{
  "schemaVersion": 1,
  "rubricVersion": "1.1",
  "kind": "pair",
  "slug": "mistral-vibe-vs-t3-chat",
  "canonicalUrl": "https://onaihq.com/compare/agents/mistral-vibe-vs-t3-chat/",
  "markdownUrl": "https://onaihq.com/compare/agents/mistral-vibe-vs-t3-chat/index.md",
  "dataUrl": "https://onaihq.com/compare/agents/mistral-vibe-vs-t3-chat/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": "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"
    },
    {
      "id": "t3-chat",
      "name": "T3 Chat",
      "website": "https://t3.chat",
      "repository": null,
      "pageUrl": "https://onaihq.com/compare/agents/products/t3-chat/",
      "lifecycle": {
        "status": "unknown",
        "note": null
      },
      "surfaces": [
        {
          "id": "web",
          "name": "T3 Chat browser application",
          "type": "web-app"
        },
        {
          "id": "ios-beta",
          "name": "T3 Chat iOS TestFlight beta",
          "type": "mobile-app"
        }
      ],
      "sourcedClaimCount": 27,
      "statedByVendorCount": 0,
      "crossCheckedClaimCount": 27,
      "sourcedOnlyClaimCount": 0,
      "oldestCheckedAt": "2026-10-21",
      "lastCheckedAt": "2026-10-21"
    }
  ],
  "coverage": {
    "totalCriteria": 51,
    "sharedCrossCheckedCriteria": 26,
    "sharedSourcedCriteria": 26,
    "crossCheckedCriteriaByProduct": {
      "mistral-vibe": 44,
      "t3-chat": 27
    },
    "sourcedOnlyCriteriaByProduct": {
      "mistral-vibe": 0,
      "t3-chat": 0
    },
    "sourcedCriteriaByProduct": {
      "mistral-vibe": 44,
      "t3-chat": 27
    },
    "crossCheckedCriterionRows": 45,
    "sourcedOnlyCriterionRows": 0,
    "sourcedCriterionRows": 45,
    "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:MOD-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Paid-account vendor replies establish manual model switching and provider routes, while the current plan-specific catalogue is unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Pro USD8 vendor-support context; no Free or Premier catalogue parity asserted",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "providers",
              "question": "Which model providers are available?",
              "support": "partial",
              "answer": "Pro-context vendor replies discuss Gemini, Claude and GPT routes; the FAQ separately describes OpenAI/Anthropic/Google/OpenRouter data handling. Those policy/provider names are not a complete tier-entitlement or underlying-lab catalogue.",
              "evidenceIds": [
                "t3-chat:t3-chat:billing-change",
                "t3-chat:t3-chat:faq-training",
                "t3-chat:t3-chat:r2-paid-tier-controls"
              ]
            },
            {
              "id": "current_models",
              "question": "Which current models are selectable on this plan?",
              "support": "unknown",
              "answer": "A complete current selectable-model list for Pro, Free or Premier is unverified. The FAQ claude-4.6-sonnet URL is an example, and undated support model names are not a current plan catalogue.",
              "evidenceIds": []
            },
            {
              "id": "user_choice",
              "question": "Can users pick the model per chat?",
              "support": "partial",
              "answer": "In the USD8 context discussion the vendor recommends manually switching to Gemini Flash or summarizing into a new chat with another chosen model. This supports Pro model selection as described there, but not a current all-model, effort or Free/Premier entitlement matrix.",
              "evidenceIds": [
                "t3-chat:t3-chat:r2-pro-context-byok"
              ]
            },
            {
              "id": "auto_routing",
              "question": "Does the product route between models automatically, and is the chosen model shown?",
              "support": "unknown",
              "answer": "Does the product route between models automatically, and is the chosen model shown? The public T3 FAQ, Terms, Privacy/Security policies, official feedback statuses and identifiable vendor replies did not establish this detail. No authenticated account, enterprise quote or bounded fixture was used.",
              "evidenceIds": []
            },
            {
              "id": "multimodal_input",
              "question": "Which models accept images, audio or files?",
              "support": "unknown",
              "answer": "No current Pro model-by-model image/audio/file compatibility matrix was retrieved. The generic privacy upload categories do not establish a plan entitlement.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps.",
            "No complete Free/Pro/Premier entitlement matrix or authenticated model/feature menu was retrieved."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:billing-change",
            "t3-chat:t3-chat:faq-training",
            "t3-chat:t3-chat:r2-paid-tier-controls",
            "t3-chat:t3-chat:r2-pro-context-byok"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:MOD-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public feature-release information is described; plan-specific pinning and version guarantees remain unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Public T3 Chat release information; no verified Free/Pro/Premier picker/pinning entitlement",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "release_lag_days",
              "question": "What was the lag for each of the last three major releases, per provider?",
              "support": "unknown",
              "answer": "What was the lag for each of the last three major releases, per provider? No matched dates for the last three provider releases, fixed removal notice or contractual model-version retention was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "changelog",
              "question": "Is there a dated public model changelog?",
              "support": "partial",
              "answer": "A vendor reply says major-feature changelog lives in Discord and a website version is planned. No accessible dated model-by-model release ledger was retrieved.",
              "evidenceIds": [
                "t3-chat:t3-chat:changelog"
              ]
            },
            {
              "id": "deprecation_notice",
              "question": "How much notice is given before a model is removed?",
              "support": "unknown",
              "answer": "How much notice is given before a model is removed? No matched dates for the last three provider releases, fixed removal notice or contractual model-version retention was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "version_pinning",
              "question": "Can an admin keep an older model version?",
              "support": "unknown",
              "answer": "The vendor describes pinning and a Legacy designation in the general picker discussion, without a named individual tier. Plan-specific pinning, retained model versions and admin locks remain unverified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps.",
            "No complete Free/Pro/Premier entitlement matrix or authenticated model/feature menu was retrieved."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:changelog"
          ]
        }
      ]
    },
    {
      "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": "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": []
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:MOD-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Vendor replies support a Pro own-OpenRouter-key route, without establishing universal provider/model coverage.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Pro USD8 with optional customer OpenRouter key; no Free BYOK entitlement asserted",
            "addOns": [
              "Customer-paid OpenRouter/provider usage; model routing and verification prerequisites apply"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "own_api_keys",
              "question": "Can the customer use its own provider API keys?",
              "support": "supported",
              "answer": "In the paid USD8 usage discussion, staff explicitly offers a customer OpenRouter key for direct request billing; the USD8 context discussion describes OpenRouter fallback. No all-provider/all-model BYOK entitlement follows.",
              "evidenceIds": [
                "t3-chat:t3-chat:r2-paid-tier-controls",
                "t3-chat:t3-chat:r2-pro-context-byok"
              ]
            },
            {
              "id": "own_cloud_contract",
              "question": "Can it use its own Azure OpenAI, Bedrock or Vertex deployment?",
              "support": "unknown",
              "answer": "Can it use its own Azure OpenAI, Bedrock or Vertex deployment? No supported customer Azure OpenAI/Bedrock/Vertex setup or arbitrary OpenAI-compatible/custom endpoint configuration was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "custom_endpoint",
              "question": "Can an admin add any OpenAI-compatible endpoint?",
              "support": "unknown",
              "answer": "Can an admin add any OpenAI-compatible endpoint? No supported customer Azure OpenAI/Bedrock/Vertex setup or arbitrary OpenAI-compatible/custom endpoint configuration was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "byo_pricing",
              "question": "Does BYO change the licence price?",
              "support": "partial",
              "answer": "The paid subscription and direct-provider charges are separate in the vendor discussion. A discounted BYOK-only licence and exact customer provider rates are not verified.",
              "evidenceIds": [
                "t3-chat:t3-chat:r2-paid-tier-controls"
              ]
            },
            {
              "id": "byo_restrictions",
              "question": "Which features stop working with BYO?",
              "support": "unknown",
              "answer": "Current all-model BYOK compatibility is unknown: the OpenRouter-coverage request is marked Completed while the vendor says those model routes do not run through OpenRouter and rerouting requires future work. The old OpenAI GPT5 setup reply does not establish a complete current route matrix.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps.",
            "No complete Free/Pro/Premier entitlement matrix or authenticated model/feature menu was retrieved."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:r2-paid-tier-controls",
            "t3-chat:t3-chat:r2-pro-context-byok"
          ]
        }
      ]
    },
    {
      "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": "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": []
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat: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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:MOD-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Individuals have cost-based refill limits; enterprise group governance is unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Pro USD8 cost-limit discussion and Premier account bucket reply; Free excluded from this mechanics finding",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "model_allowlist_by_group",
              "question": "Can admins limit models per group?",
              "support": "unknown",
              "answer": "Can admins limit models per group? No organization/group model allowlists, data-bound model policy, administrator default model or fixed per-user token/message quota was established.",
              "evidenceIds": []
            },
            {
              "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? No organization/group model allowlists, data-bound model policy, administrator default model or fixed per-user token/message quota was established.",
              "evidenceIds": []
            },
            {
              "id": "default_model",
              "question": "Can admins set the default model?",
              "support": "unknown",
              "answer": "Can admins set the default model? No organization/group model allowlists, data-bound model policy, administrator default model or fixed per-user token/message quota was established.",
              "evidenceIds": []
            },
            {
              "id": "user_limits",
