{
  "schemaVersion": 1,
  "rubricVersion": "1.1",
  "kind": "pair",
  "slug": "chatgpt-vs-mistral-vibe",
  "canonicalUrl": "https://onaihq.com/compare/agents/chatgpt-vs-mistral-vibe/",
  "markdownUrl": "https://onaihq.com/compare/agents/chatgpt-vs-mistral-vibe/index.md",
  "dataUrl": "https://onaihq.com/compare/agents/chatgpt-vs-mistral-vibe/data.json",
  "generatedAt": "2026-10-27",
  "lastCheckedAt": "2026-10-26",
  "lastCrossCheckedAt": "2026-10-26",
  "nextCheckAt": "2026-12-20",
  "publisher": {
    "name": "onAI",
    "url": "https://onaihq.com",
    "marketParticipant": true,
    "editorialControl": "onAI selects the products, rubric, sources and wording, including for comparisons that do not include onAI.",
    "disclosure": "Published by onAI. onAI also sells one of the products compared here. Findings about other products link to public sources so you can check them; statements about onAI are marked as stated by onAI."
  },
  "products": [
    {
      "id": "chatgpt",
      "name": "ChatGPT Business / Enterprise",
      "website": "https://chatgpt.com/business",
      "repository": null,
      "pageUrl": "https://onaihq.com/compare/agents/products/chatgpt/",
      "lifecycle": {
        "status": "sunset",
        "note": "The current custom-GPT FAQ says the transition affects all ChatGPT plans and schedules retirement for December 11, 2026, subject to account/workspace-specific notices. Qualified Enterprise deferrals may extend to February 11, 2027. Enterprise creation/publishing restrictions are separate from retirement.",
        "scope": "Custom GPTs on Business and Enterprise within this profile, according to each workspace notice. The FAQ also covers other plans. This is not a shutdown of ChatGPT, Work, plugins or the workspace service.",
        "continuation": "Migration to plugins. Under the planned workflow, GPT instructions become a skill, knowledge files become reference files, and connected apps are added; model choice, custom actions and sharing settings do not automatically transfer. Follow the affected workspace notice and test the replacement.",
        "announcementDate": null,
        "serviceEndDate": "2026-12-11",
        "checkedAt": "2026-10-26",
        "crossCheckedAt": "2026-10-26",
        "nextCheckAt": "2026-12-20",
        "evidenceIds": [
          "chatgpt:oa-gpt-migration-r2-20261026",
          "chatgpt:oa-enterprise-notes-20261026"
        ]
      },
      "surfaces": [
        {
          "id": "chatgpt-web",
          "name": "ChatGPT Business and Enterprise web workspaces",
          "type": "web-app"
        },
        {
          "id": "chatgpt-clients",
          "name": "ChatGPT desktop and mobile clients",
          "type": "native-app"
        },
        {
          "id": "chatgpt-apps",
          "name": "ChatGPT connected apps and custom MCP apps",
          "type": "integration"
        },
        {
          "id": "chatgpt-work",
          "name": "ChatGPT Work and team tasks, distinct from regular Chat and coding-only Codex",
          "type": "agent-workspace"
        },
        {
          "id": "chatgpt-office",
          "name": "Official Microsoft Office and Google Sheets add-ins where stated",
          "type": "suite-addin"
        }
      ],
      "sourcedClaimCount": 49,
      "statedByVendorCount": 0,
      "crossCheckedClaimCount": 49,
      "sourcedOnlyClaimCount": 0,
      "oldestCheckedAt": "2026-10-21",
      "lastCheckedAt": "2026-10-26"
    },
    {
      "id": "mistral-vibe",
      "name": "Mistral Vibe",
      "website": "https://mistral.ai/products/vibe/",
      "repository": null,
      "pageUrl": "https://onaihq.com/compare/agents/products/mistral-vibe/",
      "lifecycle": {
        "status": "sunset",
        "note": "The legacy hosted Chat tab and its Chat Agents are being removed progressively as accounts migrate to unified Vibe Work. Enterprise migration began October 1, 2026 with an approximately six-month administrator window; no fixed final end date was published in the inspected release.",
        "scope": "Legacy hosted Vibe Chat tab and Chat-created Agents only; not Vibe Work, Vibe Code, Mistral API or customer-deployed models.",
        "continuation": "Vibe Work continues with Skills; the rename preserves accounts, plans and conversations.",
        "announcementDate": "2026-09-22",
        "serviceEndDate": null,
        "checkedAt": "2026-10-21",
        "crossCheckedAt": "2026-10-26",
        "nextCheckAt": "2026-12-20",
        "evidenceIds": [
          "mistral-vibe:mistral-vibe:m-release-notes",
          "mistral-vibe:mistral-vibe:m-legacy-agents",
          "mistral-vibe:mistral-vibe:m-rename"
        ]
      },
      "surfaces": [
        {
          "id": "vibe-work-web",
          "name": "Hosted Vibe Work web app after migration",
          "type": "web"
        },
        {
          "id": "vibe-chat-legacy",
          "name": "Legacy Vibe Chat during enterprise migration",
