{
  "schemaVersion": 1,
  "rubricVersion": "1.1",
  "kind": "pair",
  "slug": "claude-vs-mistral-vibe",
  "canonicalUrl": "https://onaihq.com/compare/agents/claude-vs-mistral-vibe/",
  "markdownUrl": "https://onaihq.com/compare/agents/claude-vs-mistral-vibe/index.md",
  "dataUrl": "https://onaihq.com/compare/agents/claude-vs-mistral-vibe/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": "claude",
      "name": "Claude Team / Enterprise",
      "website": "https://claude.com/enterprise",
      "repository": null,
      "pageUrl": "https://onaihq.com/compare/agents/products/claude/",
      "lifecycle": {
        "status": "sunset",
        "note": "Standalone Claude Design at claude.ai/design is scheduled to close on December 14, 2026; design creation continues inside Claude Artifacts.",
        "scope": "Only standalone Claude Design at claude.ai/design. This is not a sunset of Claude Team or Enterprise chat, Cowork or in-Claude Design.",
        "continuation": "Claude Artifacts Design inside Claude; the admin guide describes existing Design projects appearing there.",
        "announcementDate": null,
        "serviceEndDate": "2026-12-14",
        "checkedAt": "2026-10-21",
        "crossCheckedAt": "2026-10-21",
        "nextCheckAt": "2026-12-20",
        "evidenceIds": [
          "claude:cl-artifacts-admin"
        ]
      },
      "surfaces": [
        {
          "id": "claude-web",
          "name": "Claude Team and Enterprise web workspaces",
          "type": "web-app"
        },
        {
          "id": "claude-clients",
          "name": "Claude desktop and mobile clients",
          "type": "native-app"
        },
        {
          "id": "claude-connectors",
          "name": "Claude connectors and remote MCP integrations",
          "type": "integration"
        },
        {
          "id": "claude-office",
          "name": "Claude for Microsoft 365 official add-ins",
          "type": "suite-addin"
        },
        {
          "id": "claude-cowork",
          "name": "Claude Cowork cloud and desktop task execution",
          "type": "agent-workspace"
        },
        {
          "id": "claude-design-standalone",
          "name": "Standalone Claude Design at claude.ai/design, scoped lifecycle only",
          "type": "web-app"
        },
        {
          "id": "claude-google-addon",
          "name": "Claude native Google Workspace sidebar beta",
          "type": "suite-addin"
        }
      ],
      "sourcedClaimCount": 50,
      "statedByVendorCount": 0,
      "crossCheckedClaimCount": 50,
      "sourcedOnlyClaimCount": 0,
      "oldestCheckedAt": "2026-10-21",
      "lastCheckedAt": "2026-10-26"
    },
    {
      "id": "mistral-vibe",
      "name": "Mistral Vibe",
      "website": "https://mistral.ai/products/vibe/",
      "repository": null,
      "pageUrl": "https://onaihq.com/compare/agents/products/mistral-vibe/",
      "lifecycle": {
        "status": "sunset",
        "note": "The legacy hosted Chat tab and its Chat Agents are being removed progressively as accounts migrate to unified Vibe Work. Enterprise migration began October 1, 2026 with an approximately six-month administrator window; no fixed final end date was published in the inspected release.",
        "scope": "Legacy hosted Vibe Chat tab and Chat-created Agents only; not Vibe Work, Vibe Code, Mistral API or customer-deployed models.",
        "continuation": "Vibe Work continues with Skills; the rename preserves accounts, plans and conversations.",
        "announcementDate": "2026-09-22",
        "serviceEndDate": null,
        "checkedAt": "2026-10-21",
        "crossCheckedAt": "2026-10-26",
        "nextCheckAt": "2026-12-20",
        "evidenceIds": [
          "mistral-vibe:mistral-vibe:m-release-notes",
          "mistral-vibe:mistral-vibe:m-legacy-agents",
          "mistral-vibe:mistral-vibe:m-rename"
        ]
      },
      "surfaces": [
        {
          "id": "vibe-work-web",
          "name": "Hosted Vibe Work web app after migration",
          "type": "web"
        },
        {
          "id": "vibe-chat-legacy",
          "name": "Legacy Vibe Chat during enterprise migration",
          "type": "web"
        },
        {
          "id": "vibe-mobile",
          "name": "Vibe iOS/Android apps",
          "type": "mobile"
        },
        {
          "id": "vibe-enterprise-private",
          "name": "Enterprise private Vibe deployment",
          "type": "private-platform"
        },
        {
          "id": "vibe-code-cli",
          "name": "Vibe Code CLI, separate coding scope",
          "type": "cli"
        }
      ],
      "sourcedClaimCount": 44,
      "statedByVendorCount": 0,
      "crossCheckedClaimCount": 44,
      "sourcedOnlyClaimCount": 0,
      "oldestCheckedAt": "2026-10-21",
      "lastCheckedAt": "2026-10-26"
    }
  ],
  "coverage": {
    "totalCriteria": 51,
    "sharedCrossCheckedCriteria": 44,
    "sharedSourcedCriteria": 44,
    "crossCheckedCriteriaByProduct": {
      "claude": 50,
      "mistral-vibe": 44
    },
    "sourcedOnlyCriteriaByProduct": {
      "claude": 0,
      "mistral-vibe": 0
    },
    "sourcedCriteriaByProduct": {
      "claude": 50,
      "mistral-vibe": 44
    },
    "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": "claude",
          "claimId": "claude:MOD-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Team and Enterprise offer Anthropic model families with seat-specific Fable billing and visible safety fallback; organization controls can restrict the picker.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients"
            ],
            "version": "Hosted commercial Chat documentation checked 2026-10-26",
            "plan": "Team Standard/Premium; current usage-based Enterprise; legacy seat-based Enterprise only where explicitly identified",
            "addOns": [
              "Usage credits for Fable on Team Standard and legacy Enterprise Standard; consumption billed separately on current Enterprise"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "providers",
              "question": "Which model providers are available?",
              "support": "supported",
              "answer": "The commercial plan table includes Anthropic Fable, Opus, Sonnet and Haiku families; this is a single-provider hosted chat catalogue.",
              "evidenceIds": [
                "claude:cl-pricing-20261026"
              ]
            },
            {
              "id": "current_models",
              "question": "Which current models are selectable on this plan?",
              "support": "partial",
              "answer": "The current selector/context guides list Haiku 5.5, Sonnet 5.5, Opus 5.5 and Fable 5.1, plus older choices. Pricing includes the Opus/Sonnet/Haiku families on Team and Enterprise. Fable 5/5.1 use paid credits on Team Standard and legacy Enterprise Standard, a capped included share on Premium, and API-rate consumption on current Enterprise. Admin restrictions can remove access; no authenticated tenant picker was observed.",
              "evidenceIds": [
                "claude:cl-model-menu-r2-20261026",
                "claude:cl-context-plans-r2-20261026",
                "claude:cl-pricing-20261026",
                "claude:claude:fable-plan-20261026"
              ]
            },
            {
              "id": "user_choice",
              "question": "Can users pick the model per chat?",
              "support": "partial",
              "answer": "Users select a chat model and effort from the menu; changes apply to the next response. Enterprise model controls may restrict choices. Office and Cowork defaults are scoped separately.",
              "evidenceIds": [
                "claude:cl-model-menu-r2-20261026",
                "claude:cl-model-control-20261026"
              ]
            },
            {
              "id": "auto_routing",
              "question": "Does the product route between models automatically, and is the chosen model shown?",
              "support": "partial",
              "answer": "Fable 5/5.1 safety fallback is enabled by default and may rerun a flagged request on an Opus model in the same chat. A visible notice and responding-model label disclose the switch, and users can disable it. General task-complexity routing is not established.",
              "evidenceIds": [
                "claude:claude:transparent-fallback-20261026",
                "claude:claude:fable-plan-20261026"
              ]
            },
            {
              "id": "multimodal_input",
              "question": "Which models accept images, audio or files?",
              "support": "partial",
              "answer": "The chat attachment guide documents images/PDF/documents; exact per-model modality and paid-seat compatibility remains unverified.",
              "evidenceIds": [
                "claude:cl-upload-r2-20261026"
              ]
            }
          ],
          "limitations": [
            "current_models: The current selector/context guides list Haiku 5.5, Sonnet 5.5, Opus 5.5 and Fable 5.1, plus older choices. Pricing includes the Opus/Sonnet/Haiku families on Team and Enterprise. Fable 5/5.1 use paid credits on Team Standard and legacy Enterprise Standard, a capped included share on Premium, and API-rate consumption on current Enterprise. Admin restrictions can remove access; no authenticated tenant picker was observed.",
            "user_choice: Users select a chat model and effort from the menu; changes apply to the next response. Enterprise model controls may restrict choices. Office and Cowork defaults are scoped separately.",
            "auto_routing: Fable 5/5.1 safety fallback is enabled by default and may rerun a flagged request on an Opus model in the same chat. A visible notice and responding-model label disclose the switch, and users can disable it. General task-complexity routing is not established.",
            "multimodal_input: The chat attachment guide documents images/PDF/documents; exact per-model modality and paid-seat compatibility remains unverified."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-model-menu-r2-20261026",
            "claude:cl-context-plans-r2-20261026",
            "claude:cl-upload-r2-20261026",
            "claude:cl-pricing-20261026",
            "claude:claude:fable-plan-20261026",
            "claude:cl-model-control-20261026",
            "claude:claude:transparent-fallback-20261026"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:MOD-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Hosted Work exposes task-oriented Fast/Think behavior; a complete current per-plan named chat-model catalogue was not established.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Migrated Team and Enterprise hosted Work; no arbitrary named-model picker entitlement asserted",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "providers",
              "question": "Which model providers are available?",
              "support": "partial",
              "answer": "Mistral powers core Vibe; images use Black Forest Labs and voice uses Voxtral. Named selectable core-chat models per plan were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-home-20261026",
                "mistral-vibe:mistral-vibe:m-image-20261026"
              ]
            },
            {
              "id": "current_models",
              "question": "Which current models are selectable on this plan?",
              "support": "unknown",
              "answer": "The API model list and pricing recommendations do not establish current models selectable in hosted Work/Chat for each plan. Search on 2026-10-26: https://mistral.ai/products/vibe/, https://docs.mistral.ai/vibe/work/image-generation.md, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "user_choice",
              "question": "Can users pick the model per chat?",
              "support": "partial",
              "answer": "The September 22 hosted release explicitly covers migrating Free, Pro, Teams and Enterprise accounts and documents Fast/Think choice in unified Work. These are reasoning modes, not arbitrary provider/model selection.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-release-notes-20261026",
                "mistral-vibe:mistral-vibe:plan-matrix-20261026"
              ]
            },
            {
              "id": "auto_routing",
              "question": "Does the product route between models automatically, and is the chosen model shown?",
              "support": "unknown",
              "answer": "Work chooses tools automatically, but model-routing rules and display of the chosen model were not established. Search on 2026-10-26: https://mistral.ai/products/vibe/, https://docs.mistral.ai/vibe/work/image-generation.md, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "multimodal_input",
              "question": "Which models accept images, audio or files?",
              "support": "partial",
              "answer": "Work accepts document/image and audio context; exact model-by-model capabilities were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files-20261026"
              ]
            }
          ],
          "limitations": [
            "providers: Mistral powers core Vibe; images use Black Forest Labs and voice uses Voxtral. Named selectable core-chat models per plan were not established.",
            "current_models: The API model list and pricing recommendations do not establish current models selectable in hosted Work/Chat for each plan. Search on 2026-10-26: https://mistral.ai/products/vibe/, https://docs.mistral.ai/vibe/work/image-generation.md, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
            "user_choice: The September 22 hosted release explicitly covers migrating Free, Pro, Teams and Enterprise accounts and documents Fast/Think choice in unified Work. These are reasoning modes, not arbitrary provider/model selection.",
            "auto_routing: Work chooses tools automatically, but model-routing rules and display of the chosen model were not established. Search on 2026-10-26: https://mistral.ai/products/vibe/, https://docs.mistral.ai/vibe/work/image-generation.md, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
            "multimodal_input: Work accepts document/image and audio context; exact model-by-model capabilities were not established."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-home-20261026",
            "mistral-vibe:mistral-vibe:m-image-20261026",
            "mistral-vibe:mistral-vibe:m-release-notes-20261026",
            "mistral-vibe:mistral-vibe:m-files-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "id": "MOD-02",
      "title": "Model freshness",
      "group": {
        "id": 1,
        "name": "Models"
      },
      "judgment": "Measure the days from a provider's general release to availability in the product for the last three major releases from OpenAI, Anthropic and Google (and Mistral where offered). Use dated changelogs or observation. Record deprecation notice for retired models.",
      "questions": [
        {
          "id": "release_lag_days",
          "question": "What was the lag for each of the last three major releases, per provider?"
        },
        {
          "id": "changelog",
          "question": "Is there a dated public model changelog?"
        },
        {
          "id": "deprecation_notice",
          "question": "How much notice is given before a model is removed?"
        },
        {
          "id": "version_pinning",
          "question": "Can an admin keep an older model version?"
        }
      ],
      "products": [
        {
          "productId": "claude",
          "claimId": "claude:MOD-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Release notes and scoped retirement notices exist; comparative lag and pinning remain open.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "release_lag_days",
              "question": "What was the lag for each of the last three major releases, per provider?",
              "support": "unknown",
              "answer": "What was the lag for each of the last three major releases, per provider? Unverified after checking release notes and Haiku notice; three provider/product release-date pairs and persistent enterprise model pinning not verified.",
              "evidenceIds": []
            },
            {
              "id": "changelog",
              "question": "Is there a dated public model changelog?",
              "support": "supported",
              "answer": "Claude publishes dated model and product release notes.",
              "evidenceIds": [
                "claude:cl-release"
              ]
            },
            {
              "id": "deprecation_notice",
              "question": "How much notice is given before a model is removed?",
              "support": "partial",
              "answer": "Haiku 4.5 consumer removal has October 15-to-29 notice, explicitly excluding Team/Enterprise. A general commercial-model notice period was not established.",
              "evidenceIds": [
                "claude:cl-haiku-notice"
              ]
            },
            {
              "id": "version_pinning",
              "question": "Can an admin keep an older model version?",
              "support": "unknown",
              "answer": "Can an admin keep an older model version? Unverified after checking release notes and Haiku notice; three provider/product release-date pairs and persistent enterprise model pinning not verified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: release_lag_days, version_pinning.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-release",
            "claude:cl-haiku-notice"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:MOD-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public product and model changelogs exist; Vibe model lag and version-pinning remain unverified.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "release_lag_days",
              "question": "What was the lag for each of the last three major releases, per provider?",
              "support": "unknown",
              "answer": "Unknown. The API/model lifecycle pages cannot establish hosted Vibe chat release lag, notice guarantees or admin model pinning; no three-release app availability dataset was obtained.",
              "evidenceIds": []
            },
            {
              "id": "changelog",
              "question": "Is there a dated public model changelog?",
              "support": "supported",
              "answer": "Mistral publishes dated model/API changes and separate shipped Vibe/Admin release notes.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-releases",
                "mistral-vibe:mistral-vibe:m-release-notes"
              ]
            },
            {
              "id": "deprecation_notice",
              "question": "How much notice is given before a model is removed?",
              "support": "unknown",
              "answer": "Unknown. The API/model lifecycle pages cannot establish hosted Vibe chat release lag, notice guarantees or admin model pinning; no three-release app availability dataset was obtained.",
              "evidenceIds": []
            },
            {
              "id": "version_pinning",
              "question": "Can an admin keep an older model version?",
              "support": "unknown",
              "answer": "Unknown. The API/model lifecycle pages cannot establish hosted Vibe chat release lag, notice guarantees or admin model pinning; no three-release app availability dataset was obtained.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: release_lag_days, deprecation_notice, version_pinning."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-releases",
            "mistral-vibe:mistral-vibe:m-release-notes"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:MOD-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Office add-ins advertise customer cloud credentials; that does not establish BYO inference in regular Claude chat.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-office",
              "claude-web"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Paid Office add-ins; regular Team/Enterprise chat only as an explicit gap",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "own_api_keys",
              "question": "Can the customer use its own provider API keys?",
              "support": "unknown",
              "answer": "Can the customer use its own provider API keys? Unverified after checking Office cloud-credential FAQ, regular chat model settings and commercial pricing; arbitrary API keys/endpoints, BYO price changes and feature parity not verified.",
              "evidenceIds": []
            },
            {
              "id": "own_cloud_contract",
              "question": "Can it use its own Azure OpenAI, Bedrock or Vertex deployment?",
              "support": "partial",
              "answer": "Claude for Microsoft 365 advertises Foundry, Bedrock and Gemini Enterprise Agent Platform credentials. Regular Claude chat BYO cloud-account support remains unverified.",
              "evidenceIds": [
                "claude:cl-office"
              ]
            },
            {
              "id": "custom_endpoint",
              "question": "Can an admin add any OpenAI-compatible endpoint?",
              "support": "unknown",
              "answer": "Can an admin add any OpenAI-compatible endpoint? Unverified after checking Office cloud-credential FAQ, regular chat model settings and commercial pricing; arbitrary API keys/endpoints, BYO price changes and feature parity not verified.",
              "evidenceIds": []
            },
            {
              "id": "byo_pricing",
              "question": "Does BYO change the licence price?",
              "support": "unknown",
              "answer": "Does BYO change the licence price? Unverified after checking Office cloud-credential FAQ, regular chat model settings and commercial pricing; arbitrary API keys/endpoints, BYO price changes and feature parity not verified.",
              "evidenceIds": []
            },
            {
              "id": "byo_restrictions",
              "question": "Which features stop working with BYO?",
              "support": "unknown",
              "answer": "Which features stop working with BYO? Unverified after checking Office cloud-credential FAQ, regular chat model settings and commercial pricing; arbitrary API keys/endpoints, BYO price changes and feature parity not verified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: own_api_keys, custom_endpoint, byo_pricing, byo_restrictions.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-office"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe: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": []
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:MOD-04",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:MOD-04",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "MOD-05",
      "title": "Model control and usage limits",
      "group": {
        "id": 1,
        "name": "Models"
      },
      "judgment": "Record admin allow-lists per group, default models, restrictions on which models may see which data, and per-user rate or fair-use limits. Test one restriction with two users in different groups. Record limits as enforced stops, warnings or undocumented fair use.",
      "questions": [
        {
          "id": "model_allowlist_by_group",
          "question": "Can admins limit models per group?"
        },
        {
          "id": "data_bound_models",
          "question": "Can admins restrict which models receive connector or knowledge content?"
        },
        {
          "id": "default_model",
          "question": "Can admins set the default model?"
        },
        {
          "id": "user_limits",
          "question": "What per-user message or token limits apply, and are they published?"
        },
        {
          "id": "limit_behaviour",
          "question": "What happens when a limit is reached?"
        }
      ],
      "products": [
        {
          "productId": "claude",
          "claimId": "claude:MOD-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise has model/effort ceilings and ordinary defaults; always-start enforcement is a separate beta with project exceptions.",
          "availability": "beta",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Enterprise organization/custom-role model access and defaults; Always start with the default model and effort level is beta",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "model_allowlist_by_group",
              "question": "Can admins limit models per group?",
              "support": "partial",
              "answer": "Enterprise organization model/effort ceilings constrain custom roles; Haiku cannot be disabled. Per-source data-binding rules remain unverified.",
              "evidenceIds": [
                "claude:cl-model-control-r2"
              ]
            },
            {
              "id": "data_bound_models",
              "question": "Can admins restrict which models receive connector or knowledge content?",
              "support": "unknown",
              "answer": "Can admins restrict which models receive connector or knowledge content? Unverified after checking Claude Team/Enterprise pricing, identity, connector, privacy and release documentation retrieved 2026-10-21; no paid organization or shared fixture.",
              "evidenceIds": []
            },
            {
              "id": "default_model",
              "question": "Can admins set the default model?",
              "support": "partial",
              "answer": "Enterprise can choose an ordinary organization/role default. The Always start switch is beta, still permits in-chat switching, and does not override remembered choices in existing chat projects. New projects and new project Cowork tasks use the default; unavailable product models fall back to Anthropic's recommendation.",
              "evidenceIds": [
                "claude:cl-default-r2"
              ]
            },
            {
              "id": "user_limits",
              "question": "What per-user message or token limits apply, and are they published?",
              "support": "supported",
              "answer": "Current usage-based Enterprise has no included token allowance or seat usage cap; Team/legacy plans differ.",
              "evidenceIds": [
                "claude:cl-enterprise"
              ]
            },
            {
              "id": "limit_behaviour",
              "question": "What happens when a limit is reached?",
              "support": "partial",
              "answer": "Disabling an enabled Enterprise model can require fallback or explicit switching; default selection is not permission to access a disabled model. Spend-limit enforcement remains separate.",
              "evidenceIds": [
                "claude:cl-model-control-r2"
              ]
            }
          ],
          "limitations": [
            "Beta applies specifically to forced starting model/effort; ordinary model ceilings and defaults are documented separately. Team entitlement is not inferred.",
            "Existing chat-project selection is an explicit exception. No two-group/model restriction fixture; Chrome/Security and client-version coverage limits still apply."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-model-control-r2",
            "claude:cl-default-r2",
            "claude:cl-enterprise"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:MOD-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Vibe publishes relative plan allowances and some fixed limits; per-group model policies remain open.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "model_allowlist_by_group",
              "question": "Can admins limit models per group?",
              "support": "unknown",
              "answer": "Unknown. Admin Workspace/tool controls were checked, but an enforced group-to-model allowlist, data-to-model rule or admin default chat model was not established.",
              "evidenceIds": []
            },
            {
              "id": "data_bound_models",
              "question": "Can admins restrict which models receive connector or knowledge content?",
              "support": "unknown",
              "answer": "Unknown. Admin Workspace/tool controls were checked, but an enforced group-to-model allowlist, data-to-model rule or admin default chat model was not established.",
              "evidenceIds": []
            },
            {
              "id": "default_model",
              "question": "Can admins set the default model?",
              "support": "unknown",
              "answer": "Unknown. Admin Workspace/tool controls were checked, but an enforced group-to-model allowlist, data-to-model rule or admin default chat model was not established.",
              "evidenceIds": []
            },
            {
              "id": "user_limits",
              "question": "What per-user message or token limits apply, and are they published?",
              "support": "partial",
              "answer": "The page gives relative multipliers and Team Flash Answers at 200/day versus Pro 150/day. An exhaustive exact Work limit table was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "limit_behaviour",
              "question": "What happens when a limit is reached?",
              "support": "partial",
              "answer": "Library processing exhaustion pauses new uploads while existing content stays usable; paid API/Code usage can stop or consume prepaid PAYG.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-libraries",
                "mistral-vibe:mistral-vibe:m-subscription"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: model_allowlist_by_group, data_bound_models, default_model."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-pricing",
            "mistral-vibe:mistral-vibe:m-libraries",
            "mistral-vibe:mistral-vibe:m-subscription"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:KNOW-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Chat attachments, project knowledge files and code/file tools have separate published limits.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team/Enterprise Chat attachments and project Files; enabled Chat code/file path only where explicitly named",
            "addOns": [
              "Code execution/file creation must be enabled for XLSX and the computing/file-tool route"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "formats",
              "question": "Which formats are accepted?",
              "support": "supported",
              "answer": "Chat attachments support PDF/DOCX/CSV/TXT/HTML/ODT/RTF/EPUB/JSON and XLSX with code execution; JPEG/PNG/GIF/WebP images. This is not an Office/Cowork format matrix.",
              "evidenceIds": [
                "claude:cl-upload-r2"
              ]
            },
            {
              "id": "limits",
              "question": "What size and count limits apply per file and chat?",
              "support": "partial",
              "answer": "Chat Add files/photo attachments:500 MB/file,20/chat, PDF 1000-page maximum. Project Files:30 MB/file. The separate code/file-creation guide specifies30 MB per upload/download in its computing/file-tool path, with a separate larger-PDF processing caveat. A500 MB attachment is not promised to work in that30 MB tool path.",
              "evidenceIds": [
                "claude:cl-upload-r2",
                "claude:cl-code-files-r2"
              ]
            },
            {
              "id": "ocr",
              "question": "Are scanned PDFs read?",
              "support": "partial",
              "answer": "For Chat PDF processing, up to 100 pages receive visual/text analysis;101–1000 pages text only. Scanned-contract OCR accuracy was not tested.",
              "evidenceIds": [
                "claude:cl-upload-r2"
              ]
            },
            {
              "id": "spreadsheets",
              "question": "Are Excel tables read with structure intact?",
              "support": "partial",
              "answer": "Chat XLSX uploads require code/file creation; its file-tool guide has a30 MB upload/download limit. Formula/table preservation was not fixture-tested.",
              "evidenceIds": [
                "claude:cl-upload-r2",
                "claude:cl-code-files-r2"
              ]
            },
            {
              "id": "full_vs_chunked",
              "question": "Is the whole file used or only retrieved parts, and does the user see which?",
              "support": "partial",
              "answer": "Paid projects switch to search-based RAG near context limits and show an indicator; this does not establish every chat-file reading path.",
              "evidenceIds": [
                "claude:cl-rag"
              ]
            }
          ],
          "limitations": [
            "Limits are assigned to the named UI/repository/tool path rather than treated as conflicting universal maxima. Exact large-attachment transfer into the computing environment remains untested.",
            "Office/Cowork paths are excluded. No long PDF, scan, formula workbook or PowerPoint fixture."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-upload-r2",
            "claude:cl-code-files-r2",
            "claude:cl-rag"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:KNOW-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Work accepts documents, tables, images and recordings; documentation does not replace a file-fidelity test.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "formats",
              "question": "Which formats are accepted?",
              "support": "supported",
              "answer": "PDF, Word, PowerPoint, Excel/CSV/ODS/Numbers, common images/text/code and email formats are listed.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files"
              ]
            },
            {
              "id": "limits",
              "question": "What size and count limits apply per file and chat?",
              "support": "unknown",
              "answer": "Unknown. The 100 MB/100-file limits are for Libraries; exact per-chat file byte/count limits were not established and were not copied across.",
              "evidenceIds": []
            },
            {
              "id": "ocr",
              "question": "Are scanned PDFs read?",
              "support": "partial",
              "answer": "Work describes extracting text from scanned-page images; complete multi-page scanned-PDF fidelity was not tested.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files"
              ]
            },
            {
              "id": "spreadsheets",
              "question": "Are Excel tables read with structure intact?",
              "support": "partial",
              "answer": "Excel/CSV analysis and paid spreadsheet editing are documented; formulas/structure were not tested against the shared workbook.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files",
                "mistral-vibe:mistral-vibe:m-sheets"
              ]
            },
            {
              "id": "full_vs_chunked",
              "question": "Is the whole file used or only retrieved parts, and does the user see which?",
              "support": "unknown",
              "answer": "Unknown. Files persist for the chat and Libraries are indexed, but exact full-file versus chunk selection and user-visible coverage were not verified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: limits, full_vs_chunked."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-files",
            "mistral-vibe:mistral-vibe:m-sheets"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:KNOW-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Projects persist curated knowledge and instructions and support organizational sharing.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "persistent_collections",
              "question": "Can users keep document collections across chats?",
              "support": "supported",
              "answer": "Projects retain a knowledge base and instructions for related chats.",
              "evidenceIds": [
                "claude:cl-projects"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can collections be shared with users, groups or the whole organisation?",
              "support": "supported",
              "answer": "Team/Enterprise share projects with organization members; Enterprise groups can receive shared resources.",
              "evidenceIds": [
                "claude:cl-projects",
                "claude:cl-groups"
              ]
            },
            {
              "id": "size_limits",
              "question": "What are the collection limits?",
              "support": "partial",
              "answer": "Project files have a 30 MB limit; paid RAG expands effective knowledge capacity, with no fixed total capacity verified.",
              "evidenceIds": [
                "claude:cl-upload",
                "claude:cl-rag"
              ]
            },
            {
              "id": "assistant_binding",
              "question": "Can collections be bound to an assistant?",
              "support": "partial",
              "answer": "Project instructions and knowledge provide persistent task context; binding tools/model into a separately versioned assistant was not fully verified.",
              "evidenceIds": [
                "claude:cl-projects"
              ]
            }
          ],
          "limitations": [
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-projects",
            "claude:cl-groups",
            "claude:cl-upload",
            "claude:cl-rag"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:KNOW-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": "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": "claude",
          "claimId": "claude:KNOW-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "First-party Microsoft/Google connectors and custom MCP provide distinct enterprise-data routes.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "microsoft_365",
              "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?",
              "support": "supported",
              "answer": "Anthropic-hosted Graph connector covers SharePoint, OneDrive, Outlook and Teams; Claude owner enablement and Entra consent are separate.",
              "evidenceIds": [
                "claude:cl-m365-20261026"
              ]
            },
            {
              "id": "google_workspace",
              "question": "Which Google sources are connected?",
              "support": "supported",
              "answer": "Gmail, Calendar and Drive are documented with owner enablement and user authorization; live Docs/Sheets/Slides are separate connectors.",
              "evidenceIds": [
                "claude:cl-google-20261026"
              ]
            },
            {
              "id": "atlassian",
              "question": "Confluence and Jira?",
              "support": "partial",
              "answer": "Claude Enterprise documents Atlassian Rovo MCP for Jira, Confluence and Teamwork Graph, including organization-managed authorization through Okta. This does not establish a native indexed Confluence connector, universal Team entitlement or observed ACL fidelity.",
              "evidenceIds": [
                "claude:claude:atlassian-enterprise-20261026",
                "claude:cl-mcp-20261026"
              ]
            },
            {
              "id": "other_systems",
              "question": "Which other business systems?",
              "support": "partial",
              "answer": "Enterprise docs list GitHub and Slack; Salesforce is a separately approved paid-plan beta in release notes. Box/ServiceNow details remain unverified.",
              "evidenceIds": [
                "claude:cl-enterprise-20261026",
                "claude:cl-release-20261026"
              ]
            },
            {
              "id": "on_prem_sources",
              "question": "Can on-prem file shares or databases be connected?",
              "support": "partial",
              "answer": "Remote MCP must be reachable from Anthropic cloud; Desktop-local MCP is separate and unavailable in cloud chat/Cowork. Named file-share/database connectors were not verified.",
              "evidenceIds": [
                "claude:cl-mcp-20261026"
              ]
            },
            {
              "id": "connector_provider",
              "question": "Who builds and maintains each connector?",
              "support": "supported",
              "answer": "Microsoft connector is Anthropic-hosted; custom MCP may be built/hosted by the customer or a third party.",
              "evidenceIds": [
                "claude:cl-m365-20261026",
                "claude:cl-mcp-20261026"
              ]
            }
          ],
          "limitations": [
            "atlassian: Claude Enterprise documents Atlassian Rovo MCP for Jira, Confluence and Teamwork Graph, including organization-managed authorization through Okta. This does not establish a native indexed Confluence connector, universal Team entitlement or observed ACL fidelity.",
            "other_systems: Enterprise docs list GitHub and Slack; Salesforce is a separately approved paid-plan beta in release notes. Box/ServiceNow details remain unverified.",
            "on_prem_sources: Remote MCP must be reachable from Anthropic cloud; Desktop-local MCP is separate and unavailable in cloud chat/Cowork. Named file-share/database connectors were not verified."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-m365-20261026",
            "claude:cl-google-20261026",
            "claude:cl-enterprise-20261026",
            "claude:cl-release-20261026",
            "claude:cl-mcp-20261026",
            "claude:claude:atlassian-enterprise-20261026"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:KNOW-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Named featured connectors and a third-party MCP directory connect external data and actions; current pricing labels connectors beta.",
          "availability": "beta",
          "delivery": "official-integration",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team and Enterprise hosted Vibe Work after account migration; feature-specific beta/preview and Enterprise-only controls retained below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "microsoft_365",
              "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?",
              "support": "partial",
              "answer": "Featured sources list Outlook, Outlook Calendar and SharePoint Search API. Separate OneDrive/Teams connector entitlements were not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026"
              ]
            },
            {
              "id": "google_workspace",
              "question": "Which Google sources are connected?",
              "support": "partial",
              "answer": "The guide names Gmail, Google Calendar and Google Drive in Work context; exact Google Drive setup scope was not fully verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026",
                "mistral-vibe:mistral-vibe:m-files-20261026"
              ]
            },
            {
              "id": "atlassian",
              "question": "Confluence and Jira?",
              "support": "supported",
              "answer": "The featured Atlassian connector supports Confluence and Jira.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026"
              ]
            },
            {
              "id": "other_systems",
              "question": "Which other business systems?",
              "support": "supported",
              "answer": "Featured examples include Box, GitHub, Linear, Notion, Slack and Stripe; the remaining MCP directory is third-party.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026",
                "mistral-vibe:mistral-vibe:m-mcp-20261026"
              ]
            },
            {
              "id": "on_prem_sources",
              "question": "Can on-prem file shares or databases be connected?",
              "support": "unknown",
              "answer": "Custom MCP can point at reachable tools, but a supported on-prem file-share/database connector with verified network prerequisites was not established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/connectors.md, https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/connectors/mcp-connectors.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "connector_provider",
              "question": "Who builds and maintains each connector?",
              "support": "supported",
              "answer": "Featured integrations are Mistral-managed; custom/directory MCP servers are third-party/customer-operated and need admin setup.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026",
                "mistral-vibe:mistral-vibe:m-mcp-20261026"
              ]
            }
          ],
          "limitations": [
            "microsoft_365: Featured sources list Outlook, Outlook Calendar and SharePoint Search API. Separate OneDrive/Teams connector entitlements were not verified.",
            "google_workspace: The guide names Gmail, Google Calendar and Google Drive in Work context; exact Google Drive setup scope was not fully verified.",
            "on_prem_sources: Custom MCP can point at reachable tools, but a supported on-prem file-share/database connector with verified network prerequisites was not established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/connectors.md, https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/connectors/mcp-connectors.md. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-connectors-20261026",
            "mistral-vibe:mistral-vibe:m-files-20261026",
            "mistral-vibe:mistral-vibe:m-mcp-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "id": "KNOW-04",
      "title": "Permission-aware retrieval",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "Using two test users, verify that a restricted document in the fixture tenant is never cited or summarised for the user without access, including after a permission change. Record whether permissions are enforced at query time by the source system, mirrored into an index, or not enforced. Record the propagation delay of a revocation.",
      "questions": [
        {
          "id": "source_permissions_respected",
          "question": "Are source permissions enforced per user?"