              "question": "What per-user message or token limits apply, and are they published?",
              "support": "supported",
              "answer": "Pro cost-limit replies and a Premier-specific vendor support reply tie paid usage to the FAQ Base/Overage mechanics: four-hour Base refill and monthly Overage refill. No fixed token/message allowance is published;20/200 example points are illustrative, not plan capacities.",
              "evidenceIds": [
                "t3-chat:t3-chat:faq-usage",
                "t3-chat:t3-chat:r2-paid-tier-controls",
                "t3-chat:t3-chat:r2-premier-buckets"
              ]
            },
            {
              "id": "limit_behaviour",
              "question": "What happens when a limit is reached?",
              "support": "supported",
              "answer": "For these documented paid-account bucket routes, expected request cost is reserved then settled after completion; when both balances are exhausted the FAQ says to wait for refill. No Free-tier behaviour is inferred.",
              "evidenceIds": [
                "t3-chat:t3-chat:faq-usage",
                "t3-chat:t3-chat:r2-premier-buckets",
                "t3-chat:t3-chat:r2-paid-tier-controls"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps.",
            "No complete Free/Pro/Premier entitlement matrix or authenticated model/feature menu was retrieved."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:faq-usage",
            "t3-chat:t3-chat:r2-paid-tier-controls",
            "t3-chat:t3-chat:r2-premier-buckets"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:KNOW-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Paid Pro context limits and own-key fallback are documented; plan-specific upload formats/caps remain unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Pro USD8 context restrictions and optional BYOK fallback; exact upload entitlement by tier unverified",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "formats",
              "question": "Which formats are accepted?",
              "support": "unknown",
              "answer": "The privacy policy mentions PDF/images/text and the request is Completed, but no current individual-tier format entitlement was verified. The earlier sentence attributing browser/file-specific PDF upload bugs to a vendor reply is withdrawn because no precise reply locator was reproduced.",
              "evidenceIds": []
            },
            {
              "id": "limits",
              "question": "What size and count limits apply per file and chat?",
              "support": "partial",
              "answer": "Vendor replies distinguish context restrictions on USD8 Pro from higher-tier allowances and own-key fallback. They do not publish a complete current per-model file size/count or context-cap matrix; no32K or user-suggested MB cap is adopted.",
              "evidenceIds": [
                "t3-chat:t3-chat:r2-pro-context-byok"
              ]
            },
            {
              "id": "ocr",
              "question": "Are scanned PDFs read?",
              "support": "unknown",
              "answer": "Are scanned PDFs read? No scanned-PDF OCR fixture, Excel structure/formula test, full-vs-chunked processing specification or current numerical upload matrix was retrieved. Community complaints and example sizes are not treated as product limits.",
              "evidenceIds": []
            },
            {
              "id": "spreadsheets",
              "question": "Are Excel tables read with structure intact?",
              "support": "unknown",
              "answer": "Are Excel tables read with structure intact? No scanned-PDF OCR fixture, Excel structure/formula test, full-vs-chunked processing specification or current numerical upload matrix was retrieved. Community complaints and example sizes are not treated as product limits.",
              "evidenceIds": []
            },
            {
              "id": "full_vs_chunked",
              "question": "Is the whole file used or only retrieved parts, and does the user see which?",
              "support": "unknown",
              "answer": "Is the whole file used or only retrieved parts, and does the user see which? No scanned-PDF OCR fixture, Excel structure/formula test, full-vs-chunked processing specification or current numerical upload matrix was retrieved. Community complaints and example sizes are not treated as product limits.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps.",
            "No complete Free/Pro/Premier entitlement matrix or authenticated model/feature menu was retrieved."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:r2-pro-context-byok"
          ]
        }
      ]
    },
    {
      "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": "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": []
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat: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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:KNOW-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": "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": "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": []
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat: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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:KNOW-05",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:KNOW-06",
          "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-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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:KNOW-07",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:AGT-01",
          "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": "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:AGT-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Paid Pro search is discussed by the vendor; image-tier entitlement, custom actions and MCP remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Pro USD8 for evidenced search use; image and MCP plan entitlement unknown",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "builtin_tools",
              "question": "Which tools are built in?",
              "support": "partial",
              "answer": "The Pro/Premier pricing discussion explicitly describes frequent search and search-token overhead in the USD8 paid context. An OpenAI image integration has separate support evidence, but its plan entitlement is not verified and is not included as a Pro tool promise.",
              "evidenceIds": [
                "t3-chat:t3-chat:r2-paid-tier-controls"
              ]
            },
            {
              "id": "custom_actions",
              "question": "Can admins add API actions?",
              "support": "unknown",
              "answer": "Can admins add API actions? The MCP request is Closed but has no retrieved released setup guide. Remote MCP configuration, custom API actions, user/shared tool credentials and administrator/user approval policies were not established.",
              "evidenceIds": []
            },
            {
              "id": "mcp_client",
              "question": "Can it use remote MCP servers, and with what admin control?",
              "support": "unknown",
              "answer": "Can it use remote MCP servers, and with what admin control? The MCP request is Closed but has no retrieved released setup guide. Remote MCP configuration, custom API actions, user/shared tool credentials and administrator/user approval policies were not established.",
              "evidenceIds": []
            },
            {
              "id": "tool_auth",
              "question": "Do tools act as the user or as a shared account?",
              "support": "unknown",
              "answer": "Do tools act as the user or as a shared account? The MCP request is Closed but has no retrieved released setup guide. Remote MCP configuration, custom API actions, user/shared tool credentials and administrator/user approval policies were not established.",
              "evidenceIds": []
            },
            {
              "id": "tool_approval",
              "question": "Can admins approve or block tools, and can users confirm actions before they run?",
              "support": "unknown",
              "answer": "Can admins approve or block tools, and can users confirm actions before they run? The MCP request is Closed but has no retrieved released setup guide. Remote MCP configuration, custom API actions, user/shared tool credentials and administrator/user approval policies were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps.",
            "No complete Free/Pro/Premier entitlement matrix or authenticated model/feature menu was retrieved."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:r2-paid-tier-controls"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:AGT-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Search is user-selectable, with a documented one-to-five search limit; a separate deep-research product is unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Pro USD8 paid-search discussion; no Free parity asserted",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "web_search",
              "question": "Is web search available?",
              "support": "partial",
              "answer": "Staff’s paid USD8 discussion confirms search consumes API/query and context costs. The FAQ exposes search on/off and1..5 URL limits, but a complete current tier-specific limit/feature matrix was not verified.",
              "evidenceIds": [
                "t3-chat:t3-chat:r2-paid-tier-controls",
                "t3-chat:t3-chat:faq-url"
              ]
            },
            {
              "id": "admin_toggle",
              "question": "Can admins disable it per organisation or group?",
              "support": "unknown",
              "answer": "Can admins disable it per organisation or group? No organization/group switch, named search provider and query country, dedicated multi-step research/report mode or precise web-citation contract was established. The FAQ says search improves recency without guaranteeing correctness.",
              "evidenceIds": []
            },
            {
              "id": "search_provider",
              "question": "Which search provider handles queries, and where?",
              "support": "unknown",
              "answer": "Which search provider handles queries, and where? No organization/group switch, named search provider and query country, dedicated multi-step research/report mode or precise web-citation contract was established. The FAQ says search improves recency without guaranteeing correctness.",
              "evidenceIds": []
            },
            {
              "id": "deep_research",
              "question": "Is multi-step research with a report available?",
              "support": "unknown",
              "answer": "Is multi-step research with a report available? No organization/group switch, named search provider and query country, dedicated multi-step research/report mode or precise web-citation contract was established. The FAQ says search improves recency without guaranteeing correctness.",
              "evidenceIds": []
            },
            {
              "id": "web_citations",
              "question": "Are web sources cited?",
              "support": "unknown",
              "answer": "Are web sources cited? No organization/group switch, named search provider and query country, dedicated multi-step research/report mode or precise web-citation contract was established. The FAQ says search improves recency without guaranteeing correctness.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps.",
            "No complete Free/Pro/Premier entitlement matrix or authenticated model/feature menu was retrieved."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:r2-paid-tier-controls",
            "t3-chat:t3-chat:faq-url"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:AGT-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": "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:AGT-05",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:AGT-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "No official programmable enterprise interface was established; subscription-backed external-agent API usage was rejected.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Free, Pro and Premier evidence; no organizational plan or entitlement established",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_api",