          "type": "web"
        },
        {
          "id": "vibe-mobile",
          "name": "Vibe iOS/Android apps",
          "type": "mobile"
        },
        {
          "id": "vibe-enterprise-private",
          "name": "Enterprise private Vibe deployment",
          "type": "private-platform"
        },
        {
          "id": "vibe-code-cli",
          "name": "Vibe Code CLI, separate coding scope",
          "type": "cli"
        }
      ],
      "sourcedClaimCount": 44,
      "statedByVendorCount": 0,
      "crossCheckedClaimCount": 44,
      "sourcedOnlyClaimCount": 0,
      "oldestCheckedAt": "2026-10-21",
      "lastCheckedAt": "2026-10-26"
    }
  ],
  "coverage": {
    "totalCriteria": 51,
    "sharedCrossCheckedCriteria": 44,
    "sharedSourcedCriteria": 44,
    "crossCheckedCriteriaByProduct": {
      "chatgpt": 49,
      "mistral-vibe": 44
    },
    "sourcedOnlyCriteriaByProduct": {
      "chatgpt": 0,
      "mistral-vibe": 0
    },
    "sourcedCriteriaByProduct": {
      "chatgpt": 49,
      "mistral-vibe": 44
    },
    "crossCheckedCriterionRows": 49,
    "sourcedOnlyCriterionRows": 0,
    "sourcedCriterionRows": 49,
    "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": "chatgpt",
          "claimId": "chatgpt:MOD-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business and Enterprise Chat use GPT6/Sol and Pro/Astra names; Work exposes a separate picker and model set.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-work"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "Business Standard/Premium Chat and Work; Enterprise/Edu model access only as specified in their dedicated model guide",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-work",
                "name": "ChatGPT Work and team tasks, distinct from regular Chat and coding-only Codex",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "providers",
              "question": "Which model providers are available?",
              "support": "supported",
              "answer": "These plan-specific Chat and Work catalogues use OpenAI models; connected apps are not additional chat-model providers.",
              "evidenceIds": [
                "chatgpt:oa-business-models-r2",
                "chatgpt:oa-enterprise-models-r2"
              ]
            },
            {
              "id": "current_models",
              "question": "Which current models are selectable on this plan?",
              "support": "partial",
              "answer": "Business and eligible Enterprise Chat: GPT6 at Instant–ExtraHigh is powered by GPT6 Sol; GPT6 Pro uses Astra. Business Work lists GPT6 Sol/6.1Sol/Luna, with other options only when enabled. Enterprise/Edu Work access also depends on rollout and roles. These are experience-specific names, not one universal picker.",
              "evidenceIds": [
                "chatgpt:oa-business-models-r2",
                "chatgpt:oa-enterprise-models-r2"
              ]
            },
            {
              "id": "user_choice",
              "question": "Can users pick the model per chat?",
              "support": "supported",
              "answer": "Business and Enterprise dedicated guides describe their Chat picker/effort choices; Work has a separate model/effort selector. Available options depend on seat/workspace/rollout.",
              "evidenceIds": [
                "chatgpt:oa-business-models-r2",
                "chatgpt:oa-enterprise-models-r2",
                "chatgpt:oa-work-r2"
              ]
            },
            {
              "id": "auto_routing",
              "question": "Does the product route between models automatically, and is the chosen model shown?",
              "support": "partial",
              "answer": "Business can add reasoning while Instant is selected and exposes Higher intelligence in Settings>General. Enterprise/Edu document workspace automatic-routing controls. Exact per-request routed identity was not observed.",
              "evidenceIds": [
                "chatgpt:oa-business-models-r2",
                "chatgpt:oa-enterprise-models-r2"
              ]
            },
            {
              "id": "multimodal_input",
              "question": "Which models accept images, audio or files?",
              "support": "partial",
              "answer": "Paid workspaces accept supported image/file/audio inputs; per-model modality mapping was not completely verified.",
              "evidenceIds": [
                "chatgpt:oa-files"
              ]
            }
          ],
          "limitations": [
            "Reconciliation: Work overview uses a broad not-in-regular-Chat sentence for its picker labels; dedicated Business/Enterprise Chat guides explicitly explain Sol powering the GPT6 Chat alias. GPT6.1Sol and Luna are not selectable in regular Chat.",
            "No tenant picker, per-model modality matrix or routing trace was observed."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-business-models-r2",