        },
        {
          "id": "enforcement_point",
          "question": "Does the source system, a mirrored index or nothing enforce them?"
        },
        {
          "id": "revocation_delay",
          "question": "How quickly does a removed permission take effect?"
        },
        {
          "id": "admin_scope_controls",
          "question": "Can admins exclude sites, folders or labels?"
        },
        {
          "id": "sensitivity_labels",
          "question": "Are Microsoft Purview or similar labels respected?"
        }
      ],
      "products": [
        {
          "productId": "claude",
          "claimId": "claude:KNOW-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Documented live-source permissions do not replace the required two-user test.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "source_permissions_respected",
              "question": "Are source permissions enforced per user?",
              "support": "supported",
              "answer": "Microsoft and Google connectors use the connected user account permissions.",
              "evidenceIds": [
                "claude:cl-m365",
                "claude:cl-google"
              ]
            },
            {
              "id": "enforcement_point",
              "question": "Does the source system, a mirrored index or nothing enforce them?",
              "support": "supported",
              "answer": "Microsoft Graph delegated calls check source access; the connector is a proxy without a copied file-content cache.",
              "evidenceIds": [
                "claude:cl-m365"
              ]
            },
            {
              "id": "revocation_delay",
              "question": "How quickly does a removed permission take effect?",
              "support": "unknown",
              "answer": "How quickly does a removed permission take effect? Unverified after checking connector security and user docs; no restricted-document or revocation-latency fixture.",
              "evidenceIds": []
            },
            {
              "id": "admin_scope_controls",
              "question": "Can admins exclude sites, folders or labels?",
              "support": "partial",
              "answer": "Owners control connectors/tools; Microsoft Sites.Selected and a SharePoint site allowlist are explicitly unavailable in this connector.",
              "evidenceIds": [
                "claude:cl-m365-user"
              ]
            },
            {
              "id": "sensitivity_labels",
              "question": "Are Microsoft Purview or similar labels respected?",
              "support": "partial",
              "answer": "The Microsoft security guide says delegated access respects M365 DLP; exact Purview label exclusion behavior was not tested.",
              "evidenceIds": [
                "claude:cl-m365"
              ]
            }
          ],
          "limitations": [
            "No observed permission assurance or revocation SLA is established. Shared conversation output can reveal retrieved content to recipients."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-m365",
            "claude:cl-google",
            "claude:cl-m365-user"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:KNOW-04",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "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": "claude",
          "claimId": "claude:KNOW-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Microsoft content is fetched on demand; Google project references have a separate sync path.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "live_or_indexed",
              "question": "Is content searched live or copied into an index?",
              "support": "partial",
              "answer": "Microsoft uses on-demand Graph access without caching file content. Google Docs attached to private projects sync from Drive.",
              "evidenceIds": [
                "claude:cl-m365",
                "claude:cl-google"
              ]
            },
            {
              "id": "sync_interval",
              "question": "How often does an index refresh?",
              "support": "unknown",
              "answer": "How often does an index refresh? Unverified after checking Microsoft proxy and Google Workspace docs; full sync interval, deletion propagation and copied-index storage map not measured.",
              "evidenceIds": []
            },
            {
              "id": "deletion_propagation",
              "question": "How quickly does a deleted document disappear?",
              "support": "unknown",
              "answer": "How quickly does a deleted document disappear? Unverified after checking Microsoft proxy and Google Workspace docs; full sync interval, deletion propagation and copied-index storage map not measured.",
              "evidenceIds": []
            },
            {
              "id": "index_location",
              "question": "Where is indexed content stored?",
              "support": "unknown",
              "answer": "Where is indexed content stored? Unverified after checking Microsoft proxy and Google Workspace docs; full sync interval, deletion propagation and copied-index storage map not measured.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: sync_interval, deletion_propagation, index_location.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-m365",
            "claude:cl-google"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:KNOW-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Request-time featured connectors and indexed Knowledge Connectors are distinct; source deletions propagate after synchronization with no published interval.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team and Enterprise hosted Vibe Work after account migration; feature-specific beta/preview and Enterprise-only controls retained below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "live_or_indexed",
              "question": "Is content searched live or copied into an index?",
              "support": "supported",
              "answer": "Featured request-time connectors fetch live without a persistent connector index. Knowledge Connectors can separately index selected files, folders or libraries; uploaded Libraries persist their own content.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026",
                "mistral-vibe:mistral-vibe:m-libraries-20261026",
                "mistral-vibe:mistral-vibe:connector-data-controls-20261026",
                "mistral-vibe:mistral-vibe:plan-matrix-20261026"
              ]
            },
            {
              "id": "sync_interval",
              "question": "How often does an index refresh?",
              "support": "unknown",
              "answer": "No universal source-sync interval was established; live connectors and manually indexed Libraries must be distinguished. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/connectors.md, https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "deletion_propagation",
              "question": "How quickly does a deleted document disappear?",
              "support": "partial",
              "answer": "The connected-tool help article says source file/folder/library deletion propagates to the Knowledge Connector index after synchronization. Disabling a Knowledge Connector removes access and schedules index deletion. No bounded propagation or purge time is stated.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:connector-data-controls-20261026"
              ]
            },
            {
              "id": "index_location",
              "question": "Where is indexed content stored?",
              "support": "partial",
              "answer": "Libraries state European cloud storage; exact country, backup and embedding-processing regions were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-libraries-20261026"
              ]
            }
          ],
          "limitations": [
            "sync_interval: No universal source-sync interval was established; live connectors and manually indexed Libraries must be distinguished. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/connectors.md, https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer.",
            "deletion_propagation: The connected-tool help article says source file/folder/library deletion propagates to the Knowledge Connector index after synchronization. Disabling a Knowledge Connector removes access and schedules index deletion. No bounded propagation or purge time is stated.",
            "index_location: Libraries state European cloud storage; exact country, backup and embedding-processing regions were not established."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-connectors-20261026",
            "mistral-vibe:mistral-vibe:m-libraries-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026",
            "mistral-vibe:mistral-vibe:connector-data-controls-20261026"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:KNOW-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Google-source citations are documented; grounding accuracy remains unmeasured.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "citations",
              "question": "Are answers linked to specific sources?",
              "support": "partial",
              "answer": "Google connector answers cite original email/calendar/document sources when available.",
              "evidenceIds": [
                "claude:cl-google"
              ]
            },
            {
              "id": "citation_accuracy",
              "question": "Do the cited passages support the answer?",
              "support": "unknown",
              "answer": "Do the cited passages support the answer? Unverified after checking Google connector citation docs; no multilingual shared corpus, cross-document, citation-accuracy or unanswerable-question test.",
              "evidenceIds": []
            },
            {
              "id": "cross_language",
              "question": "Does a question in one language find documents in another?",
              "support": "unknown",
              "answer": "Does a question in one language find documents in another? Unverified after checking Google connector citation docs; no multilingual shared corpus, cross-document, citation-accuracy or unanswerable-question test.",
              "evidenceIds": []
            },
            {
              "id": "no_answer_behaviour",
              "question": "Does it say when the corpus has no answer?",
              "support": "unknown",
              "answer": "Does it say when the corpus has no answer? Unverified after checking Google connector citation docs; no multilingual shared corpus, cross-document, citation-accuracy or unanswerable-question test.",
              "evidenceIds": []
            },
            {
              "id": "observed_accuracy",
              "question": "How many of the question set were answered correctly?",
              "support": "unknown",
              "answer": "How many of the question set were answered correctly? Unverified after checking Google connector citation docs; no multilingual shared corpus, cross-document, citation-accuracy or unanswerable-question test.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "No observed accuracy or cross-language retrieval ranking."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-google"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:KNOW-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Library answers document numbered footnotes; measured multilingual grounding quality remains unknown.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team and Enterprise hosted Vibe Work after account migration; feature-specific beta/preview and Enterprise-only controls retained below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "citations",
              "question": "Are answers linked to specific sources?",
              "support": "supported",
              "answer": "Library responses use numbered footnotes to source passages and a Sources panel.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-libraries-20261026"
              ]
            },
            {
              "id": "citation_accuracy",
              "question": "Do the cited passages support the answer?",
              "support": "unknown",
              "answer": "No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "cross_language",
              "question": "Does a question in one language find documents in another?",
              "support": "unknown",
              "answer": "No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "no_answer_behaviour",
              "question": "Does it say when the corpus has no answer?",
              "support": "unknown",
              "answer": "No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "observed_accuracy",
              "question": "How many of the question set were answered correctly?",
              "support": "unknown",
              "answer": "No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "citation_accuracy: No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.",
            "cross_language: No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.",
            "no_answer_behaviour: No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.",
            "observed_accuracy: No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-libraries-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:KNOW-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Improved memory and legacy memory have different Team/Enterprise administration and Cowork behavior.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Team/Enterprise improved Settings>Memory experience; legacy Settings>Capabilities memory is separately qualified; project instructions are independent",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "custom_instructions",
              "question": "Can users set persistent instructions?",
              "support": "supported",
              "answer": "Projects have persistent instructions for context and style.",
              "evidenceIds": [
                "claude:cl-projects"
              ]
            },
            {
              "id": "cross_chat_memory",
              "question": "Does the product remember facts across chats?",
              "support": "partial",
              "answer": "Improved memory: owners enable availability and members opt in; cloud Cowork shares Chat memory, local Cowork does not. Legacy memory is chat-only and unavailable in Cowork.",
              "evidenceIds": [
                "claude:cl-memory-r2"
              ]
            },
            {
              "id": "user_memory_controls",
              "question": "Can users view, edit and delete memories?",
              "support": "partial",
              "answer": "Improved memory users inspect/delete topics, pause/reset and choose sensitive-topic opt-in. Incognito remains subject to organization export/retention. Legacy settings and summary-memory behavior differ.",
              "evidenceIds": [
                "claude:cl-memory-r2"
              ]
            },
            {
              "id": "admin_memory_controls",
              "question": "Can admins turn memory off?",
              "support": "partial",
              "answer": "Improved memory: Owners/Primary Owners control availability; disabling it deletes existing entries. Legacy Team explicitly lacks org-level memory controls. Improved memory is unavailable under the named HIPAA/public-sector/custom-retention agreements.",
              "evidenceIds": [
                "claude:cl-memory-r2"
              ]
            }
          ],
          "limitations": [
            "Identify experience by Settings>Memory versus legacy Memory under Settings>Capabilities; neither control set is applied universally.",
            "No organization memory fixture. Current page retains a legacy section for a small number of Team/Enterprise organizations."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-projects",
            "claude:cl-memory-r2"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:KNOW-07",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Migrated Work uses personal Knowledge Base and persistent instructions, with user and admin controls.",
          "availability": "beta",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Migrated Team/Enterprise hosted Work; personal Knowledge Base public preview, organization/workspace controls as documented",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "custom_instructions",
              "question": "Can users set persistent instructions?",
              "support": "supported",
              "answer": "Persistent account instructions specify role, tone and format; Projects can carry their own instructions.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-instructions-20261026",
                "mistral-vibe:mistral-vibe:m-projects-20261026"
              ]
            },
            {
              "id": "cross_chat_memory",
              "question": "Does the product remember facts across chats?",
              "support": "supported",
              "answer": "Work Knowledge Base retrieves saved knowledge across tasks; it replaces legacy Memories as accounts migrate.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-memory-20261026",
                "mistral-vibe:mistral-vibe:m-release-notes-20261026"
              ]
            },
            {
              "id": "user_memory_controls",
              "question": "Can users view, edit and delete memories?",
              "support": "supported",
              "answer": "Users can browse/edit/delete/export knowledge and disable its use; disabling does not erase saved entries.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-memory-20261026"
              ]
            },
            {
              "id": "admin_memory_controls",
              "question": "Can admins turn memory off?",
              "support": "supported",
              "answer": "Admins can disable Knowledge and constrain sensitive-data saving at organization/Workspace scope.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-memory-20261026",
                "mistral-vibe:mistral-vibe:m-adminvibe-20261026"
              ]
            }
          ],
          "limitations": [],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-instructions-20261026",
            "mistral-vibe:mistral-vibe:m-projects-20261026",
            "mistral-vibe:mistral-vibe:m-memory-20261026",
            "mistral-vibe:mistral-vibe:m-release-notes-20261026",
            "mistral-vibe:mistral-vibe:m-adminvibe-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:AGT-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Projects, skills, plugins and artifacts provide reusable task context; full assistant governance remains partly unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "create_assistants",
              "question": "Can users create assistants with instructions, knowledge and tools?",
              "support": "partial",
              "answer": "Projects pair instructions/knowledge; skills and plugins provide reusable task behavior, while custom agent model/tool binding was not fully audited.",
              "evidenceIds": [
                "claude:cl-projects",
                "claude:cl-academy"
              ]
            },
            {
              "id": "creator_permissions",
              "question": "Can admins limit who creates them?",
              "support": "partial",
              "answer": "Enterprise groups/custom roles control plugin access and shared resources; a complete assistant-creator matrix was not verified.",
              "evidenceIds": [
                "claude:cl-groups"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can assistants be shared with users, groups or everyone?",
              "support": "supported",
              "answer": "Team/Enterprise projects share with organization members; Enterprise groups can receive projects/skills/plugins.",
              "evidenceIds": [
                "claude:cl-projects",
                "claude:cl-groups"
              ]
            },
            {
              "id": "catalogue",
              "question": "Is there an internal assistant directory?",
              "support": "partial",
              "answer": "Organization resources and plugins can be shared; a complete internal assistant directory was not inspected.",
              "evidenceIds": [
                "claude:cl-groups"
              ]
            },
            {
              "id": "prompt_library",
              "question": "Are shared prompt templates available?",
              "support": "partial",
              "answer": "Skills capture reusable instructions/processes across Office apps; plain prompt-template catalogue behavior was not verified.",
              "evidenceIds": [
                "claude:cl-office"
              ]
            }
          ],
          "limitations": [
            "No HR-policy assistant was built or shared with a test group."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-projects",
            "claude:cl-academy",
            "claude:cl-groups",
            "claude:cl-office"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:AGT-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Skills are the current reusable Work configuration; legacy Chat Agents remain migration-scoped.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web",
              "vibe-chat-legacy"
            ],
            "version": null,
            "plan": "Team/Enterprise Work Skills; legacy Chat Agents only during migration",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              },
              {
                "id": "vibe-chat-legacy",
                "name": "Legacy Vibe Chat during enterprise migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "create_assistants",
              "question": "Can users create assistants with instructions, knowledge and tools?",
              "support": "supported",
              "answer": "Work users create reusable Skills with instructions/resources. Legacy Chat Agents additionally bind instructions, tools and Libraries during migration.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-skills-20261026",
                "mistral-vibe:mistral-vibe:m-legacy-agents-20261026"
              ]
            },
            {
              "id": "creator_permissions",
              "question": "Can admins limit who creates them?",
              "support": "partial",
              "answer": "Admins govern Skills/features and may force-enable Workspace Skills; a separate per-user creator-role restriction was not fully verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-skills-20261026",
                "mistral-vibe:mistral-vibe:m-adminvibe-20261026"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can assistants be shared with users, groups or everyone?",
              "support": "supported",
              "answer": "Skills can be personal or published to a Workspace; legacy Agents have individual/group/organization sharing.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-skills-20261026",
                "mistral-vibe:mistral-vibe:m-legacy-agents-20261026"
              ]
            },
            {
              "id": "catalogue",
              "question": "Is there an internal assistant directory?",
              "support": "supported",
              "answer": "The Skills interface distinguishes built-in, personal and Workspace Skills; Studio-published resources can appear in Work.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-skills-20261026"
              ]
            },
            {
              "id": "prompt_library",
              "question": "Are shared prompt templates available?",
              "support": "supported",
              "answer": "Built-in Skills include research, extraction and onboarding, and custom Skills can encode reusable methods/templates.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-skills-20261026"
              ]
            }
          ],
          "limitations": [
            "creator_permissions: Admins govern Skills/features and may force-enable Workspace Skills; a separate per-user creator-role restriction was not fully verified."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-skills-20261026",
            "mistral-vibe:mistral-vibe:m-legacy-agents-20261026",
            "mistral-vibe:mistral-vibe:m-adminvibe-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026",
            "mistral-vibe:mistral-vibe:m-release-notes-20261026"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:AGT-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Claude supports remote and local MCP with different execution and identity boundaries.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "builtin_tools",
              "question": "Which tools are built in?",
              "support": "supported",
              "answer": "Code execution, web search, Research and connector tools are listed for commercial plans.",
              "evidenceIds": [
                "claude:cl-pricing"
              ]
            },
            {
              "id": "custom_actions",
              "question": "Can admins add API actions?",
              "support": "partial",
              "answer": "Custom remote MCP can expose action tools; OpenAPI-specific action configuration was not separately verified.",
              "evidenceIds": [
                "claude:cl-mcp"
              ]
            },
            {
              "id": "mcp_client",
              "question": "Can it use remote MCP servers, and with what admin control?",
              "support": "supported",
              "answer": "Remote MCP works through Anthropic cloud. Desktop-local MCP is a separate local-network mechanism; Cowork/cloud chat cannot use that local configuration.",
              "evidenceIds": [
                "claude:cl-mcp"
              ]
            },
            {
              "id": "tool_auth",
              "question": "Do tools act as the user or as a shared account?",
              "support": "supported",
              "answer": "Remote connectors can use per-user OAuth or fixed shared request-header credentials; the latter exposes that credential's access to users.",
              "evidenceIds": [
                "claude:cl-mcp"
              ]
            },
            {
              "id": "tool_approval",
              "question": "Can admins approve or block tools, and can users confirm actions before they run?",
              "support": "partial",
              "answer": "Owners enable connectors and tools; Microsoft Teams sends require Ask, while other tools have configurable permission behavior.",
              "evidenceIds": [
                "claude:cl-m365",
                "claude:cl-mcp"
              ]
            }
          ],
          "limitations": [
            "No external-tool call or fixture permission test was performed."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-pricing",
            "claude:cl-mcp",
            "claude:cl-m365"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:AGT-02",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Work provides native tools, custom remote MCP and explicit action controls.",
          "availability": "beta",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise hosted Work; connectors/custom MCP beta; Studio workflow execution separately metered",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "builtin_tools",
              "question": "Which tools are built in?",
              "support": "supported",
              "answer": "Tools include web/Open URL, Libraries, paid Code Interpreter, Canvas, image generation, Skills and connectors.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files-20261026",
                "mistral-vibe:mistral-vibe:m-web-20261026",
                "mistral-vibe:mistral-vibe:m-interpreter-20261026"
              ]
            },
            {
              "id": "custom_actions",
              "question": "Can admins add API actions?",
              "support": "supported",
              "answer": "Admins can add customer MCP tools; Studio developers can publish deterministic Workflows as callable assistants.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-mcp-20261026",
                "mistral-vibe:mistral-vibe:m-workflows-20261026"
              ]
            },
            {
              "id": "mcp_client",
              "question": "Can it use remote MCP servers, and with what admin control?",
              "support": "supported",
              "answer": "Custom HTTPS MCP servers support auto-detected no-auth, Bearer/Basic or OAuth 2.1 authentication and require administrator setup.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-mcp-20261026"
              ]
            },
            {
              "id": "tool_auth",
              "question": "Do tools act as the user or as a shared account?",
              "support": "supported",
              "answer": "Featured tools use personal OAuth, with separate organization-level GitHub/Slack bot routes and MCP credentials.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026",
                "mistral-vibe:mistral-vibe:m-admincon-20261026",
                "mistral-vibe:mistral-vibe:m-mcp-20261026"
              ]
            },
            {
              "id": "tool_approval",
              "question": "Can admins approve or block tools, and can users confirm actions before they run?",
              "support": "supported",
              "answer": "Writes pause for Continue, Always allow or Decline; users can preauthorize a function, while admins can block/restrict tools.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-safety-20261026",
                "mistral-vibe:mistral-vibe:m-admincon-20261026"
              ]
            }
          ],
          "limitations": [],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-files-20261026",
            "mistral-vibe:mistral-vibe:m-web-20261026",
            "mistral-vibe:mistral-vibe:m-interpreter-20261026",
            "mistral-vibe:mistral-vibe:m-mcp-20261026",
            "mistral-vibe:mistral-vibe:m-workflows-20261026",
            "mistral-vibe:mistral-vibe:m-connectors-20261026",
            "mistral-vibe:mistral-vibe:m-admincon-20261026",
            "mistral-vibe:mistral-vibe:m-safety-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:AGT-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Web search and Research are offered; detailed search-provider geography and group policy remain open.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "web_search",
              "question": "Is web search available?",
              "support": "supported",
              "answer": "Commercial plans include web search.",
              "evidenceIds": [
                "claude:cl-pricing-20261026"
              ]
            },
            {
              "id": "admin_toggle",
              "question": "Can admins disable it per organisation or group?",
              "support": "supported",
              "answer": "An Owner or Primary Owner enables web search for the Team/Enterprise workspace under Organization settings > Capabilities. Members then enable it in chat; the new unified experience can invoke search without a per-chat toggle.",
              "evidenceIds": [
                "claude:claude:web-search-controls-20261026"
              ]
            },
            {
              "id": "search_provider",
              "question": "Which search provider handles queries, and where?",
              "support": "unknown",
              "answer": "Which search provider handles queries, and where? Unverified after checking commercial plan comparison, connector and release docs; current search provider, query location, web-specific citation behavior and full admin toggle matrix not established. Search on 2026-10-26: https://claude.com/pricing, https://support.claude.com/en/articles/13345190-get-started-with-claude-cowork, https://support.claude.com/en/articles/10684626-enable-and-use-web-search. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "deep_research",
              "question": "Is multi-step research with a report available?",
              "support": "supported",
              "answer": "Commercial plans list Research; no shared-corpus report was run.",
              "evidenceIds": [
                "claude:cl-pricing-20261026"
              ]
            },
            {
              "id": "web_citations",
              "question": "Are web sources cited?",
              "support": "supported",
              "answer": "The web-search guide documents direct citations and links to the sources used in searched answers. Citation correctness was not fixture-tested.",
              "evidenceIds": [
                "claude:claude:web-search-controls-20261026"
              ]
            }
          ],
          "limitations": [
            "search_provider: Which search provider handles queries, and where? Unverified after checking commercial plan comparison, connector and release docs; current search provider, query location, web-specific citation behavior and full admin toggle matrix not established. Search on 2026-10-26: https://claude.com/pricing, https://support.claude.com/en/articles/13345190-get-started-with-claude-cowork, https://support.claude.com/en/articles/10684626-enable-and-use-web-search. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-pricing-20261026",
            "claude:claude:web-search-controls-20261026"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:AGT-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Live web search and a Deep Research Skill produce linked sources; exact search processing regions remain unspecified.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Migrated Team/Enterprise Work web search and Deep Research Skill; limits by plan",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "web_search",
              "question": "Is web search available?",
              "support": "supported",
              "answer": "Web search and Open URL retrieve current public information; login/paywalled pages have documented limitations.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-web-20261026"
              ]
            },
            {
              "id": "admin_toggle",
              "question": "Can admins disable it per organisation or group?",
              "support": "supported",
              "answer": "Admins can disable Web Search and Deep Research per Workspace; group access can be assigned through Workspace membership.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-adminvibe-20261026",
                "mistral-vibe:mistral-vibe:m-groups-20261026"
              ]
            },
            {
              "id": "search_provider",
              "question": "Which search provider handles queries, and where?",
              "support": "partial",
              "answer": "AFP/AP supply news results. The general web-search backend and its query-processing region were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-web-20261026"
              ]
            },
            {
              "id": "deep_research",
              "question": "Is multi-step research with a report available?",
              "support": "partial",
              "answer": "Deep Research is available as a Work Skill producing multi-source cited reports; exact plan limits need the pricing/account scope.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-web-20261026",
                "mistral-vibe:mistral-vibe:m-skills-20261026"
              ]
            },
            {
              "id": "web_citations",
              "question": "Are web sources cited?",
              "support": "supported",
              "answer": "Web responses provide inline references and a Sources panel.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-web-20261026"
              ]
            }
          ],
          "limitations": [
            "search_provider: AFP/AP supply news results. The general web-search backend and its query-processing region were not established.",
            "deep_research: Deep Research is available as a Work Skill producing multi-source cited reports; exact plan limits need the pricing/account scope."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-web-20261026",
            "mistral-vibe:mistral-vibe:m-adminvibe-20261026",
            "mistral-vibe:mistral-vibe:m-groups-20261026",
            "mistral-vibe:mistral-vibe:m-skills-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026",
            "mistral-vibe:mistral-vibe:m-release-notes-20261026"
          ]
        }
      ]
    },
    {
      "id": "AGT-04",
      "title": "Workflows and automation",
      "group": {
        "id": 3,
        "name": "Assistants and agents"
      },
      "judgment": "Record no-code or low-code workflows, scheduled prompts, triggers from email, forms or business systems, and multi-step chains. Name where they run and who can build them. A shared prompt template is not a workflow.",
      "questions": [
        {
          "id": "workflow_builder",
          "question": "Is there a workflow or chain builder?"
        },
        {
          "id": "scheduled_tasks",
          "question": "Can prompts or assistants run on a schedule?"
        },
        {
          "id": "event_triggers",
          "question": "Can external events start a workflow?"
        },
        {
          "id": "builder_audience",
          "question": "Is building aimed at business users, IT or developers?"
        }
      ],
      "products": [
        {
          "productId": "claude",
          "claimId": "claude:AGT-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Cowork documents scheduled multi-step tasks; external-event triggers remain unverified.",
          "availability": "beta",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Team and Enterprise Cowork; cloud execution in beta",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "workflow_builder",
              "question": "Is there a workflow or chain builder?",
              "support": "partial",
              "answer": "Cowork turns outcome instructions into multi-step tasks and reusable scheduled work; a separate no-code graph builder was not verified.",
              "evidenceIds": [
                "claude:cl-cowork"
              ]
            },
            {
              "id": "scheduled_tasks",
              "question": "Can prompts or assistants run on a schedule?",
              "support": "partial",
              "answer": "Scheduled Cowork tasks run in the cloud with no device online, subject to commercial beta and admin access.",
              "evidenceIds": [
                "claude:cl-cowork"
              ]
            },
            {
              "id": "event_triggers",
              "question": "Can external events start a workflow?",
              "support": "unknown",
              "answer": "Can external events start a workflow? Unverified after checking Cowork task/schedule and connector docs; no external-event trigger contract or event fixture.",
              "evidenceIds": []
            },
            {
              "id": "builder_audience",
              "question": "Is building aimed at business users, IT or developers?",
              "support": "supported",
              "answer": "Cowork is aimed at knowledge work with no terminal required.",
              "evidenceIds": [
                "claude:cl-cowork"
              ]
            }
          ],
          "limitations": [
            "Unverified parts: event_triggers.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-cowork"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:AGT-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Studio developers publish Workflows for Work use, with tier entitlement unspecified; time-based Work scheduling is public preview.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise Work scheduling and workflow selection; Studio construction/hosting needs its own paid API or Enterprise entitlement",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "workflow_builder",
              "question": "Is there a workflow or chain builder?",
              "support": "supported",
              "answer": "Work does not build deterministic Workflows itself; Studio developers build and publish them for explicit selection in Work.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-workflows-20261026"
              ]
            },
            {
              "id": "scheduled_tasks",
              "question": "Can prompts or assistants run on a schedule?",
              "support": "supported",
              "answer": "Public-preview schedules run once/daily/weekly/monthly/yearly; Free advertises up to five and paid plans fair-use conditions.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-schedule-20261026",
                "mistral-vibe:mistral-vibe:plan-matrix-20261026"
              ]
            },
            {
              "id": "event_triggers",
              "question": "Can external events start a workflow?",
              "support": "unsupported",
              "answer": "The scheduling guide states triggers are time-based for now; event triggers are prospective, without a dated commitment.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-schedule-20261026"
              ]
            },
            {
              "id": "builder_audience",
              "question": "Is building aimed at business users, IT or developers?",
              "support": "supported",
              "answer": "Studio workflow construction targets developers; ordinary Work users select published workflows and schedule prompts.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-workflows-20261026",
                "mistral-vibe:mistral-vibe:m-schedule-20261026"
              ]
            }
          ],
          "limitations": [
            "Time-based scheduling remains public preview. Studio workflow creation/hosting needs a separately eligible service plan; current scheduling is not event-triggered."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-workflows-20261026",
            "mistral-vibe:mistral-vibe:m-schedule-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026",
            "mistral-vibe:mistral-vibe:m-release-notes-20261026"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:AGT-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Cowork documents multi-step execution; broad action and stop-control behavior remains untested.",
          "availability": "beta",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-cowork",
              "claude-connectors"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Team/Enterprise Cowork; cloud beta where stated",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "agent_mode",
              "question": "Is there an agent mode for multi-step tasks?",
              "support": "supported",
              "answer": "Paid Cowork plans and executes multi-step tasks with code, files and browser access where permitted.",
              "evidenceIds": [
                "claude:cl-cowork-20261026"
              ]
            },
            {
              "id": "visible_steps",
              "question": "Are steps and tool calls shown?",
              "support": "partial",
              "answer": "The documented task flow includes planning and subtasks; complete tool-step visibility was not independently observed.",
              "evidenceIds": [
                "claude:cl-cowork-20261026"
              ]
            },
            {
              "id": "side_effect_confirmation",
              "question": "Must the user confirm actions with side effects?",
              "support": "partial",
              "answer": "Microsoft connector has required confirmations for specified email/calendar/Teams actions; this does not establish mandatory confirmation for every Cowork side effect.",
              "evidenceIds": [
                "claude:cl-m365-20261026"
              ]
            },
            {
              "id": "stop_control",
              "question": "Can the user stop a running task?",
              "support": "partial",
              "answer": "The paid-plan Cowork safety guide documents user stopping/monitoring of tasks. It does not guarantee that stopping reverses a completed write or cancels every submitted external action.",
              "evidenceIds": [
                "claude:claude:cowork-stop-20261026",
                "claude:cl-cowork-20261026"
              ]
            }
          ],
          "limitations": [
            "visible_steps: The documented task flow includes planning and subtasks; complete tool-step visibility was not independently observed.",
            "side_effect_confirmation: Microsoft connector has required confirmations for specified email/calendar/Teams actions; this does not establish mandatory confirmation for every Cowork side effect.",
            "stop_control: The paid-plan Cowork safety guide documents user stopping/monitoring of tasks. It does not guarantee that stopping reverses a completed write or cancels every submitted external action."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-cowork-20261026",
            "claude:cl-m365-20261026",
            "claude:claude:cowork-stop-20261026"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:AGT-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Work is documented as a supervised multi-step agent with task progress and optional preauthorization.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise migrated Work agent execution and plan-included connectors",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "agent_mode",
              "question": "Is there an agent mode for multi-step tasks?",
              "support": "partial",
              "answer": "Work decomposes tasks and calls connectors/tools; no fixture execution or intervention count was observed.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-safety-20261026"
              ]
            },
            {
              "id": "visible_steps",
              "question": "Are steps and tool calls shown?",
              "support": "supported",
              "answer": "Longer tasks show todos, reasoning summaries and expandable tool inputs/outputs/status.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-safety-20261026"
              ]
            },
            {
              "id": "side_effect_confirmation",
              "question": "Must the user confirm actions with side effects?",
              "support": "supported",
              "answer": "External create/update/send/delete actions request approval unless the user has Always allow enabled for that function.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-safety-20261026"
              ]
            },
            {
              "id": "stop_control",
              "question": "Can the user stop a running task?",
              "support": "supported",
              "answer": "A stop button can interrupt work, but the guide warns that already-submitted external effects cannot be guaranteed stopped or undone.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-safety-20261026"
              ]
            }
          ],
          "limitations": [
            "agent_mode: Work decomposes tasks and calls connectors/tools; no fixture execution or intervention count was observed."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-safety-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026",
            "mistral-vibe:mistral-vibe:m-release-notes-20261026"
          ]
        }
      ]
    },
    {
      "id": "AGT-06",
      "title": "Programmable access",
      "group": {
        "id": 3,
        "name": "Assistants and agents"
      },
      "judgment": "Record a public API for chat, assistants and knowledge, SDKs, API authentication, rate limits and whether API use counts against the same governance (audit, budgets, model restrictions). Being an MCP client is different from exposing the product over MCP.",
      "questions": [
        {
          "id": "chat_api",
          "question": "Is there an API for chat and assistants?"