              "question": "Is there an API for chat and assistants?",
              "support": "partial",
              "answer": "An official feedback request asks to apply subscription quota to external coding agents/API; staff closes it because the economics do not work. The FAQ URL launches a browser chat and is not a documented chat API.",
              "evidenceIds": [
                "t3-chat:t3-chat:api-request",
                "t3-chat:t3-chat:faq-url"
              ]
            },
            {
              "id": "knowledge_api",
              "question": "Can documents be loaded through an API?",
              "support": "unknown",
              "answer": "Can documents be loaded through an API? No supported general chat/assistant API, document-ingestion API, API governance or MCP server exposure was retrieved. Third-party cookie/API clients and T3 Code repositories are not official T3 Chat API evidence.",
              "evidenceIds": []
            },
            {
              "id": "api_governance",
              "question": "Do audit, budgets and model rules apply to API use?",
              "support": "unknown",
              "answer": "Do audit, budgets and model rules apply to API use? No supported general chat/assistant API, document-ingestion API, API governance or MCP server exposure was retrieved. Third-party cookie/API clients and T3 Code repositories are not official T3 Chat API evidence.",
              "evidenceIds": []
            },
            {
              "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? No supported general chat/assistant API, document-ingestion API, API governance or MCP server exposure was retrieved. Third-party cookie/API clients and T3 Code repositories are not official T3 Chat API evidence.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:api-request",
            "t3-chat:t3-chat:faq-url"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:WORK-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A browser client and iOS TestFlight beta are documented; desktop, Android release and managed clients remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "ios-beta"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Browser account plan; iOS TestFlight beta; enterprise SSO unverified",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [
              "iOS"
            ],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              },
              {
                "id": "ios-beta",
                "name": "T3 Chat iOS TestFlight beta",
                "type": "mobile-app"
              }
            ]
          },
          "questions": [
            {
              "id": "web",
              "question": "Is a full web client available?",
              "support": "supported",
              "answer": "T3 Chat is delivered as a browser service; the FAQ documents launching new conversations through public URLs.",
              "evidenceIds": [
                "t3-chat:t3-chat:faq-url"
              ]
            },
            {
              "id": "desktop_apps",
              "question": "Windows and macOS apps?",
              "support": "unknown",
              "answer": "Windows and macOS apps? No native Windows/macOS distribution, supported browser extension/sidebar, MDM configuration or complete mobile feature-gap matrix was established. Community extension links are not vendor clients.",
              "evidenceIds": []
            },
            {
              "id": "mobile_apps",
              "question": "iOS and Android apps with SSO?",
              "support": "partial",
              "answer": "The vendor’s September10,2026 announcement releases iOS via TestFlight explicitly as beta; Android beta is coming soon. Neither corporate SSO nor a production app-store release was verified.",
              "evidenceIds": [
                "t3-chat:t3-chat:mobile"
              ]
            },
            {
              "id": "browser_extension",
              "question": "Is there a browser extension or sidebar?",
              "support": "unknown",
              "answer": "Is there a browser extension or sidebar? No native Windows/macOS distribution, supported browser extension/sidebar, MDM configuration or complete mobile feature-gap matrix was established. Community extension links are not vendor clients.",
              "evidenceIds": []
            },
            {
              "id": "managed_deployment",
              "question": "Can IT deploy and configure clients through MDM?",
              "support": "unknown",
              "answer": "Can IT deploy and configure clients through MDM? No native Windows/macOS distribution, supported browser extension/sidebar, MDM configuration or complete mobile feature-gap matrix was established. Community extension links are not vendor clients.",
              "evidenceIds": []
            },
            {
              "id": "client_feature_gaps",
              "question": "Which features are missing on mobile?",
              "support": "unknown",
              "answer": "Which features are missing on mobile? No native Windows/macOS distribution, supported browser extension/sidebar, MDM configuration or complete mobile feature-gap matrix was established. Community extension links are not vendor clients.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:faq-url",
            "t3-chat:t3-chat:mobile"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:WORK-02",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "WORK-03",
      "title": "Translation and writing",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record document translation preserving layout, the translation engine (LLM or dedicated such as DeepL), glossaries, formality control, supported languages including Swiss German conventions (no ß), and rewriting/proofreading tools. Translate the shared German contract into French and Italian and record layout and glossary results.",
      "questions": [
        {
          "id": "document_translation",
          "question": "Can whole documents be translated with formatting kept?"
        },
        {
          "id": "translation_engine",
          "question": "Which engine translates?"
        },
        {
          "id": "glossaries",
          "question": "Are company glossaries supported?"
        },
        {
          "id": "formality_and_variants",
          "question": "Can formality and regional variants (de-CH) be set?"
        },
        {
          "id": "writing_tools",
          "question": "Are dedicated rewrite and proofreading tools available?"
        }
      ],
      "products": [
        {
          "productId": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:WORK-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": "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:WORK-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": "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:WORK-05",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:WORK-06",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "WORK-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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:WORK-07",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "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": "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": []
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat: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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:ADM-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The security policy asserts MFA support without documenting enterprise SAML/OIDC administration.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Free, Pro and Premier evidence; no organizational plan or entitlement established",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "sso_protocols",
              "question": "Which SSO protocols and identity providers work?",
              "support": "partial",
              "answer": "Security policy refers to OAuth provider accounts and standard authentication without naming enterprise SAML/OIDC protocols or supported corporate IdPs.",
              "evidenceIds": [
                "t3-chat:t3-chat:security"
              ]
            },
            {
              "id": "sso_plan",
              "question": "Which plan includes SSO?",
              "support": "unknown",
              "answer": "Which plan includes SSO? No business-plan SSO entitlement, Entra conditional-access integration or email-domain capture policy was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "mfa",
              "question": "Can MFA be enforced?",
              "support": "partial",
              "answer": "The vendor asserts MFA support and recommends two-factor protection at the OAuth provider. Enforceable organization-wide MFA settings were not established.",
              "evidenceIds": [
                "t3-chat:t3-chat:security"
              ]
            },
            {
              "id": "conditional_access",
              "question": "Do Entra conditional-access policies apply?",
              "support": "unknown",
              "answer": "Do Entra conditional-access policies apply? No business-plan SSO entitlement, Entra conditional-access integration or email-domain capture policy was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "domain_capture",
              "question": "Can the company claim its email domain?",
              "support": "unknown",
              "answer": "Can the company claim its email domain? No business-plan SSO entitlement, Entra conditional-access integration or email-domain capture policy was retrieved.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:security"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:ADM-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": "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": "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": []
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat: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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:ADM-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": "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:ADM-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Individual consumption indicators exist; organization budgets and chargeback remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Pro USD8 and Premier account consumption mechanics; no organization/admin budget offer asserted",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_visibility",
              "question": "Can admins see cost or consumption per user and group?",
              "support": "partial",
              "answer": "The paid Pro discussion and Premier support reply describe per-account cost/bucket consumption. The FAQ describes separate balance displays; exact placement and model-cost indicators are not a customer organization reporting entitlement.",
              "evidenceIds": [
                "t3-chat:t3-chat:faq-usage",
                "t3-chat:t3-chat:r2-paid-tier-controls",
                "t3-chat:t3-chat:r2-premier-buckets"
              ]
            },
            {
              "id": "budgets",
              "question": "Can budgets be set per user or group?",
              "support": "unknown",
              "answer": "Can budgets be set per user or group? No customer organization/user-group budget assignment or cost-centre export was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "budget_enforcement",
              "question": "Does reaching a budget alert, block or downgrade?",
              "support": "partial",
              "answer": "For the documented paid-account bucket routes, exhausting both balances requires waiting for refill. This does not establish configurable user/group currency budgets, alerts or downgrade policies.",
              "evidenceIds": [
                "t3-chat:t3-chat:faq-usage",
                "t3-chat:t3-chat:r2-premier-buckets"
              ]
            },
            {
              "id": "chargeback",