            "chatgpt:oa-enterprise-models-r2",
            "chatgpt:oa-work-r2",
            "chatgpt:oa-files"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:MOD-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Hosted Work exposes task-oriented Fast/Think behavior; a complete current per-plan named chat-model catalogue was not established.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Migrated Team and Enterprise hosted Work; no arbitrary named-model picker entitlement asserted",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "providers",
              "question": "Which model providers are available?",
              "support": "partial",
              "answer": "Mistral powers core Vibe; images use Black Forest Labs and voice uses Voxtral. Named selectable core-chat models per plan were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-home-20261026",
                "mistral-vibe:mistral-vibe:m-image-20261026"
              ]
            },
            {
              "id": "current_models",
              "question": "Which current models are selectable on this plan?",
              "support": "unknown",
              "answer": "The API model list and pricing recommendations do not establish current models selectable in hosted Work/Chat for each plan. Search on 2026-10-26: https://mistral.ai/products/vibe/, https://docs.mistral.ai/vibe/work/image-generation.md, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "user_choice",
              "question": "Can users pick the model per chat?",
              "support": "partial",
              "answer": "The September 22 hosted release explicitly covers migrating Free, Pro, Teams and Enterprise accounts and documents Fast/Think choice in unified Work. These are reasoning modes, not arbitrary provider/model selection.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-release-notes-20261026",
                "mistral-vibe:mistral-vibe:plan-matrix-20261026"
              ]
            },
            {
              "id": "auto_routing",
              "question": "Does the product route between models automatically, and is the chosen model shown?",
              "support": "unknown",
              "answer": "Work chooses tools automatically, but model-routing rules and display of the chosen model were not established. Search on 2026-10-26: https://mistral.ai/products/vibe/, https://docs.mistral.ai/vibe/work/image-generation.md, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "multimodal_input",
              "question": "Which models accept images, audio or files?",
              "support": "partial",
              "answer": "Work accepts document/image and audio context; exact model-by-model capabilities were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files-20261026"
              ]
            }
          ],
          "limitations": [
            "providers: Mistral powers core Vibe; images use Black Forest Labs and voice uses Voxtral. Named selectable core-chat models per plan were not established.",
            "current_models: The API model list and pricing recommendations do not establish current models selectable in hosted Work/Chat for each plan. Search on 2026-10-26: https://mistral.ai/products/vibe/, https://docs.mistral.ai/vibe/work/image-generation.md, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
            "user_choice: The September 22 hosted release explicitly covers migrating Free, Pro, Teams and Enterprise accounts and documents Fast/Think choice in unified Work. These are reasoning modes, not arbitrary provider/model selection.",
            "auto_routing: Work chooses tools automatically, but model-routing rules and display of the chosen model were not established. Search on 2026-10-26: https://mistral.ai/products/vibe/, https://docs.mistral.ai/vibe/work/image-generation.md, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
            "multimodal_input: Work accepts document/image and audio context; exact model-by-model capabilities were not established."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-home-20261026",
            "mistral-vibe:mistral-vibe:m-image-20261026",
            "mistral-vibe:mistral-vibe:m-release-notes-20261026",
            "mistral-vibe:mistral-vibe:m-files-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "id": "MOD-02",
      "title": "Model freshness",
      "group": {
        "id": 1,
        "name": "Models"
      },
      "judgment": "Measure the days from a provider's general release to availability in the product for the last three major releases from OpenAI, Anthropic and Google (and Mistral where offered). Use dated changelogs or observation. Record deprecation notice for retired models.",
      "questions": [
        {
          "id": "release_lag_days",
          "question": "What was the lag for each of the last three major releases, per provider?"
