting. Exact cloud provider, storage country and index location were not established.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:security"
              ]
            },
            {
              "id": "inference_region",
              "question": "Where do model calls run, per provider?",
              "support": "supported",
              "answer": "EU credit-priced workspaces using Dust-hosted models can enable EU-hosted models only after all active agents comply. BYOK is outside this setting; not every model is eligible.",
              "evidenceIds": [
                "dust:dust:eu-models"
              ]
            },
            {
              "id": "backups_logs_region",
              "question": "Where are backups, logs and telemetry?",
              "support": "unknown",
              "answer": "Where are backups, logs and telemetry? Hosting, EU-model and privacy pages were checked. Backup/log/telemetry countries, customer-content support-access geography and Swiss hosting were not established.",
              "evidenceIds": []
            },
            {
              "id": "support_access_region",
              "question": "From where can vendor staff access data?",
              "support": "partial",
              "answer": "The controller privacy policy permits non-EEA access/processing including the US; it does not establish customer-content support access by staff country.",
              "evidenceIds": [
                "dust:dust:privacy"
              ]
            },
            {
              "id": "swiss_hosting",
              "question": "Is Swiss hosting available?",
              "support": "unknown",
              "answer": "Is Swiss hosting available? Hosting, EU-model and privacy pages were checked. Backup/log/telemetry countries, customer-content support-access geography and Swiss hosting were not established.",
              "evidenceIds": []
            },
            {
              "id": "residency_plan",
              "question": "Which plan or option provides residency?",
              "support": "supported",
              "answer": "Business and Enterprise list EU/US residency; EU-only model restrictions additionally require EU region and credit pricing with Dust model hosting.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:eu-models"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:security",
            "dust:dust:eu-models",
            "dust:dust:privacy"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:DATA-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "EU SaaS storage is optional; inference, tools and support are separate residency questions.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas",
              "teams-selfhost"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "TypingMind Teams SaaS; Starter, Growth and Professional prerequisites stated per answer; Business quote not obtained",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": null,
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              },
              {
                "id": "teams-selfhost",
                "name": "Commercial self-hosted TypingMind Teams server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "storage_region",
              "question": "Where are chats, files and indexes stored?",
              "support": "partial",
              "answer": "Teams offers US and opt-in EU instances. The EU guide names Vercel web hosting and AWS database resources; exact file/index/backup components are not fully enumerated.",
              "evidenceIds": [
                "typingmind:typingmind:eu-data-center",
                "typingmind:typingmind:privacy-policy"
              ]
            },
            {
              "id": "inference_region",
              "question": "Where do model calls run, per provider?",
              "support": "supported",
              "answer": "The EU guide explicitly warns model calls may go outside the EU. Customers can choose an EU Azure endpoint or private/local model; this is not an all-provider EU inference promise.",
              "evidenceIds": [
                "typingmind:typingmind:eu-data-center"
              ]
            },
            {
              "id": "backups_logs_region",
              "question": "Where are backups, logs and telemetry?",
              "support": "unknown",
              "answer": "Where are backups, logs and telemetry? Backup, telemetry, support-access country matrix and contractual Swiss-only end-to-end processing were not established.",
              "evidenceIds": []
            },
            {
              "id": "support_access_region",
              "question": "From where can vendor staff access data?",
              "support": "partial",
              "answer": "The DPA identifies the processor at a Da Nang, Vietnam address and requires need-to-know confidentiality; actual operational staff access countries and restrictions were not established.",
              "evidenceIds": [
                "typingmind:typingmind:data-processing-agreement"
              ]
            },
            {
              "id": "swiss_hosting",
              "question": "Is Swiss hosting available?",
              "support": "partial",
              "answer": "Customer self-host can run on operator-selected infrastructure, but no vendor-operated Swiss SaaS region or complete CH-only processing undertaking was established.",
              "evidenceIds": [
                "typingmind:typingmind:selfhost",
                "typingmind:typingmind:get-started-with-self-host-installation-instruct"
              ]
            },
            {
              "id": "residency_plan",
              "question": "Which plan or option provides residency?",
              "support": "supported",
              "answer": "The EU instance is an account/instance choice for Teams SaaS. Self-host is a separate quoted annual commercial licence, not the personal licence.",
              "evidenceIds": [
                "typingmind:typingmind:eu-data-center",
                "typingmind:typingmind:selfhost"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:eu-data-center",
            "typingmind:typingmind:privacy-policy",
            "typingmind:typingmind:data-processing-agreement",
            "typingmind:typingmind:selfhost",
            "typingmind:typingmind:get-started-with-self-host-installation-instruct"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:DATA-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Hosted Business and Enterprise single-tenant offers are public; supported customer-operated whole-platform modes are unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web",
              "enterprise-single"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": null,
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              },
              {
                "id": "enterprise-single",
                "name": "Dust Enterprise single-tenant deployment",
                "type": "managed-server"
              }
            ]
          },
          "questions": [
            {
              "id": "multi_tenant_saas",
              "question": "Is a shared SaaS offered?",
              "support": "partial",
              "answer": "Business is a self-serve hosted workspace; exact shared-infrastructure isolation architecture is not documented in the checked pages.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:privacy"
              ]
            },
            {
              "id": "dedicated_instance",
              "question": "Is a dedicated single-tenant instance offered, from what size?",
              "support": "supported",
              "answer": "Enterprise pricing advertises single-tenant deployment. Numerical seat/spend minimum, supported countries and operating terms were not established.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            },
            {
              "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? Pricing, security and the public repository were checked. Customer-cloud, whole-platform on-premise/air-gapped support and their thresholds were not established; MIT source alone does not promise a supported product deployment.",
              "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? Pricing, security and the public repository were checked. Customer-cloud, whole-platform on-premise/air-gapped support and their thresholds were not established; MIT source alone does not promise a supported product deployment.",
              "evidenceIds": []
            },
            {
              "id": "air_gapped",
              "question": "Can it run without internet access?",
              "support": "unknown",
              "answer": "Can it run without internet access? Pricing, security and the public repository were checked. Customer-cloud, whole-platform on-premise/air-gapped support and their thresholds were not established; MIT source alone does not promise a supported product deployment.",
              "evidenceIds": []
            },
            {
              "id": "mode_feature_gaps",
              "question": "Which features are missing outside SaaS?",
              "support": "partial",
              "answer": "Business/Enterprise packaging differs in connectors, MCP, Spaces, APIs and governance. No customer-operated hosting feature-parity contract was established.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:privacy"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:DATA-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Teams offers multitenant SaaS and a separate commercial self-host package; offline operation is not established.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas",
              "teams-selfhost"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "TypingMind Teams SaaS; Starter, Growth and Professional prerequisites stated per answer; Business quote not obtained",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": null,
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              },
              {
                "id": "teams-selfhost",
                "name": "Commercial self-hosted TypingMind Teams server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "multi_tenant_saas",
              "question": "Is a shared SaaS offered?",
              "support": "supported",
              "answer": "The privacy policy explicitly describes Teams as server-stored multitenant SaaS, unlike the default local-storage personal app.",
              "evidenceIds": [
                "typingmind:typingmind:privacy-policy"
              ]
            },
            {
              "id": "dedicated_instance",
              "question": "Is a dedicated single-tenant instance offered, from what size?",
              "support": "partial",
              "answer": "Self-host permits one customer-operated instance with five included users. A separate vendor-operated dedicated SaaS service and its minimum were not established.",
              "evidenceIds": [
                "typingmind:typingmind:selfhost"
              ]
            },
            {
              "id": "customer_cloud",
              "question": "Can it run in the customer's own cloud account, from what size?",
              "support": "supported",
              "answer": "A quoted self-host licence runs the NodeJS service, MySQL, optional PostgreSQL KB and blob store in the customer’s cloud account.",
              "evidenceIds": [
                "typingmind:typingmind:selfhost",
                "typingmind:typingmind:get-started-with-self-host-installation-instruct"
              ]
            },
            {
              "id": "on_premise",
              "question": "Can the whole platform run on customer infrastructure, from what size?",
              "support": "supported",
              "answer": "The self-host package can run on customer infrastructure with Docker/NodeJS and required databases; five users and one instance are included under the annual quote.",
              "evidenceIds": [
                "typingmind:typingmind:selfhost"
              ]
            },
            {
              "id": "air_gapped",
              "question": "Can it run without internet access?",
              "support": "partial",
              "answer": "The self-host FAQ lists external model requests plus update and licence checks. Private models reduce model egress, while the optional KB guide still requires OpenAI embeddings. A supported air-gapped licence was not established.",
              "evidenceIds": [
                "typingmind:typingmind:selfhost",
                "typingmind:typingmind:get-started-with-self-host-installation-instruct"
              ]
            },
            {
              "id": "mode_feature_gaps",
              "question": "Which features are missing outside SaaS?",
              "support": "supported",
              "answer": "Self-host releases lag cloud by approximately one to three weeks; optional KB needs additional infrastructure, external OAuth setup and OpenAI embeddings. SLA/dedicated support is a separate paid option.",
              "evidenceIds": [
                "typingmind:typingmind:selfhost",
                "typingmind:typingmind:setup-external-connectors-for-knowledge-base",
                "typingmind:typingmind:get-started-with-self-host-installation-instruct"
              ]
            }
          ],
          "limitations": [
            "Marketing language about data staying on customer infrastructure must be read with model, embedding, licence and update egress requirements."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:privacy-policy",
            "typingmind:typingmind:selfhost",
            "typingmind:typingmind:get-started-with-self-host-installation-instruct",
            "typingmind:typingmind:setup-external-connectors-for-knowledge-base"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:DATA-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dust publishes no-training and provider-retention claims; the customer DPA was not retrieved.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "vendor_training",
              "question": "Does the vendor train on customer content?",
              "support": "partial",
              "answer": "The security page claims customer data is never used for model training. This remains vendor-claimed because no customer DPA/contract clause was retrieved.",
              "evidenceIds": [
                "dust:dust:security"
              ]
            },
            {
              "id": "provider_training",
              "question": "Do model providers train on it under this product's contracts?",
              "support": "partial",
              "answer": "The privacy policy names OpenAI, Anthropic, Mistral, Google and Fireworks as prohibited from training on customer/personal content; BYOK arrangements need separate confirmation.",
              "evidenceIds": [
                "dust:dust:training-policy"
              ]
            },
            {
              "id": "provider_retention",
              "question": "How long do model providers keep prompts, including for abuse monitoring?",
              "support": "partial",
              "answer": "The policy states providers do not log Customer Content for human review or save it to disk. Exception/abuse-retention periods were not established from customer contracts.",
              "evidenceIds": [
                "dust:dust:training-policy"
              ]
            },
            {
              "id": "zero_retention",
              "question": "Is zero data retention available, and on which plan?",
              "support": "partial",
              "answer": "Security and privacy pages assert provider zero retention, but applicable plan/model exceptions were not contract-verified.",
              "evidenceIds": [
                "dust:dust:security",
                "dust:dust:training-policy"
              ]
            },
            {
              "id": "human_review",
              "question": "Can provider staff review content?",
              "support": "partial",
              "answer": "The published policy says listed providers do not log Customer Content for human review. This is a vendor assertion, not an independently reviewed model-provider contract.",
              "evidenceIds": [
                "dust:dust:training-policy"
              ]
            }
          ],
          "limitations": [
            "Controller privacy-policy scope is distinct from processor DPA coverage."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:security",
            "dust:dust:training-policy"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:DATA-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "TypingMind asserts no vendor training; customer provider contracts control training and retention.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "TypingMind Teams SaaS; Starter, Growth and Professional prerequisites stated per answer; Business quote not obtained",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "vendor_training",
              "question": "Does the vendor train on customer content?",
              "support": "supported",
              "answer": "The published policy says TypingMind does not use conversations for AI training. This is a vendor policy assertion, not an independently verified contract-wide audit.",
              "evidenceIds": [
                "typingmind:typingmind:data-usage-and-model-training-policy"
              ]
            },
            {
              "id": "provider_training",
              "question": "Do model providers train on it under this product's contracts?",
              "support": "partial",
              "answer": "Teams uses customer provider keys and direct customer provider contracts. The policy summarizes provider-specific training defaults; this pass did not verify every provider contract or free/paid API variant.",
              "evidenceIds": [
                "typingmind:typingmind:set-up-api-keys",
                "typingmind:typingmind:data-usage-and-model-training-policy"
              ]
            },
            {
              "id": "provider_retention",
              "question": "How long do model providers keep prompts, including for abuse monitoring?",
              "support": "partial",
              "answer": "The policy discusses provider-dependent abuse monitoring, retention and paid/unpaid distinctions; no uniform current retention duration applies to every customer-selected route.",
              "evidenceIds": [
                "typingmind:typingmind:data-usage-and-model-training-policy"
              ]
            },
            {
              "id": "zero_retention",
              "question": "Is zero data retention available, and on which plan?",
              "support": "partial",
              "answer": "A customer may select a provider/endpoint with suitable terms, but no TypingMind-wide ZDR entitlement, plan or complete exception matrix was established.",
              "evidenceIds": [
                "typingmind:typingmind:data-usage-and-model-training-policy",
                "typingmind:typingmind:eu-data-center"
              ]
            },
            {
              "id": "human_review",
              "question": "Can provider staff review content?",
              "support": "partial",
              "answer": "TypingMind’s provider summary says OpenAI authorized employees may review API data for abuse/legal compliance. Its Gemini section distinguishes paid no-training from unpaid improvement use and says human reviewers may read/annotate/process inputs and outputs for quality improvement. These are qualified vendor summaries, not verified terms for every customer paid/unpaid endpoint, ZDR approval or actual account.",
              "evidenceIds": [
                "typingmind:typingmind:data-usage-and-model-training-policy"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:data-usage-and-model-training-policy",
            "typingmind:typingmind:set-up-api-keys",
            "typingmind:typingmind:eu-data-center"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:DATA-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Some user deletion and memory retention behavior is documented; tenant-wide retention schedules remain open.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "default_retention",