              "question": "Can costs be exported per cost centre?",
              "support": "unknown",
              "answer": "Can costs be exported per cost centre? No customer organization/user-group budget assignment or cost-centre export was retrieved.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps.",
            "No complete Free/Pro/Premier entitlement matrix or authenticated model/feature menu was retrieved."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:faq-usage",
            "t3-chat:t3-chat:r2-paid-tier-controls",
            "t3-chat:t3-chat:r2-premier-buckets"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:ADM-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The privacy policy describes vendor telemetry, not a customer compliance logging service.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Free, Pro and Premier evidence; no organizational plan or entitlement established",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_events",
              "question": "Are admin and security events logged?",
              "support": "unknown",
              "answer": "Are admin and security events logged? No customer admin/security-event catalogue, SIEM stream/export, eDiscovery/legal hold or fixed log retention was retrieved. Vendor monitoring in the security policy is not evidence of customer audit access.",
              "evidenceIds": []
            },
            {
              "id": "content_logging",
              "question": "Can prompts and answers be retained for compliance, and is it configurable?",
              "support": "partial",
              "answer": "The privacy policy collects prompts/uploads and Terms reserve review/removal for violations. A configurable customer prompt/answer compliance archive was not established.",
              "evidenceIds": [
                "t3-chat:t3-chat:privacy",
                "t3-chat:t3-chat:terms"
              ]
            },
            {
              "id": "siem_export",
              "question": "Can logs stream to a SIEM or be exported?",
              "support": "unknown",
              "answer": "Can logs stream to a SIEM or be exported? No customer admin/security-event catalogue, SIEM stream/export, eDiscovery/legal hold or fixed log retention was retrieved. Vendor monitoring in the security policy is not evidence of customer audit access.",
              "evidenceIds": []
            },
            {
              "id": "ediscovery",
              "question": "Are eDiscovery and legal hold supported?",
              "support": "unknown",
              "answer": "Are eDiscovery and legal hold supported? No customer admin/security-event catalogue, SIEM stream/export, eDiscovery/legal hold or fixed log retention was retrieved. Vendor monitoring in the security policy is not evidence of customer audit access.",
              "evidenceIds": []
            },
            {
              "id": "log_retention",
              "question": "How long are logs kept?",
              "support": "unknown",
              "answer": "How long are logs kept? No customer admin/security-event catalogue, SIEM stream/export, eDiscovery/legal hold or fixed log retention was retrieved. Vendor monitoring in the security policy is not evidence of customer audit access.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:privacy",
            "t3-chat:t3-chat:terms"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:ADM-07",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "ADM-08",
      "title": "AI policy and guardrails",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record organisation-wide system instructions, acceptable-use notices and acknowledgement, content filters, topic restrictions, AI-output labelling, and admin visibility of policy violations. Separate enforced policy from instructions the model is expected to follow.",
      "questions": [
        {
          "id": "org_instructions",
          "question": "Can admins set organisation-wide instructions?"
        },
        {
          "id": "usage_notice",
          "question": "Can users be required to accept a usage policy?"
        },
        {
          "id": "content_filters",
          "question": "Are content filters configurable?"
        },
        {
          "id": "violation_reporting",
          "question": "Are policy hits visible to admins?"
        }
      ],
      "products": [
        {
          "productId": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:ADM-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Acceptable-use terms apply, while organization policy controls remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Free, Pro and Premier evidence; no organizational plan or entitlement established",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "org_instructions",
              "question": "Can admins set organisation-wide instructions?",
              "support": "unknown",
              "answer": "Can admins set organisation-wide instructions? No admin global-instruction policy, mandatory company policy acknowledgement, configurable deterministic filter or customer violation-hit reporting was retrieved.",
              "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? No admin global-instruction policy, mandatory company policy acknowledgement, configurable deterministic filter or customer violation-hit reporting was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "content_filters",
              "question": "Are content filters configurable?",
              "support": "partial",
              "answer": "Terms prohibit categories of unlawful/harmful content and permit vendor review/removal or suspension. Customer configurable content filters are not established.",
              "evidenceIds": [
                "t3-chat:t3-chat:terms"
              ]
            },
            {
              "id": "violation_reporting",
              "question": "Are policy hits visible to admins?",
              "support": "unknown",
              "answer": "Are policy hits visible to admins? No admin global-instruction policy, mandatory company policy acknowledgement, configurable deterministic filter or customer violation-hit reporting was retrieved.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:terms"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:DATA-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The privacy policy places the service under US/international processing; no EU/Swiss end-to-end option was established.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Free, Pro and Premier evidence; no organizational plan or entitlement established",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "storage_region",
              "question": "Where are chats, files and indexes stored?",
              "support": "partial",
              "answer": "The policy says services are provided in the United States and information is processed there or in other countries; Azure, AWS and Vercel are named. Component-specific chat/file/index storage regions are not enumerated.",
              "evidenceIds": [
                "t3-chat:t3-chat:privacy"
              ]
            },
            {
              "id": "inference_region",
              "question": "Where do model calls run, per provider?",
              "support": "partial",
              "answer": "The policy names OpenAI, Google, Anthropic and OpenRouter processing, but no provider-by-provider region, EU-only switch or customer region guarantee is supplied.",
              "evidenceIds": [
                "t3-chat:t3-chat:privacy",
                "t3-chat:t3-chat:faq-training"
              ]
            },
            {
              "id": "backups_logs_region",
              "question": "Where are backups, logs and telemetry?",
              "support": "unknown",
              "answer": "Where are backups, logs and telemetry? No exact backup/log/telemetry country matrix, support-access location, Swiss hosting offer or residency-plan entitlement was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "support_access_region",
              "question": "From where can vendor staff access data?",
              "support": "unknown",
              "answer": "From where can vendor staff access data? No exact backup/log/telemetry country matrix, support-access location, Swiss hosting offer or residency-plan entitlement was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "swiss_hosting",
              "question": "Is Swiss hosting available?",
              "support": "unknown",
              "answer": "Is Swiss hosting available? No exact backup/log/telemetry country matrix, support-access location, Swiss hosting offer or residency-plan entitlement was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "residency_plan",
              "question": "Which plan or option provides residency?",
              "support": "unknown",
              "answer": "Which plan or option provides residency? No exact backup/log/telemetry country matrix, support-access location, Swiss hosting offer or residency-plan entitlement was retrieved.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:privacy",
            "t3-chat:t3-chat:faq-training"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:DATA-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A hosted web service is offered; tenant architecture and alternative deployment contracts remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Free, Pro and Premier evidence; no organizational plan or entitlement established",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "multi_tenant_saas",
              "question": "Is a shared SaaS offered?",
              "support": "partial",
              "answer": "The public web service accepts individual accounts and processes content with hosting/model providers. Its exact multitenant architecture and boundaries are not documented in the retrieved public material.",
              "evidenceIds": [
                "t3-chat:t3-chat:terms",
                "t3-chat:t3-chat:privacy"
              ]
            },
            {
              "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? No vendor-operated dedicated tenant, customer-cloud/on-premise package, offline licence or deployment-specific feature matrix was retrieved. Independent T3 clones and the distinct T3 Code product do not establish a self-host licence.",
              "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? No vendor-operated dedicated tenant, customer-cloud/on-premise package, offline licence or deployment-specific feature matrix was retrieved. Independent T3 clones and the distinct T3 Code product do not establish a self-host licence.",
              "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? No vendor-operated dedicated tenant, customer-cloud/on-premise package, offline licence or deployment-specific feature matrix was retrieved. Independent T3 clones and the distinct T3 Code product do not establish a self-host licence.",
              "evidenceIds": []
            },
            {
              "id": "air_gapped",
              "question": "Can it run without internet access?",
              "support": "unknown",
              "answer": "Can it run without internet access? No vendor-operated dedicated tenant, customer-cloud/on-premise package, offline licence or deployment-specific feature matrix was retrieved. Independent T3 clones and the distinct T3 Code product do not establish a self-host licence.",
              "evidenceIds": []
            },
            {
              "id": "mode_feature_gaps",
              "question": "Which features are missing outside SaaS?",
              "support": "unknown",
              "answer": "Which features are missing outside SaaS? No vendor-operated dedicated tenant, customer-cloud/on-premise package, offline licence or deployment-specific feature matrix was retrieved. Independent T3 clones and the distinct T3 Code product do not establish a self-host licence.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:terms",
            "t3-chat:t3-chat:privacy"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:DATA-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "No vendor training is asserted, with provider exceptions and customer-key responsibility explicitly retained.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Free, Pro and Premier evidence; no organizational plan or entitlement established",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "vendor_training",