        },
        {
          "id": "knowledge_api",
          "question": "Can documents be loaded through an API?"
        },
        {
          "id": "api_governance",
          "question": "Do audit, budgets and model rules apply to API use?"
        },
        {
          "id": "mcp_server",
          "question": "Does the product expose itself to other agents over MCP?"
        }
      ],
      "products": [
        {
          "productId": "claude",
          "claimId": "claude:AGT-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A public model API and separate compliance/analytics interfaces exist; workspace feature parity is unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_api",
              "question": "Is there an API for chat and assistants?",
              "support": "partial",
              "answer": "Claude Platform has a public separately priced model API; this does not establish API access to the same Claude Team/Enterprise assistant conversations.",
              "evidenceIds": [
                "claude:cl-api-prices"
              ]
            },
            {
              "id": "knowledge_api",
              "question": "Can documents be loaded through an API?",
              "support": "unknown",
              "answer": "Can documents be loaded through an API? Unverified after checking Claude Platform pricing and commercial Compliance API docs; workspace knowledge ingestion and product MCP-server exposure not verified.",
              "evidenceIds": []
            },
            {
              "id": "api_governance",
              "question": "Do audit, budgets and model rules apply to API use?",
              "support": "partial",
              "answer": "Enterprise Compliance API covers eligible deployments; automatic parity of model, budget and audit policy with separately purchased API usage was not established.",
              "evidenceIds": [
                "claude:cl-compliance"
              ]
            },
            {
              "id": "mcp_server",
              "question": "Does the product expose itself to other agents over MCP?",
              "support": "unknown",
              "answer": "Does the product expose itself to other agents over MCP? Unverified after checking Claude Platform pricing and commercial Compliance API docs; workspace knowledge ingestion and product MCP-server exposure not verified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: knowledge_api, mcp_server.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-api-prices",
            "claude:cl-compliance"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:AGT-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Studio/administration APIs are separate from the end-user Work chat; legacy Chat Agents explicitly lack API invocation.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_api",
              "question": "Is there an API for chat and assistants?",
              "support": "partial",
              "answer": "Legacy Chat-created Agents cannot be called programmatically; developers create separate Studio/API agents. A full hosted Work conversation API was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-legacy-agents"
              ]
            },
            {
              "id": "knowledge_api",
              "question": "Can documents be loaded through an API?",
              "support": "unknown",
              "answer": "Unknown. Studio/library APIs were not comprehensively retrieved to establish full Work knowledge ingestion/ACL parity.",
              "evidenceIds": []
            },
            {
              "id": "api_governance",
              "question": "Do audit, budgets and model rules apply to API use?",
              "support": "partial",
              "answer": "Enterprise Admin APIs expose usage, groups and limits; parity with every Work tool/retention/permission policy was not tested.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-usage-api",
                "mistral-vibe:mistral-vibe:m-provision"
              ]
            },
            {
              "id": "mcp_server",
              "question": "Does the product expose itself to other agents over MCP?",
              "support": "unknown",
              "answer": "Unknown. Work is documented as an MCP client; a supported Work-as-MCP-server interface was not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: knowledge_api, mcp_server."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-legacy-agents",
            "mistral-vibe:mistral-vibe:m-usage-api",
            "mistral-vibe:mistral-vibe:m-provision"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:WORK-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Web, native clients and Chrome access are documented, with distinct admin and beta eligibility.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "web",
              "question": "Is a full web client available?",
              "support": "supported",
              "answer": "Commercial Claude is available on the web.",
              "evidenceIds": [
                "claude:cl-enterprise"
              ]
            },
            {
              "id": "desktop_apps",
              "question": "Windows and macOS apps?",
              "support": "supported",
              "answer": "Cowork supports macOS and Windows desktop clients on paid plans.",
              "evidenceIds": [
                "claude:cl-cowork"
              ]
            },
            {
              "id": "mobile_apps",
              "question": "iOS and Android apps with SSO?",
              "support": "partial",
              "answer": "iOS/Android clients support commercial accounts; SSO mobile login was not tested.",
              "evidenceIds": [
                "claude:cl-cowork",
                "claude:cl-m365-user"
              ]
            },
            {
              "id": "browser_extension",
              "question": "Is there a browser extension or sidebar?",
              "support": "partial",
              "answer": "Claude in Chrome is available with plan/Enterprise admin eligibility.",
              "evidenceIds": [
                "claude:cl-cowork"
              ]
            },
            {
              "id": "managed_deployment",
              "question": "Can IT deploy and configure clients through MDM?",
              "support": "partial",
              "answer": "Team and Enterprise plan comparisons list enterprise desktop deployment; exact MDM packages/policies were not reviewed.",
              "evidenceIds": [
                "claude:cl-pricing"
              ]
            },
            {
              "id": "client_feature_gaps",
              "question": "Which features are missing on mobile?",
              "support": "partial",
              "answer": "Exports require web/Desktop; cloud Cowork rollout and admin enablement differ from local desktop execution.",
              "evidenceIds": [
                "claude:cl-export-user",
                "claude:cl-cowork"
              ]
            }
          ],
          "limitations": [
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-enterprise",
            "claude:cl-cowork",
            "claude:cl-m365-user",
            "claude:cl-pricing",
            "claude:cl-export-user"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:WORK-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Hosted Vibe is available on web and mobile; developer IDE/CLI routes have a different audience.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web",
              "vibe-mobile"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              },
              {
                "id": "vibe-mobile",
                "name": "Vibe iOS/Android apps",
                "type": "mobile"
              }
            ]
          },
          "questions": [
            {
              "id": "web",
              "question": "Is a full web client available?",
              "support": "supported",
              "answer": "The product and pricing pages list the hosted web app.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-home",
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "desktop_apps",
              "question": "Windows and macOS apps?",
              "support": "unknown",
              "answer": "Unknown. No standalone general-work Windows/macOS app was verified; CLI/IDE coding clients are recorded separately.",
              "evidenceIds": []
            },
            {
              "id": "mobile_apps",
              "question": "iOS and Android apps with SSO?",
              "support": "partial",
              "answer": "iOS and Android apps are linked in the voice guide; company-SSO mobile behavior was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-voice"
              ]
            },
            {
              "id": "browser_extension",
              "question": "Is there a browser extension or sidebar?",
              "support": "unknown",
              "answer": "Unknown. Vibe Code IDE extensions are documented, but a general browser extension/sidebar was not established.",
              "evidenceIds": []
            },
            {
              "id": "managed_deployment",
              "question": "Can IT deploy and configure clients through MDM?",
              "support": "unknown",
              "answer": "Unknown. No MDM/Intune package and managed configuration contract was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "client_feature_gaps",
              "question": "Which features are missing on mobile?",
              "support": "unknown",
              "answer": "Unknown. No complete mobile/web parity matrix or mobile Enterprise SSO fixture was obtained.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: desktop_apps, browser_extension, managed_deployment, client_feature_gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-home",
            "mistral-vibe:mistral-vibe:m-pricing",
            "mistral-vibe:mistral-vibe:m-voice"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:WORK-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Native Microsoft add-ins and a separate Google Workspace beta have different approval and data paths.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-office",
              "claude-connectors",
              "claude-google-addon"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Team/Enterprise Office; Outlook beta; Google Workspace native beta",
            "addOns": [
              "Microsoft/Google subscriptions and administrator deployment approval where required"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-google-addon",
                "name": "Claude native Google Workspace sidebar beta",
                "type": "suite-addin"
              }
            ]
          },
          "questions": [
            {
              "id": "word_excel_powerpoint",
              "question": "Does it work inside Word, Excel and PowerPoint?",
              "support": "supported",
              "answer": "Claude advertises native Excel/PowerPoint/Word add-ins as generally available on paid plans.",
              "evidenceIds": [
                "claude:cl-office"
              ]
            },
            {
              "id": "outlook",
              "question": "Does it work inside Outlook?",
              "support": "supported",
              "answer": "Outlook add-in is beta and opens drafts in the native composer for user sending.",
              "evidenceIds": [
                "claude:cl-office"
              ]
            },
            {
              "id": "teams",
              "question": "Is there a Teams app or bot?",
              "support": "partial",
              "answer": "Teams read/write is through the separate Microsoft connector; a native Teams app was not established.",
              "evidenceIds": [
                "claude:cl-m365"
              ]
            },
            {
              "id": "google_workspace_apps",
              "question": "Does it work inside Docs, Sheets or Gmail?",
              "support": "supported",
              "answer": "Native Google Docs/Sheets/Slides sidebar is beta for Team/Enterprise, installed via Google Marketplace. It edits the open file under the user identity with ask-before-edits by default; connectors are a separate feature.",
              "evidenceIds": [
                "claude:cl-google-addon"
              ]
            },
            {
              "id": "licence_prerequisites",
              "question": "Which licences or consents are needed?",
              "support": "partial",
              "answer": "Paid Claude or supported cloud credentials are advertised for Office; Google add-in needs a paid supported plan and Marketplace approval. Microsoft source connector needs work-account/Entra consent.",
              "evidenceIds": [
                "claude:cl-office",
                "claude:cl-google-addon",
                "claude:cl-m365-user"
              ]
            }
          ],
          "limitations": [
            "No deployment or native-edit fixture. Google extension retains its own local per-file history and does not inherit custom organization retention."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-office",
            "claude:cl-m365",
            "claude:cl-google-addon",
            "claude:cl-m365-user"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:WORK-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Work accesses Outlook and Google services through connectors; embedded Office, Outlook or Teams add-ins remain unverified.",
          "availability": "unknown",
          "delivery": "unknown",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise hosted Work with beta connectors",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Source-account and connector route dependent",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "word_excel_powerpoint",
              "question": "Does it work inside Word, Excel and PowerPoint?",
              "support": "unknown",
              "answer": "The Work connector guide describes source retrieval/actions. It does not establish this editor/mail/Teams add-in or its separate licence/admin-consent requirements. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/voice-mode.md, https://mistral.ai/products/vibe/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "outlook",
              "question": "Does it work inside Outlook?",
              "support": "partial",
              "answer": "The featured Outlook connector reads/sends email and the Outlook Calendar connector manages events from Work. This does not establish an embedded Outlook add-in.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026",
                "mistral-vibe:mistral-vibe:plan-matrix-20261026"
              ]
            },
            {
              "id": "teams",
              "question": "Is there a Teams app or bot?",
              "support": "unknown",
              "answer": "The Work connector guide describes source retrieval/actions. It does not establish this editor/mail/Teams add-in or its separate licence/admin-consent requirements. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/voice-mode.md, https://mistral.ai/products/vibe/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "google_workspace_apps",
              "question": "Does it work inside Docs, Sheets or Gmail?",
              "support": "partial",
              "answer": "Featured Gmail and Google Calendar tools act from Work. A Google Drive task example is documented; embedded Gmail/Docs/Sheets add-ons were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026",
                "mistral-vibe:mistral-vibe:plan-matrix-20261026"
              ]
            },
            {
              "id": "licence_prerequisites",
              "question": "Which licences or consents are needed?",
              "support": "partial",
              "answer": "Featured connectors require an authorized source account and OAuth consent; custom remote MCP configuration requires an administrator. The complete source licence and tenant-admin consent matrix was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026",
                "mistral-vibe:mistral-vibe:m-mcp-20261026",
                "mistral-vibe:mistral-vibe:plan-matrix-20261026"
              ]
            }
          ],
          "limitations": [
            "word_excel_powerpoint: The Work connector guide describes source retrieval/actions. It does not establish this editor/mail/Teams add-in or its separate licence/admin-consent requirements. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/voice-mode.md, https://mistral.ai/products/vibe/. No additional scoped evidence established this answer.",
            "outlook: The featured Outlook connector reads/sends email and the Outlook Calendar connector manages events from Work. This does not establish an embedded Outlook add-in.",
            "teams: The Work connector guide describes source retrieval/actions. It does not establish this editor/mail/Teams add-in or its separate licence/admin-consent requirements. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/voice-mode.md, https://mistral.ai/products/vibe/. No additional scoped evidence established this answer.",
            "google_workspace_apps: Featured Gmail and Google Calendar tools act from Work. A Google Drive task example is documented; embedded Gmail/Docs/Sheets add-ons were not established.",
            "licence_prerequisites: Featured connectors require an authorized source account and OAuth consent; custom remote MCP configuration requires an administrator. The complete source licence and tenant-admin consent matrix was not established."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-connectors-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026",
            "mistral-vibe:mistral-vibe:m-mcp-20261026"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:WORK-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Office rewriting/review is documented; translation fidelity and glossary controls remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "document_translation",
              "question": "Can whole documents be translated with formatting kept?",
              "support": "unknown",
              "answer": "Can whole documents be translated with formatting kept? Unverified after checking Office and project-instruction docs; layout-preserving DE-to-FR/IT translation, dedicated engine, glossary and Swiss-language controls not established.",
              "evidenceIds": []
            },
            {
              "id": "translation_engine",
              "question": "Which engine translates?",
              "support": "unknown",
              "answer": "Which engine translates? Unverified after checking Office and project-instruction docs; layout-preserving DE-to-FR/IT translation, dedicated engine, glossary and Swiss-language controls not established.",
              "evidenceIds": []
            },
            {
              "id": "glossaries",
              "question": "Are company glossaries supported?",
              "support": "unknown",
              "answer": "Are company glossaries supported? Unverified after checking Office and project-instruction docs; layout-preserving DE-to-FR/IT translation, dedicated engine, glossary and Swiss-language controls not established.",
              "evidenceIds": []
            },
            {
              "id": "formality_and_variants",
              "question": "Can formality and regional variants (de-CH) be set?",
              "support": "unknown",
              "answer": "Can formality and regional variants (de-CH) be set? Unverified after checking Office and project-instruction docs; layout-preserving DE-to-FR/IT translation, dedicated engine, glossary and Swiss-language controls not established.",
              "evidenceIds": []
            },
            {
              "id": "writing_tools",
              "question": "Are dedicated rewrite and proofreading tools available?",
              "support": "partial",
              "answer": "Word add-in advertises tracked revisions, comments and company styles; no proofreading/translation fixture was run.",
              "evidenceIds": [
                "claude:cl-office"
              ]
            }
          ],
          "limitations": [
            "Unverified parts: document_translation, translation_engine, glossaries, formality_and_variants.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-office"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:WORK-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Canvas supports instructed translation and rewriting; dedicated layout-preserving translation/glossary behavior remains untested.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "document_translation",
              "question": "Can whole documents be translated with formatting kept?",
              "support": "unknown",
              "answer": "Unknown. Canvas and legacy translation examples do not establish a dedicated translation engine, enforced glossary or tested format/de-CH fidelity; no contract translation fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "translation_engine",
              "question": "Which engine translates?",
              "support": "unknown",
              "answer": "Unknown. Canvas and legacy translation examples do not establish a dedicated translation engine, enforced glossary or tested format/de-CH fidelity; no contract translation fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "glossaries",
              "question": "Are company glossaries supported?",
              "support": "unknown",
              "answer": "Unknown. Canvas and legacy translation examples do not establish a dedicated translation engine, enforced glossary or tested format/de-CH fidelity; no contract translation fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "formality_and_variants",
              "question": "Can formality and regional variants (de-CH) be set?",
              "support": "unknown",
              "answer": "Unknown. Canvas and legacy translation examples do not establish a dedicated translation engine, enforced glossary or tested format/de-CH fidelity; no contract translation fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "writing_tools",
              "question": "Are dedicated rewrite and proofreading tools available?",
              "support": "supported",
              "answer": "Canvas offers inline rewrite/translate requests, direct edits and revisions; custom instructions set tone/style.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files",
                "mistral-vibe:mistral-vibe:m-instructions"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: document_translation, translation_engine, glossaries, formality_and_variants."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-files",
            "mistral-vibe:mistral-vibe:m-instructions"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:WORK-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Claude explicitly excludes native photo/illustration generation; HTML/SVG visuals and uploaded-image analysis are separate capabilities.",
          "availability": "unknown",
          "delivery": "unknown",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients"
            ],
            "version": "Public help checked 2026-10-26",
            "plan": "Team/Enterprise native Claude web and desktop; third-party image tools excluded",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "image_generation",
              "question": "Can users generate images, with which models?",
              "support": "unsupported",
              "answer": "The official image FAQ explicitly says Claude does not generate photos or illustrations like dedicated image-generation tools. Its beta HTML/SVG diagrams/charts are not a native raster image-generation model.",
              "evidenceIds": [
                "claude:claude:image-generation-boundary-20261026"
              ]
            },
            {
              "id": "image_editing",
              "question": "Can users edit uploaded images?",
              "support": "unknown",
              "answer": "Can users edit uploaded images? Unverified after checking Claude pricing, artifacts and code/file-creation docs; design/artifact creation does not establish a native raster image model, uploaded-image editing, per-image controls or image-specific licence terms. Search on 2026-10-26: https://support.claude.com/en/articles/9002504-can-claude-produce-images, https://support.claude.com/en/articles/12111783-create-and-edit-files-with-claude, https://support.claude.com/en/articles/10769299-how-to-use-claude-in-your-preferred-language. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "admin_control",
              "question": "Can admins restrict image generation?",
              "support": "unknown",
              "answer": "Can admins restrict image generation? Unverified after checking Claude pricing, artifacts and code/file-creation docs; design/artifact creation does not establish a native raster image model, uploaded-image editing, per-image controls or image-specific licence terms. Search on 2026-10-26: https://support.claude.com/en/articles/9002504-can-claude-produce-images, https://support.claude.com/en/articles/12111783-create-and-edit-files-with-claude, https://support.claude.com/en/articles/10769299-how-to-use-claude-in-your-preferred-language. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "usage_terms",
              "question": "What usage rights apply to output?",
              "support": "unknown",
              "answer": "What usage rights apply to output? Unverified after checking Claude pricing, artifacts and code/file-creation docs; design/artifact creation does not establish a native raster image model, uploaded-image editing, per-image controls or image-specific licence terms. Search on 2026-10-26: https://support.claude.com/en/articles/9002504-can-claude-produce-images, https://support.claude.com/en/articles/12111783-create-and-edit-files-with-claude, https://support.claude.com/en/articles/10769299-how-to-use-claude-in-your-preferred-language. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "image_editing: Can users edit uploaded images? Unverified after checking Claude pricing, artifacts and code/file-creation docs; design/artifact creation does not establish a native raster image model, uploaded-image editing, per-image controls or image-specific licence terms. Search on 2026-10-26: https://support.claude.com/en/articles/9002504-can-claude-produce-images, https://support.claude.com/en/articles/12111783-create-and-edit-files-with-claude, https://support.claude.com/en/articles/10769299-how-to-use-claude-in-your-preferred-language. No additional scoped evidence established this answer.",
            "admin_control: Can admins restrict image generation? Unverified after checking Claude pricing, artifacts and code/file-creation docs; design/artifact creation does not establish a native raster image model, uploaded-image editing, per-image controls or image-specific licence terms. Search on 2026-10-26: https://support.claude.com/en/articles/9002504-can-claude-produce-images, https://support.claude.com/en/articles/12111783-create-and-edit-files-with-claude, https://support.claude.com/en/articles/10769299-how-to-use-claude-in-your-preferred-language. No additional scoped evidence established this answer.",
            "usage_terms: What usage rights apply to output? Unverified after checking Claude pricing, artifacts and code/file-creation docs; design/artifact creation does not establish a native raster image model, uploaded-image editing, per-image controls or image-specific licence terms. Search on 2026-10-26: https://support.claude.com/en/articles/9002504-can-claude-produce-images, https://support.claude.com/en/articles/12111783-create-and-edit-files-with-claude, https://support.claude.com/en/articles/10769299-how-to-use-claude-in-your-preferred-language. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:claude:image-generation-boundary-20261026"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:WORK-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Work generates and edits images using Black Forest Labs, with Workspace controls and plan limits.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team and Enterprise hosted Vibe Work after account migration; feature-specific beta/preview and Enterprise-only controls retained below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "image_generation",
              "question": "Can users generate images, with which models?",
              "support": "partial",
              "answer": "The Work guide names Black Forest Labs as image provider; the exact current model revision was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-image-20261026"
              ]
            },
            {
              "id": "image_editing",
              "question": "Can users edit uploaded images?",
              "support": "supported",
              "answer": "Users can refine generated images or upload an existing image and request changes.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-image-20261026"
              ]
            },
            {
              "id": "admin_control",
              "question": "Can admins restrict image generation?",
              "support": "supported",
              "answer": "Administrators can disable Image Generation per Workspace.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-adminvibe-20261026"
              ]
            },
            {
              "id": "usage_terms",
              "question": "What usage rights apply to output?",
              "support": "partial",
              "answer": "Commercial terms define generated-output rights subject to third-party content and usage restrictions; a model-specific image licence review was not completed.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-commercial-20261026"
              ]
            }
          ],
          "limitations": [
            "image_generation: The Work guide names Black Forest Labs as image provider; the exact current model revision was not established.",
            "usage_terms: Commercial terms define generated-output rights subject to third-party content and usage restrictions; a model-specific image licence review was not completed."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-image-20261026",
            "mistral-vibe:mistral-vibe:m-adminvibe-20261026",
            "mistral-vibe:mistral-vibe:m-commercial-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "id": "WORK-05",
      "title": "Voice and meetings",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record dictation, read-aloud, live voice conversation, meeting transcription and summarisation, supported languages including Swiss German speech, and where audio is processed.",
      "questions": [
        {
          "id": "dictation",
          "question": "Can users dictate prompts?"
        },
        {
          "id": "read_aloud",
          "question": "Can answers be read aloud?"
        },
        {
          "id": "voice_conversation",
          "question": "Is a live voice mode available?"
        },
        {
          "id": "meeting_summaries",
          "question": "Are meetings transcribed and summarised?"
        },
        {
          "id": "swiss_german_speech",
          "question": "Is Swiss German speech recognised?"