              "question": "What is retained and for how long by default?",
              "support": "partial",
              "answer": "Agent memories persist until manually deleted. This does not define default retention for all conversations, files, indexes or logs.",
              "evidenceIds": [
                "dust:dust:memory"
              ]
            },
            {
              "id": "admin_retention",
              "question": "Can admins set retention periods?",
              "support": "partial",
              "answer": "Enterprise pricing offers custom data retention; periods, deletion mechanics and exceptions were not retrieved.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            },
            {
              "id": "user_deletion",
              "question": "Can users delete their chats and files permanently?",
              "support": "partial",
              "answer": "Users can delete conversations and agent memories. Backup erasure timing and all attached-file deletion behavior were not established.",
              "evidenceIds": [
                "dust:dust:delete-chat",
                "dust:dust:memory"
              ]
            },
            {
              "id": "contract_end_deletion",
              "question": "What is deleted at contract end, and when?",
              "support": "unknown",
              "answer": "What is deleted at contract end, and when? Conversation/memory docs, Enterprise pricing and unreadable legal entry points were checked. Contract-end erasure timing and complete storage/index/log retention defaults remain unknown.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:memory",
            "dust:dust:pricing",
            "dust:dust:delete-chat"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:DATA-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Admins control recorded chat retention; termination deletion/return is contractual without a fixed public completion window.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams Professional for admin chat recording/retention; general service privacy/DPA rights separate from personal/local history",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "default_retention",
              "question": "What is retained and for how long by default?",
              "support": "partial",
              "answer": "Professional admin chat recording is off by default; that is separate from user-visible history and personal browser storage. The privacy policy separately mentions90-day unpaid-account inactivity deletion with warning; a paid Teams history lifetime is not specified.",
              "evidenceIds": [
                "typingmind:typingmind:export-chat-logs",
                "typingmind:typingmind:privacy-policy",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "admin_retention",
              "question": "Can admins set retention periods?",
              "support": "supported",
              "answer": "Professional chat-log settings set recorded-chat retention, with permanent deletion of older records. No personal/local or backup deletion interval is inferred.",
              "evidenceIds": [
                "typingmind:typingmind:view-and-export-user-chat-logs",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "user_deletion",
              "question": "Can users delete their chats and files permanently?",
              "support": "partial",
              "answer": "The privacy policy provides data-erasure rights; immediate permanent deletion across Teams files, backups and logs by the user UI was not established.",
              "evidenceIds": [
                "typingmind:typingmind:privacy-policy"
              ]
            },
            {
              "id": "contract_end_deletion",
              "question": "What is deleted at contract end, and when?",
              "support": "partial",
              "answer": "The DPA permits customer-choice deletion or return and certification on request, subject to legal retention; a fixed completion deadline and self-serve export window are not specified.",
              "evidenceIds": [
                "typingmind:typingmind:data-processing-agreement"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:export-chat-logs",
            "typingmind:typingmind:privacy-policy",
            "typingmind:typingmind:r2-plan-matrix",
            "typingmind:typingmind:view-and-export-user-chat-logs",
            "typingmind:typingmind:data-processing-agreement"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:DATA-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dust identifies a French operating entity; customer subprocessor inventory and notice rules remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "subprocessor_list",
              "question": "Is a dated sub-processor list published?",
              "support": "unknown",
              "answer": "Is a dated sub-processor list published? The privacy policy refers to a Sub-Processors list, but the official Terms/Notion and trust-center routes were not readable. A dated customer-processor list, complete countries and change-notification rules were not established.",
              "evidenceIds": []
            },
            {
              "id": "subprocessor_countries",
              "question": "Which countries do sub-processors operate in?",
              "support": "unknown",
              "answer": "Which countries do sub-processors operate in? The privacy policy refers to a Sub-Processors list, but the official Terms/Notion and trust-center routes were not readable. A dated customer-processor list, complete countries and change-notification rules were not established.",
              "evidenceIds": []
            },
            {
              "id": "change_notification",
              "question": "Are customers notified of sub-processor changes?",
              "support": "unknown",
              "answer": "Are customers notified of sub-processor changes? The privacy policy refers to a Sub-Processors list, but the official Terms/Notion and trust-center routes were not readable. A dated customer-processor list, complete countries and change-notification rules were not established.",
              "evidenceIds": []
            },
            {
              "id": "parent_jurisdiction",
              "question": "Which jurisdiction governs the vendor and its parent?",
              "support": "partial",
              "answer": "The public policy identifies Permutation Labs at a Paris, France address. A separate parent company or controlling entity was not established.",
              "evidenceIds": [
                "dust:dust:privacy"
              ]
            },
            {
              "id": "transfer_mechanism",
              "question": "Which transfer mechanism applies to non-EU/CH processing?",
              "support": "partial",
              "answer": "For its controller processing, the privacy policy describes adequacy or EU SCC safeguards for non-EU transfers, including the US. Customer processor transfer terms were not retrieved.",
              "evidenceIds": [
                "dust:dust:privacy"
              ]
            },
            {
              "id": "government_access_policy",
              "question": "Is there a published government-access or transparency policy?",
              "support": "partial",
              "answer": "The controller policy allows legally required disclosure to authorities; a dedicated government-request transparency policy for customer content was not established.",
              "evidenceIds": [
                "dust:dust:privacy"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:privacy"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:DATA-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A public DPA lists processors and transfer measures; vendor legal jurisdiction differs from hosting region.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "TypingMind Teams SaaS; Starter, Growth and Professional prerequisites stated per answer; Business quote not obtained",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "subprocessor_list",
              "question": "Is a dated sub-processor list published?",
              "support": "partial",
              "answer": "DPA Appendix II publishes a subprocessor list; no standalone dated list revision was visible in the retrieved document.",
              "evidenceIds": [
                "typingmind:typingmind:data-processing-agreement"
              ]
            },
            {
              "id": "subprocessor_countries",
              "question": "Which countries do sub-processors operate in?",
              "support": "supported",
              "answer": "The list includes AWS US/Germany, Render US, Vercel US/EU, US services including Sentry/Axiom/Customer.io/Stripe/HelpScout/Mailgun and Paddle US/UK. EU storage does not remove these separate vendor paths.",
              "evidenceIds": [
                "typingmind:typingmind:data-processing-agreement"
              ]
            },
            {
              "id": "change_notification",
              "question": "Are customers notified of sub-processor changes?",
              "support": "supported",
              "answer": "DPA 7.8 says the processor will endeavor to give 30 days’ notice of additions/replacements, with 15 days for objections; preserve the qualified notice wording.",
              "evidenceIds": [
                "typingmind:typingmind:data-processing-agreement"
              ]
            },
            {
              "id": "parent_jurisdiction",
              "question": "Which jurisdiction governs the vendor and its parent?",
              "support": "partial",
              "answer": "Terms identify Typing Technology Co Ltd with Singapore governing law; the DPA gives a Vietnam processor address. Parent ownership/jurisdiction and actual staff locations were not independently established.",
              "evidenceIds": [
                "typingmind:typingmind:terms-of-service",
                "typingmind:typingmind:data-processing-agreement"
              ]
            },
            {
              "id": "transfer_mechanism",
              "question": "Which transfer mechanism applies to non-EU/CH processing?",
              "support": "supported",
              "answer": "DPA 7.9 and its SCC appendix provide EU transfer safeguards, subject to actual processing configuration; a Swiss-specific addendum was not established.",
              "evidenceIds": [
                "typingmind:typingmind:data-processing-agreement"
              ]
            },
            {
              "id": "government_access_policy",
              "question": "Is there a published government-access or transparency policy?",
              "support": "partial",
              "answer": "The privacy policy allows disclosures for authorized legal requests; no separate transparency report or detailed government-request policy was retrieved.",
              "evidenceIds": [
                "typingmind:typingmind:privacy-policy"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:data-processing-agreement",
            "typingmind:typingmind:terms-of-service",
            "typingmind:typingmind:privacy-policy"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:DATA-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise offers custom MSA/DPA terms, while the underlying legal materials were inaccessible.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "dpa",
              "question": "Is a DPA available, and is it negotiable?",
              "support": "partial",
              "answer": "Enterprise pricing explicitly offers custom MSA/DPA terms. The form, sign-up incorporation and negotiability boundaries were not inspected.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            },
            {
              "id": "revdsg_gdpr",
              "question": "Does the DPA cover revDSG and GDPR?",
              "support": "partial",
              "answer": "Marketing and privacy materials reference GDPR; explicit Swiss revDSG coverage in the customer DPA was not established.",
              "evidenceIds": [
                "dust:dust:security",
                "dust:dust:privacy"
              ]
            },
            {
              "id": "governing_law",
              "question": "Which law and court govern the contract?",
              "support": "unknown",
              "answer": "Which law and court govern the contract? Official Terms & Policies redirects to a Notion page that returned no readable terms; trust.dust.com also exposed no report text. Governing law/court and EU AI Act technical/role materials were not established.",
              "evidenceIds": []
            },
            {
              "id": "ai_act_materials",
              "question": "Is EU AI Act documentation provided?",
              "support": "unknown",
              "answer": "Is EU AI Act documentation provided? Official Terms & Policies redirects to a Notion page that returned no readable terms; trust.dust.com also exposed no report text. Governing law/court and EU AI Act technical/role materials were not established.",
              "evidenceIds": []
            },
            {
              "id": "sector_materials",
              "question": "Are FINMA or other sector materials provided?",
              "support": "partial",
              "answer": "Security marketing says the service enables HIPAA compliance. A BAA, FINMA or banking-secrecy outsourcing pack was not retrieved.",
              "evidenceIds": [
                "dust:dust:security"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:security",
            "dust:dust:privacy"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:DATA-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A public GDPR DPA and Singapore-law business terms are available; Swiss and sector-specific undertakings remain gaps.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "TypingMind Teams SaaS; Starter, Growth and Professional prerequisites stated per answer; Business quote not obtained",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "dpa",
              "question": "Is a DPA available, and is it negotiable?",
              "support": "partial",
              "answer": "A public fillable GDPR Article 28 DPA names the processor, security measures and SCCs. Whether bespoke negotiation is available was not established.",
              "evidenceIds": [
                "typingmind:typingmind:data-processing-agreement"
              ]
            },
            {
              "id": "revdsg_gdpr",
              "question": "Does the DPA cover revDSG and GDPR?",
              "support": "partial",
              "answer": "The DPA expressly addresses GDPR and SCCs; explicit revised Swiss FADP/revDSG coverage was not established.",
              "evidenceIds": [
                "typingmind:typingmind:data-processing-agreement"
              ]
            },
            {
              "id": "governing_law",
              "question": "Which law and court govern the contract?",
              "support": "supported",
              "answer": "The September 17, 2026 Terms use Singapore law, with SIAC English-language business arbitration; the DPA SCC appendix separately uses EU exporter-state law/forum where applicable.",
              "evidenceIds": [
                "typingmind:typingmind:terms-of-service",
                "typingmind:typingmind:data-processing-agreement"
              ]
            },
            {
              "id": "ai_act_materials",
              "question": "Is EU AI Act documentation provided?",
              "support": "unknown",
              "answer": "Is EU AI Act documentation provided? No EU AI Act compliance package, FINMA outsourcing materials or dedicated professional-secrecy agreement was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "sector_materials",
              "question": "Are FINMA or other sector materials provided?",
              "support": "unknown",
              "answer": "Are FINMA or other sector materials provided? No EU AI Act compliance package, FINMA outsourcing materials or dedicated professional-secrecy agreement was retrieved.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:data-processing-agreement",
            "typingmind:typingmind:terms-of-service"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:DATA-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "SOC 2 Type II is claimed publicly, without a verified report or certificate.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "iso_27001",
              "question": "ISO 27001 with scope and validity?",
              "support": "unknown",
              "answer": "ISO 27001 with scope and validity? Security/pricing and the trust center were checked. ISO 27001, C5, other scoped certificates and independent penetration-test summaries were not established; no evidence is certificate-verified.",
              "evidenceIds": []
            },
            {
              "id": "soc2",
              "question": "SOC 2 type, period and covered service?",
              "support": "partial",
              "answer": "Dust security/pricing claim SOC 2 Type II. Auditor, reporting period and exact service scope were not verified.",
              "evidenceIds": [
                "dust:dust:security",
                "dust:dust:pricing"
              ]
            },
            {
              "id": "c5",
              "question": "BSI C5 attestation?",
              "support": "unknown",
              "answer": "BSI C5 attestation? Security/pricing and the trust center were checked. ISO 27001, C5, other scoped certificates and independent penetration-test summaries were not established; no evidence is certificate-verified.",
              "evidenceIds": []
            },
            {
              "id": "other_certifications",
              "question": "Which other certificates (27701, 42001, TISAX)?",
              "support": "unknown",
              "answer": "Which other certificates (27701, 42001, TISAX)? Security/pricing and the trust center were checked. ISO 27001, C5, other scoped certificates and independent penetration-test summaries were not established; no evidence is certificate-verified.",
              "evidenceIds": []
            },
            {
              "id": "report_access",
              "question": "How can customers obtain reports?",
              "support": "partial",
              "answer": "The security page directs customers to trust.dust.com; underlying reports were not accessible in this public source pass.",
              "evidenceIds": [
                "dust:dust:security"
              ]
            },
            {
              "id": "pentest",
              "question": "Are independent penetration test summaries available?",
              "support": "unknown",
              "answer": "Are independent penetration test summaries available? Security/pricing and the trust center were checked. ISO 27001, C5, other scoped certificates and independent penetration-test summaries were not established; no evidence is certificate-verified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:security",
            "dust:dust:pricing"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:DATA-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The self-host page claims SOC 2 Type II. A report with auditor, period and covered-service scope was not retrieved, and other attestations remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-selfhost"
            ],
            "version": "Public self-host page retrieved 2026-10-26; no certificate verified",
            "plan": "Commercial Teams self-host marketing assurance claim; no customer report or SaaS certificate scope inferred",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": null,
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-selfhost",
                "name": "Commercial self-hosted TypingMind Teams server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "iso_27001",
              "question": "ISO 27001 with scope and validity?",
              "support": "unknown",