              "question": "Does the vendor train on customer content?",
              "support": "supported",
              "answer": "FAQ says T3 does not train its own models and the privacy policy says personal information is not used to train AI models.",
              "evidenceIds": [
                "t3-chat:t3-chat:faq-training",
                "t3-chat:t3-chat:privacy"
              ]
            },
            {
              "id": "provider_training",
              "question": "Do model providers train on it under this product's contracts?",
              "support": "supported",
              "answer": "The FAQ says OpenAI/Anthropic defaults are not opted into training, Google paid models disable training and OpenRouter training routes are disabled. Some new models may require training and are labeled; BYOK customers manage their own provider settings.",
              "evidenceIds": [
                "t3-chat:t3-chat:faq-training"
              ]
            },
            {
              "id": "provider_retention",
              "question": "How long do model providers keep prompts, including for abuse monitoring?",
              "support": "unknown",
              "answer": "How long do model providers keep prompts, including for abuse monitoring? The FAQ does not establish provider prompt/abuse-monitoring retention, uniform ZDR entitlement or all provider human-review exceptions. No universal no-training/no-retention promise is inferred.",
              "evidenceIds": []
            },
            {
              "id": "zero_retention",
              "question": "Is zero data retention available, and on which plan?",
              "support": "unknown",
              "answer": "Is zero data retention available, and on which plan? The FAQ does not establish provider prompt/abuse-monitoring retention, uniform ZDR entitlement or all provider human-review exceptions. No universal no-training/no-retention promise is inferred.",
              "evidenceIds": []
            },
            {
              "id": "human_review",
              "question": "Can provider staff review content?",
              "support": "unknown",
              "answer": "Can provider staff review content? The FAQ does not establish provider prompt/abuse-monitoring retention, uniform ZDR entitlement or all provider human-review exceptions. No universal no-training/no-retention promise is inferred.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:faq-training",
            "t3-chat:t3-chat:privacy"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:DATA-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Termination export responsibilities are contractual; plan-specific temporary-chat behaviour and retention remain unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual T3 Chat service Terms; temporary-chat Free/Pro/Premier entitlement not established",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "default_retention",
              "question": "What is retained and for how long by default?",
              "support": "unknown",
              "answer": "The generic URL FAQ distinguishes temporary and persisted threads but does not map that feature to a named individual tier or specify server/provider/file/backup retention. No plan-specific temporary-chat retention claim is made.",
              "evidenceIds": []
            },
            {
              "id": "admin_retention",
              "question": "Can admins set retention periods?",
              "support": "unknown",
              "answer": "Can admins set retention periods? No administrator retention controls, user permanent-deletion completion guarantee, backup erasure interval or fixed contract-end deletion deadline was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "user_deletion",
              "question": "Can users delete their chats and files permanently?",
              "support": "unknown",
              "answer": "Can users delete their chats and files permanently? No administrator retention controls, user permanent-deletion completion guarantee, backup erasure interval or fixed contract-end deletion deadline was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "contract_end_deletion",
              "question": "What is deleted at contract end, and when?",
              "support": "partial",
              "answer": "Terms put responsibility on users to export before termination and endeavor to provide a reasonable retrieval opportunity only for vendor-convenience termination; deletion timing and certificate are unspecified.",
              "evidenceIds": [
                "t3-chat:t3-chat:terms"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps.",
            "No complete Free/Pro/Premier entitlement matrix or authenticated model/feature menu was retrieved."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:terms"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:DATA-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Named providers and a US vendor address are public, without a complete processor-country or transfer contract matrix.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Free, Pro and Premier evidence; no organizational plan or entitlement established",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "subprocessor_list",
              "question": "Is a dated sub-processor list published?",
              "support": "partial",
              "answer": "The May31,2025 privacy policy names Azure, AWS, Vercel, OpenAI, Google, Anthropic and OpenRouter, explicitly non-exhaustively. This is not established as a complete Article28 subprocessor schedule.",
              "evidenceIds": [
                "t3-chat:t3-chat:privacy"
              ]
            },
            {
              "id": "subprocessor_countries",
              "question": "Which countries do sub-processors operate in?",
              "support": "unknown",
              "answer": "Which countries do sub-processors operate in? No exhaustive processor operation-country matrix, signed SCC/Swiss transfer mechanism or subprocessor objection schedule was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "change_notification",
              "question": "Are customers notified of sub-processor changes?",
              "support": "partial",
              "answer": "Privacy policy says material changes are posted with an updated effective date. A processor-addition notice period and objection right are not specified.",
              "evidenceIds": [
                "t3-chat:t3-chat:privacy"
              ]
            },
            {
              "id": "parent_jurisdiction",
              "question": "Which jurisdiction governs the vendor and its parent?",
              "support": "partial",
              "answer": "The policy and Terms identify T3 Tools Inc with a San Francisco address and US/California legal context. A separate parent entity, incorporation jurisdiction and ownership were not independently established.",
              "evidenceIds": [
                "t3-chat:t3-chat:privacy",
                "t3-chat:t3-chat:terms"
              ]
            },
            {
              "id": "transfer_mechanism",
              "question": "Which transfer mechanism applies to non-EU/CH processing?",
              "support": "unknown",
              "answer": "Which transfer mechanism applies to non-EU/CH processing? No exhaustive processor operation-country matrix, signed SCC/Swiss transfer mechanism or subprocessor objection schedule was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "government_access_policy",
              "question": "Is there a published government-access or transparency policy?",
              "support": "partial",
              "answer": "The policy allows disclosures for subpoenas, warrants and legal investigations. No separate transparency report or detailed challenge/notification policy was retrieved.",
              "evidenceIds": [
                "t3-chat:t3-chat:privacy"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:privacy",
            "t3-chat:t3-chat:terms"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:DATA-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public consumer/service terms use California law; an enterprise GDPR/Swiss DPA remains unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Free, Pro and Premier evidence; no organizational plan or entitlement established",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "dpa",
              "question": "Is a DPA available, and is it negotiable?",
              "support": "unknown",
              "answer": "Is a DPA available, and is it negotiable? No public negotiable Article28 DPA, explicit revDSG/GDPR processor undertaking, EU AI Act pack or FINMA/sector material was retrieved. The guessed/dpa route did not expose readable content; that is an access gap, not proof of absence.",
              "evidenceIds": []
            },
            {
              "id": "revdsg_gdpr",
              "question": "Does the DPA cover revDSG and GDPR?",
              "support": "unknown",
              "answer": "Does the DPA cover revDSG and GDPR? No public negotiable Article28 DPA, explicit revDSG/GDPR processor undertaking, EU AI Act pack or FINMA/sector material was retrieved. The guessed/dpa route did not expose readable content; that is an access gap, not proof of absence.",
              "evidenceIds": []
            },
            {
              "id": "governing_law",
              "question": "Which law and court govern the contract?",
              "support": "supported",
              "answer": "Terms section19 uses California law and individual JAMS arbitration in Santa Clara County, with small-claims/injunction exceptions and state/federal Santa Clara courts where arbitration does not apply.",
              "evidenceIds": [
                "t3-chat:t3-chat:terms"
              ]
            },
            {
              "id": "ai_act_materials",
              "question": "Is EU AI Act documentation provided?",
              "support": "unknown",
              "answer": "Is EU AI Act documentation provided? No public negotiable Article28 DPA, explicit revDSG/GDPR processor undertaking, EU AI Act pack or FINMA/sector material was retrieved. The guessed/dpa route did not expose readable content; that is an access gap, not proof of absence.",
              "evidenceIds": []
            },
            {
              "id": "sector_materials",
              "question": "Are FINMA or other sector materials provided?",
              "support": "unknown",
              "answer": "Are FINMA or other sector materials provided? No public negotiable Article28 DPA, explicit revDSG/GDPR processor undertaking, EU AI Act pack or FINMA/sector material was retrieved. The guessed/dpa route did not expose readable content; that is an access gap, not proof of absence.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:terms"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:DATA-07",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "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": "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": []
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat: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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:DATA-09",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public policies describe vendor/provider content processing, but professional-secrecy contracts and a business plan remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual account service; no business/professional-secrecy offer verified",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US/international policy; no DE/CH-specific arrangement verified",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "secrecy_undertaking",
              "question": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff?",
              "support": "unknown",
              "answer": "No public DPA or signed/signon §203 StGB/Art321 StGB professional-secrecy undertaking covering T3 staff was retrieved from the Terms, privacy/security policies or targeted first-party searches.",