        }
      ],
      "products": [
        {
          "productId": "claude",
          "claimId": "claude:WORK-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Voice and Office dictation are listed; meeting and dialect details need evidence.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "dictation",
              "question": "Can users dictate prompts?",
              "support": "supported",
              "answer": "Claude for Microsoft 365 advertises dictation in its sidebar.",
              "evidenceIds": [
                "claude:cl-office"
              ]
            },
            {
              "id": "read_aloud",
              "question": "Can answers be read aloud?",
              "support": "unknown",
              "answer": "Can answers be read aloud? Unverified after checking commercial Voice listing, Office and connector docs; standalone read-aloud, live meeting transcription and Swiss German accuracy not verified.",
              "evidenceIds": []
            },
            {
              "id": "voice_conversation",
              "question": "Is a live voice mode available?",
              "support": "partial",
              "answer": "Team/Enterprise feature comparison lists Voice mode; exact client/language/audio-processing scope was not fully verified.",
              "evidenceIds": [
                "claude:cl-pricing"
              ]
            },
            {
              "id": "meeting_summaries",
              "question": "Are meetings transcribed and summarised?",
              "support": "unknown",
              "answer": "Are meetings transcribed and summarised? Unverified after checking commercial Voice listing, Office and connector docs; standalone read-aloud, live meeting transcription and Swiss German accuracy not verified.",
              "evidenceIds": []
            },
            {
              "id": "swiss_german_speech",
              "question": "Is Swiss German speech recognised?",
              "support": "unknown",
              "answer": "Is Swiss German speech recognised? Unverified after checking commercial Voice listing, Office and connector docs; standalone read-aloud, live meeting transcription and Swiss German accuracy not verified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: read_aloud, meeting_summaries, swiss_german_speech.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-office",
            "claude:cl-pricing"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:WORK-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Voice transcription and uploaded meeting analysis are documented; live voice and Swiss German performance remain open.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web",
              "vibe-mobile"
            ],
            "version": null,
            "plan": "All plans for dictation, explicitly stated by the Work voice guide; uploaded-meeting analysis unspecified plan",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              },
              {
                "id": "vibe-mobile",
                "name": "Vibe iOS/Android apps",
                "type": "mobile"
              }
            ]
          },
          "questions": [
            {
              "id": "dictation",
              "question": "Can users dictate prompts?",
              "support": "supported",
              "answer": "Web and iOS/Android voice transcribes a prompt for review or autosend; DE/FR/IT are listed languages.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-voice",
                "mistral-vibe:mistral-vibe:m-voice-entitlement-correction"
              ]
            },
            {
              "id": "read_aloud",
              "question": "Can answers be read aloud?",
              "support": "unknown",
              "answer": "Unknown. A supported end-user answer read-aloud control was not established in the retrieved Work voice guide.",
              "evidenceIds": []
            },
            {
              "id": "voice_conversation",
              "question": "Is a live voice mode available?",
              "support": "unknown",
              "answer": "Unknown. The voice guide has a conversation-mode heading but does not provide sufficient behavior/plan detail to establish live bidirectional voice.",
              "evidenceIds": []
            },
            {
              "id": "meeting_summaries",
              "question": "Are meetings transcribed and summarised?",
              "support": "partial",
              "answer": "Uploaded recordings can be transcribed and summarized with action items; a live meeting-bot integration was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files"
              ]
            },
            {
              "id": "swiss_german_speech",
              "question": "Is Swiss German speech recognised?",
              "support": "unknown",
              "answer": "Unknown. No de-CH/Swiss German transcription evidence or fixture was obtained.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: read_aloud, voice_conversation, swiss_german_speech.",
            "The general Work/Workspace documentation does not establish Team or Enterprise entitlement for every feature here. Unspecified-plan findings remain candidates; no plan inheritance is assumed."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-voice",
            "mistral-vibe:mistral-vibe:m-files",
            "mistral-vibe:mistral-vibe:m-voice-entitlement-correction"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:WORK-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enabled Chat code/file tools provide sandboxed analysis and Office/PDF output; Team egress defaults are not established by this finding.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Team/Enterprise Chat code execution, file creation and artifact editing where enabled; excludes native Office and Cowork execution defaults",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "data_analysis",
              "question": "Can it analyse spreadsheets with executed code?",
              "support": "supported",
              "answer": "Enabled Chat code/file creation runs code in a sandboxed container and can create Python analysis scripts. This does not establish a particular Team egress default.",
              "evidenceIds": [
                "claude:cl-code-files-r2"
              ]
            },
            {
              "id": "charts",
              "question": "Can it produce charts?",
              "support": "supported",
              "answer": "The Chat computing path can create PNG data visualizations; native Office add-in charts are outside this narrowed scope.",
              "evidenceIds": [
                "claude:cl-code-files-r2"
              ]
            },
            {
              "id": "office_file_output",
              "question": "Can it create Word, Excel or PowerPoint files?",
              "support": "supported",
              "answer": "Enabled Chat file creation produces downloadable XLSX/PPTX/DOCX/PDF, subject to the file-tool guide's30 MB upload/download path.",
              "evidenceIds": [
                "claude:cl-code-files-r2"
              ]
            },
            {
              "id": "canvas_editing",
              "question": "Is there a document or canvas editor for iterating on output?",
              "support": "partial",
              "answer": "Docs/Design/Slides artifact templates support editing; template availability differs by type and plan.",
              "evidenceIds": [
                "claude:cl-artifacts-admin"
              ]
            }
          ],
          "limitations": [
            "Narrowed to verified file creation/execution. The guide's conflicting Team default is retained as a named configuration gap, not a claim about an enabled tenant.",
            "No formula/PPT/PDF output fixture. Separate enabled MCP routes are not controlled by the code-sandbox egress setting."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-code-files-r2",
            "claude:cl-artifacts-admin"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:WORK-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Paid Work executes code, charts data and generates editable spreadsheet/slide artifacts.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "data_analysis",
              "question": "Can it analyse spreadsheets with executed code?",
              "support": "partial",
              "answer": "Code Interpreter executes Python/TypeScript in an isolated no-internet sandbox; workbook accuracy was not tested.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-interpreter"
              ]
            },
            {
              "id": "charts",
              "question": "Can it produce charts?",
              "support": "supported",
              "answer": "The interpreter supports matplotlib/TypeScript charts from user data.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-interpreter"
              ]
            },
            {
              "id": "office_file_output",
              "question": "Can it create Word, Excel or PowerPoint files?",
              "support": "partial",
              "answer": "Paid spreadsheets export XLSX and Canvas exports PowerPoint and tables; DOCX generation was not fully verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-sheets",
                "mistral-vibe:mistral-vibe:m-files"
              ]
            },
            {
              "id": "canvas_editing",
              "question": "Is there a document or canvas editor for iterating on output?",
              "support": "supported",
              "answer": "Canvas supports direct edits, inline AI requests, version navigation and file exports.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files"
              ]
            }
          ],
          "limitations": [
            "Hosted paid-plan documentation does not establish equivalent behavior in every private Enterprise deployment."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-interpreter",
            "mistral-vibe:mistral-vibe:m-sheets",
            "mistral-vibe:mistral-vibe:m-files"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:WORK-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Commercial projects and artifacts support shared work; recipient source boundaries need tests.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "share_chats",
              "question": "Can chats be shared inside the organisation?",
              "support": "partial",
              "answer": "Shared project members can see project content and chat within it; a full chat-link audience matrix was not verified.",
              "evidenceIds": [
                "claude:cl-projects"
              ]
            },
            {
              "id": "team_spaces",
              "question": "Are shared projects or workspaces available?",
              "support": "supported",
              "answer": "Team/Enterprise have shared projects; Enterprise groups receive shared projects/skills/plugins.",
              "evidenceIds": [
                "claude:cl-projects",
                "claude:cl-groups"
              ]
            },
            {
              "id": "group_chat",
              "question": "Can several people chat together with the AI?",
              "support": "unknown",
              "answer": "Can several people chat together with the AI? Unverified after checking project sharing, group controls and connector security; synchronous group AI chat and cross-group sharing fixture not verified.",
              "evidenceIds": []
            },
            {
              "id": "share_permission_boundary",
              "question": "Does sharing respect the recipient's access to sources?",
              "support": "partial",
              "answer": "Microsoft connector guide says shared-chat recipients see the response incorporating tool data; original source authorization does not prove recipient-safe output sharing.",
              "evidenceIds": [
                "claude:cl-m365"
              ]
            }
          ],
          "limitations": [
            "Unverified parts: group_chat.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-projects",
            "claude:cl-groups",
            "claude:cl-m365"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:WORK-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Workspaces and Projects scope context; share links are output snapshots, with recipient source-access behavior still untested.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team and Enterprise hosted Vibe Work after account migration; feature-specific beta/preview and Enterprise-only controls retained below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "share_chats",
              "question": "Can chats be shared inside the organisation?",
              "support": "supported",
              "answer": "Canvas documentation describes sharing the full chat including Canvas content.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files-20261026"
              ]
            },
            {
              "id": "team_spaces",
              "question": "Are shared projects or workspaces available?",
              "support": "partial",
              "answer": "Workspaces scope conversations/resources and access; Projects group task context. Collaborative project membership was not fully established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-workspace-20261026",
                "mistral-vibe:mistral-vibe:m-projects-20261026"
              ]
            },
            {
              "id": "group_chat",
              "question": "Can several people chat together with the AI?",
              "support": "unknown",
              "answer": "No simultaneous multi-person chat-with-AI workflow was established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/admin/workspaces/your-first-workspace.md, https://docs.mistral.ai/vibe/work/projects.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "share_permission_boundary",
              "question": "Does sharing respect the recipient's access to sources?",
              "support": "unknown",
              "answer": "No two-recipient sharing fixture established whether a shared output reveals content the recipient lacks in source systems. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/admin/workspaces/your-first-workspace.md, https://docs.mistral.ai/vibe/work/projects.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "team_spaces: Workspaces scope conversations/resources and access; Projects group task context. Collaborative project membership was not fully established.",
            "group_chat: No simultaneous multi-person chat-with-AI workflow was established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/admin/workspaces/your-first-workspace.md, https://docs.mistral.ai/vibe/work/projects.md. No additional scoped evidence established this answer.",
            "share_permission_boundary: No two-recipient sharing fixture established whether a shared output reveals content the recipient lacks in source systems. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/admin/workspaces/your-first-workspace.md, https://docs.mistral.ai/vibe/work/projects.md. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-files-20261026",
            "mistral-vibe:mistral-vibe:m-workspace-20261026",
            "mistral-vibe:mistral-vibe:m-projects-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:WORK-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Web and desktop interface languages include German, French and Italian; UI quality, complete admin localization and WCAG conformance remain unverified.",
          "availability": "unknown",
          "delivery": "unknown",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Team and Enterprise using the documented web/desktop language setting",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "ui_languages",
              "question": "Which UI languages are offered?",
              "support": "supported",
              "answer": "The public display-language guide lists German, French and Italian, alongside English, Hindi, Indonesian, Japanese, Korean, Brazilian Portuguese and two Spanish variants, for web and desktop.",
              "evidenceIds": [
                "claude:claude:display-languages-20261026"
              ]
            },
            {
              "id": "dach_language_quality",
              "question": "Are German, French and Italian UIs complete and natural?",
              "support": "unknown",
              "answer": "Are German, French and Italian UIs complete and natural? Unverified after checking Claude support/pricing/client documentation and language-setting searches; no plan-specific German/French/Italian UI inventory, linguistic inspection, localized admin inspection or WCAG conformance report retrieved. Search on 2026-10-26: https://support.claude.com/en/articles/12111783-create-and-edit-files-with-claude, https://support.claude.com/en/articles/10769299-how-to-use-claude-in-your-preferred-language, https://support.claude.com/en/articles/9002504-can-claude-produce-images. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "accessibility_statement",
              "question": "Is there a WCAG conformance statement?",
              "support": "unknown",
              "answer": "Is there a WCAG conformance statement? Unverified after checking Claude support/pricing/client documentation and language-setting searches; no plan-specific German/French/Italian UI inventory, linguistic inspection, localized admin inspection or WCAG conformance report retrieved. Search on 2026-10-26: https://support.claude.com/en/articles/12111783-create-and-edit-files-with-claude, https://support.claude.com/en/articles/10769299-how-to-use-claude-in-your-preferred-language, https://support.claude.com/en/articles/9002504-can-claude-produce-images. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "admin_ui_languages",
              "question": "Is the admin interface available in German?",
              "support": "unknown",
              "answer": "Is the admin interface available in German? Unverified after checking Claude support/pricing/client documentation and language-setting searches; no plan-specific German/French/Italian UI inventory, linguistic inspection, localized admin inspection or WCAG conformance report retrieved. Search on 2026-10-26: https://support.claude.com/en/articles/12111783-create-and-edit-files-with-claude, https://support.claude.com/en/articles/10769299-how-to-use-claude-in-your-preferred-language, https://support.claude.com/en/articles/9002504-can-claude-produce-images. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "dach_language_quality: Are German, French and Italian UIs complete and natural? Unverified after checking Claude support/pricing/client documentation and language-setting searches; no plan-specific German/French/Italian UI inventory, linguistic inspection, localized admin inspection or WCAG conformance report retrieved. Search on 2026-10-26: https://support.claude.com/en/articles/12111783-create-and-edit-files-with-claude, https://support.claude.com/en/articles/10769299-how-to-use-claude-in-your-preferred-language, https://support.claude.com/en/articles/9002504-can-claude-produce-images. No additional scoped evidence established this answer.",
            "accessibility_statement: Is there a WCAG conformance statement? Unverified after checking Claude support/pricing/client documentation and language-setting searches; no plan-specific German/French/Italian UI inventory, linguistic inspection, localized admin inspection or WCAG conformance report retrieved. Search on 2026-10-26: https://support.claude.com/en/articles/12111783-create-and-edit-files-with-claude, https://support.claude.com/en/articles/10769299-how-to-use-claude-in-your-preferred-language, https://support.claude.com/en/articles/9002504-can-claude-produce-images. No additional scoped evidence established this answer.",
            "admin_ui_languages: Is the admin interface available in German? Unverified after checking Claude support/pricing/client documentation and language-setting searches; no plan-specific German/French/Italian UI inventory, linguistic inspection, localized admin inspection or WCAG conformance report retrieved. Search on 2026-10-26: https://support.claude.com/en/articles/12111783-create-and-edit-files-with-claude, https://support.claude.com/en/articles/10769299-how-to-use-claude-in-your-preferred-language, https://support.claude.com/en/articles/9002504-can-claude-produce-images. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:claude:display-languages-20261026"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:WORK-08",
          "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-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": "claude",
          "claimId": "claude:ADM-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Commercial SSO and domain controls are documented; exact client MFA/Conditional Access coverage remains open.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "sso_protocols",
              "question": "Which SSO protocols and identity providers work?",
              "support": "partial",
              "answer": "The SSO/provisioning guides document SAML IdPs including Entra, Okta, Google and others; full OIDC/direct-LDAP matrix was not established.",
              "evidenceIds": [
                "claude:cl-sso",
                "claude:cl-provision"
              ]
            },
            {
              "id": "sso_plan",
              "question": "Which plan includes SSO?",
              "support": "supported",
              "answer": "SSO is available on Team and Enterprise.",
              "evidenceIds": [
                "claude:cl-sso"
              ]
            },
            {
              "id": "mfa",
              "question": "Can MFA be enforced?",
              "support": "unknown",
              "answer": "Can MFA be enforced? Unverified after checking SSO/provisioning and Microsoft connector security docs; direct MFA policy enforcement and client Conditional Access compatibility not tested.",
              "evidenceIds": []
            },
            {
              "id": "conditional_access",
              "question": "Do Entra conditional-access policies apply?",
              "support": "unknown",
              "answer": "Do Entra conditional-access policies apply? Unverified after checking SSO/provisioning and Microsoft connector security docs; direct MFA policy enforcement and client Conditional Access compatibility not tested.",
              "evidenceIds": []
            },
            {
              "id": "domain_capture",
              "question": "Can the company claim its email domain?",
              "support": "partial",
              "answer": "SSO requires domain verification; Enterprise account claiming and Team migration differ.",
              "evidenceIds": [
                "claude:cl-sso",
                "claude:cl-pricing"
              ]
            }
          ],
          "limitations": [
            "Connector token/device policy caveats must not be generalized to Claude SSO itself. No trial login was performed."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-sso",
            "claude:cl-provision",
            "claude:cl-pricing"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:ADM-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise organization SSO is SAML 2.0 with verified domains and first-login provisioning.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "sso_protocols",
              "question": "Which SSO protocols and identity providers work?",
              "support": "supported",
              "answer": "Enterprise organization SSO supports SAML 2.0 identity providers; the guide explicitly says OIDC is not supported for organization SSO.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-sso-20261026"
              ]
            },
            {
              "id": "sso_plan",
              "question": "Which plan includes SSO?",
              "support": "supported",
              "answer": "SAML SSO requires Enterprise; domain verification is listed on Team.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-sso-20261026",
                "mistral-vibe:mistral-vibe:plan-matrix-20261026"
              ]
            },
            {
              "id": "mfa",
              "question": "Can MFA be enforced?",
              "support": "partial",
              "answer": "Individual accounts can enable TOTP two-factor authentication and generate recovery codes. A mandatory organization-wide policy or IdP enforcement matrix was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:account-mfa-20261026"
              ]
            },
            {
              "id": "conditional_access",
              "question": "Do Entra conditional-access policies apply?",
              "support": "unknown",
              "answer": "No Entra conditional-access compatibility test or precise policy guarantee was retrieved. Search on 2026-10-26: https://docs.mistral.ai/admin/set-up-organization/sign-in-method/saml-sso.md, https://mistral.ai/pricing/, https://docs.mistral.ai/admin/workspaces/workspaces-in-vibe.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "domain_capture",
              "question": "Can the company claim its email domain?",
              "support": "supported",
              "answer": "A matching verified-domain email routes to the configured IdP, with first-sign-in organization provisioning.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-sso-20261026"
              ]
            }
          ],
          "limitations": [
            "mfa: Individual accounts can enable TOTP two-factor authentication and generate recovery codes. A mandatory organization-wide policy or IdP enforcement matrix was not established.",
            "conditional_access: No Entra conditional-access compatibility test or precise policy guarantee was retrieved. Search on 2026-10-26: https://docs.mistral.ai/admin/set-up-organization/sign-in-method/saml-sso.md, https://mistral.ai/pricing/, https://docs.mistral.ai/admin/workspaces/workspaces-in-vibe.md. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-sso-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026",
            "mistral-vibe:mistral-vibe:account-mfa-20261026"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:ADM-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Team JIT and Enterprise SCIM have different synchronization and removal behavior.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "scim",
              "question": "Is SCIM provisioning supported?",
              "support": "supported",
              "answer": "SCIM is available on Enterprise and explicitly unavailable on Team.",
              "evidenceIds": [
                "claude:cl-provision"
              ]
            },
            {
              "id": "group_sync",
              "question": "Are identity-provider groups synced?",
              "support": "partial",
              "answer": "Enterprise SCIM can synchronize groups; JIT group mappings change role/seat at login and do not synchronize custom-role groups.",
              "evidenceIds": [
                "claude:cl-provision"
              ]
            },
            {
              "id": "jit_provisioning",
              "question": "Are users created at first login?",
              "support": "supported",
              "answer": "Team/Enterprise JIT can provision at first SSO login; unassigned JIT users can retain their seat until manual removal.",
              "evidenceIds": [
                "claude:cl-provision"
              ]
            },
            {
              "id": "deprovisioning",
              "question": "What happens to a removed user's data and shared assets?",
              "support": "partial",
              "answer": "Enterprise SCIM automatically removes users when IdP access is revoked; underlying chat/project ownership and retention were not fixture-tested.",
              "evidenceIds": [
                "claude:cl-provision"
              ]
            },
            {
              "id": "seat_assignment",
              "question": "Can admins assign and reclaim seats?",
              "support": "supported",
              "answer": "Admins/owners manage standard/premium or current Enterprise access seats; group mappings can assign role/tier on supported plans.",
              "evidenceIds": [
                "claude:cl-provision"
              ]
            }
          ],
          "limitations": [
            "No leaver fixture or asset transfer test was performed."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-provision"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:ADM-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "JIT seats, user/group administration and external identity sync are documented; leaver data outcomes remain untested.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "scim",
              "question": "Is SCIM provisioning supported?",
              "support": "partial",
              "answer": "The groups guide recognizes SCIM-managed identities/groups, but a complete supported SCIM setup/plan matrix was not retrieved.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-groups"
              ]
            },
            {
              "id": "group_sync",
              "question": "Are identity-provider groups synced?",
              "support": "partial",
              "answer": "Externally managed group fields are controlled by the IdP and updated on sync; delay was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-groups"
              ]
            },
            {
              "id": "jit_provisioning",
              "question": "Are users created at first login?",
              "support": "supported",
              "answer": "Enterprise SAML first login provisions users and can assign available product seats automatically.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-sso"
              ]
            },
            {
              "id": "deprovisioning",
              "question": "What happens to a removed user's data and shared assets?",
              "support": "partial",
              "answer": "User removal revokes organization/Workspace permissions. Content ownership transfer and deletion were not tested.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-users",
                "mistral-vibe:mistral-vibe:m-provision"
              ]
            },
            {
              "id": "seat_assignment",
              "question": "Can admins assign and reclaim seats?",
              "support": "supported",
              "answer": "Admins assign/reclaim Vibe/product seats in member subscription settings.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-users"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-groups",
            "mistral-vibe:mistral-vibe:m-sso",
            "mistral-vibe:mistral-vibe:m-users",
            "mistral-vibe:mistral-vibe:m-provision"
          ]
        }
      ]
    },
    {
      "id": "ADM-03",
      "title": "Roles, groups and feature permissions",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record admin roles, delegated admins, groups, per-feature permissions (web search, image generation, connectors, file upload, agents), separation of subsidiaries or departments, and enforcement. Test one disabled feature for one group.",
      "questions": [
        {
          "id": "admin_roles",
          "question": "Which admin roles exist, and can admin rights be delegated?"
        },
        {
          "id": "groups",
          "question": "Can permissions be set per group?"
        },
        {
          "id": "feature_toggles",
          "question": "Which features can be switched on or off per group?"
        },
        {
          "id": "multi_entity",
          "question": "Can subsidiaries or departments be separated within one contract?"
        }
      ],
      "products": [
        {
          "productId": "claude",
          "claimId": "claude:ADM-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise custom roles/groups add granular controls beyond Team owner/admin roles.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_roles",
              "question": "Which admin roles exist, and can admin rights be delegated?",
              "support": "supported",
              "answer": "Team has Owner/Admin/User; Enterprise also has custom roles and Primary Owner responsibilities.",
              "evidenceIds": [
                "claude:cl-provision",
                "claude:cl-compliance"
              ]
            },
            {
              "id": "groups",
              "question": "Can permissions be set per group?",
              "support": "supported",
              "answer": "Enterprise groups can be manual or SCIM-synchronized and receive roles/resources.",
              "evidenceIds": [
                "claude:cl-groups"
              ]
            },
            {
              "id": "feature_toggles",
              "question": "Which features can be switched on or off per group?",
              "support": "partial",
              "answer": "Enterprise roles control model/effort and plugin access; owners manage connectors, artifacts and egress. A full feature-by-group matrix was not tested.",
              "evidenceIds": [
                "claude:cl-model-control",
                "claude:cl-groups",
                "claude:cl-artifacts-admin"
              ]
            },
            {
              "id": "multi_entity",
              "question": "Can subsidiaries or departments be separated within one contract?",
              "support": "partial",
              "answer": "Parent/linked organization identity and compliance are documented, but full subsidiary data-isolation behavior was not verified.",
              "evidenceIds": [
                "claude:cl-compliance"
              ]
            }
          ],
          "limitations": [
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-provision",
            "claude:cl-compliance",
            "claude:cl-groups",
            "claude:cl-model-control",
            "claude:cl-artifacts-admin"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:ADM-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": []
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:ADM-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Commercial analytics expose adoption and spend with plan-specific roles and CSV exports.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "adoption_dashboard",
              "question": "Is there an adoption dashboard?",
              "support": "supported",
              "answer": "Team owners and Enterprise owners/admins have usage analytics; Enterprise admins cannot see Spend.",
              "evidenceIds": [
                "claude:cl-analytics"
              ]
            },
            {
              "id": "breakdowns",
              "question": "Can usage be broken down by group, model, feature and assistant?",
              "support": "partial",
              "answer": "Product, group, member, model, skill and connector read/write activity are documented; availability varies by billing mode.",
              "evidenceIds": [
                "claude:cl-analytics"
              ]
            },
            {
              "id": "export",
              "question": "Can usage data be exported?",
              "support": "supported",
              "answer": "CSV spend reports include user/model token and estimated-spend fields, updated daily, with up to 90-day selectable history.",
              "evidenceIds": [
                "claude:cl-analytics"
              ]
            },
            {
              "id": "privacy_modes",
              "question": "Can per-person reporting be limited or pseudonymised?",
              "support": "unknown",
              "answer": "Can per-person reporting be limited or pseudonymised? Unverified after checking analytics and role docs; organization-wide pseudonymization/works-council reporting settings not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: privacy_modes.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-analytics"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:ADM-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise usage APIs expose user/agent activity and billing metrics; anonymized reporting controls remain unknown.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Enterprise Admin API activity export; Team/Enterprise Workspace UI as documented",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "adoption_dashboard",
              "question": "Is there an adoption dashboard?",
              "support": "partial",
              "answer": "The Admin API documents product activity including user message/file/image counts and last activity; end-user UI completeness was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-usage-api-20261026"
              ]
            },
            {
              "id": "breakdowns",
              "question": "Can usage be broken down by group, model, feature and assistant?",
              "support": "partial",
              "answer": "Documented API breakdowns include user/agent activity and Workspace model/token/capability consumption; a complete group/feature matrix was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-usage-api-20261026",
                "mistral-vibe:mistral-vibe:m-limits-20261026"
              ]
            },
            {
              "id": "export",
              "question": "Can usage data be exported?",
              "support": "supported",
              "answer": "Enterprise usage endpoints return machine-readable metrics with an Admin API key; access requires separately enabled Enterprise administration.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-usage-api-20261026"
              ]
            },
            {
              "id": "privacy_modes",
              "question": "Can per-person reporting be limited or pseudonymised?",
              "support": "unknown",
              "answer": "A user-report pseudonymization, aggregation-only or works-council privacy mode was not established. Search on 2026-10-26: https://docs.mistral.ai/admin/admin-api/usage-metrics.md, https://docs.mistral.ai/admin/workspaces/usage-limits.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "adoption_dashboard: The Admin API documents product activity including user message/file/image counts and last activity; end-user UI completeness was not verified.",
            "breakdowns: Documented API breakdowns include user/agent activity and Workspace model/token/capability consumption; a complete group/feature matrix was not established.",
            "privacy_modes: A user-report pseudonymization, aggregation-only or works-council privacy mode was not established. Search on 2026-10-26: https://docs.mistral.ai/admin/admin-api/usage-metrics.md, https://docs.mistral.ai/admin/workspaces/usage-limits.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-usage-api-20261026",
            "mistral-vibe:mistral-vibe:m-limits-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:ADM-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise has user/group limits, with pooled group budgets in beta.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_visibility",
              "question": "Can admins see cost or consumption per user and group?",
              "support": "supported",
              "answer": "Enterprise analytics show model/member spend; legacy seat-based reports cover overage only.",
              "evidenceIds": [
                "claude:cl-analytics"
              ]
            },
            {
              "id": "budgets",
              "question": "Can budgets be set per user or group?",
              "support": "partial",
              "answer": "Enterprise supports organization/user limits and group per-user limits; shared monthly group budgets are beta.",
              "evidenceIds": [
                "claude:cl-enterprise",
                "claude:cl-groups"
              ]
            },
            {
              "id": "budget_enforcement",
              "question": "Does reaching a budget alert, block or downgrade?",
              "support": "partial",
              "answer": "Docs expose blocked-by-limit behavior and individual/group resolution order; exact overshoot/timing was not tested.",
              "evidenceIds": [
                "claude:cl-groups"
              ]
            },
            {
              "id": "chargeback",
              "question": "Can costs be exported per cost centre?",
              "support": "partial",
              "answer": "Per-user/model CSVs can inform allocation; a native cost-centre chargeback export was not established.",
              "evidenceIds": [
                "claude:cl-analytics"
              ]
            }
          ],
          "limitations": [
            "No small-budget enforced-stop fixture was run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-analytics",
            "claude:cl-enterprise",
            "claude:cl-groups"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:ADM-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Workspace and organization spending caps are documented, with explicit API suspension behavior and incomplete Vibe UI enforcement detail.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise Workspace usage and limits; API cap behavior does not establish a Work-chat hard stop",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_visibility",
              "question": "Can admins see cost or consumption per user and group?",
              "support": "partial",
              "answer": "Workspace usage shows month-to-date spend, token/model and capability usage; per-person complete cost allocation was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-limits-20261026"
              ]
            },
            {
              "id": "budgets",
              "question": "Can budgets be set per user or group?",
              "support": "supported",
              "answer": "Admins can set Workspace monthly spending limits bounded by the organization cap; defaults have no Workspace cap.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-limits-20261026",
                "mistral-vibe:mistral-vibe:m-billing-20261026"
              ]
            },
            {
              "id": "budget_enforcement",
              "question": "Does reaching a budget alert, block or downgrade?",
              "support": "unknown",
              "answer": "Unknown for hosted Vibe Work. The guide specifies API suspension at the cap, which does not establish Work chat enforcement; no Work budget-stop fixture was run. Search on 2026-10-26: https://docs.mistral.ai/admin/workspaces/usage-limits.md, https://docs.mistral.ai/admin/billing-usage/billing.md, https://docs.mistral.ai/admin/admin-api/usage-metrics.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "chargeback",
              "question": "Can costs be exported per cost centre?",
              "support": "partial",
              "answer": "Enterprise usage APIs provide billing/Workspace data for allocation; a native cost-centre export schema was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-usage-api-20261026"
              ]
            }
          ],
          "limitations": [
            "cost_visibility: Workspace usage shows month-to-date spend, token/model and capability usage; per-person complete cost allocation was not established.",
            "budget_enforcement: Unknown for hosted Vibe Work. The guide specifies API suspension at the cap, which does not establish Work chat enforcement; no Work budget-stop fixture was run. Search on 2026-10-26: https://docs.mistral.ai/admin/workspaces/usage-limits.md, https://docs.mistral.ai/admin/billing-usage/billing.md, https://docs.mistral.ai/admin/admin-api/usage-metrics.md. No additional scoped evidence established this answer.",
            "chargeback: Enterprise usage APIs provide billing/Workspace data for allocation; a native cost-centre export schema was not established."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-limits-20261026",
            "mistral-vibe:mistral-vibe:m-billing-20261026",
            "mistral-vibe:mistral-vibe:m-usage-api-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:ADM-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise audit metadata and content/compliance exports are distinct.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_events",
              "question": "Are admin and security events logged?",
              "support": "supported",
              "answer": "Enterprise audit events cover member, SSO, configuration, file and conversation metadata; exported fields include actor/device/IP.",
              "evidenceIds": [
                "claude:cl-audit"
              ]
            },
            {
              "id": "content_logging",
              "question": "Can prompts and answers be retained for compliance, and is it configurable?",
              "support": "supported",
              "answer": "Audit export excludes chat titles/content; organization data exports or Compliance API provide eligible content.",
              "evidenceIds": [
                "claude:cl-audit",
                "claude:cl-compliance"
              ]
            },
            {
              "id": "siem_export",
              "question": "Can logs stream to a SIEM or be exported?",
              "support": "supported",
              "answer": "Enterprise Compliance API and partner integrations provide event/chat/file access for security tools.",
              "evidenceIds": [
                "claude:cl-compliance",
                "claude:cl-compliance-partners"
              ]
            },
            {
              "id": "ediscovery",
              "question": "Are eDiscovery and legal hold supported?",
              "support": "partial",
              "answer": "Partner integrations include preservation/eDiscovery workflows; a native legal-hold setting was not verified.",
              "evidenceIds": [
                "claude:cl-compliance-partners"
              ]
            },
            {
              "id": "log_retention",
              "question": "How long are logs kept?",
              "support": "partial",
              "answer": "UI audit export aggregates the past 180 days; its download link lasts 24 hours. API retention/integrity guarantees were not fully inspected.",
              "evidenceIds": [
                "claude:cl-audit"
              ]
            }
          ],
          "limitations": [
            "CMEK disables the UI Export logs route; audit events remain accessible through Compliance API. No export or integrity fixture was run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-audit",
            "claude:cl-compliance",
            "claude:cl-compliance-partners"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:ADM-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise event logs have a defined event taxonomy but no verified retention/integrity model; the overview explicitly excludes export.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_events",
              "question": "Are admin and security events logged?",
              "support": "supported",
              "answer": "Enterprise automatically records authentication, user/role changes, API-key and organization/Workspace events plus conversation lifecycle events.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-audit",
                "mistral-vibe:mistral-vibe:m-audit-ref"
              ]
            },
            {
              "id": "content_logging",
              "question": "Can prompts and answers be retained for compliance, and is it configurable?",
              "support": "unknown",
              "answer": "Unknown. Conversation tracing exists, but exact prompt/response compliance capture and integrity configuration were not verified.",
              "evidenceIds": []
            },
            {
              "id": "siem_export",
              "question": "Can logs stream to a SIEM or be exported?",
              "support": "unsupported",
              "answer": "The audit overview explicitly says log export is not supported; no SIEM streaming route was verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-audit"
              ]
            },
            {
              "id": "ediscovery",
              "question": "Are eDiscovery and legal hold supported?",
              "support": "unknown",
              "answer": "Unknown. A legal-hold/eDiscovery feature was not established.",
              "evidenceIds": []
            },
            {
              "id": "log_retention",
              "question": "How long are logs kept?",
              "support": "unknown",
              "answer": "Unknown. The public event guide/reference does not establish a current retention duration and tamper-resistance model.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: content_logging, ediscovery, log_retention."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-audit",
            "mistral-vibe:mistral-vibe:m-audit-ref"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:ADM-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Eligible Enterprise organizations can use Compliance API partner monitoring; native inline PII handling remains unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-connectors"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Enterprise with Primary-Owner-enabled Compliance API and separately configured partner integration; no Team entitlement",
            "addOns": [
              "Enterprise plan",
              "Compliance API activation by Primary Owner",
              "Applicable partner subscription and configuration"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "pii_detection",
              "question": "Is personal data detected in prompts and files?",
              "support": "unknown",
              "answer": "Is personal data detected in prompts and files? Unverified after checking Compliance API integration, connector and security docs; no Swiss AHV/IBAN test, native PII action/custom patterns or filter geography verified.",
              "evidenceIds": []
            },
            {
              "id": "pii_action",
              "question": "Is it redacted, masked, blocked or only warned?",
              "support": "unknown",
              "answer": "Is it redacted, masked, blocked or only warned? Unverified after checking Compliance API integration, connector and security docs; no Swiss AHV/IBAN test, native PII action/custom patterns or filter geography verified.",