              "answer": "ISO 27001 with scope and validity? Trust Center access returned HTTP 403. The retrieved DPA security appendix is not an ISO/SOC/C5 certificate. Issuer, service scope, validity/report period, report-access process and independent penetration-test summary were not retrieved.",
              "evidenceIds": []
            },
            {
              "id": "soc2",
              "question": "SOC 2 type, period and covered service?",
              "support": "partial",
              "answer": "The vendor advertises SOC 2 Type II on the Teams self-host page. Auditor, report period, covered entity/service and applicability to a customer-operated deployment are unverified.",
              "evidenceIds": [
                "typingmind:typingmind:r4-soc2-selfhost-claim"
              ]
            },
            {
              "id": "c5",
              "question": "BSI C5 attestation?",
              "support": "unknown",
              "answer": "BSI C5 attestation? Trust Center access returned HTTP 403. The retrieved DPA security appendix is not an ISO/SOC/C5 certificate. Issuer, service scope, validity/report period, report-access process and independent penetration-test summary were not retrieved.",
              "evidenceIds": []
            },
            {
              "id": "other_certifications",
              "question": "Which other certificates (27701, 42001, TISAX)?",
              "support": "unknown",
              "answer": "Which other certificates (27701, 42001, TISAX)? Trust Center access returned HTTP 403. The retrieved DPA security appendix is not an ISO/SOC/C5 certificate. Issuer, service scope, validity/report period, report-access process and independent penetration-test summary were not retrieved.",
              "evidenceIds": []
            },
            {
              "id": "report_access",
              "question": "How can customers obtain reports?",
              "support": "unknown",
              "answer": "How can customers obtain reports? Trust Center access returned HTTP 403. The retrieved DPA security appendix is not an ISO/SOC/C5 certificate. Issuer, service scope, validity/report period, report-access process and independent penetration-test summary were not retrieved.",
              "evidenceIds": []
            },
            {
              "id": "pentest",
              "question": "Are independent penetration test summaries available?",
              "support": "unknown",
              "answer": "Are independent penetration test summaries available? Trust Center access returned HTTP 403. The retrieved DPA security appendix is not an ISO/SOC/C5 certificate. Issuer, service scope, validity/report period, report-access process and independent penetration-test summary were not retrieved.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Vendor assertion only. No independently verified report, certificate scope or validity was accessed; trust.typingmind.com returned HTTP 403."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-25",
          "evidenceIds": [
            "typingmind:typingmind:r4-soc2-selfhost-claim"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:DATA-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dust claims AES-256/TLS and advertises Enterprise single tenancy; customer key custody is unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "encryption_at_rest",
              "question": "Is data encrypted at rest?",
              "support": "supported",
              "answer": "The security page states AES-256 at rest and TLS in transit; this is a vendor claim.",
              "evidenceIds": [
                "dust:dust:security"
              ]
            },
            {
              "id": "customer_managed_keys",
              "question": "Can the customer manage or hold the keys?",
              "support": "unknown",
              "answer": "Can the customer manage or hold the keys? Security, pricing and network/MCP docs were checked. Customer-managed/held data-encryption keys and key-location guarantees were not established. Provider API BYOK is not encryption-key custody.",
              "evidenceIds": []
            },
            {
              "id": "private_networking",
              "question": "Is private connectivity or IP restriction available?",
              "support": "partial",
              "answer": "Custom MCP servers can restrict access and use documented static egress on verified domains. This is tool connectivity, not proof of private connectivity to the whole service.",
              "evidenceIds": [
                "dust:dust:tools"
              ]
            },
            {
              "id": "tenant_isolation",
              "question": "How are customers separated in shared SaaS?",
              "support": "partial",
              "answer": "Enterprise offers single tenancy; shared Business tenancy and lower-level isolation mechanics were not established.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:security",
            "dust:dust:tools",
            "dust:dust:pricing"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:DATA-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Encryption and private self-host infrastructure are documented without a SaaS customer-key guarantee.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas",
              "teams-selfhost",
              "personal"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams SaaS US/EU storage; separately quoted annual Teams self-host network controls; personal local-key claims explicitly separate",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": null,
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              },
              {
                "id": "teams-selfhost",
                "name": "Commercial self-hosted TypingMind Teams server",
                "type": "self-hosted-server"
              },
              {
                "id": "personal",
                "name": "TypingMind personal browser app and PWA",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "encryption_at_rest",
              "question": "Is data encrypted at rest?",
              "support": "partial",
              "answer": "The EU guide says stored information is encrypted; exact cipher, key ownership and component coverage were not established. Personal optional cloud encryption is a different surface.",
              "evidenceIds": [
                "typingmind:typingmind:eu-data-center",
                "typingmind:typingmind:privacy-policy"
              ]
            },
            {
              "id": "customer_managed_keys",
              "question": "Can the customer manage or hold the keys?",
              "support": "unknown",
              "answer": "Can the customer manage or hold the keys? No Teams SaaS customer-managed/held encryption-key option or complete private-connectivity configuration was established.",
              "evidenceIds": []
            },
            {
              "id": "private_networking",
              "question": "Is private connectivity or IP restriction available?",
              "support": "partial",
              "answer": "Self-host permits customer network placement; localhost/private custom endpoints require ALLOW_UNSAFE_USER_ENDPOINTS. SaaS private links, IP allowlisting and private model routing were not established.",
              "evidenceIds": [
                "typingmind:typingmind:get-started-with-self-host-installation-instruct"
              ]
            },
            {
              "id": "tenant_isolation",
              "question": "How are customers separated in shared SaaS?",
              "support": "partial",
              "answer": "The privacy policy calls Teams multitenant; logical isolation implementation and independent tenant-boundary testing were not established.",
              "evidenceIds": [
                "typingmind:typingmind:privacy-policy"
              ]
            }
          ],
          "limitations": [
            "Teams OpenAI route: server requests using centrally configured admin keys. Personal direct-browser/local-key assertions are not inherited by Teams.",
            "The generic policy versus Teams FAQ scope discrepancy remains visible pending policy clarification."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:eu-data-center",
            "typingmind:typingmind:privacy-policy",
            "typingmind:typingmind:get-started-with-self-host-installation-instruct",
            "typingmind:typingmind:r2-teams-server-route"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:DATA-09",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public personnel/model handling statements exist; an explicit professional-secrecy contract and subprocessor flow-down remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Dust Business/Enterprise public policy; Enterprise and BYOK routes differ",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU/US storage and provider routes; no DE/CH-specific secrecy contract verified",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "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": "The public security and platform privacy pages do not establish a signed §203 StGB/Art321 StGB professional-secrecy undertaking covering Dust staff. The Terms/Policies link did not expose readable contractual text in this pass.",
              "evidenceIds": []
            },
            {
              "id": "subprocessor_coverage",
              "question": "Does the undertaking extend to its sub-processors, and is that documented?",
              "support": "unknown",
              "answer": "The privacy policy describes service-provider data-protection agreements and model no-training/retention conditions, but no dedicated professional-secrecy undertaking or its binding subprocessor flow-down was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "secrecy_offering",
              "question": "Is it a dedicated offering or add-on, and on which plan?",
              "support": "unknown",
              "answer": "No publicly documented German/Swiss professional-secrecy-specific plan or paid add-on was established. Enterprise single-tenancy/EU model options are not treated as such a contractual undertaking.",
              "evidenceIds": []
            },
            {
              "id": "content_access",
              "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?",
              "support": "partial",
              "answer": "The platform privacy policy limits personnel access to authorized staff and says customer context is processed by selected foundation-model providers; it asserts no provider disk retention/human-review logging. This vendor statement does not establish the complete customer-content plaintext access matrix, support countries, private contracts or every BYOK/MCP/tool route.",
              "evidenceIds": [
                "dust:dust:privacy",
                "dust:dust:training-policy",
                "dust:dust:eu-models"
              ]
            },
            {
              "id": "secrecy_documentation",
              "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?",
              "support": "unknown",
              "answer": "Reviewed public security, privacy, EU-hosted model documentation and Enterprise plan scope plus targeted first-party secrecy search. Trust Center content was not available and Terms/Policies routed to unreadable external content. No public §203/Art321 template or professional-body guidance was retrieved.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "No-training, ZDR marketing/policy assertions, EU hosting and a general privacy policy do not establish a professional-secrecy undertaking.",
            "No legal suitability or compliance conclusion."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:privacy",
            "dust:dust:training-policy",
            "dust:dust:eu-models"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:DATA-09",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "General GDPR confidentiality and configurable admin/model access are documented; a specific §203 or Art321 undertaking is unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas",
              "teams-selfhost"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams SaaS Professional chat governance and separately quoted self-host licence; ordinary public DPA",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": null,
            "region": "US/EU SaaS or customer self-host placement; customer provider contracts separate",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              },
              {
                "id": "teams-selfhost",
                "name": "Commercial self-hosted TypingMind Teams server",
                "type": "self-hosted-server"
              }
            ]
          },
          "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": "DPA7.4(c) limits personnel access and requires confidentiality/statutory duties. No signed/signon §203 StGB or Art321 StGB professional-secrecy undertaking was retrieved; ordinary GDPR confidentiality is not treated as that agreement.",
              "evidenceIds": []
            },
            {
              "id": "subprocessor_coverage",
              "question": "Does the undertaking extend to its sub-processors, and is that documented?",
              "support": "unknown",
              "answer": "DPA7.8(d)-(e) requires substantially equivalent data-protection obligations and allows a redacted subprocessor agreement on request. A dedicated professional-secrecy undertaking flowing to subprocessors was not established.",
              "evidenceIds": []
            },
            {
              "id": "secrecy_offering",
              "question": "Is it a dedicated offering or add-on, and on which plan?",
              "support": "unknown",
              "answer": "No specific professional-secrecy package/add-on or SaaS/self-host plan entitlement was established. Customer-operated infrastructure and the commercial self-host licence do not by themselves prove that undertaking.",
              "evidenceIds": []
            },
            {
              "id": "content_access",
              "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?",
              "support": "partial",
              "answer": "SaaS authorized personnel may access data only as needed under the DPA; customer admins with chat-log permission may inspect recorded prompts/answers when logging is enabled. Selected customer API providers process content; self-host placement changes operator access but model/embedding/blob routes remain relevant. A complete plaintext support/subprocessor/provider human-access matrix was not retrieved.",
              "evidenceIds": [
                "typingmind:typingmind:dpa-confidentiality",
                "typingmind:typingmind:view-and-export-user-chat-logs",
                "typingmind:typingmind:roles-and-permissions",
                "typingmind:typingmind:set-up-api-keys",
                "typingmind:typingmind:get-started-with-self-host-installation-instruct"
              ]
            },
            {
              "id": "secrecy_documentation",
              "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?",
              "support": "unknown",
              "answer": "Public DPA, security appendix, processor list and self-host data-flow guides were retrieved. Targeted first-party search did not establish a professional-secrecy contract template, DE/CH-specific data-flow addendum or professional-body guidance.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "DPA confidentiality, direct provider contracts and self-host placement alone do not establish professional-secrecy suitability.",
            "No legal suitability or compliance conclusion."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:dpa-confidentiality",
            "typingmind:typingmind:view-and-export-user-chat-logs",
            "typingmind:typingmind:roles-and-permissions",
            "typingmind:typingmind:set-up-api-keys",
            "typingmind:typingmind:get-started-with-self-host-installation-instruct"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:VEN-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business seat prices are public; only the documented prepaid route is described here, while conflicting Business overage eligibility remains unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business Free/Pro/Max seat list pricing; Enterprise quoted pool and programmatic contracts are separate",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "pricing_unit",
              "question": "What is the pricing unit?",
              "support": "partial",
              "answer": "Business publishes per-seat subscriptions and included credits. Detailed Credit management describes prepaid Business top-ups and Enterprise PAYG; pricing FAQ separately describes enabled Business workspace overage, so Business post-allocation billing eligibility is unverified.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:credit-management"
              ]
            },
            {
              "id": "list_prices",
              "question": "What are list prices per plan, with date and currency?",
              "support": "supported",
              "answer": "As retrieved 2026-10-21, ex-VAT Business Free is EUR 0; Pro EUR 30/month or EUR 24/month annually; Max EUR 150/month or EUR 120/month annually. Enterprise is quote-only.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            },
            {
              "id": "included_usage",
              "question": "What usage is included?",
              "support": "supported",
              "answer": "Free has 500 lifetime credits, Pro 8,000/month and Max 40,000/month. Monthly credits do not roll over; Workspace seats draw from a contracted pool.",
              "evidenceIds": [
                "dust:dust:credits",
                "dust:dust:seats"
              ]
            },
            {
              "id": "add_ons",
              "question": "Which features cost extra?",
              "support": "partial",
              "answer": "Business limits include three connectors, five remote MCP servers and five Spaces. Enterprise adds unlimited connector/MCP packaging, SCIM, audit, retention and support. Individual add-on tariffs are not published.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            },
            {
              "id": "overage",
              "question": "What do usage beyond limits and premium models cost?",
              "support": "unknown",
              "answer": "Effective Business post-allocation billing is unknown: current pricing FAQ allows Pro/Max workspace overage, while Credit management reserves PAYG for Enterprise and describes prepaid Business top-ups. The USD0.01/credit Business programmatic rate does not resolve whether interactive overage is PAYG or prepaid. No account/contract test resolved this.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps.",
            "Do not present Business PAYG as established; retain list seat prices separately from the unresolved overage route."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:credit-management",
            "dust:dust:credits",
            "dust:dust:seats"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:VEN-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Teams subscriptions, personal one-time licences and self-host annual quotes are separate cost structures.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas",
              "teams-selfhost",
              "personal"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams SaaS Starter/Growth/Professional/quoted Business; separate annual Teams self-host quote; personal Standard/Extended/Premium one-time licences and separate bulk pack",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": null,
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              },
              {
                "id": "teams-selfhost",
                "name": "Commercial self-hosted TypingMind Teams server",
                "type": "self-hosted-server"
              },
              {
                "id": "personal",
                "name": "TypingMind personal browser app and PWA",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "pricing_unit",