              "evidenceIds": []
            },
            {
              "id": "subprocessor_coverage",
              "question": "Does the undertaking extend to its sub-processors, and is that documented?",
              "support": "unknown",
              "answer": "The privacy policy names hosting/model services but does not establish a dedicated professional-secrecy undertaking binding them. Its existence and flow-down are unknown.",
              "evidenceIds": []
            },
            {
              "id": "secrecy_offering",
              "question": "Is it a dedicated offering or add-on, and on which plan?",
              "support": "unknown",
              "answer": "A team/business offer itself remains unverified; no professional-secrecy-specific tier, dedicated package or paid add-on was established.",
              "evidenceIds": []
            },
            {
              "id": "content_access",
              "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?",
              "support": "partial",
              "answer": "Privacy policy sends input to selected OpenAI/Google/Anthropic/OpenRouter services; Terms reserve vendor review/removal of content upon apparent violations. This establishes processing/review possibilities, not an exhaustive plaintext staff/provider access matrix or protected-profession arrangement.",
              "evidenceIds": [
                "t3-chat:t3-chat:privacy",
                "t3-chat:t3-chat:terms"
              ]
            },
            {
              "id": "secrecy_documentation",
              "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?",
              "support": "unknown",
              "answer": "Public consumer/service Terms and privacy/security pages were reviewed, with targeted §203/Art321/professional-secrecy searches. No specific template, protected-profession data-flow statement or professional-body guidance was retrieved; no private agreement was requested.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "No-training statements and personal account terms are not a professional-secrecy undertaking.",
            "No legal suitability or compliance conclusion."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:privacy",
            "t3-chat:t3-chat:terms"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:VEN-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Individual subscription prices are supported by vendor replies; quotas are cost-based and checkout/organization details are incomplete.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Free, Pro and Premier evidence; no organizational plan or entitlement established",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "pricing_unit",
              "question": "What is the pricing unit?",
              "support": "supported",
              "answer": "Evidence describes monthly individual Pro/Premier subscriptions, optional customer provider keys and cost-based included use. No organizational seat/pool contract is established.",
              "evidenceIds": [
                "t3-chat:t3-chat:billing-change",
                "t3-chat:t3-chat:premier",
                "t3-chat:t3-chat:faq-usage"
              ]
            },
            {
              "id": "list_prices",
              "question": "What are list prices per plan, with date and currency?",
              "support": "partial",
              "answer": "Vendor replies confirm USD8/month paid-tier context and Premier USD50/month plus applicable tax. No checkout was completed and no business price was retrieved; dates of the undated replies are unknown.",
              "evidenceIds": [
                "t3-chat:t3-chat:billing-change",
                "t3-chat:t3-chat:premier",
                "t3-chat:t3-chat:price-visibility"
              ]
            },
            {
              "id": "included_usage",
              "question": "What usage is included?",
              "support": "supported",
              "answer": "Included usage is represented by Base and Overage balances, refilling four-hourly/monthly. The FAQ’s20/200 example is not the actual plan quota and the former1500+100 message claim is not used.",
              "evidenceIds": [
                "t3-chat:t3-chat:faq-usage",
                "t3-chat:t3-chat:billing-change"
              ]
            },
            {
              "id": "add_ons",
              "question": "Which features cost extra?",
              "support": "partial",
              "answer": "Customer OpenRouter/OpenAI API keys incur direct provider charges. Staff says a top-up product has not been offered since the new billing model and options are only being considered.",
              "evidenceIds": [
                "t3-chat:t3-chat:premier",
                "t3-chat:t3-chat:overage",
                "t3-chat:t3-chat:byok-openai"
              ]
            },
            {
              "id": "overage",
              "question": "What do usage beyond limits and premium models cost?",
              "support": "partial",
              "answer": "The Overage bucket is a monthly included-usage bucket, not an established published dollar-per-token overage tariff. Extra usage via own keys is billed by the customer provider; current model/route tariffs are not fully mapped.",
              "evidenceIds": [
                "t3-chat:t3-chat:faq-usage",
                "t3-chat:t3-chat:premier"
              ]
            }
          ],
          "limitations": [
            "Staff pricing replies are first-party but undated; current checkout amounts and tax/plan availability were not observed."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:billing-change",
            "t3-chat:t3-chat:premier",
            "t3-chat:t3-chat:faq-usage",
            "t3-chat:t3-chat:price-visibility",
            "t3-chat:t3-chat:overage",
            "t3-chat:t3-chat:byok-openai"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:VEN-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Multiplying individual list prices yields conditional licence floors, not a verified organization quote or usage-complete TCO.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Conditional independent Pro/Premier account multiplication; no organization plan verified",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_200",
              "question": "Year-one cost at 200 users?",
              "support": "partial",
              "answer": "ALM-14 shared cost assumptions v1.4,2026-10-21:12 months,list prices,exVAT,no negotiated discounts;60% light100/30% regular400/10% power1500 messages/user/month =>330,each3000 input+600 output tokens incl retrieval. Vendor subscription usage remains subject to cost/refill limits; no fixed default/recommended model or complete tariff is published, so coverage and variable extra cost stay unknown. ECB2026-10-20 EUR1=USD1.1215=CHF0.9237; divideUSD by1.1215 then multiplyEUR by0.9237. For200 separate accounts: Pro from USD19,200/EUR17,119.93/CHF15,813.68 + unknown; Premier reference USD120,000/EUR106,999.55/CHF98,835.49 + unknown. Bulk purchase and business-governance fit unverified.",
              "evidenceIds": [
                "t3-chat:t3-chat:billing-change",
                "t3-chat:t3-chat:premier",
                "t3-chat:t3-chat:faq-usage",
                "t3-chat:t3-chat:fx"
              ]
            },
            {
              "id": "cost_1000",
              "question": "Year-one cost at 1,000 users?",
              "support": "partial",
              "answer": "Same assumptions,1000 separate accounts: Pro from USD96,000/EUR85,599.64/CHF79,068.39 + unknown; Premier reference USD600,000/EUR534,997.77/CHF494,177.44 + unknown. Not a1000-seat quote.",
              "evidenceIds": [
                "t3-chat:t3-chat:billing-change",
                "t3-chat:t3-chat:premier",
                "t3-chat:t3-chat:faq-usage",
                "t3-chat:t3-chat:fx"
              ]
            },
            {
              "id": "cost_5000",
              "question": "Year-one cost at 5,000 users?",
              "support": "partial",
              "answer": "Same assumptions,5000 separate accounts: Pro from USD480,000/EUR427,998.22/CHF395,341.95 + unknown; Premier reference USD3,000,000/EUR2,674,988.85/CHF2,470,887.20 + unknown. Not a5000-seat quote.",
              "evidenceIds": [
                "t3-chat:t3-chat:billing-change",
                "t3-chat:t3-chat:premier",
                "t3-chat:t3-chat:faq-usage",
                "t3-chat:t3-chat:fx"
              ]
            },
            {
              "id": "variable_share",
              "question": "Which part depends on usage?",
              "support": "partial",
              "answer": "Included usage consumes a cost meter with no complete published tariff/default model. For an optional direct-provider BYOK comparison only, the shared gpt-6-luna effort-none Standard proxy is USD0.10 input/USD0.50 output per1M and USD2.376/user/year at the shared mix, excluding cache/tools/embeddings/regional uplift. This exact model/route is not verified selectable in T3 and is not added to the subscription floor as though it were a vendor tariff.",
              "evidenceIds": [
                "t3-chat:t3-chat:faq-usage",
                "t3-chat:t3-chat:openai-price",
                "t3-chat:t3-chat:openai-model"
              ]
            },
            {
              "id": "unknown_parts",
              "question": "Which costs could not be priced?",
              "support": "supported",
              "answer": "Unpriced: enterprise/bulk entitlement, organization features, exact current checkout prices, model availability and complete token/search/file tariff, whether the shared workload fits refill quotas, direct-provider/OpenRouter route charges, regional processing and support/implementation. No assumed wholesale discount or model-cost subsidy.",
              "evidenceIds": [
                "t3-chat:t3-chat:premier",
                "t3-chat:t3-chat:price-visibility",
                "t3-chat:t3-chat:faq-usage",
                "t3-chat:t3-chat:byok-router"
              ]
            }
          ],
          "limitations": [
            "Known price floor + unknown components; no complete year-one TCO, seat commitment or sufficient-usage guarantee."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:billing-change",
            "t3-chat:t3-chat:premier",
            "t3-chat:t3-chat:faq-usage",
            "t3-chat:t3-chat:fx",
            "t3-chat:t3-chat:openai-price",
            "t3-chat:t3-chat:openai-model",
            "t3-chat:t3-chat:price-visibility",
            "t3-chat:t3-chat:byok-router"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:VEN-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Free usage is in the Terms; a business-specific trial and enterprise evaluation path remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Free, Pro and Premier evidence; no organizational plan or entitlement established",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "free_tier",
              "question": "Is there a free tier for business use?",
              "support": "partial",
              "answer": "Terms say services are free up to unspecified usage limits and paid resources may be required. Organizational acceptance is allowed, but no free business admin entitlement is established.",
              "evidenceIds": [
                "t3-chat:t3-chat:terms"
              ]
            },
            {
              "id": "self_serve_trial",
              "question": "Is a self-serve business trial available?",
              "support": "unknown",
              "answer": "Is a self-serve business trial available? No timed self-serve business trial, SSO/connector/admin trial entitlement or enterprise evaluation agreement was retrieved. No account was created.",
              "evidenceIds": []
            },
            {
              "id": "trial_scope",
              "question": "Do trials include SSO, connectors and admin features?",
              "support": "unknown",
              "answer": "Do trials include SSO, connectors and admin features? No timed self-serve business trial, SSO/connector/admin trial entitlement or enterprise evaluation agreement was retrieved. No account was created.",
              "evidenceIds": []