        },
        {
          "id": "changelog",
          "question": "Is there a dated public model changelog?"
        },
        {
          "id": "deprecation_notice",
          "question": "How much notice is given before a model is removed?"
        },
        {
          "id": "version_pinning",
          "question": "Can an admin keep an older model version?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:MOD-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dated release notes exist; a three-release provider/product lag series remains unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "release_lag_days",
              "question": "What was the lag for each of the last three major releases, per provider?",
              "support": "unknown",
              "answer": "What was the lag for each of the last three major releases, per provider? Unverified after checking OpenAI Business/Enterprise documentation, current model and app pages, service agreement and release notes retrieved 2026-10-21; no paid workspace or shared fixture.",
              "evidenceIds": []
            },
            {
              "id": "changelog",
              "question": "Is there a dated public model changelog?",
              "support": "supported",
              "answer": "Business and Enterprise/Edu have dated release notes.",
              "evidenceIds": [
                "chatgpt:oa-business-notes",
                "chatgpt:oa-enterprise-notes"
              ]
            },
            {
              "id": "deprecation_notice",
              "question": "How much notice is given before a model is removed?",
              "support": "unknown",
              "answer": "No universal model-removal notice or three current model retirement examples were established from the checked release notes. Planned custom-GPT retirement is recorded separately in roadmapReview.",
              "evidenceIds": []
            },
            {
              "id": "version_pinning",
              "question": "Can an admin keep an older model version?",
              "support": "partial",
              "answer": "Both current Business and Enterprise model guides say an explicit GPT5.6Sol selection remains during the GPT6 rollout. This is preserved selection, not indefinite administrator version pinning.",
              "evidenceIds": [
                "chatgpt:oa-business-models-r2",
                "chatgpt:oa-enterprise-models-r2"
              ]
            }
          ],
          "limitations": [
            "No three-release provider/product lag series or general guaranteed model-removal notice period was established.",
            "Retained explicit model selection is documented separately for Business and Enterprise; no permanent pinned-service promise."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-business-notes",
            "chatgpt:oa-enterprise-notes",
            "chatgpt:oa-business-models-r2",
            "chatgpt:oa-enterprise-models-r2"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:MOD-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public product and model changelogs exist; Vibe model lag and version-pinning remain unverified.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "release_lag_days",
              "question": "What was the lag for each of the last three major releases, per provider?",
              "support": "unknown",
              "answer": "Unknown. The API/model lifecycle pages cannot establish hosted Vibe chat release lag, notice guarantees or admin model pinning; no three-release app availability dataset was obtained.",
              "evidenceIds": []
            },
            {
              "id": "changelog",
              "question": "Is there a dated public model changelog?",
              "support": "supported",
              "answer": "Mistral publishes dated model/API changes and separate shipped Vibe/Admin release notes.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-releases",
                "mistral-vibe:mistral-vibe:m-release-notes"
              ]
            },
            {
              "id": "deprecation_notice",
              "question": "How much notice is given before a model is removed?",
              "support": "unknown",
              "answer": "Unknown. The API/model lifecycle pages cannot establish hosted Vibe chat release lag, notice guarantees or admin model pinning; no three-release app availability dataset was obtained.",
              "evidenceIds": []
            },
            {
              "id": "version_pinning",
              "question": "Can an admin keep an older model version?",
              "support": "unknown",
              "answer": "Unknown. The API/model lifecycle pages cannot establish hosted Vibe chat release lag, notice guarantees or admin model pinning; no three-release app availability dataset was obtained.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: release_lag_days, deprecation_notice, version_pinning."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-releases",
            "mistral-vibe:mistral-vibe:m-release-notes"
          ]
        }
      ]
    },
    {
      "id": "MOD-03",
      "title": "Bring-your-own keys and provider contracts",
      "group": {
        "id": 1,
        "name": "Models"
      },
      "judgment": "Record customer-held API keys, customer cloud accounts (Azure OpenAI, Bedrock, Vertex), and aggregator routes (OpenRouter, LiteLLM) as separate routes. Record what still works without a vendor-provided model, whether prices change with BYO, and documented restrictions. API-key support does not imply support for the customer's own Azure contract.",
      "questions": [
        {
          "id": "own_api_keys",
          "question": "Can the customer use its own provider API keys?"