              "question": "What is the pricing unit?",
              "support": "supported",
              "answer": "Teams SaaS uses recurring instance/seats billing; commercial Teams self-host is an annual quoted licence per instance. Personal one-time licences, including the separate shareable bulk pack, do not establish a Teams administration entitlement.",
              "evidenceIds": [
                "typingmind:typingmind:pricing",
                "typingmind:typingmind:cloud-host-vs-self-host",
                "typingmind:typingmind:r2-personal-bulk-licence"
              ]
            },
            {
              "id": "list_prices",
              "question": "What are list prices per plan, with date and currency?",
              "support": "supported",
              "answer": "As retrieved October 21, annual-selected landing cards display USD83/166/249 per month Starter/Growth/Professional (Professional crossed-out USD499). The documentation’s monthly table lists USD99/199/299 plus USD8/additional user/month. Business starts USD18,700/year by quote; conditional “as low as USD4/user/month” is not a universal rate.",
              "evidenceIds": [
                "typingmind:typingmind:pricing",
                "typingmind:typingmind:compare-typingmind-team-plans"
              ]
            },
            {
              "id": "included_usage",
              "question": "What usage is included?",
              "support": "supported",
              "answer": "All SaaS tiers include five users and unlimited configured models/agents/plugins/prompts, excluding provider API usage. One million KB training characters belongs to the Growth/Professional RAG guide, still labeled Early Access; no Starter KB allowance is inferred.",
              "evidenceIds": [
                "typingmind:typingmind:r2-plan-matrix",
                "typingmind:typingmind:how-knowledge-base-works-in-typingmind-team"
              ]
            },
            {
              "id": "add_ons",
              "question": "Which features cost extra?",
              "support": "supported",
              "answer": "Additional seats, KB character capacity, model APIs and third-party plugin services are separate; self-host SLA/dedicated support is an add-on.",
              "evidenceIds": [
                "typingmind:typingmind:pricing",
                "typingmind:typingmind:selfhost",
                "typingmind:typingmind:deep-research"
              ]
            },
            {
              "id": "overage",
              "question": "What do usage beyond limits and premium models cost?",
              "support": "partial",
              "answer": "Model usage is billed by the customer’s chosen provider. No unified TypingMind premium-model tariff applies; extra KB capacity and Business/self-host scope require current checkout or quote.",
              "evidenceIds": [
                "typingmind:typingmind:pricing",
                "typingmind:typingmind:set-up-api-keys"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:pricing",
            "typingmind:typingmind:cloud-host-vs-self-host",
            "typingmind:typingmind:r2-personal-bulk-licence",
            "typingmind:typingmind:compare-typingmind-team-plans",
            "typingmind:typingmind:r2-plan-matrix",
            "typingmind:typingmind:how-knowledge-base-works-in-typingmind-team",
            "typingmind:typingmind:selfhost",
            "typingmind:typingmind:deep-research",
            "typingmind:typingmind:set-up-api-keys"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:VEN-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21 apply; all three target seat counts require unpriced Enterprise terms.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_200",
              "question": "Year-one cost at 200 users?",
              "support": "unknown",
              "answer": "Year-one cost at 200 users? For 200, 1,000 and 5,000 users over 12 months, the shared 60/30/10 message/token workload has no public applicable Enterprise seat quote or complete credit tariff. CHF/EUR ex-VAT totals remain unknown. ECB 2026-10-20 rates are recorded; the small-team Business price is not multiplied beyond its stated 100-person scope.",
              "evidenceIds": []
            },
            {
              "id": "cost_1000",
              "question": "Year-one cost at 1,000 users?",
              "support": "unknown",
              "answer": "Year-one cost at 1,000 users? For 200, 1,000 and 5,000 users over 12 months, the shared 60/30/10 message/token workload has no public applicable Enterprise seat quote or complete credit tariff. CHF/EUR ex-VAT totals remain unknown. ECB 2026-10-20 rates are recorded; the small-team Business price is not multiplied beyond its stated 100-person scope.",
              "evidenceIds": []
            },
            {
              "id": "cost_5000",
              "question": "Year-one cost at 5,000 users?",
              "support": "unknown",
              "answer": "Year-one cost at 5,000 users? For 200, 1,000 and 5,000 users over 12 months, the shared 60/30/10 message/token workload has no public applicable Enterprise seat quote or complete credit tariff. CHF/EUR ex-VAT totals remain unknown. ECB 2026-10-20 rates are recorded; the small-team Business price is not multiplied beyond its stated 100-person scope.",
              "evidenceIds": []
            },
            {
              "id": "variable_share",
              "question": "Which part depends on usage?",
              "support": "supported",
              "answer": "Consumption adds token and action credits, including sub-agent work. Programmatic use and Enterprise PAYG draw from workspace pools separately from personal seat allocations.",
              "evidenceIds": [
                "dust:dust:credits",
                "dust:dust:credit-management"
              ]
            },
            {
              "id": "unknown_parts",
              "question": "Which costs could not be priced?",
              "support": "supported",
              "answer": "Business is scoped to 100 people, so 200/1,000/5,000 seat Enterprise fees, committed pool and PAYG tariffs are unknown. The default Standard auto list is published, but a complete token-to-credit tariff is not, so no proxy replaces vendor-billed usage.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:models",
                "dust:dust:credits"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:credits",
            "dust:dust:credit-management",
            "dust:dust:pricing",
            "dust:dust:models",
            "dust:dust:fx-ecb"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:VEN-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A conditional Professional monthly licence-plus-BYOK floor is calculable; Business and self-host totals remain unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Conditional documented Professional monthly list route; not a large-scale quote",
            "addOns": [
              "Model usage proxy; other add-ons unknown"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_200",
              "question": "Year-one cost at 200 users?",
              "support": "partial",
              "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21: 12 months ex VAT, 60% light100/30% regular400/10% power1500 messages per user/month, hence330; 3000 input+600 output tokens/message. Conditional undiscounted Teams Professional monthly route USD299 + USD8*(N−5) monthly, not the annual promotion or a Business quote. Direct-provider BYOK proxy gpt-6-luna, reasoning effort none, Standard short context USD0.10 input/USD0.50 output per million; no cache => USD2.376/user/year. ECB2026-10-20 EUR1=USD1.1215=CHF0.9237; USD/EUR divide1.1215, EUR/CHF multiply0.9237. For200 users: licence USD22,308 + model proxy USD475.20 = from USD22,783.20 / EUR20,314.94 / CHF18,764.91 + unknown components. Not a 200-seat quote.",
              "evidenceIds": [
                "typingmind:typingmind:compare-typingmind-team-plans",
                "typingmind:typingmind:pricing",
                "typingmind:typingmind:openai-price",
                "typingmind:typingmind:openai-model",
                "typingmind:typingmind:fx"
              ]
            },
            {
              "id": "cost_1000",
              "question": "Year-one cost at 1,000 users?",
              "support": "partial",
              "answer": "Same assumptions:1000 users licence USD99,108 + model USD2,376 = from USD101,484 / EUR90,489.52 / CHF83,585.17 + unknown components. Scale entitlement and negotiated Business alternative unverified.",
              "evidenceIds": [
                "typingmind:typingmind:compare-typingmind-team-plans",
                "typingmind:typingmind:pricing",
                "typingmind:typingmind:openai-price",
                "typingmind:typingmind:openai-model",
                "typingmind:typingmind:fx"
              ]
            },
            {
              "id": "cost_5000",
              "question": "Year-one cost at 5,000 users?",
              "support": "partial",
              "answer": "Same assumptions:5000 users licence USD483,108 + model USD11,880 = from USD494,988 / EUR441,362.46 / CHF407,686.51 + unknown components. Scale entitlement and Business alternative unverified.",
              "evidenceIds": [
                "typingmind:typingmind:compare-typingmind-team-plans",
                "typingmind:typingmind:pricing",
                "typingmind:typingmind:openai-price",
                "typingmind:typingmind:openai-model",
                "typingmind:typingmind:fx"
              ]
            },
            {
              "id": "variable_share",
              "question": "Which part depends on usage?",
              "support": "supported",
              "answer": "The disclosed model proxy contributes USD2.376/user/year. Actual provider model mix, tools, images, audio, embeddings, cached/context tokens and regional API uplifts change usage. This proxy is a comparison assumption, not a vendor default or invoice.",
              "evidenceIds": [
                "typingmind:typingmind:set-up-api-keys",
                "typingmind:typingmind:openai-price",
                "typingmind:typingmind:openai-model"
              ]
            },
            {
              "id": "unknown_parts",
              "question": "Which costs could not be priced?",
              "support": "supported",
              "answer": "Unknown: large-scale SaaS entitlement/Business quote, current checkout promotion terms, extra KB capacity, connectors/search/plugin bills, embeddings, support/implementation and optional regional processing uplift. Self-host annual commercial licence/support quote plus MySQL, optional PostgreSQL/blob/network infrastructure and operator effort are unpriced; no zero-licence OSS assumption applies.",
              "evidenceIds": [
                "typingmind:typingmind:pricing",
                "typingmind:typingmind:selfhost",
                "typingmind:typingmind:get-started-with-self-host-installation-instruct",
                "typingmind:typingmind:deep-research"
              ]
            }
          ],
          "limitations": [
            "Known price floor plus explicitly unpriced parts; no complete year-one TCO or negotiated price claim."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:compare-typingmind-team-plans",
            "typingmind:typingmind:pricing",
            "typingmind:typingmind:openai-price",
            "typingmind:typingmind:openai-model",
            "typingmind:typingmind:fx",
            "typingmind:typingmind:set-up-api-keys",
            "typingmind:typingmind:selfhost",
            "typingmind:typingmind:get-started-with-self-host-installation-instruct",
            "typingmind:typingmind:deep-research"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:VEN-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A limited Business free option enables self-serve evaluation; Enterprise features remain contract-scoped.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "free_tier",
              "question": "Is there a free tier for business use?",
              "support": "supported",
              "answer": "Business free supports up to five members with 500 lifetime credits per Free seat. Credits do not reset and a user cannot return to Free after upgrading.",
              "evidenceIds": [
                "dust:dust:seats"
              ]
            },
            {
              "id": "self_serve_trial",
              "question": "Is a self-serve business trial available?",
              "support": "partial",
              "answer": "The public site offers self-serve free workspace access, not a documented time-limited fully featured Enterprise trial. No card requirement was established.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:seats"
              ]
            },
            {
              "id": "trial_scope",
              "question": "Do trials include SSO, connectors and admin features?",
              "support": "partial",
              "answer": "Business lists up to three connectors/five Spaces/five remote MCP servers and SSO at 5+ seats on demand. SCIM, audit and custom retention are Enterprise.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            },
            {
              "id": "sales_gate",
              "question": "Does meaningful evaluation require sales contact?",
              "support": "supported",
              "answer": "Enterprise terms, pooled credits, advanced governance and support are sales-led; a small-team free evaluation is self-serve.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:seats",
            "dust:dust:pricing"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:VEN-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Teams SaaS has a self-serve trial; self-host evaluation is a separate sales-gated route.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "TypingMind Teams SaaS; Starter, Growth and Professional prerequisites stated per answer; Business quote not obtained",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "free_tier",
              "question": "Is there a free tier for business use?",
              "support": "partial",
              "answer": "The cloud offer advertises a time-limited trial rather than a documented permanent free business tier. Personal free-use rights do not supply Teams governance.",
              "evidenceIds": [
                "typingmind:typingmind:pricing",
                "typingmind:typingmind:typingmind-vs-typingmind-team"
              ]
            },
            {
              "id": "self_serve_trial",
              "question": "Is a self-serve business trial available?",
              "support": "supported",
              "answer": "The cloud-vs-self-host comparison offers a 14-day self-serve cloud trial with no upfront payment.",
              "evidenceIds": [
                "typingmind:typingmind:cloud-host-vs-self-host"
              ]
            },
            {
              "id": "trial_scope",
              "question": "Do trials include SSO, connectors and admin features?",
              "support": "partial",
              "answer": "The trial provides cloud evaluation; exact trial entitlements for SSO, SCIM, connectors and API quotas were not independently established.",
              "evidenceIds": [
                "typingmind:typingmind:cloud-host-vs-self-host"
              ]
            },
            {
              "id": "sales_gate",
              "question": "Does meaningful evaluation require sales contact?",
              "support": "supported",
              "answer": "Cloud starts self-serve; Business and annual self-host require a quote, and self-host has no free trial.",
              "evidenceIds": [
                "typingmind:typingmind:pricing",
                "typingmind:typingmind:selfhost",
                "typingmind:typingmind:cloud-host-vs-self-host"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:pricing",
            "typingmind:typingmind:typingmind-vs-typingmind-team",
            "typingmind:typingmind:cloud-host-vs-self-host",
            "typingmind:typingmind:selfhost"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:VEN-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business monthly and annual subscriptions are public; Enterprise seats are annual and prices contractual.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "minimum_commitment",
              "question": "What seat or spend minimum applies?",
              "support": "partial",
              "answer": "The free option has up to five members and Business targets up to 100 people; Enterprise numerical seat/spend minimum was not established.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:seats"
              ]
            },
            {
              "id": "contract_length",
              "question": "What contract lengths are offered?",
              "support": "supported",
              "answer": "Business offers monthly and annual seats together; Enterprise seats are annual only.",
              "evidenceIds": [
                "dust:dust:seats"
              ]
            },
            {
              "id": "cancellation",
              "question": "How can the contract be cancelled or reduced?",
              "support": "supported",
              "answer": "Monthly seats unassign immediately with a prorated credit; annual seats return to stock for reassignment and are not refunded when someone leaves.",
              "evidenceIds": [
                "dust:dust:seats"
              ]
            },
            {
              "id": "local_invoicing",
              "question": "Can it be invoiced in CHF or EUR from a European entity?",
              "support": "partial",
              "answer": "Prices are displayed in EUR and the privacy policy identifies a French entity; CHF invoicing and the actual invoicing entity/currency were not contract-verified.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:privacy"
              ]
            },
            {
              "id": "transparency_class",
              "question": "Is pricing transparent, partial, quote-only or unknown?",
              "support": "supported",
              "answer": "Partially specified: Business seat prices/credit allowances are public, while Enterprise pricing, complete usage conversion and negotiated terms require a quote.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:credits"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:seats",
            "dust:dust:privacy",
            "dust:dust:credits"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:VEN-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Cloud supports monthly/annual subscriptions; self-host is annual and commercial.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas",
              "teams-selfhost"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams Starter/Growth/Professional monthly or annual SaaS; quoted Business and separate annual commercial Teams self-host",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": null,
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              },
              {
                "id": "teams-selfhost",
                "name": "Commercial self-hosted TypingMind Teams server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "minimum_commitment",
              "question": "What seat or spend minimum applies?",
              "support": "supported",
              "answer": "Cloud plan cards and self-host licence include five users. Business advertises a USD18,700/year starting quote; no all-scenario minimum was established.",
              "evidenceIds": [
                "typingmind:typingmind:pricing",
                "typingmind:typingmind:selfhost"
              ]
            },
            {
              "id": "contract_length",
              "question": "What contract lengths are offered?",
              "support": "supported",
              "answer": "Cloud-host vs Self-host explicitly describes monthly SaaS and annual quoted self-host subscriptions; the current SaaS landing also offers annual billing. Teams Terms specify renewal of the agreed term.",
              "evidenceIds": [