            },
            {
              "id": "sales_gate",
              "question": "Does meaningful evaluation require sales contact?",
              "support": "partial",
              "answer": "A public browser service and free-limited offer are documented; business-specific meaningful evaluation and any sales gate cannot be determined without an established business offer.",
              "evidenceIds": [
                "t3-chat:t3-chat:terms"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:terms"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:VEN-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Individual monthly upgrades/downgrades are documented; business minimums and European invoicing remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Free, Pro and Premier evidence; no organizational plan or entitlement established",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "minimum_commitment",
              "question": "What seat or spend minimum applies?",
              "support": "partial",
              "answer": "The public evidence concerns individual accounts and monthly prices, not a minimum team-seat/spend commitment.",
              "evidenceIds": [
                "t3-chat:t3-chat:terms",
                "t3-chat:t3-chat:premier"
              ]
            },
            {
              "id": "contract_length",
              "question": "What contract lengths are offered?",
              "support": "supported",
              "answer": "Vendor replies confirm monthly Premier pricing and billing periods; no signed annual or business-term offer was retrieved.",
              "evidenceIds": [
                "t3-chat:t3-chat:premier"
              ]
            },
            {
              "id": "cancellation",
              "question": "How can the contract be cancelled or reduced?",
              "support": "supported",
              "answer": "Terms permit account cancellation at any time without refunds. Staff says upgrades take effect immediately and downgrades at the billing-period end.",
              "evidenceIds": [
                "t3-chat:t3-chat:terms",
                "t3-chat:t3-chat:premier"
              ]
            },
            {
              "id": "local_invoicing",
              "question": "Can it be invoiced in CHF or EUR from a European entity?",
              "support": "unknown",
              "answer": "Can it be invoiced in CHF or EUR from a European entity? No team minimum, European contracting entity or CHF/EUR invoice entitlement was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "transparency_class",
              "question": "Is pricing transparent, partial, quote-only or unknown?",
              "support": "supported",
              "answer": "Partial: some individual prices are confirmed in undated staff replies, complete final checkout requires billing information, quotas are not a public token tariff, and a business offer remains unverified.",
              "evidenceIds": [
                "t3-chat:t3-chat:price-visibility",
                "t3-chat:t3-chat:premier",
                "t3-chat:t3-chat:faq-usage"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:terms",
            "t3-chat:t3-chat:premier",
            "t3-chat:t3-chat:price-visibility",
            "t3-chat:t3-chat:faq-usage"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:VEN-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The hosted service is proprietary; clone hackathons and T3 Code are separate products.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Free, Pro and Premier evidence; no organizational plan or entitlement established",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "licence_type",
              "question": "Which licence applies to each component?",
              "support": "supported",
              "answer": "Terms grant a personal nonassignable service licence and prohibit copying, modification, reverse engineering and source extraction, subject to third-party software rights.",
              "evidenceIds": [
                "t3-chat:t3-chat:terms"
              ]
            },
            {
              "id": "branding_restrictions",
              "question": "Do licence terms restrict branding or user counts?",
              "support": "supported",
              "answer": "Terms reserve vendor trademarks and prohibit sublicensing/renting/providing service access to others; each account is personal and cannot be shared.",
              "evidenceIds": [
                "t3-chat:t3-chat:terms"
              ]
            },
            {
              "id": "enterprise_features_closed",
              "question": "Are enterprise features in a separate closed edition?",
              "support": "unknown",
              "answer": "Are enterprise features in a separate closed edition? No supported self-host licence, open-source core/enterprise split or enterprise edition licence was retrieved. Public third-party clones are not licensed distributions of the hosted product.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:terms"
          ]
        }
      ]
    },
    {
      "id": "VEN-06",
      "title": "Data export and exit",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Record admin export of chats, assistants, knowledge bases, prompts and audit logs, formats, export completeness, user self-export, and what survives contract end. Run an admin export on a trial. Exported chats alone do not make assistants and knowledge portable.",
      "questions": [
        {
          "id": "chat_export",
          "question": "Can admins export all chats?"
        },
        {
          "id": "assistant_export",
          "question": "Can assistants and prompts be exported in a reusable format?"
        },
        {
          "id": "knowledge_export",
          "question": "Can knowledge bases and their sources be exported?"
        },
        {
          "id": "export_format",
          "question": "Are formats documented and machine-readable?"
        },
        {
          "id": "post_termination_window",
          "question": "How long can data be retrieved after termination?"
        }
      ],
      "products": [
        {
          "productId": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:VEN-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Terms require pre-termination export, but a documented organizational export package was not established.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Free, Pro and Premier evidence; no organizational plan or entitlement established",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_export",
              "question": "Can admins export all chats?",
              "support": "unknown",
              "answer": "Can admins export all chats? No first-party complete-admin-chat export procedure/format, reusable assistant/prompt export or KB/source export was retrieved. Community migration scripts and export comments are leads, not supported portability guarantees.",
              "evidenceIds": []
            },
            {
              "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? No first-party complete-admin-chat export procedure/format, reusable assistant/prompt export or KB/source export was retrieved. Community migration scripts and export comments are leads, not supported portability guarantees.",
              "evidenceIds": []
            },
            {
              "id": "knowledge_export",
              "question": "Can knowledge bases and their sources be exported?",
              "support": "unknown",
              "answer": "Can knowledge bases and their sources be exported? No first-party complete-admin-chat export procedure/format, reusable assistant/prompt export or KB/source export was retrieved. Community migration scripts and export comments are leads, not supported portability guarantees.",
              "evidenceIds": []
            },
            {
              "id": "export_format",
              "question": "Are formats documented and machine-readable?",
              "support": "unknown",
              "answer": "Are formats documented and machine-readable? No first-party complete-admin-chat export procedure/format, reusable assistant/prompt export or KB/source export was retrieved. Community migration scripts and export comments are leads, not supported portability guarantees.",
              "evidenceIds": []
            },
            {
              "id": "post_termination_window",
              "question": "How long can data be retrieved after termination?",
              "support": "partial",
              "answer": "Users must export before termination. If the vendor terminates for convenience it will endeavor to allow a reasonable retrieval opportunity; no fixed post-termination window is guaranteed.",
              "evidenceIds": [
                "t3-chat:t3-chat:terms"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:terms"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:VEN-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Email support and official feedback are public, without a retrieved SLA or regional-language contract.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Free, Pro and Premier evidence; no organizational plan or entitlement established",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "support_channels",
              "question": "Which support channels are available on each plan?",
              "support": "supported",
              "answer": "The FAQ lists a support email and official feature/bug board; plan-specific response targets are not published there.",
              "evidenceIds": [
                "t3-chat:t3-chat:faq-support"
              ]
            },
            {
              "id": "support_languages",
              "question": "Is support available in German, French or Italian?",
              "support": "unknown",
              "answer": "Is support available in German, French or Italian? No German/French/Italian support commitment, credit-bearing uptime SLA or verified public status/history service was retrieved. Guessed status.t3.chat failed certificate validation; no incident conclusion follows.",
              "evidenceIds": []
            },
            {
              "id": "regional_presence",
              "question": "Is there a DACH or Swiss entity, team or partner?",
              "support": "partial",
              "answer": "The vendor publishes a San Francisco contact address. A DACH/Swiss entity, partner or support team was not established.",
              "evidenceIds": [
                "t3-chat:t3-chat:privacy"
              ]
            },
            {
              "id": "uptime_sla",
              "question": "Is there an uptime SLA with credits?",
              "support": "unknown",
              "answer": "Is there an uptime SLA with credits? No German/French/Italian support commitment, credit-bearing uptime SLA or verified public status/history service was retrieved. Guessed status.t3.chat failed certificate validation; no incident conclusion follows.",
              "evidenceIds": []
            },
            {
              "id": "status_page",
              "question": "Is there a public status page with history?",
              "support": "unknown",
              "answer": "Is there a public status page with history? No German/French/Italian support commitment, credit-bearing uptime SLA or verified public status/history service was retrieved. Guessed status.t3.chat failed certificate validation; no incident conclusion follows.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:faq-support",
            "t3-chat:t3-chat:privacy"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:VEN-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": []
        }
      ]
    }
  ],
  "sources": [
    {
      "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": "t3-chat:t3-chat:faq-training",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://t3.chat/faq",
      "title": "T3 Chat FAQ",
      "locator": "Do you use my data for training?",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The vendor says it does not train models, configures OpenAI/Anthropic/paid Google/OpenRouter no-training where possible, labels exceptions and makes BYOK customers responsible for settings."