              "evidenceIds": []
            },
            {
              "id": "custom_patterns",
              "question": "Can admins add custom patterns or terms?",
              "support": "unknown",
              "answer": "Can admins add custom patterns or terms? Unverified after checking Compliance API integration, connector and security docs; no Swiss AHV/IBAN test, native PII action/custom patterns or filter geography verified.",
              "evidenceIds": []
            },
            {
              "id": "dlp_integration",
              "question": "Does it integrate with an existing DLP product?",
              "support": "partial",
              "answer": "Enterprise Compliance API partners offer monitoring/security/DLP integrations after Primary Owner activation. Claude Platform is a separate scope, and these integrations do not prove native inline pre-model redaction.",
              "evidenceIds": [
                "claude:cl-compliance-partners-r2"
              ]
            },
            {
              "id": "filter_location",
              "question": "Where does filtering run?",
              "support": "unknown",
              "answer": "Where does filtering run? Unverified after checking Compliance API integration, connector and security docs; no Swiss AHV/IBAN test, native PII action/custom patterns or filter geography verified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "The positive integration statement is Enterprise-only. Team integration support remains unverified.",
            "No Swiss AHV/IBAN fixture, custom-pattern behavior, pre-model blocking/redaction or filter geography verified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-compliance-partners-r2"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:ADM-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Knowledge Base has sensitive-memory controls; general pre-model PII/DLP redaction remains unverified.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Migrated Team/Enterprise Knowledge Base public preview; sensitive-memory policy only",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "pii_detection",
              "question": "Is personal data detected in prompts and files?",
              "support": "partial",
              "answer": "Knowledge Base documents exclusions for government IDs, banking details and credentials; this is memory storage policy rather than tested prompt/file PII screening.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-memory-20261026"
              ]
            },
            {
              "id": "pii_action",
              "question": "Is it redacted, masked, blocked or only warned?",
              "support": "partial",
              "answer": "Admins can prevent sensitive knowledge saving; whole-prompt redaction/masking/blocking before model inference was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-memory-20261026"
              ]
            },
            {
              "id": "custom_patterns",
              "question": "Can admins add custom patterns or terms?",
              "support": "unknown",
              "answer": "No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "dlp_integration",
              "question": "Does it integrate with an existing DLP product?",
              "support": "unknown",
              "answer": "No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "filter_location",
              "question": "Where does filtering run?",
              "support": "unknown",
              "answer": "No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "pii_detection: Knowledge Base documents exclusions for government IDs, banking details and credentials; this is memory storage policy rather than tested prompt/file PII screening.",
            "pii_action: Admins can prevent sensitive knowledge saving; whole-prompt redaction/masking/blocking before model inference was not established.",
            "custom_patterns: No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
            "dlp_integration: No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
            "filter_location: No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-memory-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026",
            "mistral-vibe:mistral-vibe:m-release-notes-20261026"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:ADM-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise has feature/model and plugin safeguards; broader policy enforcement remains partly unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "org_instructions",
              "question": "Can admins set organisation-wide instructions?",
              "support": "unknown",
              "answer": "Can admins set organisation-wide instructions? Unverified after checking commercial terms, Enterprise controls and security scanning releases; organization-wide enforced instructions and mandatory AUP acknowledgment not established.",
              "evidenceIds": []
            },
            {
              "id": "usage_notice",
              "question": "Can users be required to accept a usage policy?",
              "support": "unknown",
              "answer": "Can users be required to accept a usage policy? Unverified after checking commercial terms, Enterprise controls and security scanning releases; organization-wide enforced instructions and mandatory AUP acknowledgment not established.",
              "evidenceIds": []
            },
            {
              "id": "content_filters",
              "question": "Are content filters configurable?",
              "support": "partial",
              "answer": "Enterprise release notes announce skill/plugin security scanning beta; it does not establish a configurable prompt/topic content-filter system.",
              "evidenceIds": [
                "claude:cl-release"
              ]
            },
            {
              "id": "violation_reporting",
              "question": "Are policy hits visible to admins?",
              "support": "partial",
              "answer": "Security/compliance integrations can analyze events; a complete native policy-violation dashboard was not verified.",
              "evidenceIds": [
                "claude:cl-compliance-partners"
              ]
            }
          ],
          "limitations": [
            "Unverified parts: org_instructions, usage_notice.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-release",
            "claude:cl-compliance-partners"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:ADM-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Admins can force-enable Skills and disable tools; global policy acknowledgements and enforced topical controls need verification.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise Work Skills and Workspace settings; no global policy-acceptance entitlement established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "org_instructions",
              "question": "Can admins set organisation-wide instructions?",
              "support": "partial",
              "answer": "Admins may force-enable Workspace Skills with reusable instructions. Model compliance with instructions is not an independently enforced boundary.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-skills-20261026"
              ]
            },
            {
              "id": "usage_notice",
              "question": "Can users be required to accept a usage policy?",
              "support": "unknown",
              "answer": "No mandatory company acceptable-use acknowledgement flow was established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://docs.mistral.ai/vibe/work/image-generation.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "content_filters",
              "question": "Are content filters configurable?",
              "support": "partial",
              "answer": "Images may be safety-filtered, but an administrator-configurable organization-wide content-filter matrix was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-image-20261026"
              ]
            },
            {
              "id": "violation_reporting",
              "question": "Are policy hits visible to admins?",
              "support": "unknown",
              "answer": "No central policy-hit reporting feature was established from audit/tracing docs. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://docs.mistral.ai/vibe/work/image-generation.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "org_instructions: Admins may force-enable Workspace Skills with reusable instructions. Model compliance with instructions is not an independently enforced boundary.",
            "usage_notice: No mandatory company acceptable-use acknowledgement flow was established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://docs.mistral.ai/vibe/work/image-generation.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer.",
            "content_filters: Images may be safety-filtered, but an administrator-configurable organization-wide content-filter matrix was not established.",
            "violation_reporting: No central policy-hit reporting feature was established from audit/tracing docs. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://docs.mistral.ai/vibe/work/image-generation.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-skills-20261026",
            "mistral-vibe:mistral-vibe:m-image-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:DATA-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Commercial privacy documentation describes US storage and global inference; US-only Enterprise inference is a separate option.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "storage_region",
              "question": "Where are chats, files and indexes stored?",
              "support": "partial",
              "answer": "The commercial server-location article specifies US storage for Enterprise/API; exact Team and per-feature chat/file/index mapping was not established.",
              "evidenceIds": [
                "claude:cl-servers"
              ]
            },
            {
              "id": "inference_region",
              "question": "Where do model calls run, per provider?",
              "support": "supported",
              "answer": "Default commercial inference may run in the US, Europe, Asia or Australia; usage-based Enterprise can select US-only inference.",
              "evidenceIds": [
                "claude:cl-servers",
                "claude:cl-us-only"
              ]
            },
            {
              "id": "backups_logs_region",
              "question": "Where are backups, logs and telemetry?",
              "support": "unknown",
              "answer": "Where are backups, logs and telemetry? Unverified after checking commercial location and US-only inference guides; no EU/Swiss-only hosting guarantee or backup/log/telemetry country matrix retrieved.",
              "evidenceIds": []
            },
            {
              "id": "support_access_region",
              "question": "From where can vendor staff access data?",
              "support": "partial",
              "answer": "Internal support/safety processing can take place in countries with Anthropic affiliates; the full personnel/country/access map is not enumerated here.",
              "evidenceIds": [
                "claude:cl-servers"
              ]
            },
            {
              "id": "swiss_hosting",
              "question": "Is Swiss hosting available?",
              "support": "unknown",
              "answer": "Is Swiss hosting available? Unverified after checking commercial location and US-only inference guides; no EU/Swiss-only hosting guarantee or backup/log/telemetry country matrix retrieved.",
              "evidenceIds": []
            },
            {
              "id": "residency_plan",
              "question": "Which plan or option provides residency?",
              "support": "supported",
              "answer": "US-only inference is limited to usage-based Enterprise, excludes Team and legacy seat-based Enterprise, and has model-specific 1.1x pricing. It does not control storage or third-party services.",
              "evidenceIds": [
                "claude:cl-us-only"
              ]
            }
          ],
          "limitations": [
            "Do not substitute cloud-provider model availability for residency of the hosted Claude workspace. Design and Google add-in retention have separate rules."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-servers",
            "claude:cl-us-only"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Mistral states EU hosting by default with feature-specific foreign transfers; private Enterprise locations are contract-scoped.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "storage_region",
              "question": "Where are chats, files and indexes stored?",
              "support": "partial",
              "answer": "The official help article states EU default hosting, and Libraries say European cloud storage; exact countries/backups were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-location",
                "mistral-vibe:mistral-vibe:m-libraries"
              ]
            },
            {
              "id": "inference_region",
              "question": "Where do model calls run, per provider?",
              "support": "partial",
              "answer": "The help article warns feature data may temporarily leave the EU; exact chat/image/search/provider inference regions were not fully established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-location"
              ]
            },
            {
              "id": "backups_logs_region",
              "question": "Where are backups, logs and telemetry?",
              "support": "unknown",
              "answer": "Unknown. A complete backup/log/telemetry regional map was not obtained.",
              "evidenceIds": []
            },
            {
              "id": "support_access_region",
              "question": "From where can vendor staff access data?",
              "support": "unknown",
              "answer": "Unknown. Default EU hosting does not establish a European-only staff access rule; no such boundary was verified.",
              "evidenceIds": []
            },
            {
              "id": "swiss_hosting",
              "question": "Is Swiss hosting available?",
              "support": "unknown",
              "answer": "Unknown. No named Swiss managed-hosting region or offer was established.",
              "evidenceIds": []
            },
            {
              "id": "residency_plan",
              "question": "Which plan or option provides residency?",
              "support": "partial",
              "answer": "Enterprise can disable some transfer-triggering features and is offered private/on-prem deployment; exact location guarantees require its order.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-location",
                "mistral-vibe:mistral-vibe:m-home"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: backups_logs_region, support_access_region, swiss_hosting."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-location",
            "mistral-vibe:mistral-vibe:m-libraries",
            "mistral-vibe:mistral-vibe:m-home"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:DATA-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Team/Enterprise are vendor-hosted workspaces; whole-platform private deployment is unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "multi_tenant_saas",
              "question": "Is a shared SaaS offered?",
              "support": "supported",
              "answer": "Team/Enterprise provide Anthropic-operated commercial SaaS; the DPA specifies logical separation of customer data.",
              "evidenceIds": [
                "claude:cl-enterprise",
                "claude:cl-dpa"
              ]
            },
            {
              "id": "dedicated_instance",
              "question": "Is a dedicated single-tenant instance offered, from what size?",
              "support": "unknown",
              "answer": "Is a dedicated single-tenant instance offered, from what size? Unverified after checking commercial plans, DPA, remote MCP and Office cloud-credential documentation; dedicated instance, whole-platform customer cloud/on-premises, air-gap and feature/seat thresholds not verified.",
              "evidenceIds": []
            },
            {
              "id": "customer_cloud",
              "question": "Can it run in the customer's own cloud account, from what size?",
              "support": "unknown",
              "answer": "Can it run in the customer's own cloud account, from what size? Unverified after checking commercial plans, DPA, remote MCP and Office cloud-credential documentation; dedicated instance, whole-platform customer cloud/on-premises, air-gap and feature/seat thresholds not verified.",
              "evidenceIds": []
            },
            {
              "id": "on_premise",
              "question": "Can the whole platform run on customer infrastructure, from what size?",
              "support": "unknown",
              "answer": "Can the whole platform run on customer infrastructure, from what size? Unverified after checking commercial plans, DPA, remote MCP and Office cloud-credential documentation; dedicated instance, whole-platform customer cloud/on-premises, air-gap and feature/seat thresholds not verified.",
              "evidenceIds": []
            },
            {
              "id": "air_gapped",
              "question": "Can it run without internet access?",
              "support": "unknown",
              "answer": "Can it run without internet access? Unverified after checking commercial plans, DPA, remote MCP and Office cloud-credential documentation; dedicated instance, whole-platform customer cloud/on-premises, air-gap and feature/seat thresholds not verified.",
              "evidenceIds": []
            },
            {
              "id": "mode_feature_gaps",
              "question": "Which features are missing outside SaaS?",
              "support": "unknown",
              "answer": "Which features are missing outside SaaS? Unverified after checking commercial plans, DPA, remote MCP and Office cloud-credential documentation; dedicated instance, whole-platform customer cloud/on-premises, air-gap and feature/seat thresholds not verified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Local Cowork tasks, Desktop MCP and Office cloud credentials do not establish deployment of the whole hosted workspace."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-enterprise",
            "claude:cl-dpa"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise explicitly offers private cloud and on-premise Vibe; deployment thresholds and hosted/private parity are not public in the inspected sources.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web",
              "vibe-enterprise-private"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": null,
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              },
              {
                "id": "vibe-enterprise-private",
                "name": "Enterprise private Vibe deployment",
                "type": "private-platform"
              }
            ]
          },
          "questions": [
            {
              "id": "multi_tenant_saas",
              "question": "Is a shared SaaS offered?",
              "support": "supported",
              "answer": "Self-serve Free/Pro/Team use hosted Vibe; Enterprise may also use Mistral Cloud.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:m-home"
              ]
            },
            {
              "id": "dedicated_instance",
              "question": "Is a dedicated single-tenant instance offered, from what size?",
              "support": "partial",
              "answer": "Enterprise markets private deployments, but a distinct single-tenant SaaS configuration and seat threshold were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "customer_cloud",
              "question": "Can it run in the customer's own cloud account, from what size?",
              "support": "partial",
              "answer": "The product FAQ offers Enterprise private-cloud deployment; operator, supported clouds and minimum size were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-home"
              ]
            },
            {
              "id": "on_premise",
              "question": "Can the whole platform run on customer infrastructure, from what size?",
              "support": "partial",
              "answer": "Enterprise on-premise deployment is explicitly offered, with no public seat threshold in the retrieved page.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-home"
              ]
            },
            {
              "id": "air_gapped",
              "question": "Can it run without internet access?",
              "support": "unknown",
              "answer": "Unknown. The coding CLI supports offline operation, but whole-platform air-gapped Vibe Work was not established.",
              "evidenceIds": []
            },
            {
              "id": "mode_feature_gaps",
              "question": "Which features are missing outside SaaS?",
              "support": "unknown",
              "answer": "Unknown. No supported feature/connector/model parity matrix or operating responsibility for private deployments was obtained.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: air_gapped, mode_feature_gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-pricing",
            "mistral-vibe:mistral-vibe:m-home"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:DATA-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Hosted commercial Chat/Cowork retention is separate from API/Code/provider ZDR arrangements and limited Fable exceptions.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Direct hosted Claude Team/Enterprise Chat and Cowork under Commercial Terms; API/ClaudeCode/third-party-provider ZDR routes discussed only as separate exceptions",
            "addOns": [
              "Standard hosted commercial retention; no assumed special ZDR agreement"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "vendor_training",
              "question": "Does the vendor train on customer content?",
              "support": "supported",
              "answer": "Commercial Terms section B prohibits training on Customer Content; the privacy guide describes explicit feedback/bug submissions as an exception to default no-training.",
              "evidenceIds": [
                "claude:cl-terms",
                "claude:cl-training"
              ]
            },
            {
              "id": "provider_training",
              "question": "Do model providers train on it under this product's contracts?",
              "support": "partial",
              "answer": "Direct hosted Claude uses Anthropic models under its commercial no-training terms. Separate API, Office BYO cloud or third-party integrations require their own contracts and are outside this hosted inference finding.",
              "evidenceIds": [
                "claude:cl-terms"
              ]
            },
            {
              "id": "provider_retention",
              "question": "How long do model providers keep prompts, including for abuse monitoring?",
              "support": "partial",
              "answer": "Hosted saved commercial chats persist until deletion; normal backend deletion is within 30 days with safety/legal exceptions. Covered Models have an additional default minimum 30-day safety-retention rule; ordinary saved-chat history is not thereby limited to30 days.",
              "evidenceIds": [
                "claude:cl-retention-r2",
                "claude:cl-covered-r2"
              ]
            },
            {
              "id": "zero_retention",
              "question": "Is zero data retention available, and on which plan?",
              "support": "partial",
              "answer": "The route guide says hosted Enterprise Chat/Cowork already operate with standard retention. Separately, Console/API, Enterprise Code and provider ZDR configurations follow their own rules. The default Covered Model rule has a limited temporary Fable exception for eligible notified/agreement-based internal business applications; no general hosted Chat/Cowork ZDR entitlement is established.",
              "evidenceIds": [
                "claude:cl-covered-r2",
                "claude:cl-covered-routes-r2"
              ]
            },
            {
              "id": "human_review",
              "question": "Can provider staff review content?",
              "support": "partial",
              "answer": "Commercial confidentiality/DPA measures permit authorized, least-privileged personnel processing. The detailed approved-reviewer path concerns the described Covered Model retained-monitoring configurations; it is not a complete hosted-chat human-access map. No no-human-access guarantee is made.",
              "evidenceIds": [
                "claude:cl-terms",
                "claude:cl-dpa",
                "claude:cl-covered-routes-r2"
              ]
            }
          ],
          "limitations": [
            "Reconciliation: the Covered Model minimum is a default rule; its temporary agreement-based exception is conditional. The current route guide expressly excludes notified exception customers from the general ZDR-transition instructions.",
            "No-training, saved history, safety-monitoring copies and specialized ZDR agreements are distinct. No sales contact or agreement signing."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-terms",
            "claude:cl-training",
            "claude:cl-retention-r2",
            "claude:cl-covered-r2",
            "claude:cl-covered-routes-r2",
            "claude:cl-dpa"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise general-content opt-out and Team/Enterprise voice opt-out are separately documented. Team general-chat training defaults remain unknown; Work/Chat has no ZDR entitlement.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Enterprise for the general-content training default; Team voice only where explicitly stated; Team general-content default unknown",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "vendor_training",
              "question": "Does the vendor train on customer content?",
              "support": "partial",
              "answer": "Enterprise is opted out by default, subject to the commercial opt-in, feedback, order and Labs/Preview exceptions. The voice guide separately excludes Team/Enterprise voice messages by default; that does not establish Team text/file defaults. Team admins can disable training, but the general-content default remains unknown.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-commercial",
                "mistral-vibe:mistral-vibe:m-training",
                "mistral-vibe:mistral-vibe:m-optout",
                "mistral-vibe:mistral-vibe:m-voice-entitlement-correction"
              ]
            },
            {
              "id": "provider_training",
              "question": "Do model providers train on it under this product's contracts?",
              "support": "partial",
              "answer": "Featured connector source content is described as excluded from training, while conversations using it follow plan policies; third-party image/MCP terms need separate review.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors"
              ]
            },
            {
              "id": "provider_retention",
              "question": "How long do model providers keep prompts, including for abuse monitoring?",
              "support": "unknown",
              "answer": "Unknown. The API default 30-day abuse window is not assumed to cover every hosted Work tool/provider; a full provider matrix was not obtained.",
              "evidenceIds": []
            },
            {
              "id": "zero_retention",
              "question": "Is zero data retention available, and on which plan?",
              "support": "unsupported",
              "answer": "The ZDR guide explicitly excludes Vibe Work and Chat, Libraries, agents and conversations. Approved stateless API/CLI routes are separate.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-zdr"
              ]
            },
            {
              "id": "human_review",
              "question": "Can provider staff review content?",
              "support": "unknown",
              "answer": "Unknown. Complete plan/provider-specific human content review conditions were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: provider_retention, human_review.",
            "The general Work/Workspace documentation does not establish Team or Enterprise entitlement for every feature here. Unspecified-plan findings remain candidates; no plan inheritance is assumed.",
            "The Team voice rule is not generalized to text, files, Libraries or Knowledge Base. Their default remains a gap rather than an inferred no-training promise."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-commercial",
            "mistral-vibe:mistral-vibe:m-training",
            "mistral-vibe:mistral-vibe:m-optout",
            "mistral-vibe:mistral-vibe:m-connectors",
            "mistral-vibe:mistral-vibe:m-zdr",
            "mistral-vibe:mistral-vibe:m-voice-entitlement-correction"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:DATA-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Current Enterprise retention guidance schedules deletion on save and removes content through a daily process, with project precedence and feature exclusions.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Team/Enterprise saved commercial Chat; Enterprise owner-configured Chat/project retention. Cowork is included only for documented project-activity effects, not blanket cloud-Code retention",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "default_retention",
              "question": "What is retained and for how long by default?",
              "support": "partial",
              "answer": "Saved commercial chats persist until deletion; Enterprise chats/projects default to indefinite retention without configured periods. Incognito normally deletes within 30 days. Other file/index/log schedules are not fully mapped.",
              "evidenceIds": [
                "claude:cl-retention-r2",
                "claude:cl-retention-admin-r2"
              ]
            },
            {
              "id": "admin_retention",
              "question": "Can admins set retention periods?",
              "support": "supported",
              "answer": "Enterprise Owners/Primary Owners set a minimum 30-day Chat/project period. Project retention overrides contained chats, including indefinite projects. Shortening a period schedules over-age data on save; a daily process can take several days. Design/Tag/Managed Agents and other cloud-Code features are excluded.",
              "evidenceIds": [
                "claude:cl-retention-admin-r2"
              ]
            },
            {
              "id": "user_deletion",
              "question": "Can users delete their chats and files permanently?",
              "support": "partial",
              "answer": "User-deleted chats leave visible history immediately and normally delete from backend within 30 days, subject to legal/safety exceptions. This is different from the daily custom-retention job.",
              "evidenceIds": [
                "claude:cl-retention-r2"
              ]
            },
            {
              "id": "contract_end_deletion",
              "question": "What is deleted at contract end, and when?",
              "support": "partial",
              "answer": "DPA H requires return on request within 30 days and deletion within 30 days after expiry/termination, except legal requirements, disputes or combating harmful use. Confirmation/copy completeness were not tested.",
              "evidenceIds": [
                "claude:cl-dpa"
              ]
            }
          ],
          "limitations": [
            "Reconciliation: current English text is authoritative for this snapshot; the earlier cached immediate-deletion wording is superseded and is not a current factual claim. Scheduling on save does not mean instant physical deletion.",
            "No retention/deletion fixture. Google Workspace add-in and the named excluded cloud features have separate retention behavior."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-retention-r2",
            "claude:cl-retention-admin-r2",
            "claude:cl-dpa"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Admins can set Workspace chat retention and users delete content, with legal/backend retention exceptions.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise hosted Work under commercial DPA; Workspace retention configuration documented separately",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "default_retention",
              "question": "What is retained and for how long by default?",
              "support": "partial",
              "answer": "Library content persists while the Library/account is active; hosted chat is retained for history, but an exact universal default chat/log term was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-libraries-20261026",
                "mistral-vibe:mistral-vibe:m-delete-20261026"
              ]
            },
            {
              "id": "admin_retention",
              "question": "Can admins set retention periods?",
              "support": "supported",
              "answer": "Workspace chat/artifact retention can be 30, 90, 180 or 365 days, or never, subject to organization restrictions.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-adminvibe-20261026"
              ]
            },
            {
              "id": "user_deletion",
              "question": "Can users delete their chats and files permanently?",
              "support": "supported",
              "answer": "Users can delete chats/Libraries/knowledge; user-visible chat removal does not promise immediate purge of backend/legal copies.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-delete-20261026",
                "mistral-vibe:mistral-vibe:m-libraries-20261026"
              ]
            },
            {
              "id": "contract_end_deletion",
              "question": "What is deleted at contract end, and when?",
              "support": "supported",
              "answer": "DPA section 10 provides return/deletion under its policies and says personal data is inaccessible after 30 days following product-access termination; legal records may persist.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-dpa-20261026",
                "mistral-vibe:mistral-vibe:m-retention-20261026"
              ]
            }
          ],
          "limitations": [
            "default_retention: Library content persists while the Library/account is active; hosted chat is retained for history, but an exact universal default chat/log term was not established."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-libraries-20261026",
            "mistral-vibe:mistral-vibe:m-delete-20261026",
            "mistral-vibe:mistral-vibe:m-adminvibe-20261026",
            "mistral-vibe:mistral-vibe:m-dpa-20261026",
            "mistral-vibe:mistral-vibe:m-retention-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:DATA-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The DPA provides subprocessor and transfer rules; the current country list remains inaccessible in this pass.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "subprocessor_list",
              "question": "Is a dated sub-processor list published?",
              "support": "partial",
              "answer": "DPA Schedule 4 links to a published trust-portal list; its entries and revision were not extractable during retrieval.",
              "evidenceIds": [
                "claude:cl-dpa",
                "claude:cl-trust-route"
              ]
            },
            {
              "id": "subprocessor_countries",
              "question": "Which countries do sub-processors operate in?",
              "support": "unknown",
              "answer": "Which countries do sub-processors operate in? Unverified after checking DPA Schedule 4, trust redirect and commercial terms; full current subprocessor countries, list date and ownership chain not retrieved.",
              "evidenceIds": []
            },
            {
              "id": "change_notification",
              "question": "Are customers notified of sub-processor changes?",
              "support": "supported",
              "answer": "DPA C.3 provides notice before a new subprocessor gains data access and a 15-day objection window on reasonable privacy/security concerns.",
              "evidenceIds": [
                "claude:cl-dpa"
              ]
            },
            {
              "id": "parent_jurisdiction",
              "question": "Which jurisdiction governs the vendor and its parent?",
              "support": "partial",
              "answer": "Commercial Terms contract with Anthropic Ireland Limited for EEA/Swiss/UK customers and Anthropic PBC elsewhere; the ultimate ownership/entity chain was not independently established.",
              "evidenceIds": [
                "claude:cl-terms"
              ]
            },
            {
              "id": "transfer_mechanism",
              "question": "Which transfer mechanism applies to non-EU/CH processing?",
              "support": "supported",
              "answer": "DPA incorporates controller-to-processor/processor-to-processor SCCs and UK/Swiss schedules where applicable.",
              "evidenceIds": [
                "claude:cl-dpa"
              ]
            },
            {
              "id": "government_access_policy",
              "question": "Is there a published government-access or transparency policy?",
              "support": "supported",
              "answer": "Published policy requires valid process with emergency exceptions, reviews deficient requests, usually redirects enterprise requests to the customer and provides notice subject to exceptions.",
              "evidenceIds": [
                "claude:cl-gov"
              ]
            }
          ],
          "limitations": [
            "Unverified parts: subprocessor_countries.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-dpa",
            "claude:cl-trust-route",
            "claude:cl-terms",
            "claude:cl-gov"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Mistral contracts under a French entity and uses contractual transfer safeguards; the complete current subprocessor table was not readable.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "subprocessor_list",
              "question": "Is a dated sub-processor list published?",
              "support": "unknown",
              "answer": "The Trust Center/subprocessors endpoint returned a client-rendered non-substantive page; a dated complete list was not obtained. Search on 2026-10-26: https://legal.mistral.ai/terms/data-processing-addendum/, https://legal.mistral.ai/terms/commercial-terms-of-service/, https://help.mistral.ai/en/articles/347629-where-do-you-store-my-data-or-my-organization-s-data. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "subprocessor_countries",
              "question": "Which countries do sub-processors operate in?",
              "support": "unknown",
              "answer": "Foreign feature transfers are acknowledged, but the complete provider/country mapping was not obtained. Search on 2026-10-26: https://legal.mistral.ai/terms/data-processing-addendum/, https://legal.mistral.ai/terms/commercial-terms-of-service/, https://help.mistral.ai/en/articles/347629-where-do-you-store-my-data-or-my-organization-s-data. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "change_notification",
              "question": "Are customers notified of sub-processor changes?",
              "support": "supported",
              "answer": "DPA provides reasonable prior subprocessor-change notice and a 10-day written objection window on data-protection grounds.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-dpa-20261026"
              ]
            },
            {
              "id": "parent_jurisdiction",
              "question": "Which jurisdiction governs the vendor and its parent?",
              "support": "supported",
              "answer": "Commercial terms name Mistral AI, a French corporation in Paris, or an order-specified affiliate. No ownership change was established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-commercial-20261026"
              ]
            },
            {
              "id": "transfer_mechanism",
              "question": "Which transfer mechanism applies to non-EU/CH processing?",
              "support": "partial",
              "answer": "The location help describes GDPR Article 46 safeguards/SCCs for non-adequate-country providers; complete Swiss-specific adaptations were not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-location-20261026",
                "mistral-vibe:mistral-vibe:m-dpa-20261026"
              ]
            },
            {
              "id": "government_access_policy",
              "question": "Is there a published government-access or transparency policy?",
              "support": "partial",
              "answer": "DPA section 3.1 requires notice of legally required processing unless notification is prohibited or an important public-interest ground applies. A complete public law-enforcement request/transparency policy was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-dpa-20261026"
              ]
            }
          ],
          "limitations": [
            "subprocessor_list: The Trust Center/subprocessors endpoint returned a client-rendered non-substantive page; a dated complete list was not obtained. Search on 2026-10-26: https://legal.mistral.ai/terms/data-processing-addendum/, https://legal.mistral.ai/terms/commercial-terms-of-service/, https://help.mistral.ai/en/articles/347629-where-do-you-store-my-data-or-my-organization-s-data. No additional scoped evidence established this answer.",
            "subprocessor_countries: Foreign feature transfers are acknowledged, but the complete provider/country mapping was not obtained. Search on 2026-10-26: https://legal.mistral.ai/terms/data-processing-addendum/, https://legal.mistral.ai/terms/commercial-terms-of-service/, https://help.mistral.ai/en/articles/347629-where-do-you-store-my-data-or-my-organization-s-data. No additional scoped evidence established this answer.",
            "transfer_mechanism: The location help describes GDPR Article 46 safeguards/SCCs for non-adequate-country providers; complete Swiss-specific adaptations were not verified.",
            "government_access_policy: DPA section 3.1 requires notice of legally required processing unless notification is prohibited or an important public-interest ground applies. A complete public law-enforcement request/transparency policy was not established."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-dpa-20261026",
            "mistral-vibe:mistral-vibe:m-commercial-20261026",
            "mistral-vibe:mistral-vibe:m-location-20261026"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:DATA-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public commercial contracts include a DPA and Swiss transfer terms; this is not a regulatory suitability verdict.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "dpa",
              "question": "Is a DPA available, and is it negotiable?",
              "support": "partial",
              "answer": "Commercial Terms incorporate the public DPA; standard acceptance is documented, while negotiability for this account was not verified.",
              "evidenceIds": [
                "claude:cl-terms",
                "claude:cl-dpa"
              ]
            },
            {
              "id": "revdsg_gdpr",
              "question": "Does the DPA cover revDSG and GDPR?",
              "support": "supported",
              "answer": "DPA defines GDPR and includes a Swiss Addendum covering Swiss data protection laws and new/revised versions.",
              "evidenceIds": [
                "claude:cl-dpa"
              ]
            },
            {
              "id": "governing_law",
              "question": "Which law and court govern the contract?",
              "support": "supported",
              "answer": "For EEA/Swiss/UK customers, Terms M.7 specify Irish law and Irish courts for proceedings not subject to section J arbitration; specific orders may differ.",
              "evidenceIds": [
                "claude:cl-terms"
              ]
            },
            {
              "id": "ai_act_materials",
              "question": "Is EU AI Act documentation provided?",
              "support": "partial",
              "answer": "Provider materials describe transparency-code commitments, text watermarking and an eligible-organization detection API private preview. A complete deployer compliance pack was not inspected.",
              "evidenceIds": [
                "claude:cl-ai-act"
              ]
            },
            {
              "id": "sector_materials",
              "question": "Are FINMA or other sector materials provided?",
              "support": "partial",
              "answer": "Enterprise plan documentation lists HIPAA-ready configurations; scope/BAA conditions and FINMA/banking/public-sector materials were not fully retrieved.",
              "evidenceIds": [
                "claude:cl-enterprise"
              ]
            }
          ],
          "limitations": [
            "Generic confidentiality/DPA language does not establish a German section 203 or Swiss article 321 professional-secrecy undertaking."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-terms",
            "claude:cl-dpa",
            "claude:cl-ai-act",
            "claude:cl-enterprise"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A public commercial DPA and France/Paris governing-law clause exist; Swiss secrecy and sector assurances remain unverified.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "dpa",
              "question": "Is a DPA available, and is it negotiable?",
              "support": "partial",
              "answer": "A public Data Processing Addendum supplements commercial terms. Negotiability/offline execution was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-dpa"
              ]
            },
            {
              "id": "revdsg_gdpr",
              "question": "Does the DPA cover revDSG and GDPR?",
              "support": "partial",
              "answer": "The DPA explicitly defines GDPR. A specific Swiss revDSG/FADP undertaking was not identified in the inspected text.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-dpa"
              ]
            },
            {
              "id": "governing_law",
              "question": "Which law and court govern the contract?",
              "support": "supported",
              "answer": "For customers outside Americas/APAC, the commercial terms specify French law and exclusive Paris courts, subject to the applicable order.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-commercial"
              ]
            },
            {
              "id": "ai_act_materials",
              "question": "Is EU AI Act documentation provided?",
              "support": "unknown",
              "answer": "Unknown. No Vibe-specific EU AI Act provider/deployer document pack was obtained.",
              "evidenceIds": []
            },
            {
              "id": "sector_materials",
              "question": "Are FINMA or other sector materials provided?",
              "support": "unknown",
              "answer": "Unknown. No FINMA, banking-secrecy or scoped sector-contract package was obtained; generic confidentiality is not professional secrecy.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: ai_act_materials, sector_materials."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-dpa",
            "mistral-vibe:mistral-vibe:m-commercial"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:DATA-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The DPA documents report and penetration-test access; actual certification scope and validity remain open.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "iso_27001",
              "question": "ISO 27001 with scope and validity?",
              "support": "partial",
              "answer": "Anthropic publicly claims ISO 27001:2022 for its commercial products. The issuing body, full certificate scope and validity dates were not inspected; this is vendor-claimed evidence.",
              "evidenceIds": [
                "claude:claude:commercial-certifications-20261026"
              ]
            },
            {
              "id": "soc2",
              "question": "SOC 2 type, period and covered service?",
              "support": "partial",
              "answer": "The commercial privacy page lists SOC 2 Type I and Type II. The auditor, report period and detailed service scope were not inspected.",
              "evidenceIds": [
                "claude:claude:commercial-certifications-20261026"
              ]
            },
            {
              "id": "c5",
              "question": "BSI C5 attestation?",
              "support": "unknown",
              "answer": "BSI C5 attestation? Unverified after checking public DPA and Trust Center; issuer, covered entity/product, period and validity of ISO/SOC/C5/other attestations were not verified. Search on 2026-10-26: https://www.anthropic.com/legal/data-processing-addendum, https://www.anthropic.com/legal/commercial-terms, https://trust.anthropic.com/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "other_certifications",
              "question": "Which other certificates (27701, 42001, TISAX)?",
              "support": "partial",
              "answer": "The commercial privacy page claims ISO/IEC 42001:2023. No issuing-body certificate, validity dates or TISAX/ISO 27701 scope was inspected.",
              "evidenceIds": [
                "claude:claude:commercial-certifications-20261026"
              ]
            },
            {
              "id": "report_access",
              "question": "How can customers obtain reports?",
              "support": "supported",