                "typingmind:typingmind:cloud-host-vs-self-host",
                "typingmind:typingmind:pricing",
                "typingmind:typingmind:terms-of-service"
              ]
            },
            {
              "id": "cancellation",
              "question": "How can the contract be cancelled or reduced?",
              "support": "partial",
              "answer": "Cloud billing settings manage subscriptions; Terms make fixed-term Teams/self-host fees generally nonrefundable. Exact mid-term seat-reduction proration and notice deadline were not established.",
              "evidenceIds": [
                "typingmind:typingmind:manage-your-subscription",
                "typingmind:typingmind:terms-of-service"
              ]
            },
            {
              "id": "local_invoicing",
              "question": "Can it be invoiced in CHF or EUR from a European entity?",
              "support": "unknown",
              "answer": "Can it be invoiced in CHF or EUR from a European entity? CHF/EUR invoicing from a European entity, tax handling and bespoke contract negotiation were not established.",
              "evidenceIds": []
            },
            {
              "id": "transparency_class",
              "question": "Is pricing transparent, partial, quote-only or unknown?",
              "support": "supported",
              "answer": "Partial: public small-plan SaaS seat pricing with separate API bills, quote-only Business and self-host, and unpriced optional support/knowledge services.",
              "evidenceIds": [
                "typingmind:typingmind:pricing",
                "typingmind:typingmind:selfhost"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:pricing",
            "typingmind:typingmind:selfhost",
            "typingmind:typingmind:cloud-host-vs-self-host",
            "typingmind:typingmind:terms-of-service",
            "typingmind:typingmind:manage-your-subscription"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:VEN-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The pinned public repository has an MIT root licence; hosted licensing and complete component coverage are separate.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "source-repository"
            ],
            "version": "dust-tt/dust commit2b1a4973af824f8ff970d585c5eb1f40ae76186c; root LICENSE only",
            "plan": "Public source component, not Business/Enterprise hosted-service rights",
            "addOns": [],
            "deploymentMode": null,
            "region": "Repository licence has no deployment-region entitlement",
            "os": [],
            "surfaces": [
              {
                "id": "source-repository",
                "name": "Public dust-tt/dust repository root licence",
                "type": "source-repository"
              }
            ]
          },
          "questions": [
            {
              "id": "licence_type",
              "question": "Which licence applies to each component?",
              "support": "partial",
              "answer": "dust-tt/dust root LICENSE is MIT at commit 2b1a4973af824f8ff970d585c5eb1f40ae76186c. This does not classify every dependency or the contracted hosted service.",
              "evidenceIds": [
                "dust:dust:licence"
              ]
            },
            {
              "id": "branding_restrictions",
              "question": "Do licence terms restrict branding or user counts?",
              "support": "supported",
              "answer": "The MIT root grant requires preserving copyright and permission notices and does not itself impose branding or user-count caps.",
              "evidenceIds": [
                "dust:dust:licence"
              ]
            },
            {
              "id": "enterprise_features_closed",
              "question": "Are enterprise features in a separate closed edition?",
              "support": "unknown",
              "answer": "Are enterprise features in a separate closed edition? The pinned root LICENSE and README were retrieved; a complete nested-component licence inventory and separate closed Enterprise edition boundary were not established. Hosted terms were inaccessible.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "MIT applies to the pinned repository root grant only; dependencies, supported self-host deployment, hosted terms and any closed Enterprise boundary remain unverified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:licence"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:VEN-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "TypingMind is commercial proprietary software; self-host access is not an open-source licence.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "personal",
              "teams-saas",
              "teams-selfhost"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Commercial personal licence, separate bulk pack, Teams SaaS Starter/Growth/Professional and separate commercial Teams self-host licence; personal user/device allowance unverified",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": null,
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "personal",
                "name": "TypingMind personal browser app and PWA",
                "type": "web-app"
              },
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              },
              {
                "id": "teams-selfhost",
                "name": "Commercial self-hosted TypingMind Teams server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "licence_type",
              "question": "Which licence applies to each component?",
              "support": "supported",
              "answer": "The personal app and Teams operate under commercial Terms/EULA. Self-host provides compiled/minified code in a private repository with no analysis, modification, resale, sharing or redistribution rights; white-box review is by arrangement.",
              "evidenceIds": [
                "typingmind:typingmind:end-user-license-agreement",
                "typingmind:typingmind:terms-of-service",
                "typingmind:typingmind:selfhost"
              ]
            },
            {
              "id": "branding_restrictions",
              "question": "Do licence terms restrict branding or user counts?",
              "support": "partial",
              "answer": "Teams SaaS provides custom branding; the separate commercial Teams self-host licence includes one instance with five seats. Personal user/device allowance remains unknown because the generic five-device-or-user comparison conflicts with the one-user Terms. The separate bulk pack does not establish the default personal allowance.",
              "evidenceIds": [
                "typingmind:typingmind:custom-branding",
                "typingmind:typingmind:r2-plan-matrix",
                "typingmind:typingmind:selfhost",
                "typingmind:typingmind:terms-of-service",
                "typingmind:typingmind:r2-personal-bulk-licence"
              ]
            },
            {
              "id": "enterprise_features_closed",
              "question": "Are enterprise features in a separate closed edition?",
              "support": "supported",
              "answer": "Teams administration is part of the commercial service; SSO/SCIM, analytics, roles, logs and API are in Professional rather than an open-source core edition.",
              "evidenceIds": [
                "typingmind:typingmind:compare-typingmind-team-plans"
              ]
            }
          ],
          "limitations": [
            "The personal user/device allowance is unknown. No five-user or one-user allowance is published as a reconciled finding; Teams and annual self-host seat rights remain separate."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:end-user-license-agreement",
            "typingmind:typingmind:terms-of-service",
            "typingmind:typingmind:selfhost",
            "typingmind:typingmind:custom-branding",
            "typingmind:typingmind:r2-plan-matrix",
            "typingmind:typingmind:r2-personal-bulk-licence",
            "typingmind:typingmind:compare-typingmind-team-plans"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:VEN-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business Conversation API and Enterprise Data Source API provide scoped data retrieval; agent export entitlement and complete tenant exit remain unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "api",
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business Conversation API and web analytics; Enterprise adds Data Source API. Agent-YAML endpoint entitlement is unverified.",
            "addOns": [
              "API keys with appropriate workspace/resource permissions"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "api",
                "name": "Dust APIs and MCP server",
                "type": "api"
              },
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_export",
              "question": "Can admins export all chats?",
              "support": "partial",
              "answer": "Business pricing includes Conversation API; authorized API users retrieve accessible conversation messages with pagination. This does not establish one-click all-tenant admin export.",
              "evidenceIds": [
                "dust:dust:get-conversation",
                "dust:dust:pricing"
              ]
            },
            {
              "id": "assistant_export",
              "question": "Can assistants and prompts be exported in a reusable format?",
              "support": "unknown",
              "answer": "The agent-YAML endpoint and public pricing were checked on 2026-10-21. Neither establishes its Business or Enterprise entitlement. Reusable assistant/prompt export for a named plan remains unknown.",
              "evidenceIds": []
            },
            {
              "id": "knowledge_export",
              "question": "Can knowledge bases and their sources be exported?",
              "support": "partial",
              "answer": "Enterprise pricing adds Data Source API; the documented endpoint retrieves accessible data-source documents as JSON. Complete source/credential/permission portability and an all-tenant export are unverified.",
              "evidenceIds": [
                "dust:dust:get-document",
                "dust:dust:pricing"
              ]
            },
            {
              "id": "export_format",
              "question": "Are formats documented and machine-readable?",
              "support": "partial",
              "answer": "Business Conversation API and Enterprise Data Source API return JSON for accessible resources. Web analytics separately exports CSV. These formats do not establish complete tenant export; no plan-scoped agent-YAML export is claimed.",
              "evidenceIds": [
                "dust:dust:get-conversation",
                "dust:dust:get-document",
                "dust:dust:analytics",
                "dust:dust:pricing"
              ]
            },
            {
              "id": "post_termination_window",
              "question": "How long can data be retrieved after termination?",
              "support": "unknown",
              "answer": "How long can data be retrieved after termination? No trial admin exit/export was run; complete tenant coverage and the post-termination retrieval window were not established from the accessible API docs or unreadable contract route.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Conversation and document retrieval require the corresponding plan and resource permissions. Complete organization coverage, agent-export entitlement and the post-termination retrieval window remain unknown."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:get-conversation",
            "dust:dust:pricing",
            "dust:dust:get-document",
            "dust:dust:analytics"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:VEN-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Recorded Teams chats have a JSON API export; generic app exports do not prove full organizational portability.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-api",
              "teams-saas",
              "personal"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams Professional recorded-chat API/export; separate personal app JSON backups (feature licence gate not mapped)",
            "addOns": [
              "Professional chat recording enabled before export; authorized API key"
            ],
            "deploymentMode": null,
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-api",
                "name": "TypingMind Teams REST API",
                "type": "api"
              },
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              },
              {
                "id": "personal",
                "name": "TypingMind personal browser app and PWA",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_export",
              "question": "Can admins export all chats?",
              "support": "partial",
              "answer": "Professional includes chat logs/data export and API integration. Authorized admins export recorded conversation JSON via the API, last100 matching conversations/request plus date filters; complete tenant history and pagination were not tested.",
              "evidenceIds": [
                "typingmind:typingmind:export-chat-logs",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "assistant_export",
              "question": "Can assistants and prompts be exported in a reusable format?",
              "support": "partial",
              "answer": "The personal-app backup guide exports user agents, prompts/plugins/model settings as JSON. That is not evidence of bulk centrally managed Teams asset export; its personal feature gate is not mapped here.",
              "evidenceIds": [
                "typingmind:typingmind:export-import-data"
              ]
            },
            {
              "id": "knowledge_export",
              "question": "Can knowledge bases and their sources be exported?",
              "support": "unknown",
              "answer": "Can knowledge bases and their sources be exported? A bulk reusable organization KB/source export and complete centrally managed agent/prompt export were not established.",
              "evidenceIds": []
            },
            {
              "id": "export_format",
              "question": "Are formats documented and machine-readable?",
              "support": "supported",
              "answer": "Professional recorded-chat API responses are JSON; the separate personal backup/import also uses JSON. Formats do not establish complete organization portability.",
              "evidenceIds": [
                "typingmind:typingmind:export-chat-logs",
                "typingmind:typingmind:export-import-data",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "post_termination_window",
              "question": "How long can data be retrieved after termination?",
              "support": "partial",
              "answer": "The DPA allows deletion/return at termination but does not publish a fixed retrieval grace period. Terms allow content deletion after termination.",
              "evidenceIds": [
                "typingmind:typingmind:data-processing-agreement",
                "typingmind:typingmind:terms-of-service"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:export-chat-logs",
            "typingmind:typingmind:r2-plan-matrix",
            "typingmind:typingmind:export-import-data",
            "typingmind:typingmind:data-processing-agreement",
            "typingmind:typingmind:terms-of-service"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:VEN-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business email support and Enterprise priority/SLA service are advertised; credit terms and local-language support remain open.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "support_channels",
              "question": "Which support channels are available on each plan?",
              "support": "supported",
              "answer": "Pricing lists Business email and Enterprise priority support with dedicated CSM; public support/community resources are available.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:support"
              ]
            },
            {
              "id": "support_languages",
              "question": "Is support available in German, French or Italian?",
              "support": "unknown",
              "answer": "Is support available in German, French or Italian? Support/pricing/Enterprise pages and the official status URL were checked. German/French/Italian staffed support and detailed credited SLA terms were not established.",
              "evidenceIds": []
            },
            {
              "id": "regional_presence",
              "question": "Is there a DACH or Swiss entity, team or partner?",
              "support": "partial",
              "answer": "The public policy identifies a Paris, France entity. A DACH/Swiss support team or named regional partner was not established.",
              "evidenceIds": [
                "dust:dust:privacy"
              ]
            },
            {
              "id": "uptime_sla",
              "question": "Is there an uptime SLA with credits?",
              "support": "partial",
              "answer": "Enterprise marketing claims 99.9% uptime and pricing includes an SLA; service-credit amounts, exclusions and claim rules were not retrieved.",
              "evidenceIds": [
                "dust:dust:enterprise",
                "dust:dust:pricing"
              ]
            },
            {
              "id": "status_page",
              "question": "Is there a public status page with history?",
              "support": "partial",
              "answer": "Model-selection docs link https://dust.statuspage.io for incidents. Direct retrieval timed out, so incident history was not verified.",
              "evidenceIds": [
                "dust:dust:models"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:support",
            "dust:dust:privacy",
            "dust:dust:enterprise",
            "dust:dust:models"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:VEN-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Email support is documented; self-host SLA is optional and public incident data was inaccessible.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas",
              "teams-selfhost"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams Starter/Growth/Professional public email support/material; separate quoted annual Teams self-host Enterprise Support add-on",
            "addOns": [
              "Commercial Teams self-host Enterprise Support (SLA/SLO/dedicated queue), separately quoted"
            ],
            "deploymentMode": null,
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              },
              {
                "id": "teams-selfhost",
                "name": "Commercial self-hosted TypingMind Teams server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "support_channels",
              "question": "Which support channels are available on each plan?",
              "support": "supported",
              "answer": "Cloud plan comparison lists email support. Self-host dedicated support/SLA is a separate option; exact Business response targets were not established.",
              "evidenceIds": [
                "typingmind:typingmind:compare-typingmind-team-plans",
                "typingmind:typingmind:selfhost"
              ]
            },
            {
              "id": "support_languages",
              "question": "Is support available in German, French or Italian?",
              "support": "unknown",
              "answer": "Is support available in German, French or Italian? No German/French/Italian support commitment, DACH/Swiss support entity or public credit-bearing SLA terms were retrieved.",
              "evidenceIds": []
            },
            {
              "id": "regional_presence",
              "question": "Is there a DACH or Swiss entity, team or partner?",
              "support": "unknown",
              "answer": "Is there a DACH or Swiss entity, team or partner? No German/French/Italian support commitment, DACH/Swiss support entity or public credit-bearing SLA terms were retrieved.",