        },
        {
          "id": "own_cloud_contract",
          "question": "Can it use its own Azure OpenAI, Bedrock or Vertex deployment?"
        },
        {
          "id": "custom_endpoint",
          "question": "Can an admin add any OpenAI-compatible endpoint?"
        },
        {
          "id": "byo_pricing",
          "question": "Does BYO change the licence price?"
        },
        {
          "id": "byo_restrictions",
          "question": "Which features stop working with BYO?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt: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": "mistral-vibe",
          "claimId": "mistral-vibe:MOD-03",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "MOD-04",
      "title": "Local and self-hosted models",
      "group": {
        "id": 1,
        "name": "Models"
      },
      "judgment": "Record support for models running in the customer's environment (vLLM, Ollama, TGI or similar) and which features work with them: chat, RAG, tools, embeddings. Distinguish a documented, supported route from a generic endpoint that happens to work.",
      "questions": [
        {
          "id": "self_hosted_chat",
          "question": "Can chat use a customer-hosted model?"
        },
        {
          "id": "self_hosted_embeddings",
          "question": "Can retrieval use customer-hosted embeddings?"
        },
        {
          "id": "feature_parity",
          "question": "Which features fail with self-hosted models?"
        },
        {
          "id": "vendor_hosted_open_models",
          "question": "Does the vendor host open-weight models in EU/CH?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:MOD-04",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:MOD-04",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "MOD-05",
      "title": "Model control and usage limits",
      "group": {
        "id": 1,
        "name": "Models"
      },
      "judgment": "Record admin allow-lists per group, default models, restrictions on which models may see which data, and per-user rate or fair-use limits. Test one restriction with two users in different groups. Record limits as enforced stops, warnings or undocumented fair use.",
      "questions": [
        {
          "id": "model_allowlist_by_group",
          "question": "Can admins limit models per group?"
        },
        {
          "id": "data_bound_models",
          "question": "Can admins restrict which models receive connector or knowledge content?"
        },
        {
          "id": "default_model",
          "question": "Can admins set the default model?"
        },
        {
          "id": "user_limits",
          "question": "What per-user message or token limits apply, and are they published?"
        },
        {
          "id": "limit_behaviour",
          "question": "What happens when a limit is reached?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:MOD-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise model and default controls are documented; Business allowances depend on seat type.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "model_allowlist_by_group",
              "question": "Can admins limit models per group?",
              "support": "supported",
              "answer": "Enterprise/Edu model access uses workspace settings and RBAC; groups can receive roles.",
              "evidenceIds": [
                "chatgpt:oa-models",
                "chatgpt:oa-admin-quickstart"
              ]
            },
            {
              "id": "data_bound_models",
              "question": "Can admins restrict which models receive connector or knowledge content?",
              "support": "unknown",
              "answer": "Can admins restrict which models receive connector or knowledge content? Unverified after checking OpenAI Business/Enterprise documentation, current model and app pages, service agreement and release notes retrieved 2026-10-21; no paid workspace or shared fixture.",
              "evidenceIds": []
            },
            {
              "id": "default_model",
              "question": "Can admins set the default model?",
              "support": "supported",
              "answer": "Enterprise admins choose separate Chat and Work starting models/effort; defaults do not grant access.",
              "evidenceIds": [
                "chatgpt:oa-admin-settings"
              ]
            },
            {
              "id": "user_limits",
              "question": "What per-user message or token limits apply, and are they published?",