    },
    {
      "id": "t3-chat:t3-chat:billing-change",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://feedback.t3.chat/p/t3-feels-nerfed-now",
      "title": "Usage model change",
      "locator": "Mark Florkowski Team replies",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Vendor replies confirm current cost-based usage and that an USD8 subscription can still use expensive models within cost limits."
    },
    {
      "id": "t3-chat:t3-chat:r2-paid-tier-controls",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://feedback.t3.chat/p/new-tier-in-between-pro-and-premier",
      "title": "Pro/Premier vendor replies",
      "locator": "Mark Florkowski Team: cost explanation, OpenRouter direct billing, USD50 Premier and plan changes",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The vendor discusses USD8 Pro usage/search costs, optional OpenRouter keys and Premier USD50/month; this does not establish Free parity or a complete model matrix."
    },
    {
      "id": "t3-chat:t3-chat:r2-pro-context-byok",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://feedback.t3.chat/p/premium-requests-for-large-context-windows",
      "title": "Context and own-key controls",
      "locator": "Mark Florkowski Team replies on USD8 limits, higher tier, model switching and OpenRouter fallback",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Vendor replies document context restrictions on the USD8 tier and optional own-key fallback without publishing a complete current model/file matrix."
    },
    {
      "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": "t3-chat:t3-chat:changelog",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://feedback.t3.chat/p/changelog-of-new-features",
      "title": "Changelog of new features",
      "locator": "Planned status and Mark Florkowski Team reply",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A vendor reply says major-feature changelog is in Discord and a website version is intended; the website request remains Planned."
    },
    {
      "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": "t3-chat:t3-chat:faq-usage",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://t3.chat/faq",
      "title": "T3 Chat FAQ",
      "locator": "How does the usage meter work?",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Base refills every four hours and Overage monthly; usage reserves then settles request cost and blocks until refill when both are depleted. Example20/200 points are illustrative, not published quota sizes."
    },
    {
      "id": "t3-chat:t3-chat:r2-premier-buckets",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://feedback.t3.chat/p/quickly-reaching-usage-limits-on-premier-plan",
      "title": "Premier usage-limit support",
      "locator": "Mark Florkowski Team reply explaining exhausted monthly overage and four-hour bucket",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The identifiable vendor reply specifically applies the FAQ bucket mechanics to a Premier account."
    },
    {
      "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": "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": "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": "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": "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": "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": "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": "t3-chat:t3-chat:faq-url",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://t3.chat/faq",
      "title": "T3 Chat FAQ",
      "locator": "Custom search URLs and query parameter table",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A new-chat URL selects a model, reasoning effort, search on/off, one to five searches, a profile and temporary/persisted storage mode."
    },
    {
      "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": "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": "t3-chat:t3-chat:api-request",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://feedback.t3.chat/p/allow-t3-chat-subscription-to-power-external-coding-agents-or",
      "title": "Subscription-backed API request",
      "locator": "Closed status and Mark Florkowski Team reply",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Staff rejects the economics of applying a T3 Chat subscription to external coding-agent/API usage; an official general chat API is not established."
    },
    {
      "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": "t3-chat:t3-chat:mobile",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://feedback.t3.chat/en/p/mobile-app-77",
      "title": "Mobile App",
      "locator": "Mark Florkowski, Team, pinned September10,2026 announcement",
      "sourceDate": "2026-09-10",
      "retrievedAt": "2026-10-21",
      "finding": "The vendor released an iOS TestFlight beta on September10,2026 and says Android beta is coming soon."
    },
    {
      "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": "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": "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": "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": "t3-chat:t3-chat:security",
      "productId": "t3-chat",
      "kind": "vendor-claimed",
      "url": "https://t3.chat/security-policy",
      "title": "T3 Chat security policy",
      "locator": "Data protection, authentication and disclosure program",
      "sourceDate": "2025-02-14",
      "retrievedAt": "2026-10-21",
      "finding": "The vendor asserts TLS, MFA support, secure sessions/access control and regular audits; no independent report or enterprise enforcement configuration is supplied."
    },
    {
      "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": "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": "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": "t3-chat:t3-chat:privacy",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://t3.chat/privacy-policy",
      "title": "T3 Chat privacy policy",
      "locator": "Sections1-7 and11",
      "sourceDate": "2025-05-31",
      "retrievedAt": "2026-10-21",
      "finding": "The policy covers user uploads, named hosting/model providers, no AI training, US/international processing and general disclosure practices."
    },
    {
      "id": "t3-chat:t3-chat:terms",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://t3.chat/terms-of-service",
      "title": "T3 Chat Terms of Service",
      "locator": "Sections1-6,9,19 and21",
      "sourceDate": "2025-11-15",
      "retrievedAt": "2026-10-21",
      "finding": "T3 Tools Inc permits organizational acceptance but each account is personal; proprietary restrictions, cancellation/export responsibilities and California dispute terms apply."
    },
    {
      "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": "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": "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": "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": "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": "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": "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": "t3-chat:t3-chat:overage",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://feedback.t3.chat/p/overage-bucket-refill-option",
      "title": "Overage bucket refill option",
      "locator": "Mark Florkowski Team reply",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The vendor says top-up refill has not been offered since the new billing model."
    },
    {
      "id": "t3-chat:t3-chat:premier",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://feedback.t3.chat/p/new-tier-in-between-pro-and-premier",
      "title": "Pro and Premier pricing discussion",
      "locator": "Mark Florkowski Team replies on price, OpenRouter, upgrades and downgrades",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The vendor confirms Premier USD50/month plus tax, immediate upgrades and end-period downgrades, and customer OpenRouter keys for direct usage billing."
    },
    {
      "id": "t3-chat:t3-chat:price-visibility",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://feedback.t3.chat/p/ability-to-see-paid-plan-price-without-going-into-checkout",
      "title": "Paid price visibility",
      "locator": "Mark Florkowski Team replies",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Staff says billing information is needed for final tax-inclusive pricing; no checkout was completed."
    },
    {
      "id": "t3-chat:t3-chat:byok-openai",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://feedback.t3.chat/p/enable-byo-api-key-for-gpt-5-and-gpt-5",
      "title": "OpenAI BYOK",
      "locator": "Mark Florkowski Team reply",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Staff confirms GPT5 BYOK and recommends fallback priority plus a verified OpenAI organization or removing the key; this is historical model-specific setup, not a complete current model list."
    },
    {
      "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": "t3-chat:t3-chat:byok-router",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://feedback.t3.chat/p/let-openrouter-keys-work-with-more-models",
      "title": "OpenRouter model coverage",
      "locator": "Completed label versus Mark Florkowski Team reply",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The request is marked Completed but the staff reply says those routes do not use OpenRouter and universal rerouting requires future changes."
    },
    {
      "id": "t3-chat:t3-chat:fx",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml",
      "title": "ECB reference exchange rates",
      "locator": "Cube time2026-10-20",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "EUR1 equals USD1.1215 and CHF0.9237."
    },
    {
      "id": "t3-chat:t3-chat:openai-price",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://developers.openai.com/api/docs/pricing",
      "title": "OpenAI API pricing",
      "locator": "Standard short-context gpt-6-luna row",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The shared direct-provider proxy uses USD0.10 input/USD0.50 output per million tokens; T3 availability of this exact route is unverified."
    },
    {
      "id": "t3-chat:t3-chat:openai-model",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://developers.openai.com/api/docs/models/gpt-6-luna",
      "title": "GPT-6 Luna documentation",
      "locator": "Reasoning effort options",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The shared direct-provider proxy uses lowest effort none; this is not a verified T3 default or model-menu entry."
    },
    {
      "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": "t3-chat:t3-chat:faq-support",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://t3.chat/faq",
      "title": "T3 Chat FAQ",
      "locator": "Feature requests and support",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The FAQ links its official feedback board and lists support email."
    },
    {
      "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."
    }
  ]
}