              "evidenceIds": []
            },
            {
              "id": "uptime_sla",
              "question": "Is there an uptime SLA with credits?",
              "support": "partial",
              "answer": "Self-host marketing offers a paid SLA/SLO/dedicated-support add-on; a public uptime percentage, credit schedule or standard SaaS SLA was not retrieved.",
              "evidenceIds": [
                "typingmind:typingmind:selfhost"
              ]
            },
            {
              "id": "status_page",
              "question": "Is there a public status page with history?",
              "support": "partial",
              "answer": "A public status site loads but returned an error fetching status data in this pass, so history and measured availability are unknown.",
              "evidenceIds": [
                "typingmind:typingmind:status"
              ]
            }
          ],
          "limitations": [
            "Self-host support package is distinct from SaaS support/onboarding; no public numerical uptime/credit or adoption-service tariff established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:compare-typingmind-team-plans",
            "typingmind:typingmind:selfhost",
            "typingmind:typingmind:status",
            "typingmind:typingmind:pricing",
            "typingmind:typingmind:cloud-host-vs-self-host"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:VEN-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dust has rollout and training material, with hands-on support packaged for Enterprise.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Public learning material (no paid entitlement required to read); contracted CSM/onboarding is Enterprise",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "onboarding_service",
              "question": "Is guided onboarding included?",
              "support": "supported",
              "answer": "Enterprise pricing includes dedicated CSM and onboarding; exact hours and scope are contractual.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            },
            {
              "id": "user_training",
              "question": "Is end-user training offered, in which languages?",
              "support": "partial",
              "answer": "Public team onboarding and education resources are available. Course/live-session language coverage was not established.",
              "evidenceIds": [
                "dust:dust:training",
                "dust:dust:rollout"
              ]
            },
            {
              "id": "use_case_library",
              "question": "Are role-based use cases and templates provided?",
              "support": "supported",
              "answer": "The public Use Cases and Guides index lists departmental guides for Sales, Support, Marketing, Engineering, Data Analytics, Knowledge, People, Product and Collaboration; the Sales guide supplies concrete agent examples and build links. This establishes public role-based guidance, not a separately verified in-product template entitlement.",
              "evidenceIds": [
                "dust:dust:r2-department-guides",
                "dust:dust:r2-sales-guide"
              ]
            },
            {
              "id": "adoption_programme",
              "question": "Is there a champion or adoption programme?",
              "support": "partial",
              "answer": "The rollout guide covers launch, builder community, education and expansion; a contracted champion programme entitlement was not established.",
              "evidenceIds": [
                "dust:dust:rollout"
              ]
            },
            {
              "id": "service_cost",
              "question": "Which services cost extra?",
              "support": "partial",
              "answer": "Hands-on CSM/onboarding is Enterprise packaging; a numerical professional-services tariff was not established.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:training",
            "dust:dust:rollout",
            "dust:dust:r2-department-guides",
            "dust:dust:r2-sales-guide"
          ]
        },
        {
          "productId": "typingmind",
          "claimId": "typingmind:VEN-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public setup guides and role examples exist; managed adoption services are not fully specified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas",
              "teams-selfhost"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams Starter/Growth/Professional public email support/material; separate quoted annual Teams self-host Enterprise Support add-on",
            "addOns": [
              "Commercial Teams self-host Enterprise Support (SLA/SLO/dedicated queue), separately quoted"
            ],
            "deploymentMode": null,
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              },
              {
                "id": "teams-selfhost",
                "name": "Commercial self-hosted TypingMind Teams server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "onboarding_service",
              "question": "Is guided onboarding included?",
              "support": "unknown",
              "answer": "Is guided onboarding included? No included guided-onboarding scope, multilingual training commitment or champion/adoption programme was established.",
              "evidenceIds": []
            },
            {
              "id": "user_training",
              "question": "Is end-user training offered, in which languages?",
              "support": "partial",
              "answer": "Public documentation teaches setup, use, agents and workflows. A contracted live user-training service and languages were not established.",
              "evidenceIds": [
                "typingmind:typingmind:typingmind-vs-typingmind-team",
                "typingmind:typingmind:overview"
              ]
            },
            {
              "id": "use_case_library",
              "question": "Are role-based use cases and templates provided?",
              "support": "supported",
              "answer": "The documentation provides marketing ad creation, meeting-summary and business automation examples and role/permission examples.",
              "evidenceIds": [
                "typingmind:typingmind:ad-creative-generator",
                "typingmind:typingmind:meeting-summarizer",
                "typingmind:typingmind:overview",
                "typingmind:typingmind:roles-and-permissions"
              ]
            },
            {
              "id": "adoption_programme",
              "question": "Is there a champion or adoption programme?",
              "support": "unknown",
              "answer": "Is there a champion or adoption programme? No included guided-onboarding scope, multilingual training commitment or champion/adoption programme was established.",
              "evidenceIds": []
            },
            {
              "id": "service_cost",
              "question": "Which services cost extra?",
              "support": "partial",
              "answer": "Self-host dedicated support/SLA is an optional extra; onboarding/training/adoption-program prices were not established.",
              "evidenceIds": [
                "typingmind:typingmind:selfhost"
              ]
            }
          ],
          "limitations": [
            "Self-host support package is distinct from SaaS support/onboarding; no public numerical uptime/credit or adoption-service tariff established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:typingmind-vs-typingmind-team",
            "typingmind:typingmind:overview",
            "typingmind:typingmind:ad-creative-generator",
            "typingmind:typingmind:meeting-summarizer",
            "typingmind:typingmind:roles-and-permissions",
            "typingmind:typingmind:selfhost",
            "typingmind:typingmind:pricing",
            "typingmind:typingmind:cloud-host-vs-self-host"
          ]
        }
      ]
    }
  ],
  "sources": [
    {
      "id": "dust:dust:models",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/model-selection",
      "title": "Auto models and the model picker",
      "locator": "Auto model lists; availability; API overrides",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Users select a model per message or agent; auto choices use maintained ordered lists rather than task-based routing."
    },
    {
      "id": "dust:dust:eu-models",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/admin-governance/eu-hosted-models",
      "title": "EU-hosted models",
      "locator": "Availability; supported/excluded model table",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "EU credit-plan workspaces using Dust model hosting can restrict agents and auto choices to EU-hosted models; BYOK is excluded from this setting."
    },
    {
      "id": "dust:dust:changelog",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/changelog",
      "title": "Dust changelog",
      "locator": "October 21, 16 and 14, 2026 entries",
      "sourceDate": "2026-10-21",
      "retrievedAt": "2026-10-21",
      "finding": "Recent dated changes include German/French UI, Gemini 4 Argon and migration from File Generation to Computer."
    },
    {
      "id": "dust:dust:files",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/data-sources/conversation-files/conversation-files",
      "title": "Conversation Files",
      "locator": "Formats; size table; generating files",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Conversation uploads are scoped to one conversation and support documents, tabular data, images and audio."
    },
    {
      "id": "dust:dust:pricing",
      "productId": "dust",
      "kind": "documented",
      "url": "https://dust.tt/home/pricing",
      "title": "Dust Pricing",
      "locator": "Business/Enterprise table and FAQ",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Business supports up to 100 people with Free/Pro/Max seats; Enterprise pricing is sales-led and adds pooled credits, SCIM, audit, single tenancy and support."
    },
    {
      "id": "typingmind:typingmind:set-up-api-keys",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/getting-started/set-up-api-keys.md",
      "title": "Set up API Keys",
      "locator": "Set up API Keys",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Teams admins preset customer provider keys; end users cannot enter their own key in the chat interface."
    },
    {
      "id": "typingmind:typingmind:manage-ai-models",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/manage-and-connect-ai-models/manage-ai-models.md",
      "title": "Manage AI Models",
      "locator": "Manage AI Models",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The app has a per-chat model selector and configurable model endpoints; provider examples are not a complete current catalogue."
    },
    {
      "id": "typingmind:typingmind:release",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://feedback.typingmind.com/changelog/",
      "title": "TypingMind changelog",
      "locator": "2026-10-14 Memory for Teams and new models; 2026-10-13 Toolbox; 2026-10-02 image editing",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Dated releases include Teams memory administration, new models, browser-local code and office outputs, and GPT Image editing."
    },
    {
      "id": "typingmind:typingmind:restrict-model-access",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/branding-and-customizations/restrict-model-access.md",
      "title": "Restrict Model access",
      "locator": "Restrict Model access",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Teams admins restrict available models by user group."
    },
    {
      "id": "typingmind:typingmind:chat-with-documents",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/upload-and-chat-with-files/chat-with-documents.md",
      "title": "Chat with documents",
      "locator": "Chat with documents",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Uploads accept PDF, Markdown, CSV, XLSX, TXT, DOCX, JSON and HTML, with document text added as chat context."
    },
    {
      "id": "typingmind:typingmind:voice",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/voice-input",
      "title": "Voice input",
      "locator": "Transcription models and Teams configuration",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Browser speech recognition or customer OpenAI, Groq and Azure transcription keys enable dictation; uploaded Whisper recordings have a 25MB limit."
    },
    {
      "id": "typingmind:typingmind:azure-openai",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/manage-and-connect-ai-models/azure-openai.md",
      "title": "Azure OpenAI",
      "locator": "Azure OpenAI",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A customer Azure OpenAI endpoint and deployment can be configured."
    },
    {
      "id": "typingmind:typingmind:pricing",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://custom.typingmind.com/pricing",
      "title": "TypingMind Teams pricing",
      "locator": "Annual selector, plan cards, Add-ons and Business card",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Annual selected prices display USD83/166/249 per month for Starter/Growth/Professional, five users, USD8 extra seats; Business starts USD18,700/year."
    },
    {
      "id": "typingmind:typingmind:get-started-with-self-host-installation-instruct",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/self-host-guides/get-started-with-self-host-installation-instruct.md",
      "title": "Self-host installation instructions",
      "locator": "Self-host installation instructions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A NodeJS service needs MySQL 8, optional PostgreSQL 16 pgvector KB, OpenAI embeddings and S3-compatible blobs; private endpoints are blocked by default."
    },
    {
      "id": "typingmind:typingmind:toolbox",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/plugins/toolbox",
      "title": "Toolbox",
      "locator": "Local execution, network control and file capabilities",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A free built-in plugin executes Python and JavaScript locally in the browser with network disabled by default and creates Office/PDF files and charts."
    },
    {
      "id": "typingmind:typingmind:r2-teams-custom-models",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/getting-started/set-up-api-keys.md",
      "title": "Teams API Keys Setup",
      "locator": "Use with other models; Add Custom Model in Admin Panel",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Teams-specific instructions name Azure OpenAI, Hugging Face and Ollama custom-model setup in the Admin Panel; this is distinct from personal local-server guides."
    },
    {
      "id": "typingmind:typingmind:r2-plan-matrix",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/getting-started/compare-typingmind-team-plans.md",
      "title": "Compare Teams Plans",
      "locator": "Full Feature Comparison",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "All SaaS tiers list custom models and shared resources; Growth adds RAG/projects; Professional adds roles, restrictions, logs and external API integration."
    },
    {
      "id": "typingmind:typingmind:r3-custom-admin-bedrock",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/manage-and-connect-ai-models/aws-bedrock-anthropic",
      "title": "AWS Bedrock Anthropic",
      "locator": "Custom Admin restriction and steps 2-4, including custom.typingmind.com/manage",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The Custom Admin route configures Claude via Bedrock with customer AWS access/secret keys, region and approved model access; current model and commercial tier coverage are not enumerated."
    },
    {
      "id": "typingmind:typingmind:ollama",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/manage-and-connect-ai-models/ollama.md",
      "title": "Ollama",
      "locator": "Ollama",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A customer Ollama model endpoint can be added; network accessibility must be configured."
    },
    {
      "id": "typingmind:typingmind:lmstudio",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/manage-and-connect-ai-models/lmstudio.md",
      "title": "LM Studio",
      "locator": "LM Studio",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Customer local LM Studio can supply an OpenAI-compatible model endpoint."
    },
    {
      "id": "typingmind:typingmind:cloud-host-vs-self-host",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/getting-started/cloud-host-vs-self-host.md",
      "title": "Cloud host vs self host",
      "locator": "Cloud host vs self host",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "SaaS has a self-serve 14-day trial; self-host has no free trial and carries a quoted annual licence and update/support conditions."
    },
    {
      "id": "dust:dust:tiers",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/usage-seats-and-credits/model-access-tiers",
      "title": "Model access tiers",
      "locator": "Workspace, group and individual ceilings",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins restrict models and reasoning efforts at workspace, group or member level, with a separate published-agent bypass setting."
    },
    {
      "id": "dust:dust:spaces",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/spaces-management",
      "title": "Spaces management",
      "locator": "Open/restricted spaces; limits; visibility",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Spaces control knowledge and agent access; Business allows five and Enterprise 100 spaces."
    },
    {
      "id": "dust:dust:credits",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/usage-seats-and-credits/credits",
      "title": "Credits",
      "locator": "Token/action credits; checkpoints",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Consumption adds token and tool credits; a 600-AWU checkpoint can pause user-started root tasks, with exceptions."
    },
    {
      "id": "dust:dust:credit-management",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/usage-seats-and-credits/credit-management",
      "title": "Credit management",
      "locator": "Personal caps; group budgets; programmatic use",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Credit sources and block behavior vary by plan; beta Enterprise Pooled group budgets exclude programmatic consumption."
    },
    {
      "id": "typingmind:typingmind:usage-limits",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/user-management/usage-limits.md",
      "title": "Usage limits",
      "locator": "Usage limits",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Reusable limit groups cover messages, characters and tokens by period, applicable globally or to users, groups, models, agents and plugins."
    },
    {
      "id": "typingmind:typingmind:connect-knowledge-base-to-your-ai-agents",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/branding-and-customizations/connect-knowledge-base-to-your-ai-agents.md",
      "title": "Connect Knowledge Base to your AI Agents",
      "locator": "Connect Knowledge Base to your AI Agents",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Tagged knowledge is assigned to agents through Knowledge Base Access."
    },
    {
      "id": "typingmind:typingmind:roles-and-permissions",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/user-management/roles-and-permissions.md",
      "title": "Roles and Permissions",
      "locator": "Roles and Permissions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Owners delegate granular Admin Panel permissions through custom roles; group-role assignment is described as coming soon."
    },
    {
      "id": "dust:dust:file-limits",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/getting-started/faq/file-size-limits",
      "title": "File size limits",
      "locator": "Upload caps; audio-only restriction",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The dedicated limits FAQ gives different image, audio and tabular caps than Conversation Files and excludes direct video uploads."