              "support": "partial",
              "answer": "Business Premium includes five times Standard usage and no five-hour cap; exact prompt count depends on task/model.",
              "evidenceIds": [
                "chatgpt:oa-business"
              ]
            },
            {
              "id": "limit_behaviour",
              "question": "What happens when a limit is reached?",
              "support": "partial",
              "answer": "Eligible work can draw workspace credits after included allowance; insufficient credits can stop credit-backed features.",
              "evidenceIds": [
                "chatgpt:oa-credit-controls"
              ]
            }
          ],
          "limitations": [
            "No two-group model or data-bound-model test was run. Virtually unlimited Enterprise messages do not imply zero-dollar usage under token-billed contracts."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-models",
            "chatgpt:oa-admin-quickstart",
            "chatgpt:oa-admin-settings",
            "chatgpt:oa-business",
            "chatgpt:oa-credit-controls"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:MOD-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Vibe publishes relative plan allowances and some fixed limits; per-group model policies remain open.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "model_allowlist_by_group",
              "question": "Can admins limit models per group?",
              "support": "unknown",
              "answer": "Unknown. Admin Workspace/tool controls were checked, but an enforced group-to-model allowlist, data-to-model rule or admin default chat model was not established.",
              "evidenceIds": []
            },
            {
              "id": "data_bound_models",
              "question": "Can admins restrict which models receive connector or knowledge content?",
              "support": "unknown",
              "answer": "Unknown. Admin Workspace/tool controls were checked, but an enforced group-to-model allowlist, data-to-model rule or admin default chat model was not established.",
              "evidenceIds": []
            },
            {
              "id": "default_model",
              "question": "Can admins set the default model?",
              "support": "unknown",
              "answer": "Unknown. Admin Workspace/tool controls were checked, but an enforced group-to-model allowlist, data-to-model rule or admin default chat model was not established.",
              "evidenceIds": []
            },
            {
              "id": "user_limits",
              "question": "What per-user message or token limits apply, and are they published?",
              "support": "partial",
              "answer": "The page gives relative multipliers and Team Flash Answers at 200/day versus Pro 150/day. An exhaustive exact Work limit table was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "limit_behaviour",
              "question": "What happens when a limit is reached?",
              "support": "partial",
              "answer": "Library processing exhaustion pauses new uploads while existing content stays usable; paid API/Code usage can stop or consume prepaid PAYG.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-libraries",
                "mistral-vibe:mistral-vibe:m-subscription"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: model_allowlist_by_group, data_bound_models, default_model."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-pricing",
            "mistral-vibe:mistral-vibe:m-libraries",
            "mistral-vibe:mistral-vibe:m-subscription"
          ]
        }
      ]
    },
    {
      "id": "KNOW-01",
      "title": "Files in chat",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "Record supported formats, size and count limits, scanned-PDF OCR, tables and spreadsheets, images inside documents, and whether a file is read in full or retrieved in chunks. Upload the shared fixture set (long German PDF, scanned contract, Excel with formulas, PowerPoint) and record failures.",
      "questions": [
        {
          "id": "formats",
          "question": "Which formats are accepted?"
        },
        {
          "id": "limits",
          "question": "What size and count limits apply per file and chat?"
        },
        {
          "id": "ocr",
          "question": "Are scanned PDFs read?"
        },
        {
          "id": "spreadsheets",
          "question": "Are Excel tables read with structure intact?"