              "answer": "DPA F and Schedule 2 direct customers to the Trust Center and offer applicable reports/certificates on written request under confidentiality. No protected report was requested or downloaded.",
              "evidenceIds": [
                "claude:cl-dpa-20261026"
              ]
            },
            {
              "id": "pentest",
              "question": "Are independent penetration test summaries available?",
              "support": "partial",
              "answer": "DPA Schedule 2 G.2 commits to annual external penetration tests and a customer-request summary; no summary or testing period was inspected.",
              "evidenceIds": [
                "claude:cl-dpa-20261026"
              ]
            }
          ],
          "limitations": [
            "iso_27001: Anthropic publicly claims ISO 27001:2022 for its commercial products. The issuing body, full certificate scope and validity dates were not inspected; this is vendor-claimed evidence.",
            "soc2: The commercial privacy page lists SOC 2 Type I and Type II. The auditor, report period and detailed service scope were not inspected.",
            "c5: BSI C5 attestation? Unverified after checking public DPA and Trust Center; issuer, covered entity/product, period and validity of ISO/SOC/C5/other attestations were not verified. Search on 2026-10-26: https://www.anthropic.com/legal/data-processing-addendum, https://www.anthropic.com/legal/commercial-terms, https://trust.anthropic.com/. No additional scoped evidence established this answer.",
            "other_certifications: The commercial privacy page claims ISO/IEC 42001:2023. No issuing-body certificate, validity dates or TISAX/ISO 27701 scope was inspected.",
            "pentest: DPA Schedule 2 G.2 commits to annual external penetration tests and a customer-request summary; no summary or testing period was inspected."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-dpa-20261026",
            "claude:claude:commercial-certifications-20261026"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "SOC 2 II and ISO 27001/27701 are vendor claims until reports, entity scope and validity are inspected.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "iso_27001",
              "question": "ISO 27001 with scope and validity?",
              "support": "partial",
              "answer": "Mistral claims ISO 27001; certificate issuer, exact product/entity scope and validity were not retrieved.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-cert"
              ]
            },
            {
              "id": "soc2",
              "question": "SOC 2 type, period and covered service?",
              "support": "partial",
              "answer": "Mistral claims SOC 2 Type II; audit period and scoped report were not inspected.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-cert"
              ]
            },
            {
              "id": "c5",
              "question": "BSI C5 attestation?",
              "support": "unknown",
              "answer": "Unknown. No current product-scoped C5 attestation was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "other_certifications",
              "question": "Which other certificates (27701, 42001, TISAX)?",
              "support": "partial",
              "answer": "ISO 27701 is also claimed, without an inspected certificate and validity.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-cert"
              ]
            },
            {
              "id": "report_access",
              "question": "How can customers obtain reports?",
              "support": "partial",
              "answer": "The official help directs compliance-report requests to the Trust Center, whose client-rendered reports were not accessible in this pass.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-cert"
              ]
            },
            {
              "id": "pentest",
              "question": "Are independent penetration test summaries available?",
              "support": "unknown",
              "answer": "Unknown. No independent penetration-test summary was retrieved.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: c5, pentest."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-cert"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:DATA-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The DPA specifies encryption and logical isolation; Enterprise adds eligible customer keys and IP controls.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "encryption_at_rest",
              "question": "Is data encrypted at rest?",
              "support": "supported",
              "answer": "DPA Schedule 2 E specifies at least AES-256 at rest and TLS 1.2+ over public networks.",
              "evidenceIds": [
                "claude:cl-dpa"
              ]
            },
            {
              "id": "customer_managed_keys",
              "question": "Can the customer manage or hold the keys?",
              "support": "partial",
              "answer": "Eligible Enterprise organizations can connect AWS/GCP/Azure KMS keys for specified content; key locations and all feature exclusions need account-specific verification.",
              "evidenceIds": [
                "claude:cl-cmek"
              ]
            },
            {
              "id": "private_networking",
              "question": "Is private connectivity or IP restriction available?",
              "support": "partial",
              "answer": "Enterprise IP CIDR allowlisting is enabled through support; externally shared artifacts can remain outside it. Private Link/VPN-only service endpoints were not established.",
              "evidenceIds": [
                "claude:cl-ip"
              ]
            },
            {
              "id": "tenant_isolation",
              "question": "How are customers separated in shared SaaS?",
              "support": "supported",
              "answer": "DPA Schedule 2 H specifies logical separation of customer data and network segmentation; no independent isolation test was performed.",
              "evidenceIds": [
                "claude:cl-dpa"
              ]
            }
          ],
          "limitations": [
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-dpa",
            "claude:cl-cmek",
            "claude:cl-ip"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-08",
          "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": "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": "claude",
          "claimId": "claude:DATA-09",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Personnel confidentiality and controlled safety review are documented; a qualified professional-secrecy contract or add-on remains unverified.",
          "availability": "unknown",
          "delivery": "unknown",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "German §203 StGB and Swiss Art.321 StGB use cases; existing hosting, support and provider-location exceptions still apply.",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "secrecy_undertaking",
              "question": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff?",
              "support": "unknown",
              "answer": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff? Unverified after checking Commercial Terms E, DPA B.7/C.2 and technical measures, Trust Center, Covered Model access/retention rules and official searches for professional secrecy/§203/Art.321. No qualified staff undertaking, corresponding subprocessor undertaking chain, public contract template or dedicated plan/add-on was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "subprocessor_coverage",
              "question": "Does the undertaking extend to its sub-processors, and is that documented?",
              "support": "unknown",
              "answer": "Does the undertaking extend to its sub-processors, and is that documented? Unverified after checking Commercial Terms E, DPA B.7/C.2 and technical measures, Trust Center, Covered Model access/retention rules and official searches for professional secrecy/§203/Art.321. No qualified staff undertaking, corresponding subprocessor undertaking chain, public contract template or dedicated plan/add-on was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "secrecy_offering",
              "question": "Is it a dedicated offering or add-on, and on which plan?",
              "support": "unknown",
              "answer": "Is it a dedicated offering or add-on, and on which plan? Unverified after checking Commercial Terms E, DPA B.7/C.2 and technical measures, Trust Center, Covered Model access/retention rules and official searches for professional secrecy/§203/Art.321. No qualified staff undertaking, corresponding subprocessor undertaking chain, public contract template or dedicated plan/add-on was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "content_access",
              "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?",
              "support": "partial",
              "answer": "Commercial Terms E and DPA B.7/Schedule2 constrain authorized personnel and subprocessor processing; Covered Model retained data can be accessed by approved safety reviewers through a logged controlled path. A complete subprocessor plain-text access matrix and §203/Art.321-specific restriction were not verified.",
              "evidenceIds": [
                "claude:cl-terms",
                "claude:cl-dpa",
                "claude:cl-covered-review"
              ]
            },
            {
              "id": "secrecy_documentation",
              "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?",
              "support": "unknown",
              "answer": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)? Unverified after checking Commercial Terms E, DPA B.7/C.2 and technical measures, Trust Center, Covered Model access/retention rules and official searches for professional secrecy/§203/Art.321. No qualified staff undertaking, corresponding subprocessor undertaking chain, public contract template or dedicated plan/add-on was retrieved.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "General confidentiality, a DPA and no-training commitments do not establish a professional-secrecy undertaking. No vendor/sales contact or agreement signing was performed.",
            "No legal compliance verdict; unknown does not mean the offering is unavailable."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-terms",
            "claude:cl-dpa",
            "claude:cl-covered-review"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-09",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Profession-specific secrecy undertaking and add-on remain unknown; general confidentiality and scoped content-access controls do not establish §203 StGB or Art.321 StGB coverage.",
          "availability": "unknown",
          "delivery": "unknown",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Work Team/Enterprise; private/partner-served support access scoped separately",
            "addOns": [],
            "deploymentMode": null,
            "region": "No profession-specific DE/CH contractual scope verified; deployment/provider regions follow the other scoped claims.",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "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": "Unknown. Reviewed Mistral commercial terms, DPA, Vibe security/deployment documentation and targeted first-party searches for professional secrecy, secret professionnel, §203 and Art.321. No Vibe-specific secrecy contract template, dedicated plan/add-on or flow-down undertaking was retrieved. A DPA or no-training clause alone does not answer whether a profession-specific undertaking is signed.",
              "evidenceIds": []
            },
            {
              "id": "subprocessor_coverage",
              "question": "Does the undertaking extend to its sub-processors, and is that documented?",
              "support": "unknown",
              "answer": "Unknown. No retrieved §203/Art.321 undertaking establishes flow-down to all relevant subcontractors/model providers. General DPA confidentiality is not equivalent.",
              "evidenceIds": []
            },
            {
              "id": "secrecy_offering",
              "question": "Is it a dedicated offering or add-on, and on which plan?",
              "support": "unknown",
              "answer": "Unknown. No documented profession-specific plan, dedicated instance option or paid secrecy add-on and its entitlements/pricing were established.",
              "evidenceIds": []
            },
            {
              "id": "content_access",
              "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?",
              "support": "partial",
              "answer": "DPA3.1 binds authorised Mistral personnel and subprocessors to confidentiality. Annex1 includes debugging/testing and partner-served support processing. The exact role-by-role plaintext-access matrix, private-deployment support controls and external model-provider access were not established; confidentiality is not a profession-specific undertaking.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-dpa"
              ]
            },
            {
              "id": "secrecy_documentation",
              "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?",
              "support": "unknown",
              "answer": "Unknown. Reviewed Mistral commercial terms, DPA, Vibe security/deployment documentation and targeted first-party searches for professional secrecy, secret professionnel, §203 and Art.321. No Vibe-specific secrecy contract template, dedicated plan/add-on or flow-down undertaking was retrieved. General data-flow/security pages are available but do not document such a secrecy offering.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Contract facts only; no legal suitability assessment. No profession-specific commitment or paid option inferred from generic confidentiality, hosting, encryption or no-training terms.",
            "Public, unauthenticated source pass only; no sales contact, NDA request or authenticated access-control test."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-dpa"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:VEN-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Team bundles usage while current Enterprise separates seat access from all token usage.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "pricing_unit",
              "question": "What is the pricing unit?",
              "support": "supported",
              "answer": "Team uses Standard/Premium seats with included limits; usage-based Enterprise uses access seats plus separate API-rate token consumption. Legacy Enterprise has different billing.",
              "evidenceIds": [
                "claude:cl-pricing",
                "claude:cl-enterprise"
              ]
            },
            {
              "id": "list_prices",
              "question": "What are list prices per plan, with date and currency?",
              "support": "supported",
              "answer": "Retrieved 2026-10-21: Team Standard USD 20/month annual or USD 25 monthly; Premium USD 100 annual or USD 125 monthly. Enterprise USD 20/seat/month billed annually, before usage/tax.",
              "evidenceIds": [
                "claude:cl-pricing",
                "claude:cl-enterprise"
              ]
            },
            {
              "id": "included_usage",
              "question": "What usage is included?",
              "support": "partial",
              "answer": "Team Premium advertises five times Standard usage; exact reproducible message/token quotas were not established. Current Enterprise includes no token usage.",
              "evidenceIds": [
                "claude:cl-pricing",
                "claude:cl-enterprise"
              ]
            },
            {
              "id": "add_ons",
              "question": "Which features cost extra?",
              "support": "partial",
              "answer": "Enterprise model usage costs extra; applicable US-only inference adds 10%. Third-party services/credits and optional-service charges are not fully priced.",
              "evidenceIds": [
                "claude:cl-enterprise",
                "claude:cl-us-only"
              ]
            },
            {
              "id": "overage",
              "question": "What do usage beyond limits and premium models cost?",
              "support": "partial",
              "answer": "Enterprise bills all usage at current API rates; Sonnet 5.5 list rate is USD 2/M input and USD 10/M output. Team/legacy overage and each tool surcharge were not exhaustively priced.",
              "evidenceIds": [
                "claude:cl-enterprise",
                "claude:cl-api-prices"
              ]
            }
          ],
          "limitations": [
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-pricing",
            "claude:cl-enterprise",
            "claude:cl-us-only",
            "claude:cl-api-prices"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:VEN-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The public USD page lists Team at USD 24.99/user/month and Enterprise custom. Exact Pro checkout price and API-credit allowance are not established from conflicting rendered variants.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Free / Pro / Team public pricing as rendered in USD on 2026-10-21; Enterprise quote-only; Pro checkout variants unverified",
            "addOns": [
              "Optional prepaid usage; private Enterprise/custom-model costs unknown"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "pricing_unit",
              "question": "What is the pricing unit?",
              "support": "supported",
              "answer": "Pro is per account, Team per user/month, Enterprise custom; included usage and prepaid usage extension span named product routes.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:m-subscription"
              ]
            },
            {
              "id": "list_prices",
              "question": "What are list prices per plan, with date and currency?",
              "support": "partial",
              "answer": "Team is displayed at USD 24.99/user/month excluding taxes and Enterprise is custom. The Pro page mixes education/card variants and a normal-price FAQ; the applicable Pro checkout price, currency and billing selection were not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "included_usage",
              "question": "What usage is included?",
              "support": "partial",
              "answer": "Team advertises up to 30 GB/user and relative allowances. A fixed Pro API-credit entitlement is unknown: the rendered card includes USD 25.5 and USD 15 monthly variants without an established selection. No Pro credit amount is credited.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "add_ons",
              "question": "Which features cost extra?",
              "support": "supported",
              "answer": "PAYG prepaid credits extend eligible usage after included allowances; Enterprise private services and custom models are separately scoped.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-billing",
                "mistral-vibe:mistral-vibe:m-home"
              ]
            },
            {
              "id": "overage",
              "question": "What do usage beyond limits and premium models cost?",
              "support": "partial",
              "answer": "PAYG uses model/API rates for eligible routes, but no exact default Work model tariff and allowance sufficiency for the shared workload were established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-subscription",
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits.",
            "The general Work/Workspace documentation does not establish Team or Enterprise entitlement for every feature here. Unspecified-plan findings remain candidates; no plan inheritance is assumed.",
            "Pro price and included-credit selection remain explicit gaps; neither rendered variant is treated as the purchased entitlement."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-pricing",
            "mistral-vibe:mistral-vibe:m-subscription",
            "mistral-vibe:mistral-vibe:m-billing",
            "mistral-vibe:mistral-vibe:m-home"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:VEN-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise list-cost scenarios separate the USD 240 annual access seat floor from modeled Sonnet usage and unpriced services.",
          "availability": "generally-available",
          "delivery": "unknown",
          "scope": {
            "surfaceIds": [
              "claude-web"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Current usage-based Enterprise; standard global inference; admin-configured Sonnet 5.5 low-effort chat scenario",
            "addOns": [
              "All token usage at API list rates",
              "Third-party services and implementation unpriced"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_200",
              "question": "Year-one cost at 200 users?",
              "support": "partial",
              "answer": "From USD 57,504.00 / EUR 51,274.19 / CHF 47,361.97 + unknown services under the disclosed Sonnet 5.5 low-effort chat workload: USD 48,000.00 access seats + USD 9,504.00 modeled tokens. The seat-only floor is USD 48,000.00 / EUR 42,799.82 / CHF 39,534.20. This is modeled list cost, not observed usage or a quote.",
              "evidenceIds": [
                "claude:cl-enterprise",
                "claude:cl-api-prices",
                "claude:cl-consumption",
                "claude:fx-20261020"
              ]
            },
            {
              "id": "cost_1000",
              "question": "Year-one cost at 1,000 users?",
              "support": "partial",
              "answer": "From USD 287,520.00 / EUR 256,370.93 / CHF 236,809.83 + unknown services under the disclosed Sonnet 5.5 low-effort chat workload: USD 240,000.00 access seats + USD 47,520.00 modeled tokens. The seat-only floor is USD 240,000.00 / EUR 213,999.11 / CHF 197,670.98. This is modeled list cost, not observed usage or a quote.",
              "evidenceIds": [
                "claude:cl-enterprise",
                "claude:cl-api-prices",
                "claude:cl-consumption",
                "claude:fx-20261020"
              ]
            },
            {
              "id": "cost_5000",
              "question": "Year-one cost at 5,000 users?",
              "support": "partial",
              "answer": "From USD 1,437,600.00 / EUR 1,281,854.66 / CHF 1,184,049.15 + unknown services under the disclosed Sonnet 5.5 low-effort chat workload: USD 1,200,000.00 access seats + USD 237,600.00 modeled tokens. The seat-only floor is USD 1,200,000.00 / EUR 1,069,995.54 / CHF 988,354.88. This is modeled list cost, not observed usage or a quote.",
              "evidenceIds": [
                "claude:cl-enterprise",
                "claude:cl-api-prices",
                "claude:cl-consumption",
                "claude:fx-20261020"
              ]
            },
            {
              "id": "variable_share",
              "question": "Which part depends on usage?",
              "support": "supported",
              "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21: 12 months, 60% light 100/30% regular 400/10% power 1500 messages monthly = 330/user/month; 3000 input+600 billable output tokens/message incl retrieval/thinking. At Sonnet 5.5 USD 2/M input+USD 10/M output, 11.88M input+2.376M output/year costs USD 47.52/user; access USD 240 => modeled USD 287.52/user/year. Sonnet low effort is the scenario choice, with an admin-configurable default, based on the consumption guide; not a universal fixed default.",
              "evidenceIds": [
                "claude:cl-consumption",
                "claude:cl-api-prices",
                "claude:cl-enterprise"
              ]
            },
            {
              "id": "unknown_parts",
              "question": "Which costs could not be priced?",
              "support": "partial",
              "answer": "Unpriced: implementation, onboarding/support add-ons, third-party subscriptions and workflow-specific extra tool/context/repeated-step tokens. Scenario excludes US-only 1.1x premium, tax, discounts, cache/batch benefits and agent workloads beyond the fixed token allowance; these require separate pricing. EUR=USD/1.1215; CHF=EUR*0.9237, ECB 2026-10-20.",
              "evidenceIds": [
                "claude:cl-enterprise",
                "claude:cl-us-only",
                "claude:cl-api-prices",
                "claude:fx-20261020"
              ]
            }
          ],
          "limitations": [
            "All figures exclude VAT and invented discounts. Team is capped at 150 seats and is not extrapolated to these sizes. Annual Enterprise access commitment is separate from consumption."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-enterprise",
            "claude:cl-api-prices",
            "claude:cl-consumption",
            "claude:fx-20261020",
            "claude:cl-us-only"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:VEN-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21: Team licence illustrations plus unknown variable/enterprise costs; no complete total is claimed.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team displayed USD rate, 12 months, excluding VAT; Enterprise quote separate",
            "addOns": [
              "Unknown usage extension, support/implementation; no bulk discount assumed"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_200",
              "question": "Year-one cost at 200 users?",
              "support": "partial",
              "answer": "Team displayed-rate licence illustration: USD 59,976.00 = EUR 53,478.38 = CHF 49,397.98 for 200 seats × 12 × USD 24.99, excluding VAT, plus unknown usage/support/implementation. Enterprise/private deployment and SAML terms require their own quote; applicability of Team at this size was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:fx-ecb"
              ]
            },
            {
              "id": "cost_1000",
              "question": "Year-one cost at 1,000 users?",
              "support": "partial",
              "answer": "Team displayed-rate licence illustration: USD 299,880.00 = EUR 267,391.89 = CHF 246,989.88 for 1,000 seats × 12 × USD 24.99, excluding VAT, plus unknown usage/support/implementation. Enterprise/private deployment and SAML terms require their own quote; applicability of Team at this size was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:fx-ecb"
              ]
            },
            {
              "id": "cost_5000",
              "question": "Year-one cost at 5,000 users?",
              "support": "partial",
              "answer": "Team displayed-rate licence illustration: USD 1,499,400.00 = EUR 1,336,959.43 = CHF 1,234,949.42 for 5,000 seats × 12 × USD 24.99, excluding VAT, plus unknown usage/support/implementation. Enterprise/private deployment and SAML terms require their own quote; applicability of Team at this size was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:fx-ecb"
              ]
            },
            {
              "id": "variable_share",
              "question": "Which part depends on usage?",
              "support": "partial",
              "answer": "Included allowance is consumed before eligible prepaid PAYG; exact Work default model/tariff, fair-use sufficiency and tool charges remain unknown.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-subscription",
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "unknown_parts",
              "question": "Which costs could not be priced?",
              "support": "partial",
              "answer": "Unknown: Enterprise/private licence quote, bulk eligibility/commitment, exact included credits, separately charged Work usage at the shared mix, deployment/operations, support and implementation. No tariff proxy or discount is invented.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:m-subscription"
              ]
            }
          ],
          "limitations": [
            "Mix: 60% at 100, 30% at 400 and 10% at 1,500 messages/user/month, 330 average. Separately billed messages assume 3,000 input + 600 output tokens; no product-tariff proxy used.",
            "ECB 2026-10-20: EUR 1 = USD 1.1215 = CHF 0.9237; EUR = USD / 1.1215, CHF = EUR × 0.9237.",
            "These are displayed-rate Team licence illustrations; complete Enterprise/private totals remain unknown."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-pricing",
            "mistral-vibe:mistral-vibe:fx-ecb",
            "mistral-vibe:mistral-vibe:m-subscription"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:VEN-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Commercial self-service purchase is documented; free consumer access is not a scoped Enterprise trial.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "free_tier",
              "question": "Is there a free tier for business use?",
              "support": "partial",
              "answer": "Claude Free is a separate consumer plan; no free Team/Enterprise organization entitlement was established.",
              "evidenceIds": [
                "claude:cl-pricing"
              ]
            },
            {
              "id": "self_serve_trial",
              "question": "Is a self-serve business trial available?",
              "support": "unknown",
              "answer": "Is a self-serve business trial available? Unverified after checking pricing and Enterprise acquisition guides; no self-serve business trial duration, card rule or trial identity/compliance/connector inclusion confirmed.",
              "evidenceIds": []
            },
            {
              "id": "trial_scope",
              "question": "Do trials include SSO, connectors and admin features?",
              "support": "unknown",
              "answer": "Do trials include SSO, connectors and admin features? Unverified after checking pricing and Enterprise acquisition guides; no self-serve business trial duration, card rule or trial identity/compliance/connector inclusion confirmed.",
              "evidenceIds": []
            },
            {
              "id": "sales_gate",
              "question": "Does meaningful evaluation require sales contact?",
              "support": "supported",
              "answer": "Team can be bought self-serve. Enterprise self-serve starts at 20 seats; sales-assisted Enterprise starts at 50. No purchase or sales contact was performed.",
              "evidenceIds": [
                "claude:cl-enterprise"
              ]
            }
          ],
          "limitations": [
            "Unverified parts: self_serve_trial, trial_scope.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-pricing",
            "claude:cl-enterprise"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:VEN-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Free self-serve exploration exists; SAML, private deployments and gated administration cannot be assumed included.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "free_tier",
              "question": "Is there a free tier for business use?",
              "support": "partial",
              "answer": "The public Free plan offers limited chat/search/tools; business contractual suitability and enterprise controls were not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "self_serve_trial",
              "question": "Is a self-serve business trial available?",
              "support": "unknown",
              "answer": "Unknown. No time-limited business-plan trial duration, card or seat limit was verified; the Free plan is a different access route.",
              "evidenceIds": []
            },
            {
              "id": "trial_scope",
              "question": "Do trials include SSO, connectors and admin features?",
              "support": "unknown",
              "answer": "Unknown. No trial verified Enterprise SSO, admin, connectors and fixture entitlement together.",
              "evidenceIds": []
            },
            {
              "id": "sales_gate",
              "question": "Does meaningful evaluation require sales contact?",
              "support": "supported",
              "answer": "Free/paid self-service exploration is offered, while private Enterprise and Admin API activation require contact. No contact was made.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:m-provision"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: self_serve_trial, trial_scope."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-pricing",
            "mistral-vibe:mistral-vibe:m-provision"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:VEN-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Seat prices are public, with plan caps, annual Enterprise commitment and variable usage.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "minimum_commitment",
              "question": "What seat or spend minimum applies?",
              "support": "supported",
              "answer": "Team: 2-150 seats. Current Enterprise self-serve: 20-seat minimum; sales-assisted: 50.",
              "evidenceIds": [
                "claude:cl-pricing",
                "claude:cl-enterprise"
              ]
            },
            {
              "id": "contract_length",
              "question": "What contract lengths are offered?",
              "support": "supported",
              "answer": "Team lists monthly and annual billing; Enterprise access seats are annual. Consumption is additional under the purchase route.",
              "evidenceIds": [
                "claude:cl-pricing",
                "claude:cl-enterprise"
              ]
            },
            {
              "id": "cancellation",
              "question": "How can the contract be cancelled or reduced?",
              "support": "partial",
              "answer": "General Terms I.2 permit customer termination with notice and vendor convenience termination with30-day notice; annual seat refunds, reductions and renewal cancellation depend on plan/order and were not verified.",
              "evidenceIds": [
                "claude:cl-terms"
              ]
            },
            {
              "id": "local_invoicing",
              "question": "Can it be invoiced in CHF or EUR from a European entity?",
              "support": "partial",
              "answer": "Enterprise self-serve bills USD by credit/ACH; sales-assisted supports multicurrency/invoicing. Irish contracting is stated for Swiss/EEA customers, but a CHF/EUR invoice tariff was not verified.",
              "evidenceIds": [
                "claude:cl-enterprise",
                "claude:cl-terms"
              ]
            },
            {
              "id": "transparency_class",
              "question": "Is pricing transparent, partial, quote-only or unknown?",
              "support": "partial",
              "answer": "Partially specified: public seat/API rates and minimums, but actual consumption, third-party services, Enterprise optional charges and local invoice terms require more detail.",
              "evidenceIds": [
                "claude:cl-enterprise",
                "claude:cl-api-prices"
              ]
            }
          ],
          "limitations": [
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-pricing",
            "claude:cl-enterprise",
            "claude:cl-terms",
            "claude:cl-api-prices"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:VEN-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Self-serve prices are partly public; enterprise terms and commitment/pricing details require the applicable order.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "minimum_commitment",
              "question": "What seat or spend minimum applies?",
              "support": "unknown",
              "answer": "Unknown. The rendered Team calculator shows a subtotal but does not establish an exact contractual minimum or maximum for the requested seat sizes.",
              "evidenceIds": []
            },
            {
              "id": "contract_length",
              "question": "What contract lengths are offered?",
              "support": "partial",
              "answer": "Commercial terms charge as provided by the order/confirmation; exact Team monthly/annual commitment alternatives were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-commercial"
              ]
            },
            {
              "id": "cancellation",
              "question": "How can the contract be cancelled or reduced?",
              "support": "partial",
              "answer": "Commercial terms make paid amounts non-refundable/non-cancellable; a complete self-serve downgrade/cancellation workflow was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-commercial"
              ]
            },
            {
              "id": "local_invoicing",
              "question": "Can it be invoiced in CHF or EUR from a European entity?",
              "support": "partial",
              "answer": "A French contracting entity and USD/EUR price selector are public; actual CHF/EUR enterprise invoicing terms were not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-commercial",
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "transparency_class",
              "question": "Is pricing transparent, partial, quote-only or unknown?",
              "support": "supported",
              "answer": "Partially specified: self-serve displayed prices exist, while Enterprise/private quotes, exact credits and scenario usage charges remain unresolved.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:m-subscription"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: minimum_commitment."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-commercial",
            "mistral-vibe:mistral-vibe:m-pricing",
            "mistral-vibe:mistral-vibe:m-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": "claude",
          "claimId": "claude:VEN-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Commercial service rights are public; a complete component-source licence inventory was not established.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "licence_type",
              "question": "Which licence applies to each component?",
              "support": "partial",
              "answer": "Commercial Terms grant service use and allocate customer input/output rights; this does not establish an OSI licence for the hosted platform, clients or connector code.",
              "evidenceIds": [
                "claude:cl-terms"
              ]
            },
            {
              "id": "branding_restrictions",
              "question": "Do licence terms restrict branding or user counts?",
              "support": "unknown",
              "answer": "Do licence terms restrict branding or user counts? Unverified after checking Commercial Terms and public Claude Code issue repository; component revisions, client/server/connector source licences, branding restrictions and separate enterprise-edition source status not verified.",
              "evidenceIds": []
            },
            {
              "id": "enterprise_features_closed",
              "question": "Are enterprise features in a separate closed edition?",
              "support": "unknown",
              "answer": "Are enterprise features in a separate closed edition? Unverified after checking Commercial Terms and public Claude Code issue repository; component revisions, client/server/connector source licences, branding restrictions and separate enterprise-edition source status not verified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: branding_restrictions, enterprise_features_closed.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-terms"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:VEN-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Hosted Work is a commercial service; separate CLI/model licences do not license the whole workspace.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "licence_type",
              "question": "Which licence applies to each component?",
              "support": "partial",
              "answer": "Commercial terms reserve Mistral product IP and grant limited service use. Open-weight model/CLI component terms are separate and were not exhaustively audited.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-commercial"
              ]
            },
            {
              "id": "branding_restrictions",
              "question": "Do licence terms restrict branding or user counts?",
              "support": "partial",
              "answer": "Enterprise pricing lists white label/dedicated hostname; contractual branding rights and seat restrictions require that order.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "enterprise_features_closed",
              "question": "Are enterprise features in a separate closed edition?",
              "support": "partial",
              "answer": "Enterprise lists custom deployment, SAML and audit features under commercial terms; component-by-component source availability was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:m-commercial"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-commercial",
            "mistral-vibe:mistral-vibe:m-pricing"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:VEN-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Team/Enterprise exports provide conversations but do not prove portable assistants and knowledge.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_export",
              "question": "Can admins export all chats?",
              "support": "partial",
              "answer": "Team/Enterprise Primary Owners export organization conversation/user data, excluding deleted items. Members can export their own chats if enabled; uploaded-file contents are excluded.",
              "evidenceIds": [
                "claude:cl-export-org-20261026",
                "claude:cl-export-user-20261026"
              ]
            },
            {
              "id": "assistant_export",
              "question": "Can assistants and prompts be exported in a reusable format?",
              "support": "unknown",
              "answer": "Can assistants and prompts be exported in a reusable format? Unverified after checking organization/member export and Compliance API docs; no export fixture, reusable assistant/prompts or complete knowledge-base/source-file package verified. Search on 2026-10-26: https://support.claude.com/en/articles/13346720-export-your-organization-s-data, https://support.claude.com/en/articles/9450526-export-your-claude-data, https://support.claude.com/en/articles/13015708-access-the-compliance-api. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "knowledge_export",
              "question": "Can knowledge bases and their sources be exported?",
              "support": "partial",
              "answer": "The organization export guide covers conversation/user data and excludes generated Office/PDF files; members’ personal exports exclude uploaded-file contents. A complete reusable project/knowledge-source archive was not established and no export fixture was run.",
              "evidenceIds": [
                "claude:cl-export-org-20261026",
                "claude:cl-export-user-20261026"
              ]
            },
            {
              "id": "export_format",
              "question": "Are formats documented and machine-readable?",
              "support": "partial",
              "answer": "Documented exports and Compliance API support structured access; the complete archive schema/file manifest was not downloaded or inspected.",
              "evidenceIds": [
                "claude:cl-export-org-20261026",
                "claude:cl-compliance-20261026"
              ]
            },
            {
              "id": "post_termination_window",
              "question": "How long can data be retrieved after termination?",
              "support": "supported",
              "answer": "DPA H requires a return request within 30 days after expiry/termination, with deletion obligations and legal/dispute/harmful-use exceptions.",
              "evidenceIds": [
                "claude:cl-dpa-20261026"
              ]
            }
          ],
          "limitations": [
            "chat_export: Team/Enterprise Primary Owners export organization conversation/user data, excluding deleted items. Members can export their own chats if enabled; uploaded-file contents are excluded.",
            "assistant_export: Can assistants and prompts be exported in a reusable format? Unverified after checking organization/member export and Compliance API docs; no export fixture, reusable assistant/prompts or complete knowledge-base/source-file package verified. Search on 2026-10-26: https://support.claude.com/en/articles/13346720-export-your-organization-s-data, https://support.claude.com/en/articles/9450526-export-your-claude-data, https://support.claude.com/en/articles/13015708-access-the-compliance-api. No additional scoped evidence established this answer.",
            "knowledge_export: The organization export guide covers conversation/user data and excludes generated Office/PDF files; members’ personal exports exclude uploaded-file contents. A complete reusable project/knowledge-source archive was not established and no export fixture was run.",
            "export_format: Documented exports and Compliance API support structured access; the complete archive schema/file manifest was not downloaded or inspected."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-export-org-20261026",
            "claude:cl-export-user-20261026",
            "claude:cl-compliance-20261026",
            "claude:cl-dpa-20261026"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:VEN-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Personal exports and original Library downloads are documented; full administrator portability remains untested.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise personal Data Export and Library/Knowledge downloads; complete administrator portability unverified",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_export",
              "question": "Can admins export all chats?",
              "support": "partial",
              "answer": "A personal data export tool is documented; all-user administrator chat export completeness was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-export-20261026"
              ]
            },
            {
              "id": "assistant_export",
              "question": "Can assistants and prompts be exported in a reusable format?",
              "support": "unknown",
              "answer": "Legacy agents can be duplicated and Skills contain reusable files, but a complete portable assistant/tool/knowledge export package was not verified. Search on 2026-10-26: https://help.mistral.ai/en/articles/347623-how-do-i-export-my-data-from-vibe, https://docs.mistral.ai/vibe/work/libraries.md, https://docs.mistral.ai/vibe/work/knowledge.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "knowledge_export",
              "question": "Can knowledge bases and their sources be exported?",
              "support": "partial",
              "answer": "Users can download original Library documents and export personal Knowledge Base data; complete admin index/ACL export was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-libraries-20261026",
                "mistral-vibe:mistral-vibe:m-memory-20261026"
              ]
            },
            {
              "id": "export_format",
              "question": "Are formats documented and machine-readable?",
              "support": "partial",
              "answer": "Canvas offers PPTX/table files and spreadsheets XLSX, but the full personal-data/agent/index export schema was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files-20261026",
                "mistral-vibe:mistral-vibe:m-sheets-20261026",
                "mistral-vibe:mistral-vibe:m-export-20261026"
              ]
            },
            {
              "id": "post_termination_window",
              "question": "How long can data be retrieved after termination?",
              "support": "partial",
              "answer": "The DPA says personal data is no longer accessible 30 days after access/use termination; a guaranteed complete post-termination export service was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-dpa-20261026"
              ]
            }
          ],
          "limitations": [
            "chat_export: A personal data export tool is documented; all-user administrator chat export completeness was not verified.",
            "assistant_export: Legacy agents can be duplicated and Skills contain reusable files, but a complete portable assistant/tool/knowledge export package was not verified. Search on 2026-10-26: https://help.mistral.ai/en/articles/347623-how-do-i-export-my-data-from-vibe, https://docs.mistral.ai/vibe/work/libraries.md, https://docs.mistral.ai/vibe/work/knowledge.md. No additional scoped evidence established this answer.",
            "knowledge_export: Users can download original Library documents and export personal Knowledge Base data; complete admin index/ACL export was not verified.",
            "export_format: Canvas offers PPTX/table files and spreadsheets XLSX, but the full personal-data/agent/index export schema was not established.",
            "post_termination_window: The DPA says personal data is no longer accessible 30 days after access/use termination; a guaranteed complete post-termination export service was not established."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-export-20261026",
            "mistral-vibe:mistral-vibe:m-libraries-20261026",
            "mistral-vibe:mistral-vibe:m-memory-20261026",
            "mistral-vibe:mistral-vibe:m-files-20261026",
            "mistral-vibe:mistral-vibe:m-sheets-20261026",
            "mistral-vibe:mistral-vibe:m-dpa-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "id": "VEN-07",
      "title": "Support and service levels",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Record support channels, languages (German, French, Italian), hours and time zone, local or regional presence, documented response times, uptime SLA and credits, public status page and incident history. Popularity is not a reliability score.",
      "questions": [
        {
          "id": "support_channels",
          "question": "Which support channels are available on each plan?"