    },
    {
      "id": "dust:dust:computer",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/tools/computer",
      "title": "Computer",
      "locator": "File work; OCR; network control; secrets",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Computer executes code in temporary workspaces, handles Office/PDF files, performs documented OCR and restricts network access by allowlist."
    },
    {
      "id": "dust:dust:drive",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/connections-management/google-drive",
      "title": "Google Drive",
      "locator": "Connection identity; refresh; OCR; spreadsheet limitations",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Drive sync follows a dedicated connection account and selected content; scanned documents need conversation upload for OCR and Excel table queries need conversion to Sheets."
    },
    {
      "id": "dust:dust:search",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/knowledge/search-data-sources",
      "title": "Search data sources",
      "locator": "Document selection; retrieval",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Agents search selected knowledge sources and retrieve relevant document context."
    },
    {
      "id": "typingmind:typingmind:how-knowledge-base-works-in-typingmind-team",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/branding-and-customizations/how-knowledge-base-works-in-typingmind-team.md",
      "title": "How Knowledge Base works in TypingMind Team",
      "locator": "Early Access; indexing; limits and refresh",
      "sourceDate": "2025-11-10",
      "retrievedAt": "2026-10-21",
      "finding": "The early-access KB uses RAG, about 3,000-word chunks and up to five retrieved chunks, 50MB uploads and daily source refresh."
    },
    {
      "id": "typingmind:typingmind:training-files-vs-knowledge-base",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/branding-and-customizations/training-files-vs-knowledge-base.md",
      "title": "Training Files vs Knowledge Base",
      "locator": "Training Files vs Knowledge Base",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Agent training-file text is injected into system context; the separate KB retrieves chunks and advertises multiple source integrations."
    },
    {
      "id": "typingmind:typingmind:get-started-with-knowledge-base",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/branding-and-customizations/get-started-with-knowledge-base.md",
      "title": "Get started with Knowledge Base",
      "locator": "Get started with Knowledge Base",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins add documents or connected sources, tag data, bind tags to agents and optionally show clickable references."
    },
    {
      "id": "typingmind:typingmind:restrict-ai-agents-access",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/branding-and-customizations/restrict-ai-agents-access.md",
      "title": "Restrict AI Agents access",
      "locator": "Restrict AI Agents access",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Agent access and usage can be limited for groups."
    },
    {
      "id": "dust:dust:permissions",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/admin-governance/access-controls-and-permissions",
      "title": "Access Controls and Permissions",
      "locator": "Access policy; connection account; Spaces",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Knowledge access is organized through admin-selected connection content and membership of open/restricted Spaces."
    },
    {
      "id": "dust:dust:microsoft",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/connections-management/microsoft",
      "title": "Microsoft",
      "locator": "Connection account; delegated and service-principal setup; sync",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Microsoft data is scoped to the connecting account and selected SharePoint sources; changes synchronize on a five-minute cycle."
    },
    {
      "id": "dust:dust:confluence",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/connections-management/confluence",
      "title": "Confluence",
      "locator": "Scope; restricted pages; refresh",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Confluence sync covers selected global spaces, excluding private spaces and pages with view restrictions."
    },
    {
      "id": "dust:dust:jira",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/data-sources/custom-connections/beta-import-jira-issues",
      "title": "Beta: Import Jira issues",
      "locator": "Import path",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A separately documented beta route imports Jira issues as a custom connection."
    },
    {
      "id": "dust:dust:sources",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/getting-started/faq/general-questions/what-data-sources-can-be-connected-to-dust",
      "title": "What data sources can be connected to Dust?",
      "locator": "Named sources",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Official guides identify managed connections and custom API/import routes."
    },
    {
      "id": "dust:dust:tools",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/tools-management/adding-an-mcp-server",
      "title": "Adding an MCP Server",
      "locator": "Remote/custom servers; auth; tool restriction",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins add remote MCP servers with OAuth or bearer credentials and can restrict tools to skills."
    },
    {
      "id": "dust:dust:r2-bigquery",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/connections-management/bigquery.md",
      "title": "Dust BigQuery connection",
      "locator": "No content sync; service-account setup, one location and Space table selection",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dust stores BigQuery metadata and runs table queries through a dedicated service account; dataset content is not synchronized into the index."
    },
    {
      "id": "typingmind:typingmind:connect-with-your-notion-pages",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/branding-and-customizations/connect-with-your-notion-pages.md",
      "title": "Connect with Notion pages",
      "locator": "Connect with Notion pages",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins select Notion pages/databases for an instance, with initial sync taking a few minutes."
    },
    {
      "id": "typingmind:typingmind:setup-external-connectors-for-knowledge-base",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/self-host-guides/setup-external-connectors-for-knowledge-base.md",
      "title": "Self-host external knowledge connectors",
      "locator": "Self-host external knowledge connectors",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Optional self-host KB external connectors need separate OAuth configuration and Firecrawl for web scraping."
    },
    {
      "id": "typingmind:typingmind:overview",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/llm-automated-workflows/overview.md",
      "title": "LLM Automated Workflows overview",
      "locator": "LLM Automated Workflows overview",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "JavaScript, HTTP and MCP plugins can perform multi-step business actions; example flows are not evidence of a scheduler."
    },
    {
      "id": "typingmind:typingmind:mcp",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/model-context-protocol-(mcp)-in-typingmind",
      "title": "MCP in TypingMind",
      "locator": "Remote and local connectors; Teams sessions; tool control",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The client connects remote HTTP or local-command MCP servers, supports OAuth and individual tool controls, and separates Teams sessions per user/chat."
    },
    {
      "id": "dust:dust:credentials",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/tools-management/personal-vs-shared-credentials",
      "title": "Personal vs Shared Credentials for Tools & MCP Servers",
      "locator": "Shared versus personal authentication",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Tools can use a shared account or each user OAuth identity; even personal auth needs initial admin setup."
    },
    {
      "id": "dust:dust:security",
      "productId": "dust",
      "kind": "vendor-claimed",
      "url": "https://dust.tt/home/security",
      "title": "Dust Security",
      "locator": "Hosting, training, encryption and certification statements",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dust claims EU/US hosting, AES-256/TLS, no model training, provider zero retention and SOC 2 Type II."
    },
    {
      "id": "typingmind:typingmind:eu-data-center",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/account-management/eu-data-center.md",
      "title": "EU data center",
      "locator": "EU data center",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "EU instances use Vercel and AWS EU storage but model API calls may leave the EU."
    },
    {
      "id": "dust:dust:deep",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/default-agents/deep-dive-agent",
      "title": "Deep-dive Agent",
      "locator": "Research flow; citations; limitations",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Deep-dive plans, delegates and writes cited reports, using Company Data knowledge and selected tools; Table Query is excluded."
    },
    {
      "id": "typingmind:typingmind:system-prompts-on-admin-panel",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/branding-and-customizations/system-prompts-on-admin-panel.md",
      "title": "System Prompts on Admin Panel",
      "locator": "System Prompts on Admin Panel",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Global system instructions, few-shot examples and post-message reminders apply across chats and agents."
    },
    {
      "id": "dust:dust:memory",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/tools/agent-memory",
      "title": "Agent Memory",
      "locator": "Adding the tool; viewing/deleting; privacy",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enabled agents retain user-private memory across conversations; users can view and delete it and it persists until deletion."
    },
    {
      "id": "dust:dust:builder",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/create-your-first-agent",
      "title": "Create your first agent",
      "locator": "Instructions; tools; sharing",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Agents combine instructions, models, knowledge and tools with controlled sharing."
    },
    {
      "id": "typingmind:typingmind:memory",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/memory.md",
      "title": "Memory",
      "locator": "Memory",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Users can enable memory globally or for an agent/project and inspect saved memories."
    },
    {
      "id": "dust:dust:governance",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/admin-governance/workspace-governance-roles-groups-and-permissions",
      "title": "Workspace Governance: Roles, Groups & Permissions",
      "locator": "Roles; permission matrix; additive access",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins delegate manager/group permissions for agents, skills, models, billing and security; grants are additive."
    },
    {
      "id": "typingmind:typingmind:build-a-shared-ai-agent-collection",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/branding-and-customizations/build-a-shared-ai-agent-collection.md",
      "title": "Build a Shared AI Agent collection",
      "locator": "Build a Shared AI Agent collection",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins create an agent collection exposed in the team chat interface and control group access."
    },
    {
      "id": "typingmind:typingmind:build-a-shared-prompt-library",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/branding-and-customizations/build-a-shared-prompt-library.md",
      "title": "Build a Shared Prompt Library",
      "locator": "Build a Shared Prompt Library",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins can publish reusable prompts to the team interface."
    },
    {
      "id": "typingmind:typingmind:restrict-plugin-access",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/branding-and-customizations/restrict-plugin-access.md",
      "title": "Restrict Plugin access",
      "locator": "Restrict Plugin access",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Plugins can be made available or unavailable to specified user groups."
    },
    {
      "id": "typingmind:typingmind:deep-research",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/plugins/deep-research",
      "title": "Deep Research plugin",
      "locator": "Requirements and operation",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A multi-step search/read/report plugin requires customer SerpAPI and Firecrawl keys and has a two-minute execution limit."
    },
    {
      "id": "typingmind:typingmind:image",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/plugins/gpt-image-2-5",
      "title": "GPT Image 2.5 plugin",
      "locator": "Image generation, editing and API key",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The plugin generates and edits images using the customer OpenAI API route."
    },
    {
      "id": "dust:dust:web",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/tools/web-search-and-browse",
      "title": "Web Search & Browse",
      "locator": "Search and browsing flow",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The tool runs Google queries and browses results, with agent-level configuration and format options."
    },
    {
      "id": "dust:dust:triggers",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/triggers/index",
      "title": "Triggers",
      "locator": "Schedules and events",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Agents can run automatically from schedule or event triggers."
    },
    {
      "id": "dust:dust:schedules",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/triggers/schedules",
      "title": "Schedules",
      "locator": "Schedule setup",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Agents can run on recurring schedules."
    },
    {
      "id": "dust:dust:webhooks",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/triggers/webhooks/index",
      "title": "Webhooks",
      "locator": "Built-in and custom event sources",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins configure webhook sources; members attach filtered triggers to agents, with optional signature verification for custom sources."
    },
    {
      "id": "typingmind:typingmind:api-integration-overview",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/integrations/api-integration-overview.md",
      "title": "API integration overview",
      "locator": "API integration overview",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "REST chat/agent API uses API-key-associated api-users subject to user restrictions and usage limits."
    },
    {
      "id": "dust:dust:pods",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/pods/overview",
      "title": "Pods overview",
      "locator": "Shared workspace and visibility",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Pods combine shared conversations, tasks and files; open Pods are workspace-browsable and restricted Pods require invitation."
    },
    {
      "id": "dust:dust:api-keys",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/api-keys",
      "title": "API keys",
      "locator": "Scopes; Space access; caps",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dust API keys have read/admin scopes, data access and enforceable per-key monthly caps."
    },
    {
      "id": "dust:dust:mcp-server",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/integrations/dust-mcp-server",
      "title": "Dust MCP Server",
      "locator": "Region URLs; OAuth; user permissions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dust exposes workspace knowledge, agents, conversations, files and Pods to OAuth MCP clients under the authenticated user permissions."
    },
    {
      "id": "dust:dust:upsert",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/api-reference/datasources/upsert-a-document-in-a-data-source",
      "title": "Upsert a document in a data source",
      "locator": "Endpoint and authentication",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The API loads or updates documents in a scoped data source."
    },
    {
      "id": "dust:dust:get-conversation",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/api-reference/conversations/get-a-conversation",
      "title": "Get a conversation",
      "locator": "Response schema",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The API retrieves accessible conversation messages with pagination."
    },
    {
      "id": "dust:dust:browser",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/integrations/browser-extension",
      "title": "Browser Extension",
      "locator": "Browsers and capabilities",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "An official extension supports Chrome, Firefox and Chromium-based browsers."
    },
    {
      "id": "typingmind:typingmind:typingmind-vs-typingmind-team",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/quickstart/typingmind-vs-typingmind-team.md",
      "title": "TypingMind vs TypingMind Team",
      "locator": "TypingMind vs TypingMind Team",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The personal app and Teams with an Admin Panel, managed users and centrally preset keys are separate offerings."
    },
    {
      "id": "typingmind:typingmind:install",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/install-typingmind-app",
      "title": "Install TypingMind app",
      "locator": "PWA installation on Windows, Mac, iOS and Android",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Installation uses browser PWA technology; browser storage remains separate and this does not establish native app-store clients."
    },
    {
      "id": "typingmind:typingmind:r2-personal-bulk-licence",
      "productId": "typingmind",
      "kind": "vendor-claimed",
      "url": "https://checkout.typingmind.com/buy",
      "title": "TypingMind personal licence checkout",
      "locator": "How many devices/users? and Team/Bulk License FAQ; self-host FAQ",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Personal licences normally cover five devices for one user; a separate shareable Bulk License is offered, without establishing a Teams Admin Panel entitlement."
    },
    {
      "id": "dust:dust:teams",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/integrations/dust-in-teams",
      "title": "Dust in Teams",
      "locator": "Setup and usage",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "An official Teams integration runs Dust agents within Microsoft Teams after admin setup."
    },
    {
      "id": "typingmind:typingmind:ad-creative-generator",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/llm-automated-workflows/ad-creative-generator.md",
      "title": "Ad creative generator workflow",
      "locator": "Ad creative generator workflow",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Public examples include marketing automation built with AI and plugins."
    },
    {
      "id": "dust:dust:images",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/tools/image-generation",
      "title": "Image Generation",
      "locator": "Reference images; parallel generation; safety",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Agents generate images from text or references, up to 14 reference images, with SynthID and content restrictions."
    },
    {
      "id": "typingmind:typingmind:terms-of-service",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/security-and-compliance/terms-of-service.md",
      "title": "Terms of Service",
      "locator": "Sections 1, 4-6, 13 and 16",
      "sourceDate": "2026-09-17",
      "retrievedAt": "2026-10-21",
      "finding": "Typing Technology Co Ltd contracts under Singapore law and business SIAC arbitration; Teams renews and self-host code has restricted licence rights."