        },
        {
          "id": "full_vs_chunked",
          "question": "Is the whole file used or only retrieved parts, and does the user see which?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:KNOW-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Formats and upload limits are documented; shared-fixture fidelity is untested.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "formats",
              "question": "Which formats are accepted?",
              "support": "supported",
              "answer": "DOCX/PDF/TXT, XLS/XLSX/CSV/TSV, PPTX and supported image/audio uploads.",
              "evidenceIds": [
                "chatgpt:oa-files"
              ]
            },
            {
              "id": "limits",
              "question": "What size and count limits apply per file and chat?",
              "support": "supported",
              "answer": "Documents 512 MB/2M tokens; spreadsheets about 50 MB; images 20 MB; up to 80 uploads/3 hours, subject to peak reductions.",
              "evidenceIds": [
                "chatgpt:oa-files"
              ]
            },
            {
              "id": "ocr",
              "question": "Are scanned PDFs read?",
              "support": "partial",
              "answer": "Enterprise PDF visual retrieval can process embedded visual content; other plans use text-based retrieval. A scanned-contract OCR test was not run.",
              "evidenceIds": [
                "chatgpt:oa-files"
              ]
            },
            {
              "id": "spreadsheets",
              "question": "Are Excel tables read with structure intact?",
              "support": "partial",
              "answer": "Python analysis accepts structured sheets; formula/structure fidelity was not tested.",
              "evidenceIds": [
                "chatgpt:oa-analysis"
              ]
            },
            {
              "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? Unverified after checking upload and analysis documentation; full/chunk selection and the long-PDF/scanned-contract/formula/PPT fixture were not observed.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: full_vs_chunked.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-files",
            "chatgpt:oa-analysis"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:KNOW-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Work accepts documents, tables, images and recordings; documentation does not replace a file-fidelity test.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "formats",
              "question": "Which formats are accepted?",
              "support": "supported",
              "answer": "PDF, Word, PowerPoint, Excel/CSV/ODS/Numbers, common images/text/code and email formats are listed.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files"
              ]
            },
            {
              "id": "limits",
              "question": "What size and count limits apply per file and chat?",
              "support": "unknown",
              "answer": "Unknown. The 100 MB/100-file limits are for Libraries; exact per-chat file byte/count limits were not established and were not copied across.",
              "evidenceIds": []
            },
            {
              "id": "ocr",
              "question": "Are scanned PDFs read?",
              "support": "partial",
              "answer": "Work describes extracting text from scanned-page images; complete multi-page scanned-PDF fidelity was not tested.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files"
              ]
            },
            {
              "id": "spreadsheets",
              "question": "Are Excel tables read with structure intact?",
              "support": "partial",
              "answer": "Excel/CSV analysis and paid spreadsheet editing are documented; formulas/structure were not tested against the shared workbook.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files",
                "mistral-vibe:mistral-vibe:m-sheets"
              ]
            },
            {
              "id": "full_vs_chunked",
              "question": "Is the whole file used or only retrieved parts, and does the user see which?",
              "support": "unknown",
              "answer": "Unknown. Files persist for the chat and Libraries are indexed, but exact full-file versus chunk selection and user-visible coverage were not verified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: limits, full_vs_chunked."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-files",
            "mistral-vibe:mistral-vibe:m-sheets"
          ]
        }
      ]
    },
    {
      "id": "KNOW-02",
      "title": "Knowledge bases and shared collections",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "Record curated document collections that persist across chats, who can create and share them, size limits, and how they attach to assistants. Distinguish personal, group and organisation-wide scope.",
      "questions": [
        {
          "id": "persistent_collections",
          "question": "Can users keep document collections across chats?"
        },
        {
          "id": "sharing_scope",
          "question": "Can collections be shared with users, groups or the whole organisation?"
        },
        {
          "id": "size_limits",
          "question": "What are the collection limits?"
        },
        {
          "id": "assistant_binding",
          "question": "Can collections be bound to an assistant?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:KNOW-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Projects and GPT knowledge persist curated content with sharing and file limits.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "persistent_collections",
              "question": "Can users keep document collections across chats?",
              "support": "supported",
              "answer": "Projects retain chats, files and instructions across related work.",
              "evidenceIds": [
                "chatgpt:oa-projects"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can collections be shared with users, groups or the whole organisation?",
              "support": "partial",
              "answer": "Shared projects expose project contents to admitted members and support group invitations where permitted; full entitlement matrix was not tested.",
              "evidenceIds": [
                "chatgpt:oa-projects"
              ]
            },
            {
              "id": "size_limits",
              "question": "What are the collection limits?",
              "support": "supported",
              "answer": "Business/Enterprise/Edu projects allow 40 files; a GPT can have up to 20 knowledge files.",
              "evidenceIds": [
                "chatgpt:oa-files"
              ]
            },
            {
              "id": "assistant_binding",
              "question": "Can collections be bound to an assistant?",
              "support": "supported",
              "answer": "GPTs can bind knowledge files; project chats can use GPTs under documented constraints.",
              "evidenceIds": [
                "chatgpt:oa-files",
                "chatgpt:oa-projects"
              ]
            }
          ],
          "limitations": [
            "Custom GPT retirement is planned for affected Enterprise workspaces; the dates are in the roadmap review."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-projects",
            "chatgpt:oa-files"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:KNOW-02",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "KNOW-03",
      "title": "Enterprise connectors",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "List each connector separately with plan, availability and setup owner: SharePoint, OneDrive, Outlook, Teams, Google Drive, Gmail, Confluence, Jira, Notion, Box, Salesforce, ServiceNow, file shares. Record whether the vendor or a third party (or the customer via MCP) provides it, and whether it needs admin consent. A connector listed on a roadmap or partner page is `announced`. An on-prem connector or gateway proves access to local data, not a self-hosted platform (DATA-02).",
      "questions": [
        {
          "id": "microsoft_365",
          "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?"