        },
        {
          "id": "support_languages",
          "question": "Is support available in German, French or Italian?"
        },
        {
          "id": "regional_presence",
          "question": "Is there a DACH or Swiss entity, team or partner?"
        },
        {
          "id": "uptime_sla",
          "question": "Is there an uptime SLA with credits?"
        },
        {
          "id": "status_page",
          "question": "Is there a public status page with history?"
        }
      ],
      "products": [
        {
          "productId": "claude",
          "claimId": "claude:VEN-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public support/status channels exist; local-language commitments and contractual SLA remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "support_channels",
              "question": "Which support channels are available on each plan?",
              "support": "partial",
              "answer": "Help Center support is available; Enterprise self-serve and sales-assisted support/CSM arrangements differ. Exact response times/hours were not established.",
              "evidenceIds": [
                "claude:cl-enterprise-20261026"
              ]
            },
            {
              "id": "support_languages",
              "question": "Is support available in German, French or Italian?",
              "support": "unknown",
              "answer": "Is support available in German, French or Italian? Unverified after checking Enterprise support comparison, official Help Center, status history and Commercial Terms; DE/FR/IT support guarantees, DACH/Swiss staffing, response targets and uptime/credit SLA not verified. Search on 2026-10-26: https://support.claude.com/en/articles/9797531-what-is-the-enterprise-plan, https://status.claude.com/, https://claude.com/pricing. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "regional_presence",
              "question": "Is there a DACH or Swiss entity, team or partner?",
              "support": "partial",
              "answer": "Anthropic’s November 2025 company announcement identifies an existing Zurich office and planned Munich expansion. Current staffing, Swiss contracting terms and local-language support guarantees were not established.",
              "evidenceIds": [
                "claude:claude:regional-presence-20261026"
              ]
            },
            {
              "id": "uptime_sla",
              "question": "Is there an uptime SLA with credits?",
              "support": "unknown",
              "answer": "Is there an uptime SLA with credits? Unverified after checking Enterprise support comparison, official Help Center, status history and Commercial Terms; DE/FR/IT support guarantees, DACH/Swiss staffing, response targets and uptime/credit SLA not verified. Search on 2026-10-26: https://support.claude.com/en/articles/9797531-what-is-the-enterprise-plan, https://status.claude.com/, https://claude.com/pricing. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "status_page",
              "question": "Is there a public status page with history?",
              "support": "supported",
              "answer": "status.claude.com publishes component health and incident history; it is not a contractual reliability score.",
              "evidenceIds": [
                "claude:cl-status-20261026"
              ]
            }
          ],
          "limitations": [
            "support_channels: Help Center support is available; Enterprise self-serve and sales-assisted support/CSM arrangements differ. Exact response times/hours were not established.",
            "support_languages: Is support available in German, French or Italian? Unverified after checking Enterprise support comparison, official Help Center, status history and Commercial Terms; DE/FR/IT support guarantees, DACH/Swiss staffing, response targets and uptime/credit SLA not verified. Search on 2026-10-26: https://support.claude.com/en/articles/9797531-what-is-the-enterprise-plan, https://status.claude.com/, https://claude.com/pricing. No additional scoped evidence established this answer.",
            "regional_presence: Anthropic’s November 2025 company announcement identifies an existing Zurich office and planned Munich expansion. Current staffing, Swiss contracting terms and local-language support guarantees were not established.",
            "uptime_sla: Is there an uptime SLA with credits? Unverified after checking Enterprise support comparison, official Help Center, status history and Commercial Terms; DE/FR/IT support guarantees, DACH/Swiss staffing, response targets and uptime/credit SLA not verified. Search on 2026-10-26: https://support.claude.com/en/articles/9797531-what-is-the-enterprise-plan, https://status.claude.com/, https://claude.com/pricing. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-enterprise-20261026",
            "claude:cl-status-20261026",
            "claude:claude:regional-presence-20261026"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:VEN-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public support routes and custom Enterprise SLA marketing exist; status access and concrete service terms remain gaps.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "support_channels",
              "question": "Which support channels are available on each plan?",
              "support": "supported",
              "answer": "Pro/Team pricing lists chat/email support and Enterprise advertises dedicated support.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "support_languages",
              "question": "Is support available in German, French or Italian?",
              "support": "unknown",
              "answer": "Unknown. German/French/Italian support language/hours commitments were not retrieved.",
              "evidenceIds": []
            },
            {
              "id": "regional_presence",
              "question": "Is there a DACH or Swiss entity, team or partner?",
              "support": "unknown",
              "answer": "Unknown. The commercial entity is Paris-based; a named DACH/Swiss implementation team/partner was not verified.",
              "evidenceIds": []
            },
            {
              "id": "uptime_sla",
              "question": "Is there an uptime SLA with credits?",
              "support": "partial",
              "answer": "Enterprise advertises custom SLAs; uptime percentage, exclusions, response times and credits were not obtained.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "status_page",
              "question": "Is there a public status page with history?",
              "support": "unknown",
              "answer": "Unknown. The public status endpoint returned HTTP 403 to direct retrieval; no incident history was independently read.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: support_languages, regional_presence, status_page."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-pricing"
          ]
        }
      ]
    },
    {
      "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": "claude",
          "claimId": "claude:VEN-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Academy tutorials and use-case material are public; commercial service entitlements need clarification.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "claude-web",
              "claude-clients",
              "claude-connectors",
              "claude-office",
              "claude-cowork"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Claude Team Standard/Premium versus current usage-based Enterprise; legacy Enterprise only when explicitly named",
            "addOns": [
              "Enterprise token usage at API rates",
              "Optional US-only inference surcharge",
              "External provider/app subscriptions and Office deployment approval where applicable",
              "CMEK and compliance only on eligible Enterprise configurations"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial supported regions; default global inference and US storage where documented; no EU/Swiss-only residency assumption",
            "os": [],
            "surfaces": [
              {
                "id": "claude-web",
                "name": "Claude Team and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "claude-clients",
                "name": "Claude desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "claude-connectors",
                "name": "Claude connectors and remote MCP integrations",
                "type": "integration"
              },
              {
                "id": "claude-office",
                "name": "Claude for Microsoft 365 official add-ins",
                "type": "suite-addin"
              },
              {
                "id": "claude-cowork",
                "name": "Claude Cowork cloud and desktop task execution",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "onboarding_service",
              "question": "Is guided onboarding included?",
              "support": "unknown",
              "answer": "Is guided onboarding included? Unverified after checking Academy, pricing and Enterprise comparison; included guided onboarding, champion programme, paid professional-services scope and charges not established.",
              "evidenceIds": []
            },
            {
              "id": "user_training",
              "question": "Is end-user training offered, in which languages?",
              "support": "partial",
              "answer": "Claude Academy provides written/video training for chat, Cowork, Office, connectors and skills; German/French/Italian delivery was not established.",
              "evidenceIds": [
                "claude:cl-academy"
              ]
            },
            {
              "id": "use_case_library",
              "question": "Are role-based use cases and templates provided?",
              "support": "partial",
              "answer": "Academy has workflow/tutorial examples and Office use cases; the library was not exhaustively mapped to organizational roles.",
              "evidenceIds": [
                "claude:cl-academy"
              ]
            },
            {
              "id": "adoption_programme",
              "question": "Is there a champion or adoption programme?",
              "support": "unknown",
              "answer": "Is there a champion or adoption programme? Unverified after checking Academy, pricing and Enterprise comparison; included guided onboarding, champion programme, paid professional-services scope and charges not established.",
              "evidenceIds": []
            },
            {
              "id": "service_cost",
              "question": "Which services cost extra?",
              "support": "unknown",
              "answer": "Which services cost extra? Unverified after checking Academy, pricing and Enterprise comparison; included guided onboarding, champion programme, paid professional-services scope and charges not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: onboarding_service, adoption_programme, service_cost.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "claude:cl-academy"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:VEN-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Built-in onboarding and reusable role/task Skills support self-service adoption; service entitlements and prices remain open.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise plan-included Work Skills and public self-service documentation; managed services unverified",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "onboarding_service",
              "question": "Is guided onboarding included?",
              "support": "unknown",
              "answer": "Vendor-led onboarding inclusion was not established; no sales/demo contact was made. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "user_training",
              "question": "Is end-user training offered, in which languages?",
              "support": "partial",
              "answer": "A built-in vibe-work-onboarding Skill and public guides exist; live training and language coverage were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-skills-20261026"
              ]
            },
            {
              "id": "use_case_library",
              "question": "Are role-based use cases and templates provided?",
              "support": "supported",
              "answer": "Built-in Skills and examples cover research, extraction, onboarding, stakeholder communication and repeated procedures.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-skills-20261026"
              ]
            },
            {
              "id": "adoption_programme",
              "question": "Is there a champion or adoption programme?",
              "support": "unknown",
              "answer": "No scoped champion or change-management programme entitlement was retrieved. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "service_cost",
              "question": "Which services cost extra?",
              "support": "unknown",
              "answer": "Implementation/partner/training service prices were not obtained. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "onboarding_service: Vendor-led onboarding inclusion was not established; no sales/demo contact was made. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer.",
            "user_training: A built-in vibe-work-onboarding Skill and public guides exist; live training and language coverage were not established.",
            "adoption_programme: No scoped champion or change-management programme entitlement was retrieved. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer.",
            "service_cost: Implementation/partner/training service prices were not obtained. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-skills-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    }
  ],
  "sources": [
    {
      "id": "claude:claude:fable-plan-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/15424964-claude-fable-models-on-your-plan",
      "title": "Claude Fable models on your plan",
      "locator": "How Fable models work on each plan and model-picker access; HTTP 200, body SHA256 c7e39ae19952ae2186de8c95a8034bd16a43b7da9e5b6750eca0b7c30614456a",
      "sourceDate": "2026-09-02",
      "retrievedAt": "2026-10-26",
      "finding": "Fable 5/5.1 are available on paid plans. Team/legacy Enterprise Premium include a capped share of weekly usage; Standard uses paid usage credits. Current usage-based Enterprise bills at API rates. Organization model access can restrict availability."
    },
    {
      "id": "claude:claude:transparent-fallback-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/15363606-why-claude-switched-models-in-your-conversation-with-fable-5-or-fable-5-1",
      "title": "Claude Fable automatic model switching",
      "locator": "What happens after a fallback, settings and where switching applies; HTTP 200, body SHA256 98a2769ab04b54a170b3034afde3b042c016f76ccd332e98c4065288a60ea846",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Hosted Fable safety fallbacks rerun requests on an Opus model with a visible switch notice and response model label. Users can disable automatic switching. This is a safety fallback, not general task-based multi-provider routing."
    },
    {
      "id": "claude:cl-model-menu-r2-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/8664678-change-the-model-effort-and-thinking-settings",
      "title": "Change the model, effort, and thinking settings",
      "locator": "Chat selector; supported effort models; Enterprise restrictions; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 74026587f919fac61d5fc3f4747ea1c889b2d3b2b6b2ee895dfbcc2dfae25cae on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The chat-selector guide names model families and effort controls but does not provide a complete Team seat-tier or per-product entitlement matrix."
    },
    {
      "id": "claude:cl-context-plans-r2-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/8606394-how-large-is-the-context-window-on-paid-claude-plans",
      "title": "Context windows on paid Claude plans",
      "locator": "Paid-plan scope; separate Chat and Cowork tables; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 6f8fa356708c3a887106e33876dea65b71a3a9dae2ec09600ef035e14cb448e4 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The paid-plan guide distinguishes Chat and Cowork context/model tables; it does not guarantee every model on each Team seat tier or Office add-in."
    },
    {
      "id": "claude:cl-upload-r2-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/8241126-upload-files-to-claude",
      "title": "Upload files to Claude",
      "locator": "Chat attachments versus project Files; PDF handling; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 640974fd8725ee528375e7fca7fe66265f94a30fb0c82071022d3da529b437ed on 2026-10-26",
      "sourceDate": "2026-07-23",
      "retrievedAt": "2026-10-26",
      "finding": "The attachment guide specifies500 MB chat uploads,30 MB project files, and separate PDF visual/text behavior; these are not universal tool-path limits."
    },
    {
      "id": "claude:cl-pricing-20261026",
      "productId": "claude",
      "kind": "vendor-claimed",
      "url": "https://claude.com/pricing",
      "title": "Claude pricing",
      "locator": "Team/Enterprise cards; commercial comparison; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 9dac8ef940d7d07738f28ea203879b59cd98dfefd0bef624a91b361049a23a9f on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Team is listed for 2-150 seats with Standard/Premium pricing; current Enterprise lists USD 20/seat/month annual access plus usage and a 20-seat self-serve minimum."
    },
    {
      "id": "claude:cl-model-control-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/15694740-manage-model-access-for-your-organization",
      "title": "Manage model access for your organization",
      "locator": "Organization and custom-role ceilings; Haiku exception; coverage; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 449e547e02b145fe3878d3591a80eca230ddff996580d601b38f007b78aba179 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Enterprise controls model/effort access by organization and custom role, while Haiku cannot be disabled and coverage has named exceptions."
    },
    {
      "id": "mistral-vibe:mistral-vibe:plan-matrix-20261026",
      "productId": "mistral-vibe",
      "kind": "vendor-claimed",
      "url": "https://mistral.ai/pricing/",
      "title": "Mistral Vibe public plan comparison",
      "locator": "Vibe comparison table, ordered Free / Pro / Team / Enterprise columns, including inclusion and exclusion SVG icons rather than text-only extraction; HTTP 200, body SHA256 650153212b270213cd4e18baa9d973a2dceb5fe2af5403ca421efadcd9a723dd",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The table includes Skills, web, connectors and custom MCP on Team/Enterprise, labels connectors beta, gives Team 30 GB/user Libraries, and includes Canvas, scheduling, workflows, image generation and data export. Knowledge connectors are Team/Enterprise; Admin API, audit logs, SAML SSO and custom deployment are Enterprise. Enterprise infinity icons are not fixed quotas."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-release-notes-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/resources/release-notes.md",
      "title": "Mistral release notes",
      "locator": "2026-09-22: simpler Vibe experience; Knowledge Base; spreadsheets; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 2e5b0d700fa3426538fedfdd02bc63bbab6d2b97b91c1f72c6460a3a6ea0d07b on 2026-10-26",
      "sourceDate": "2026-09-22",
      "retrievedAt": "2026-10-26",
      "finding": "Chat-to-Work migration is phased, with Enterprise migration starting October 1 and an approximate six-month administrator window."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-home-20261026",
      "productId": "mistral-vibe",
      "kind": "vendor-claimed",
      "url": "https://mistral.ai/products/vibe/",
      "title": "Mistral Vibe product",
      "locator": "FAQ: name, deployment, voice and integrations; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 0246e627184ac60f05c6672201cd99be89752c34cae3e7b4a1e899be9508869b on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Mistral combines Work/Chat and coding under Vibe and offers Enterprise on-premise/private-cloud deployments."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-image-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/image-generation.md",
      "title": "Generate images",
      "locator": "Model provider; editing; limits; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 ea76aed6c7b591368c3ae678e2e772ed8be592a7d01931f63e5cc001ab915f23 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Image generation uses Black Forest Labs models and supports uploaded-image edits with plan limits."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-files-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/files-and-canvas.md",
      "title": "Work with Files and Canvas",
      "locator": "Supported formats; image/audio/spreadsheet analysis; Canvas exports; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 69c16ff45099cba600e79f8ed219a4765adc73d4b015f332be1f4fc28b3fb6b6 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Files and Canvas support documents, scanned images, audio analysis, editable outputs and PowerPoint/table export."
    },
    {
      "id": "claude:cl-release",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/12138966-release-notes",
      "title": "Claude release notes",
      "locator": "Model launches; memory; Office/connector changes; Cowork transition",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dated notes distinguish current models, cloud/unified Cowork rollout, memory defaults and connector changes."
    },
    {
      "id": "claude:cl-haiku-notice",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/17444146-claude-haiku-4-5-is-leaving-the-model-selector",
      "title": "Claude Haiku 4.5 is leaving the model selector",
      "locator": "October 15 notice; October 29 removal; Team/Enterprise exceptions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The dated consumer Haiku retirement excludes Team/Enterprise, so it does not prove removal from their model catalogue."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-release-notes",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/resources/release-notes.md",
      "title": "Mistral release notes",
      "locator": "2026-09-22: simpler Vibe experience; Knowledge Base; spreadsheets",
      "sourceDate": "2026-09-22",
      "retrievedAt": "2026-10-21",
      "finding": "Chat-to-Work migration is phased, with Enterprise migration starting October 1 and an approximate six-month administrator window."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-releases",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/resources/changelogs.md",
      "title": "Mistral changelog",
      "locator": "Dated model/API entries",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A public dated model/API changelog exists, but it does not establish per-plan Vibe availability lag."
    },
    {
      "id": "claude:cl-office",
      "productId": "claude",
      "kind": "vendor-claimed",
      "url": "https://claude.com/claude-for-microsoft-365",
      "title": "Claude for Microsoft 365",
      "locator": "App capabilities; GA/beta; cloud credentials; review controls",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Claude advertises native Excel/PowerPoint/Word add-ins, Outlook beta and optional Foundry/Bedrock/Gemini Enterprise Agent Platform credentials."
    },
    {
      "id": "claude:cl-enterprise",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/9797531-what-is-the-enterprise-plan",
      "title": "What is the Enterprise plan?",
      "locator": "Pricing; self-serve versus sales-assisted; legacy sections",
      "sourceDate": "2026-09-01",
      "retrievedAt": "2026-10-21",
      "finding": "Current Enterprise has no included tokens, bills all usage at API rates and differs from legacy seat-based arrangements."
    },
    {
      "id": "claude:cl-model-control-r2",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/15694740-manage-model-access-for-your-organization",
      "title": "Manage model access for your organization",
      "locator": "Enterprise eligibility; role ceilings; Haiku; fallback/coverage",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise model and effort access uses organization ceilings/custom roles; Haiku cannot be disabled and product/version limits apply."
    },
    {
      "id": "claude:cl-default-r2",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/15330088-set-a-default-model-for-your-organization",
      "title": "Set a default model for your organization",
      "locator": "Ordinary defaults; Always start beta; projects and product fallback",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise defaults are distinct from the beta forced-start switch, which preserves existing chat-project choices and permits in-chat changes."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-pricing",
      "productId": "mistral-vibe",
      "kind": "vendor-claimed",
      "url": "https://mistral.ai/pricing/",
      "title": "Mistral pricing",
      "locator": "Free/Pro/Team/Enterprise cards; feature table; FAQs",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The USD page lists Pro 14.99/month and Team 24.99/user/month excluding taxes, with custom Enterprise and usage/fair-use conditions."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-libraries",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/libraries.md",
      "title": "Add context with Libraries",
      "locator": "Upload and limits; sharing; source references; data and privacy",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Libraries persist uploaded/indexed knowledge, allow individual/organization sharing and provide numbered source references."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-subscription",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/billing-usage/subscriptions.md",
      "title": "Subscriptions",
      "locator": "Global plan; monthly usage; PAYG",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The plan spans Vibe/Studio/API, while included allowance and prepaid PAYG have product-specific behavior."
    },
    {
      "id": "claude:cl-rag",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/11473015-retrieval-augmented-generation-rag-for-projects",
      "title": "Retrieval augmented generation for projects",
      "locator": "Activation; search tool; context indicator",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Paid projects automatically switch to retrieval when knowledge approaches context limits and show a RAG indicator."
    },
    {
      "id": "claude:cl-upload-r2",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/8241126-upload-files-to-claude",
      "title": "Upload files to Claude",
      "locator": "Chat attachments versus project Files; PDF handling",
      "sourceDate": "2026-07-23",
      "retrievedAt": "2026-10-21",
      "finding": "The attachment guide specifies500 MB chat uploads,30 MB project files, and separate PDF visual/text behavior; these are not universal tool-path limits."
    },
    {
      "id": "claude:cl-code-files-r2",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/12111783-create-and-edit-files-with-claude",
      "title": "Create and edit files with Claude",
      "locator": "Availability; computing/file-tool limits; file output; network sections",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Chat code/file tools create Office/PDF output and document a30 MB upload/download path; the same page has inconsistent Team egress defaults."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-files",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/files-and-canvas.md",
      "title": "Work with Files and Canvas",
      "locator": "Supported formats; image/audio/spreadsheet analysis; Canvas exports",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Files and Canvas support documents, scanned images, audio analysis, editable outputs and PowerPoint/table export."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-sheets",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/spreadsheets.md",
      "title": "Spreadsheets",
      "locator": "Paid-plan availability; formulas; export",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Paid Work supports spreadsheet generation/editing and downloadable XLSX output; fidelity requires testing."
    },
    {
      "id": "claude:cl-upload",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/8241126-upload-files-to-claude",
      "title": "Upload files to Claude",
      "locator": "Formats; chat/project limits; visual PDF processing",
      "sourceDate": "2026-07-23",
      "retrievedAt": "2026-10-21",
      "finding": "The page distinguishes 500 MB chat uploads, 30 MB project files and PDF visual processing up to 100 pages."
    },
    {
      "id": "claude:cl-projects",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/9517075-what-are-projects",
      "title": "What are projects?",
      "locator": "Knowledge; instructions; Team/Enterprise collaboration",
      "sourceDate": "2026-07-23",
      "retrievedAt": "2026-10-21",
      "finding": "Projects persist selected knowledge/instructions and provide organization sharing with view/edit permissions."
    },
    {
      "id": "claude:cl-groups",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/13799932-manage-groups-and-group-spend-limits-on-enterprise-plans",
      "title": "Manage groups and group spend limits on Enterprise plans",
      "locator": "Group sharing; SCIM; role controls; budgets",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise groups support roles and shared resources, per-user limits and optional shared monthly budgets in beta."
    },
    {
      "id": "claude:claude:atlassian-enterprise-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://claude.com/blog/enterprise-managed-auth",
      "title": "Enterprise-managed authorization for MCP connectors",
      "locator": "August 24 GA update and Atlassian Rovo MCP description; HTTP 200, body SHA256 5d973cd85982883fc28f409f6919e829a1e3791223634ca167e12524c411284e",
      "sourceDate": "2026-08-24",
      "retrievedAt": "2026-10-26",
      "finding": "Claude Enterprise documents generally available organization-managed authorization through Okta for named MCP providers including Atlassian. Its Atlassian section names Jira, Confluence and Teamwork Graph."
    },
    {
      "id": "claude:cl-mcp-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/11175166-get-started-with-custom-connectors-using-remote-mcp",
      "title": "Get started with custom connectors using remote MCP",
      "locator": "Network route; owner publication; OAuth/request headers; local distinction; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 e6307ff6f907b387075c5f8db3a45fae8cf8ea9eb15fd576b44f3368e1c5ed43 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Remote MCP originates from Anthropic cloud, can use per-user OAuth or shared credentials, and differs from Desktop-local MCP."
    },
    {
      "id": "claude:cl-release-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/12138966-release-notes",
      "title": "Claude release notes",
      "locator": "Model launches; memory; Office/connector changes; Cowork transition; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 07f9dcfff3c0fc1f7a6060ad0b718558075286175f3b4e1b13c665d79cab3616 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Dated notes distinguish current models, cloud/unified Cowork rollout, memory defaults and connector changes."
    },
    {
      "id": "claude:cl-enterprise-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/9797531-what-is-the-enterprise-plan",
      "title": "What is the Enterprise plan?",
      "locator": "Pricing; self-serve versus sales-assisted; legacy sections; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 de2b461205d4426c558e88750f5be23f7d495804c407827fc5695ecd5e1a20ee on 2026-10-26",
      "sourceDate": "2026-09-01",
      "retrievedAt": "2026-10-26",
      "finding": "Current Enterprise has no included tokens, bills all usage at API rates and differs from legacy seat-based arrangements."
    },
    {
      "id": "claude:cl-m365-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/12684923-microsoft-365-connector-security-guide",
      "title": "Microsoft 365 connector security guide",
      "locator": "On-demand proxy; delegated permissions; consent; write controls; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 8965fd2ee1dbdd7b494b834a1cbae1cd4194bf096abd2d916244178108738d3f on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The Anthropic-hosted Microsoft Graph proxy retrieves on demand without file-content caching and has separately enabled write tools and delegated permissions."
    },
    {
      "id": "claude:cl-google-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/10166901-use-google-workspace-connectors",
      "title": "Use Google Workspace connectors",
      "locator": "Sources; private project sync; live Docs/Sheets/Slides; authorization; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 b61eb14f3e2efb4ab2a9cc441eb6beb363b5514d3c55e6f9dc8cd2565d48d135 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Google connectors retrieve user-authorized data, sync referenced Google Docs and support live editing with separate app controls."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-connectors-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/connectors.md",
      "title": "Connect tools with Connectors",
      "locator": "Featured connectors; approval; data and privacy; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 3cc3745b35cceeb58b7e3055a0f9b3c0e59363853336f857c30f2a589e04bc36 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Featured connectors use OAuth and live retrieval; source content and conversations have separately stated storage/training policies."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-mcp-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/connectors/mcp-connectors.md",
      "title": "MCP Connectors",
      "locator": "Custom configuration; authentication; per-function permissions; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 5e97d5e51b4f26d358561bcd3533c6bf7e666845874071508428b023e9457666 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Admins add HTTPS MCP servers with OAuth/Bearer/Basic or no authentication; users may preauthorize individual functions."
    },
    {
      "id": "claude:cl-m365",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/12684923-microsoft-365-connector-security-guide",
      "title": "Microsoft 365 connector security guide",
      "locator": "On-demand proxy; delegated permissions; consent; write controls",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The Anthropic-hosted Microsoft Graph proxy retrieves on demand without file-content caching and has separately enabled write tools and delegated permissions."
    },
    {
      "id": "claude:cl-m365-user",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/15183774-connect-to-microsoft-365",
      "title": "Connect to Microsoft 365",
      "locator": "Setup; supported content; site restrictions; permissions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Microsoft 365 connects SharePoint/OneDrive/Outlook/Teams, excludes Sites.Selected allowlisting and OneNote reads, and requires organizational consent."
    },
    {
      "id": "claude:cl-google",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/10166901-use-google-workspace-connectors",
      "title": "Use Google Workspace connectors",
      "locator": "Sources; private project sync; live Docs/Sheets/Slides; authorization",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Google connectors retrieve user-authorized data, sync referenced Google Docs and support live editing with separate app controls."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-libraries-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/libraries.md",
      "title": "Add context with Libraries",
      "locator": "Upload and limits; sharing; source references; data and privacy; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 8c7fe6f7c1aba5acc314428ee145b6df19e6bd24c2c14139f419a8e27e1fcfd5 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Libraries persist uploaded/indexed knowledge, allow individual/organization sharing and provide numbered source references."
    },
    {
      "id": "mistral-vibe:mistral-vibe:connector-data-controls-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://help.mistral.ai/en/articles/661571-how-can-i-control-or-delete-data-connected-to-third-party-tools",
      "title": "Mistral connected-tool data controls",
      "locator": "Request-time connectors versus indexed Knowledge Connectors, source deletion and permission changes; HTTP 200, body SHA256 66ff17f717a1e1387b8e1320d1a7bfe1d843902cdec51525b02acc068c26e54a",
      "sourceDate": "2026-08-12",
      "retrievedAt": "2026-10-26",
      "finding": "Request-time connectors have no persistent connector index. Knowledge connectors index selected content, propagate source deletions after synchronization and schedule indexed-data deletion after administrator disconnection. Updated source permissions govern retrieval; no timing SLA is stated."
    },
    {
      "id": "claude:cl-memory-r2",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/11817273-use-claude-s-chat-search-and-memory-to-build-on-previous-context",
      "title": "Chat search and memory",
      "locator": "Improved Settings>Memory versus legacy; owners; Cowork; exclusions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Improved memory has Team/Enterprise owner controls and cloud-Cowork sharing; legacy Team lacks org controls and legacy memory is chat-only."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-adminvibe-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/workspaces/workspaces-in-vibe.md",
      "title": "Workspaces in Vibe",
      "locator": "Connector accounts; feature toggles; retention; tracing; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 ceefc4c8001e86724007c916e453c861c23beb3ca2da96d97ad78073d7f07dfa on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Admins configure per-Workspace features, chat retention and tracing; linked connector accounts are not isolated per Workspace."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-instructions-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/custom-instructions.md",
      "title": "Set custom instructions",
      "locator": "Persistent preferences; tone; limitations; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 51d552c0953898b24c8524746b24f1370bb5d3cc72ec01ef36902437e1823a54 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Users set persistent role/tone/output instructions; these are instructions to the model, not an independently enforced policy."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-projects-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/projects.md",
      "title": "Group tasks with Projects",
      "locator": "Project instructions/context; chat organization; deletion; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 ff0dd2912de917c2747e25ed4f83f6b3569f00a09c06a6de2c14d6a8cb0b43aa on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Projects apply shared context/instructions to their own conversations; deleting a project retains its chats in main history."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-memory-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/knowledge.md",
      "title": "Knowledge Base",
      "locator": "User and admin controls; sensitive data; related features; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 613f78a4a63a8c05c84a120f66cdf8f3489d547124b13d1118abeb6784fce56f on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Work stores cross-chat personal knowledge with view/edit/delete/export controls and administrator settings, including sensitive-data restrictions."
    },
    {
      "id": "claude:cl-academy",
      "productId": "claude",
      "kind": "vendor-claimed",
      "url": "https://academy.claude.com/tutorials",
      "title": "Claude Academy tutorials",
      "locator": "Chat; Cowork; Office; AI fluency guides",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Academy publishes written/video guides for chat, connectors, agents, Office work and skills."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-legacy-agents-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/chat-legacy/agents.md",
      "title": "Agents, legacy Chat",
      "locator": "Migration warning; configuration; sharing; Agents and API; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 542944a04b534264b9275f8181e3b7646cc00cade371ea6593f7e2ce42975836 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Legacy Chat Agents have instructions/knowledge/tools and sharing, but cannot be called programmatically and are being replaced by Skills."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-skills-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/skills.md",
      "title": "Reuse work with Skills",
      "locator": "Built-in skills; personal/Workspace; force-enable; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 2f0b7278ab361694b57ff14e93efd7122bbb79dc84a57250a366092156f1b825 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Skills package reusable instructions/resources and can be Workspace-shared or force-enabled by an administrator."
    },
    {
      "id": "claude:cl-pricing",
      "productId": "claude",
      "kind": "vendor-claimed",
      "url": "https://claude.com/pricing",
      "title": "Claude pricing",
      "locator": "Team/Enterprise cards; commercial comparison",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Team is listed for 2-150 seats with Standard/Premium pricing; current Enterprise lists USD 20/seat/month annual access plus usage and a 20-seat self-serve minimum."
    },
    {
      "id": "claude:cl-mcp",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/11175166-get-started-with-custom-connectors-using-remote-mcp",
      "title": "Get started with custom connectors using remote MCP",
      "locator": "Network route; owner publication; OAuth/request headers; local distinction",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Remote MCP originates from Anthropic cloud, can use per-user OAuth or shared credentials, and differs from Desktop-local MCP."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-admincon-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/identity-access/connectors",
      "title": "Admin connector controls",
      "locator": "App Connections; credentials; permissions; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 cb054ecf6a8d510006abc7d3d67519376efb3d8f3afe1f4958733b2e6edb8298 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Admins can connect organization-level GitHub/Slack bot accounts and allow/restrict/block connector tools per Workspace."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-web-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/web-search-open-url.md",
      "title": "Search the web",
      "locator": "Web search; news partners; Open URL; Deep Research; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 5b610273811ca8dc13326556bfd819d407822bde50c8f72fc3d24db734321479 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Work offers live web search with citations, Open URL and Deep Research as a Skill; generic search-processing location is not specified."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-interpreter-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/code-interpreter.md",
      "title": "Code Interpreter",
      "locator": "Paid plans; isolated Python/TypeScript sandbox; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 7010e49b18df7a09c06815a2d6a473387727dafaeba1600dbdfc2130add0fd79 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Paid Work can execute Python/TypeScript without sandbox internet access and return charts and downloadable transformed files."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-workflows-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/workflows.md",
      "title": "Run Workflows",
      "locator": "Studio-built workflows; Skills vs Workflows; limits; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 f76422c0bf363fb3247af96cca668f446507fd25a4689a320b9546dc07176d6f on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Developers build/publish coded Studio workflows which users invoke explicitly from Work; Skills are not deterministic workflows."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-safety-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/safety-and-approvals.md",
      "title": "Safety and approvals",
      "locator": "Continue/Always allow/Decline; stop; todos and tool calls; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 d666f33e5341293b71de8e998b7c360c42ca2b44cd735749d071dffb3ad4e229 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Work exposes task progress and tool inputs/results; writes require approval unless preauthorized, and stop does not undo completed external actions."