    },
    {
      "id": "dust:dust:speech",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/tools/voice-and-sound-generation",
      "title": "Voice and sound generation",
      "locator": "Speech Generator",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The speech tool generates MP3 narration or multi-speaker dialogue with selectable languages and styles."
    },
    {
      "id": "dust:dust:meetings",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/integrations/meeting-transcripts",
      "title": "Meeting transcripts",
      "locator": "Providers and scope",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dust consumes transcripts from connected notetaker and sales tools; Gong private transcripts are excluded."
    },
    {
      "id": "typingmind:typingmind:tts",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/use-text-to-speech",
      "title": "Text to speech",
      "locator": "Browser, ElevenLabs and OpenAI options",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Answers can be read aloud using browser speech, ElevenLabs or OpenAI TTS."
    },
    {
      "id": "typingmind:typingmind:meeting-summarizer",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/llm-automated-workflows/meeting-summarizer.md",
      "title": "Meeting summarizer workflow",
      "locator": "Meeting summarizer workflow",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The guide offers an audio-transcription and summarisation workflow, not a demonstrated meeting bot."
    },
    {
      "id": "dust:dust:frames",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/frames/overview",
      "title": "Frames overview",
      "locator": "Creating and editing interactive content",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Frames provide persistent interactive agent output that can be refined and shared."
    },
    {
      "id": "typingmind:typingmind:compare-typingmind-team-plans",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/getting-started/compare-typingmind-team-plans.md",
      "title": "Compare TypingMind Team plans",
      "locator": "Compare TypingMind Team plans",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The comparison lists monthly USD99/199/299, five users plus USD8 additional users, Growth knowledge and Professional identity/governance."
    },
    {
      "id": "dust:dust:pod-chats",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/pods/conversations",
      "title": "Pod conversations",
      "locator": "Visibility; indexing; participation",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "All Pod members can read and contribute to Pod conversations, which are automatically indexed."
    },
    {
      "id": "typingmind:typingmind:translations",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/app-translation/translation-collaboration",
      "title": "Translation collaboration",
      "locator": "Multilingual app translation project",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A translation project exists, but the retrieved page does not establish completeness of German, French, Italian or Admin Panel translations."
    },
    {
      "id": "dust:dust:sso",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/admin-governance/single-sign-on-sso/single-sign-on-sso",
      "title": "Single Sign-On",
      "locator": "Setup; enforcement",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins configure and enforce SAML SSO, which disables other social sign-in paths for the workspace."
    },
    {
      "id": "dust:dust:enterprise",
      "productId": "dust",
      "kind": "vendor-claimed",
      "url": "https://dust.tt/home/enterprise",
      "title": "Dust for Enterprise",
      "locator": "Security and scale",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The Enterprise marketing page claims 365-day audit retention, 99.9% uptime and support for 10,000+ users."
    },
    {
      "id": "typingmind:typingmind:sso",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/user-management/single-sign-on-(sso)",
      "title": "Single Sign-On (SSO)",
      "locator": "SAML configuration and multiple connections",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "SAML identity-provider metadata, entity ID and reply URL are configured in Teams."
    },
    {
      "id": "typingmind:typingmind:o-auth-2-0",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/user-management/o-auth-2-0.md",
      "title": "OAuth 2.0",
      "locator": "OAuth 2.0",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "OAuth/OIDC supports built-in Microsoft and Google logins and JIT seats; revoking IdP authorization alone does not remove the user."
    },
    {
      "id": "typingmind:typingmind:data-processing-agreement",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/security-and-compliance/data-processing-agreement.md",
      "title": "Data Processing Agreement",
      "locator": "Clauses 7.4, 7.8-7.10 and Appendices I-IV",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The public GDPR processor form includes confidentiality, subprocessor flow-down, SCC transfers and customer-choice deletion or return."
    },
    {
      "id": "dust:dust:provision",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/admin-governance/users-and-groups-provisioning",
      "title": "Users and groups provisioning",
      "locator": "SCIM 2.0; group role mapping",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise SCIM creates, updates and deactivates users and syncs groups; groups can grant Admin/Manager roles."
    },
    {
      "id": "dust:dust:seats",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/usage-seats-and-credits/seat-management",
      "title": "Seat management",
      "locator": "Seat assignments; billing cycles; leaving",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins assign independent roles and Free/Pro/Max seats; annual stock and already-allocated credits have specific reclaim rules."
    },
    {
      "id": "typingmind:typingmind:scim",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/user-management/directory-sync-(scim-v2)",
      "title": "Directory Sync (SCIM v2)",
      "locator": "Create, update, suspend users and groups",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "SCIM sync creates and suspends users, updates profiles and assigns corresponding groups from the IdP."
    },
    {
      "id": "typingmind:typingmind:invite-team-members",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/user-management/invite-team-members.md",
      "title": "Invite team members",
      "locator": "Invite team members",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Teams admins invite members to the instance and manage seats."
    },
    {
      "id": "typingmind:typingmind:create-and-manage-user-groups",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/user-management/create-and-manage-user-groups.md",
      "title": "Create and manage user groups",
      "locator": "Create and manage user groups",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Groups control access and are usable for limits and analytics."
    },
    {
      "id": "dust:dust:analytics",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/analytics",
      "title": "Analytics",
      "locator": "Attribution; CSV; content exclusion",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Consumption reports break down users, groups, models, tools, agents and Pods; exports omit message content and can double-attribute group usage."
    },
    {
      "id": "typingmind:typingmind:chatbot-analytics",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/analytics/chatbot-analytics.md",
      "title": "Chatbot analytics",
      "locator": "Chatbot analytics",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Reporting covers active users, messages, conversations, estimated tokens and characters, with model/agent/group/user breakdowns and chart downloads."
    },
    {
      "id": "dust:dust:audit",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/audit-logs/audit-logs",
      "title": "Audit Logs",
      "locator": "Enterprise scope; actor types; SIEM",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise logs distinguish users, API keys and system actors with CSV and continuous SIEM delivery."
    },
    {
      "id": "typingmind:typingmind:view-and-export-user-chat-logs",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/analytics/view-and-export-user-chat-logs.md",
      "title": "View and export user chat logs",
      "locator": "View and export user chat logs",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Opt-in Record all chats exposes user prompts and responses to authorized admins and configurable retention permanently deletes old records."
    },
    {
      "id": "typingmind:typingmind:export-chat-logs",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/integrations/export-chat-logs.md",
      "title": "Export chat logs",
      "locator": "Export chat logs",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Chat logging is off by default; the API exports JSON conversation content and dates, limited to the last 100 matching conversations per request."
    },
    {
      "id": "dust:dust:privacy",
      "productId": "dust",
      "kind": "documented",
      "url": "https://dust.tt/home/platform-privacy",
      "title": "Dust Platform Privacy Policy",
      "locator": "About Us; sections 2, 6 and 7",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The policy identifies Permutation Labs in Paris and distinguishes its controller processing from customer processor processing, with non-EEA transfer safeguards."
    },
    {
      "id": "typingmind:typingmind:selfhost",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://custom.typingmind.com/self-host",
      "title": "TypingMind Teams Self Host",
      "locator": "Technical requirements, licensing, network, updates and pricing FAQ",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Commercial self-host requires an annual quote, includes five users, uses compiled/minified code, checks licence/updates externally and can use customer model endpoints."
    },
    {
      "id": "typingmind:typingmind:privacy-policy",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/security-and-compliance/privacy-policy.md",
      "title": "Privacy policy",
      "locator": "Storage scope, API keys and section on account deletion",
      "sourceDate": "2026-09-19",
      "retrievedAt": "2026-10-21",
      "finding": "The policy distinguishes personal local storage from Teams multitenant server storage, and lists inactive unpaid account deletion."
    },
    {
      "id": "dust:dust:training-policy",
      "productId": "dust",
      "kind": "vendor-claimed",
      "url": "https://dust.tt/home/platform-privacy",
      "title": "Dust Platform Privacy Policy",
      "locator": "Section 6, Foundational Model Providers",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The policy asserts listed providers do not train, retain or log Customer Content for human review; this source pass did not retrieve the customer DPA."
    },
    {
      "id": "typingmind:typingmind:data-usage-and-model-training-policy",
      "productId": "typingmind",
      "kind": "vendor-claimed",
      "url": "https://docs.typingmind.com/security-and-compliance/data-usage-and-model-training-policy.md",
      "title": "Data Usage and Model Training Policy",
      "locator": "TypingMind role and provider API comparison",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The vendor says it does not train on conversations; customers contract directly with model providers and their retention/training terms vary."
    },
    {
      "id": "dust:dust:delete-chat",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/getting-started/faq/managing-agents/can-i-delete-or-rename-a-conversation",
      "title": "Can I delete or rename a conversation?",
      "locator": "Conversation actions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Users can delete or rename their conversations."
    },
    {
      "id": "typingmind:typingmind:r4-soc2-selfhost-claim",
      "productId": "typingmind",
      "kind": "vendor-claimed",
      "url": "https://custom.typingmind.com/self-host",
      "title": "TypingMind Teams self-host",
      "locator": "Maximum security, SOC 2 Type II badge; updates and licence checks",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The self-host marketing page claims SOC 2 Type II; no auditor, reporting period, covered legal entity or report was retrieved. This is a vendor claim rather than verified attestation."
    },
    {
      "id": "typingmind:typingmind:r2-teams-server-route",
      "productId": "typingmind",
      "kind": "vendor-claimed",
      "url": "https://custom.typingmind.com/pricing",
      "title": "TypingMind Teams pricing FAQ",
      "locator": "Do my users see my OpenAI API key?",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The Teams-specific FAQ says users do not see the key and OpenAI requests are sent from the Teams server."
    },
    {
      "id": "typingmind:typingmind:dpa-confidentiality",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/security-and-compliance/data-processing-agreement.md",
      "title": "TypingMind DPA confidentiality",
      "locator": "7.4(c),7.8(d)-(e); AppendixII andIII",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Staff have need-to-know confidentiality duties and subprocessor contracts carry substantially the same data-protection obligations; a specific professional-secrecy agreement is not established."
    },
    {
      "id": "dust:dust:fx-ecb",
      "productId": "dust",
      "kind": "documented",
      "url": "https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml",
      "title": "ECB historical euro reference rates",
      "locator": "Cube time=2026-10-20, USD and CHF",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "EUR 1 = USD 1.1215 = CHF 0.9237 on October 20, 2026."
    },
    {
      "id": "typingmind:typingmind:openai-price",
      "productId": "typingmind",
      "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": "gpt-6-luna Standard input is USD0.10 and output USD0.50 per million tokens, excluding cache and optional regional uplifts."
    },
    {
      "id": "typingmind:typingmind:openai-model",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://developers.openai.com/api/docs/models/gpt-6-luna",
      "title": "GPT-6 Luna model documentation",
      "locator": "Reasoning effort and API support",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Reasoning effort none is the lowest option; the shared cost proxy does not use reasoning tokens."
    },
    {
      "id": "typingmind:typingmind:fx",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml",
      "title": "ECB reference exchange rates",
      "locator": "Cube time=2026-10-20",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "EUR1 equals USD1.1215 and CHF0.9237."
    },
    {
      "id": "typingmind:typingmind:manage-your-subscription",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/account-management/manage-your-subscription.md",
      "title": "Manage your subscription",
      "locator": "Manage your subscription",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Cloud customers manage the recurring subscription through billing settings."
    },
    {
      "id": "dust:dust:licence",
      "productId": "dust",
      "kind": "documented",
      "url": "https://github.com/dust-tt/dust/blob/2b1a4973af824f8ff970d585c5eb1f40ae76186c/LICENSE",
      "title": "Dust repository LICENSE at pinned commit",
      "locator": "Root LICENSE, MIT permission grant",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The pinned public repository root licence is MIT; hosted service terms and third-party components are separate."
    },
    {
      "id": "typingmind:typingmind:end-user-license-agreement",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/security-and-compliance/end-user-license-agreement.md",
      "title": "End User License Agreement",
      "locator": "End User License Agreement",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The software is commercially licensed with restrictions on redistribution and modification."
    },
    {
      "id": "typingmind:typingmind:custom-branding",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/branding-and-customizations/custom-branding.md",
      "title": "Custom branding",
      "locator": "Custom branding",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Teams supports instance logo, theme and branded presentation within its commercial licence."
    },
    {
      "id": "dust:dust:get-document",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/api-reference/datasources/retrieve-a-document-from-a-data-source",
      "title": "Retrieve a document from a data source",
      "locator": "Endpoint and response",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The API retrieves a source document; this does not establish a complete one-click tenant export."
    },
    {
      "id": "typingmind:typingmind:export-import-data",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/cloud-sync-and-backup/export-import-data.md",
      "title": "Export and import data",
      "locator": "Export and import data",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "User app settings export/import chats, prompts, plugins, folders, agents and model settings as JSON."
    },
    {
      "id": "dust:dust:support",
      "productId": "dust",
      "kind": "documented",
      "url": "https://dust.tt/home/support",
      "title": "Dust Support",
      "locator": "Support channels",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The vendor provides public support entry points and community/documentation resources."
    },
    {
      "id": "typingmind:typingmind:status",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://status.typingmind.ai",
      "title": "TypingMind status",
      "locator": "Public status shell",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The status site loaded a status shell but reported an error fetching data; incident history and measured uptime were not retrieved."
    },
    {
      "id": "dust:dust:rollout",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/getting-started/dust-rollout-guide/index",
      "title": "Dust Rollout Guide",
      "locator": "Rollout phases",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Public rollout guidance covers setup, launch, team education and measurement."
    },
    {
      "id": "dust:dust:training",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/getting-started/dust-rollout-guide/team-onboarding-material",
      "title": "Team onboarding material",
      "locator": "Training resources",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dust provides reusable team-onboarding material."
    },
    {
      "id": "dust:dust:r2-department-guides",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/getting-started/use-cases-and-guides/index.md",
      "title": "Dust Use Cases and Guides",
      "locator": "Use Cases by Department",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Public guides are organized by Sales, Support, Marketing, Engineering, Data, Knowledge, People, Product and Collaboration."
    },
    {
      "id": "dust:dust:r2-sales-guide",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/getting-started/use-cases-and-guides/sales.md",
      "title": "Dust Sales use-case guide",
      "locator": "Sales agent examples and build links",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The Sales guide provides concrete role-based agent examples; this is public learning material, not a contracted training entitlement."
    }
  ]
}