    },
    {
      "id": "claude:claude:web-search-controls-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/10684626-enable-and-use-web-search",
      "title": "Enable and use Claude web search",
      "locator": "Team/Enterprise workspace enablement and How web search works; HTTP 200, body SHA256 76f79d8a3eb4181b4e1028b23a4df9821c316008015fe0290feb4582d6b9a83d",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Team/Enterprise Owners first enable web search for the workspace, after which members use it in chat. Search answers include citations and source links. The article does not identify a universal search backend or query-processing region."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-groups-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/identity-access/groups.md",
      "title": "User groups",
      "locator": "Enterprise availability; externally managed groups; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 03c1b2de931a321ff17def3092c12f0b3ad8530165a22b9e3e747cdcbcbb318d on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Enterprise groups assign roles/access to Workspaces, including externally managed identity-provider groups."
    },
    {
      "id": "claude:cl-cowork",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/13345190-get-started-with-claude-cowork",
      "title": "Get started with Claude Cowork",
      "locator": "Availability; cloud beta; task flow; tools; scheduling",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Paid Cowork runs multi-step tasks with local access where permitted and cloud task persistence, with Team/Enterprise cloud availability in beta."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-schedule-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/scheduled-tasks.md",
      "title": "Schedule tasks",
      "locator": "Public Preview; time-based triggers; approvals; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 e4c6a01ef68d7989ed26518a38cc835790d8f3215240c678de3434f6223a1e44 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Work scheduling is public preview and time-triggered; unattended writes need preauthorization and no current event-trigger support is promised."
    },
    {
      "id": "claude:claude:cowork-stop-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/13364135-use-claude-cowork-safely",
      "title": "Use Claude Cowork safely",
      "locator": "Paid-plan availability, monitoring tasks and stopping suspicious behavior; HTTP 200, body SHA256 363aa11b90d168d68950bcf4820d677b076c63c1f27598be7d17ef04c727da24",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The paid-plan Cowork safety guide instructs users to monitor and stop a task when needed. It does not promise rollback of completed external actions or a guaranteed cancellation boundary."
    },
    {
      "id": "claude:cl-cowork-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/13345190-get-started-with-claude-cowork",
      "title": "Get started with Claude Cowork",
      "locator": "Availability; cloud beta; task flow; tools; scheduling; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 0c2c6bcedbe79e9bc84268a92da091133ea4c9737d6790eb74583def73350c02 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Paid Cowork runs multi-step tasks with local access where permitted and cloud task persistence, with Team/Enterprise cloud availability in beta."
    },
    {
      "id": "claude:cl-compliance",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/13015708-access-the-compliance-api",
      "title": "Access the Compliance API",
      "locator": "Eligibility; primary-owner activation; event/chat/file data",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise Compliance API exposes events, chats and file content with primary-owner activation and scoped organization keys."
    },
    {
      "id": "claude:cl-api-prices",
      "productId": "claude",
      "kind": "documented",
      "url": "https://platform.claude.com/docs/en/about-claude/pricing",
      "title": "Claude Platform pricing",
      "locator": "Model pricing table; regional rates; tool token charges",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Current public API prices include Sonnet 5.5 at USD 2/M input and USD 10/M output, while model choice, tokens and features change usage cost."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-legacy-agents",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/chat-legacy/agents.md",
      "title": "Agents, legacy Chat",
      "locator": "Migration warning; configuration; sharing; Agents and API",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Legacy Chat Agents have instructions/knowledge/tools and sharing, but cannot be called programmatically and are being replaced by Skills."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-provision",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/admin-api/user-provisioning.md",
      "title": "User provisioning with the Admin API",
      "locator": "Enterprise access gate; users; groups; removal",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "An Enterprise Admin API supports user/group/Workspace lifecycle actions but requires separately enabled access."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-usage-api",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/admin-api/usage-metrics.md",
      "title": "Usage metrics with the Admin API",
      "locator": "Billing usage; lechat per-user/per-agent metrics",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise API endpoints expose billing and product usage, including messages/files/images and agent activity by user or agent."
    },
    {
      "id": "claude:cl-export-user",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/9450526-export-your-claude-data",
      "title": "Export your Claude data",
      "locator": "Team/Enterprise owner enablement; contents; 24-hour link",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Organization members can export their own chats when enabled, without uploaded-file contents; exports are web/Desktop only."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-home",
      "productId": "mistral-vibe",
      "kind": "vendor-claimed",
      "url": "https://mistral.ai/products/vibe/",
      "title": "Mistral Vibe product",
      "locator": "FAQ: name, deployment, voice and integrations",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Mistral combines Work/Chat and coding under Vibe and offers Enterprise on-premise/private-cloud deployments."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-voice",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/voice-mode.md",
      "title": "Use Voice mode",
      "locator": "Web/mobile; transcription; languages; privacy",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Voice prompts are transcribed on web/mobile; the guide lists DE/FR/IT and says Team/Enterprise voice is training-opted-out by default."
    },
    {
      "id": "claude:cl-google-addon",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/16951679-use-claude-in-google-docs-sheets-and-slides",
      "title": "Use Claude in Google Docs, Sheets, and Slides",
      "locator": "Beta eligibility; native extension; approvals; data retention",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A native Google Workspace sidebar beta supports Team/Enterprise, separate from connectors; edits require approval by default and extension data does not inherit organization retention."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-instructions",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/custom-instructions.md",
      "title": "Set custom instructions",
      "locator": "Persistent preferences; tone; limitations",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Users set persistent role/tone/output instructions; these are instructions to the model, not an independently enforced policy."
    },
    {
      "id": "claude:claude:image-generation-boundary-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/9002504-can-claude-produce-images",
      "title": "Can Claude produce images?",
      "locator": "Native image generation versus HTML/SVG custom visuals; HTTP 200, body SHA256 4d918af1acc08fe9d2c1ea21ae840029c1c9109acad12cb2eaeeb8b8daab4da9",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The vendor explicitly says Claude does not generate photos or illustrations like image-generation tools. HTML/SVG diagrams, charts and interactive visuals are a separate beta web/desktop capability; uploaded-image analysis is also separate."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-commercial-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://legal.mistral.ai/terms/commercial-terms-of-service/",
      "title": "Commercial terms of service",
      "locator": "4 Training; 5 Rights; fees; regional governing law; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 cf72086a4255c8704eadbc59bb26581dcaf2c3c4d5af8fd3f51261313e66d390 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Commercial terms apply to Vibe and reserve product IP, with conditional training permissions and feedback/Labs exceptions."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-voice-entitlement-correction",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/voice-mode",
      "title": "Use Voice mode",
      "locator": "Opening availability paragraph; Privacy",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dictation is documented for web and mobile on all plans; the Team/Enterprise no-training default in this guide is specifically for voice messages."
    },
    {
      "id": "claude:cl-artifacts-admin",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/16994751-artifacts-admin-guide-for-team-and-enterprise-plans",
      "title": "Artifacts admin guide for Team and Enterprise plans",
      "locator": "Templates; October defaults; standalone Design closure; data handling",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins control artifact templates, while standalone Claude Design closes 2026-12-14 and in-Claude design continues."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-interpreter",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/code-interpreter.md",
      "title": "Code Interpreter",
      "locator": "Paid plans; isolated Python/TypeScript sandbox",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Paid Work can execute Python/TypeScript without sandbox internet access and return charts and downloadable transformed files."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-workspace-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/workspaces/your-first-workspace.md",
      "title": "Create your first Workspace",
      "locator": "Workspace boundary; cap; administrator access; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 38dc85c7eccf438f1cf95c4ed94a21825fb86886403c46946b1a124710c71c02 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "An organization can have up to 500 active Workspaces; organization admins retain access to each Workspace."
    },
    {
      "id": "claude:claude:display-languages-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/10769299-how-to-use-claude-in-your-preferred-language",
      "title": "Claude display-language settings",
      "locator": "Supported Languages and On Web and Desktop; HTTP 200, body SHA256 9a6fd87cbba7b558c9972e24b7bcd94249d6cb04003eea26541794f93dbae61b",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Claude documents English, French, German, Italian, Hindi, Indonesian, Japanese, Korean, Brazilian Portuguese and Latin American/Spain Spanish interfaces on web and desktop. Voice language is a separate setting."
    },
    {
      "id": "claude:cl-sso",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/13132885-set-up-single-sign-on-sso",
      "title": "Set up single sign-on",
      "locator": "Team/Enterprise eligibility; IdP; owner roles; provisioning",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "SSO and JIT are available to Team/Enterprise with owner configuration and verified domains."
    },
    {
      "id": "claude:cl-provision",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/13133195-set-up-jit-or-scim-provisioning",
      "title": "Set up JIT or SCIM provisioning",
      "locator": "Plan eligibility; provisioning matrix; group mapping",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Team supports JIT but not SCIM; Enterprise SCIM synchronizes membership and role/seat mappings with documented removal differences."
    },
    {
      "id": "mistral-vibe:mistral-vibe:account-mfa-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://help.mistral.ai/en/articles/448331-how-do-i-update-my-account-information-email-password-and-2fa",
      "title": "Mistral account password and 2FA settings",
      "locator": "Manage multi-factor authentication, authenticator setup and recovery codes; HTTP 200, body SHA256 9b5a8da7485f1b58da8ab3060534e4a1f6cb2c60cc266a6c9e511cd4c330c7a7",
      "sourceDate": "2026-08-12",
      "retrievedAt": "2026-10-26",
      "finding": "Account holders can enable TOTP authenticator-based two-factor authentication and generate recovery codes. The guide does not establish organization-wide enforced MFA or Entra conditional-access behavior."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-sso-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/set-up-organization/sign-in-method/saml-sso.md",
      "title": "Single sign-on",
      "locator": "Enterprise requirement; SAML 2.0; first sign-in; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 7cfb898b71db3443ba264a673b8c2455840424eccd072f19573d6063d255a1c6 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Enterprise SSO uses SAML 2.0, explicitly not OIDC, and provisions users at first sign-in with optional seat assignment."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-groups",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/identity-access/groups.md",
      "title": "User groups",
      "locator": "Enterprise availability; externally managed groups",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise groups assign roles/access to Workspaces, including externally managed identity-provider groups."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-sso",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/set-up-organization/sign-in-method/saml-sso.md",
      "title": "Single sign-on",
      "locator": "Enterprise requirement; SAML 2.0; first sign-in",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise SSO uses SAML 2.0, explicitly not OIDC, and provisions users at first sign-in with optional seat assignment."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-users",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/identity-access/user-management.md",
      "title": "User management",
      "locator": "Seats; removal; roles",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins invite/remove members and assign product seats; removal from the organization removes Workspace permissions."
    },
    {
      "id": "claude:cl-model-control",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/15694740-manage-model-access-for-your-organization",
      "title": "Manage model access for your organization",
      "locator": "Organization and custom-role ceilings; Haiku exception; coverage",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise controls model/effort access by organization and custom role, while Haiku cannot be disabled and coverage has named exceptions."
    },
    {
      "id": "claude:cl-analytics",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/12883420-view-usage-analytics-for-team-and-enterprise-plans",
      "title": "View usage analytics for Team and Enterprise plans",
      "locator": "Roles; product/model/user data; CSV exports",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins have plan-scoped adoption and spend views, including per-user/model CSVs and separate seat-based overage reporting."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-usage-api-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/admin-api/usage-metrics.md",
      "title": "Usage metrics with the Admin API",
      "locator": "Billing usage; lechat per-user/per-agent metrics; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 406f6ae09c2762cf72a004e5ed3c1f7d1065c3e72c2bc4ee89e5066f52b92a74 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Enterprise API endpoints expose billing and product usage, including messages/files/images and agent activity by user or agent."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-limits-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/workspaces/usage-limits.md",
      "title": "Workspace usage and limits",
      "locator": "Spending cap; rate limits; usage breakdown; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 4c54c5e3d67d54e6a75d2c311603fb83246e6f5f93cbfa61cdc00345fc4d3066 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Workspace caps default to none and support model/token/spend reporting; the defined limit action suspends API access."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-billing-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/billing-usage/billing.md",
      "title": "Billing",
      "locator": "Credits; 402 exhaustion; monthly spending limit; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 4c4d5c9b62f949224e58d971fb6d0049ae350e3fc53662164f43725f08cd1f3d on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Billing supports prepaid credits, organizational limits and invoice downloads; API/Code credit exhaustion has documented failure behavior."
    },
    {
      "id": "claude:cl-audit",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/9970975-access-audit-logs",
      "title": "Access audit logs",
      "locator": "Enterprise export; 180 days; fields; content exclusion; CMEK",
      "sourceDate": "2026-06-15",
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise audit export covers 180 days of metadata, excludes prompt content and has a CMEK export limitation with a Compliance API alternative."
    },
    {
      "id": "claude:cl-compliance-partners",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/15167101-get-started-with-claude-compliance-api-integrations",
      "title": "Get started with Claude Compliance API integrations",
      "locator": "Security, archive and eDiscovery partners",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The documentation lists partner compliance/eDiscovery/monitoring integrations; each integration needs separate scope and behavior verification."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-audit",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/monitor-comply/audit-logs/overview.md",
      "title": "Audit logs overview",
      "locator": "Enterprise availability; captured activities; limitations",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise audit records administrative/authentication and conversation lifecycle events; this guide explicitly says log export is unsupported."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-audit-ref",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/monitor-comply/audit-logs/reference.md",
      "title": "Audit logs reference",
      "locator": "Event types and response fields",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The reference defines actor, target and event fields, but event names do not prove full prompt-body capture or retention."
    },
    {
      "id": "claude:cl-compliance-partners-r2",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/15167101-get-started-with-claude-compliance-api-integrations",
      "title": "Get started with Claude Compliance API integrations",
      "locator": "Eligibility and Enterprise activation; monitoring/DLP partners",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise Compliance integrations are Primary-Owner-enabled; Claude Platform has a separate scope and this is not a Team entitlement or proof of inline redaction."
    },
    {
      "id": "claude:cl-servers",
      "productId": "claude",
      "kind": "documented",
      "url": "https://privacy.claude.com/en/articles/7996890-where-are-your-servers-located-do-you-host-your-models-on-eu-servers",
      "title": "Where are your servers located? Do you host your models on EU servers?",
      "locator": "Commercial global routing; US storage; internal processing",
      "sourceDate": "2026-06-15",
      "retrievedAt": "2026-10-21",
      "finding": "Commercial documentation says data is stored in the US, inference can route globally and internal support/safety processes can occur in affiliate countries."
    },
    {
      "id": "claude:cl-us-only",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/15422948-enable-us-only-inference-for-your-organization",
      "title": "Enable US-only inference for your organization",
      "locator": "Eligibility; billing; exclusions",
      "sourceDate": "2026-06-15",
      "retrievedAt": "2026-10-21",
      "finding": "Usage-based Enterprise offers US-only inference at 1.1 times standard rates for applicable newer models, excluding storage and third-party processing."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-location",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://help.mistral.ai/en/articles/347629-where-do-you-store-my-data-or-my-organization-s-data",
      "title": "Where is data stored?",
      "locator": "EU default; feature transfers; Enterprise controls",
      "sourceDate": "2026-08-12",
      "retrievedAt": "2026-10-21",
      "finding": "Mistral states default EU hosting with feature-dependent extra-EU transfers; some Enterprise features can be disabled to reduce transfers."
    },
    {
      "id": "claude:cl-dpa",
      "productId": "claude",
      "kind": "documented",
      "url": "https://www.anthropic.com/legal/data-processing-addendum",
      "title": "Data Processing Addendum",
      "locator": "B.7; C; E/F; H; SCC/Swiss schedules",
      "sourceDate": "2025-02-24",
      "retrievedAt": "2026-10-21",
      "finding": "The DPA covers confidential processing, subprocessors, audit access, security and post-termination return/deletion with transfer schedules."
    },
    {
      "id": "claude:cl-terms",
      "productId": "claude",
      "kind": "documented",
      "url": "https://www.anthropic.com/legal/commercial-terms",
      "title": "Commercial Terms of Service",
      "locator": "Customer content; confidentiality; contracting party; fees",
      "sourceDate": "2025-06-17",
      "retrievedAt": "2026-10-21",
      "finding": "Commercial terms prohibit model training on customer content, define EEA/Swiss/UK Irish contracting and provide confidentiality and commercial-use restrictions."
    },
    {
      "id": "claude:cl-training",
      "productId": "claude",
      "kind": "documented",
      "url": "https://privacy.claude.com/en/articles/7996868-is-my-data-used-for-model-training",
      "title": "Is my data used for model training?",
      "locator": "Commercial default; feedback; disable feedback",
      "sourceDate": "2026-08-18",
      "retrievedAt": "2026-10-21",
      "finding": "Commercial content is not used for training by default; explicit feedback can be used and retained up to five years, with owner controls."
    },
    {
      "id": "claude:cl-covered-r2",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/15425695-covered-models",
      "title": "Covered Models",
      "locator": "Default retention; temporary eligible Fable exception; EFS",
      "sourceDate": "2026-09-01",
      "retrievedAt": "2026-10-21",
      "finding": "Covered Models have default minimum retention, with a separate limited agreement-based Fable ZDR exception for eligible internal-business applications."
    },
    {
      "id": "claude:cl-covered-routes-r2",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/15425996-data-retention-practices-for-covered-models",
      "title": "Data retention practices for Covered Models",
      "locator": "ZDR configurations; eligible notices; cloud-provider storage; hosted Chat/Cowork",
      "sourceDate": "2026-09-05",
      "retrievedAt": "2026-10-21",
      "finding": "The updated guide excludes notified exception customers from the standard ZDR-transition instructions and says hosted Enterprise Chat/Cowork already use standard retention."
    },
    {
      "id": "claude:cl-retention-r2",
      "productId": "claude",
      "kind": "documented",
      "url": "https://privacy.claude.com/en/articles/7996866-how-long-do-you-store-my-organization-s-data",
      "title": "How long do you store organization data?",
      "locator": "Saved commercial chats; deletion; safety and feedback exceptions",
      "sourceDate": "2026-07-01",
      "retrievedAt": "2026-10-21",
      "finding": "Commercial saved-chat retention differs from API retention; backend deletion normally takes up to 30 days and safety/legal/feedback exceptions remain."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-connectors",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/connectors.md",
      "title": "Connect tools with Connectors",
      "locator": "Featured connectors; approval; data and privacy",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Featured connectors use OAuth and live retrieval; source content and conversations have separately stated storage/training policies."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-zdr",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/monitor-comply/zero-data-retention.md",
      "title": "Zero data retention",
      "locator": "Coverage; exclusions; request",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "ZDR covers approved stateless paid API routes and explicitly excludes Vibe Work/Chat, libraries, conversations and agents."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-training",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://help.mistral.ai/en/articles/347617-do-you-use-my-user-data-to-train-your-artificial-intelligence-models",
      "title": "Do you use user data for model training?",
      "locator": "Controls on Vibe; Enterprise; feedback",
      "sourceDate": "2026-08-31",
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise defaults to training opt-out, generic Vibe defaults differ, and submitted feedback can authorize related-data use."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-optout",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://help.mistral.ai/en/articles/455207-can-i-opt-out-of-my-input-or-output-data-being-used-for-training",
      "title": "Training opt-out controls",
      "locator": "Vibe, Team and Enterprise; separate API toggle",
      "sourceDate": "2026-09-03",
      "retrievedAt": "2026-10-21",
      "finding": "The September article says Team admins may disable training and Enterprise defaults to opt-out; Vibe and API controls are separate."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-commercial",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://legal.mistral.ai/terms/commercial-terms-of-service/",
      "title": "Commercial terms of service",
      "locator": "4 Training; 5 Rights; fees; regional governing law",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Commercial terms apply to Vibe and reserve product IP, with conditional training permissions and feedback/Labs exceptions."
    },
    {
      "id": "claude:cl-retention-admin-r2",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/10440198-configure-custom-data-retention-controls-for-enterprise-plans",
      "title": "Configure custom data retention controls for Enterprise plans",
      "locator": "Project precedence; daily deletion process; role and feature limits",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Current English guidance schedules over-age content on save and deletes through a daily background process, preserving project precedence and feature exclusions."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-delete-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://help.mistral.ai/en/articles/347613-can-i-delete-a-chat-conversation",
      "title": "Can I delete a chat conversation?",
      "locator": "Manual deletion; backend retention; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 e5e32e605a4886b543b62a4efcbe743bcb55a66a560c26540fd49b38269172e5 on 2026-10-26",
      "sourceDate": "2026-08-12",
      "retrievedAt": "2026-10-26",
      "finding": "User-visible deletion is irreversible but backend copies can remain for legal, policy and monitoring purposes."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-dpa-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://legal.mistral.ai/terms/data-processing-addendum/",
      "title": "Data Processing Addendum",
      "locator": "Definitions; subprocessors; 10 Return/destruction; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 b578ac8d9fbe2ccebf7a70e127c5b3052d24219c6195cf7ffb97a71d051552f7 on 2026-10-26",
      "sourceDate": "2026-07-27",
      "retrievedAt": "2026-10-26",
      "finding": "The DPA defines GDPR processing, prior subprocessor notice with a 10-day objection period and loss of data access 30 days after termination."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-retention-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://help.mistral.ai/en/articles/347628-how-long-do-you-store-my-data",
      "title": "How long is data stored?",
      "locator": "Account/technical/legal retention examples; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 2c1a0e2ffbc481905cedc6f24e4831034ae1eec0dfc566ceecbcf8633390f8fe on 2026-10-26",
      "sourceDate": "2026-08-12",
      "retrievedAt": "2026-10-26",
      "finding": "Retention differs by data type; account identity, technical and invoicing records can outlast the user contract."
    },
    {
      "id": "claude:cl-gov",
      "productId": "claude",
      "kind": "documented",
      "url": "https://privacy.claude.com/en/articles/9519291-what-is-anthropic-s-policy-for-handling-governmental-requests-for-user-information",
      "title": "Government requests for user information",
      "locator": "Valid process; challenge; customer notice; exceptions",
      "sourceDate": "2026-03-16",
      "retrievedAt": "2026-10-21",
      "finding": "Anthropic documents valid-process review, rejection of deficient requests, notice exceptions and generally directing enterprise requests to the customer."
    },
    {
      "id": "claude:cl-trust-route",
      "productId": "claude",
      "kind": "documented",
      "url": "https://www.anthropic.com/subprocessors",
      "title": "Anthropic subprocessor list access route",
      "locator": "DPA Schedule 4 link; redirect to trust.anthropic.com/subprocessors",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The public list URL redirects to a trust portal that returned no extractable entries in this research; countries and revision remain unverified."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-location-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://help.mistral.ai/en/articles/347629-where-do-you-store-my-data-or-my-organization-s-data",
      "title": "Where is data stored?",
      "locator": "EU default; feature transfers; Enterprise controls; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 6e6c908ef3d6f98376804f8bc0da9a4869329875eca81dff6fc211c329412509 on 2026-10-26",
      "sourceDate": "2026-08-12",
      "retrievedAt": "2026-10-26",
      "finding": "Mistral states default EU hosting with feature-dependent extra-EU transfers; some Enterprise features can be disabled to reduce transfers."
    },
    {
      "id": "claude:cl-ai-act",
      "productId": "claude",
      "kind": "vendor-claimed",
      "url": "https://www.anthropic.com/claude-fable-and-mythos-5-1",
      "title": "Introducing Claude Fable 5.1 and Claude Mythos 5.1",
      "locator": "Compliance with the EU AI Act",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The provider announcement describes transparency-code signing, watermarking for later models and a restricted-preview detection API; this is not a deployer compliance verdict."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-dpa",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://legal.mistral.ai/terms/data-processing-addendum/",
      "title": "Data Processing Addendum",
      "locator": "Definitions; subprocessors; 10 Return/destruction",
      "sourceDate": "2026-07-27",
      "retrievedAt": "2026-10-21",
      "finding": "The DPA defines GDPR processing, prior subprocessor notice with a 10-day objection period and loss of data access 30 days after termination."
    },
    {
      "id": "claude:claude:commercial-certifications-20261026",
      "productId": "claude",
      "kind": "vendor-claimed",
      "url": "https://privacy.claude.com/en/articles/10015870-what-certifications-has-anthropic-obtained",
      "title": "Anthropic commercial compliance credentials",
      "locator": "Commercial-products applicability and credential list; HTTP 200, body SHA256 d44ecb66e9cf7636e39a9b9da3c61cc6513dfca890e68fcdaa1bc7051f310335",
      "sourceDate": "2026-03-16",
      "retrievedAt": "2026-10-26",
      "finding": "The commercial privacy page claims ISO 27001:2022, ISO/IEC 42001:2023 and SOC 2 Type I/II. Copies are request-gated; issuer, certificate/report scope, period and validity were not inspected."
    },
    {
      "id": "claude:cl-dpa-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://www.anthropic.com/legal/data-processing-addendum",
      "title": "Data Processing Addendum",
      "locator": "B.7; C; E/F; H; SCC/Swiss schedules; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 c11e0d2d380f6155e900d4357d2a154e85cd0b38db427ca11e5048e02c375218 on 2026-10-26",
      "sourceDate": "2025-02-24",
      "retrievedAt": "2026-10-26",
      "finding": "The DPA covers confidential processing, subprocessors, audit access, security and post-termination return/deletion with transfer schedules."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-cert",
      "productId": "mistral-vibe",
      "kind": "vendor-claimed",
      "url": "https://help.mistral.ai/en/articles/347638-do-you-have-soc-2-or-iso-27001-certification",
      "title": "SOC 2 and ISO certification help",
      "locator": "Claim and report-request path",
      "sourceDate": "2026-08-12",
      "retrievedAt": "2026-10-21",
      "finding": "Mistral claims SOC 2 Type II and ISO 27001/27701 and directs report requests to its Trust Center; underlying reports were not retrieved."
    },
    {
      "id": "claude:cl-cmek",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/15505325-what-are-customer-managed-encryption-keys-cmek",
      "title": "What are customer-managed encryption keys?",
      "locator": "Eligibility; customer KMS; scope",
      "sourceDate": "2026-06-15",
      "retrievedAt": "2026-10-21",
      "finding": "Eligible Enterprise organizations can use customer AWS/GCP/Azure master keys for certain chats, projects and files, with feature limitations."
    },
    {
      "id": "claude:cl-ip",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/13200993-restrict-access-to-claude-with-ip-allowlisting",
      "title": "Restrict access to Claude with IP allowlisting",
      "locator": "Enterprise eligibility; coverage; external sharing exception",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise supports source-IP CIDR restrictions configured through support; externally shared artifacts can remain outside that restriction."
    },
    {
      "id": "claude:cl-covered-review",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/15425996-data-retention-practices-for-covered-models",
      "title": "Data retention practices for Covered Models",
      "locator": "Human review; 30 days; affected ZDR configurations",
      "sourceDate": "2026-09-05",
      "retrievedAt": "2026-10-21",
      "finding": "Controlled reviewers may inspect safety-flagged retained data, with logged access; normal chat/Cowork already use standard retention."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-billing",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/billing-usage/billing.md",
      "title": "Billing",
      "locator": "Credits; 402 exhaustion; monthly spending limit",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Billing supports prepaid credits, organizational limits and invoice downloads; API/Code credit exhaustion has documented failure behavior."
    },
    {
      "id": "claude:fx-20261020",
      "productId": "claude",
      "kind": "documented",
      "url": "https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml",
      "title": "ECB euro reference historical rates",
      "locator": "Cube time=2026-10-20; USD and CHF",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "Directly retrieved ECB XML gives EUR 1 = USD 1.1215 = CHF 0.9237."
    },
    {
      "id": "claude:cl-consumption",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/14782391-claude-enterprise-consumption-guide",
      "title": "Claude Enterprise consumption guide",
      "locator": "Model/effort recommendations; defaults; limits",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The guide recommends Sonnet for routine/high-volume work and lower effort, while administrators configure the actual default and usage controls."
    },
    {
      "id": "mistral-vibe:mistral-vibe:fx-ecb",
      "productId": "mistral-vibe",
      "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 equals USD 1.1215 and CHF 0.9237 on the agreed reference date."
    },
    {
      "id": "claude:cl-export-org-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/13346720-export-your-organization-s-data",
      "title": "Export your organization data",
      "locator": "Primary owner; scope; deleted items; link expiry; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 57af2f5ad8f732b35209851f2ba150423ac16e9d6a5c59718d6b0dd9ef672cae on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Team/Enterprise Primary Owners can export organization conversation/user data; deleted content is excluded and links expire in 24 hours."
    },
    {
      "id": "claude:cl-export-user-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/9450526-export-your-claude-data",
      "title": "Export your Claude data",
      "locator": "Team/Enterprise owner enablement; contents; 24-hour link; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 5fe1cfd761095719efd95b5bc63049b1ceed6ddc3ed081373247053022153bfc on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Organization members can export their own chats when enabled, without uploaded-file contents; exports are web/Desktop only."
    },
    {
      "id": "claude:cl-compliance-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://support.claude.com/en/articles/13015708-access-the-compliance-api",
      "title": "Access the Compliance API",
      "locator": "Eligibility; primary-owner activation; event/chat/file data; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 f641744bc193c80154bdb21a45e3c0527566f256728552432047c12936b79225 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Enterprise Compliance API exposes events, chats and file content with primary-owner activation and scoped organization keys."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-export-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://help.mistral.ai/en/articles/347623-how-do-i-export-my-data-from-vibe",
      "title": "Export data from Vibe",
      "locator": "Personal-data export button; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 7720137dff42f992da58d1fb0285c3c3148aa82682a597c9d155968b53feba05 on 2026-10-26",
      "sourceDate": "2026-08-12",
      "retrievedAt": "2026-10-26",
      "finding": "The help article documents a personal-data download tool without specifying a complete admin migration package."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-sheets-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/spreadsheets.md",
      "title": "Spreadsheets",
      "locator": "Paid-plan availability; formulas; export; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 6d2da02b3a2bb619965459522efa076d818db859fc89ab6b7b652abb2a89476a on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Paid Work supports spreadsheet generation/editing and downloadable XLSX output; fidelity requires testing."
    },
    {
      "id": "claude:claude:regional-presence-20261026",
      "productId": "claude",
      "kind": "vendor-claimed",
      "url": "https://www.anthropic.com/news/new-offices-in-paris-and-munich-expand-european-presence",
      "title": "Anthropic European office announcement",
      "locator": "November 7, 2025 announcement, Zurich and planned Munich offices; HTTP 200, body SHA256 f73fca94192490d5216bd82ba233110af7093cfb2d08e3848eb79d3c055eea72",
      "sourceDate": "2025-11-07",
      "retrievedAt": "2026-10-26",
      "finding": "The dated company announcement identifies an existing Zurich office and plans for Munich and Paris. It does not establish current staffing, a Swiss contracting entity or guaranteed local-language support."
    },
    {
      "id": "claude:cl-status-20261026",
      "productId": "claude",
      "kind": "documented",
      "url": "https://status.claude.com/",
      "title": "Claude Status",
      "locator": "Component health; incident history; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 dabd165cf98d3b64e94051b42876be9d30ed1383af03d4c1a201674b97acb34e on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Claude publishes separate hosted-product components and an incident history without providing a scoped contractual SLA in this page."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-rename",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://help.mistral.ai/en/articles/682992-le-chat-is-now-vibe",
      "title": "Le Chat is now Vibe",
      "locator": "What changed; modes; account continuity",
      "sourceDate": "2026-08-12",
      "retrievedAt": "2026-10-21",
      "finding": "The August 12 notice renames Le Chat to Vibe while preserving accounts, plans and conversations."
    }
  ]
}