        },
        {
          "id": "google_workspace",
          "question": "Which Google sources are connected?"
        },
        {
          "id": "atlassian",
          "question": "Confluence and Jira?"
        },
        {
          "id": "other_systems",
          "question": "Which other business systems?"
        },
        {
          "id": "on_prem_sources",
          "question": "Can on-prem file shares or databases be connected?"
        },
        {
          "id": "connector_provider",
          "question": "Who builds and maintains each connector?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:KNOW-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Live apps and custom MCP connect business data; individual app entitlement and permission scope matter.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "microsoft_365",
              "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?",
              "support": "supported",
              "answer": "SharePoint covers supported SharePoint/OneDrive work content. Current Enterprise notes describe Teams and Outlook live-app controls.",
              "evidenceIds": [
                "chatgpt:oa-sharepoint",
                "chatgpt:oa-enterprise-notes"
              ]
            },
            {
              "id": "google_workspace",
              "question": "Which Google sources are connected?",
              "support": "partial",
              "answer": "Current app/release documentation includes Google Drive and Gmail event connections; permissions and region depend on the app.",
              "evidenceIds": [
                "chatgpt:oa-apps",
                "chatgpt:oa-team-tasks"
              ]
            },
            {
              "id": "atlassian",
              "question": "Confluence and Jira?",
              "support": "partial",
              "answer": "Business release notes list the Atlassian Rovo MCP connection for Jira, Confluence and Compass; current per-region rollout was not trialled.",
              "evidenceIds": [
                "chatgpt:oa-business-notes"
              ]
            },
            {
              "id": "other_systems",
              "question": "Which other business systems?",
              "support": "partial",
              "answer": "Slack is documented; Business app templates include GitHub Enterprise, Snowflake and Databricks. Box, Salesforce and ServiceNow details remain unverified.",
              "evidenceIds": [
                "chatgpt:oa-business-notes"
              ]
            },
            {
              "id": "on_prem_sources",
              "question": "Can on-prem file shares or databases be connected?",
              "support": "partial",
              "answer": "Custom remote MCP can reach private systems through a secure tunnel; named file-share/database coverage and deployment entitlement were not tested.",
              "evidenceIds": [
                "chatgpt:oa-mcp"
              ]
            },
            {
              "id": "connector_provider",
              "question": "Who builds and maintains each connector?",
              "support": "partial",
              "answer": "OpenAI-built, partner and customer MCP apps coexist; the responsible publisher must be checked per app.",
              "evidenceIds": [
                "chatgpt:oa-mcp"
              ]
            }
          ],
          "limitations": [
            "Microsoft Entra consent and ChatGPT app/action enablement are distinct. No connector list is treated as a passed retrieval test."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-sharepoint",
            "chatgpt:oa-enterprise-notes",
            "chatgpt:oa-apps",
            "chatgpt:oa-team-tasks",
            "chatgpt:oa-business-notes",
            "chatgpt:oa-mcp"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:KNOW-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Named featured connectors and a third-party MCP directory connect external data and actions; current pricing labels connectors beta.",
          "availability": "beta",
          "delivery": "official-integration",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team and Enterprise hosted Vibe Work after account migration; feature-specific beta/preview and Enterprise-only controls retained below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "microsoft_365",
              "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?",
              "support": "partial",
              "answer": "Featured sources list Outlook, Outlook Calendar and SharePoint Search API. Separate OneDrive/Teams connector entitlements were not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026"
              ]
            },
            {
              "id": "google_workspace",
              "question": "Which Google sources are connected?",
              "support": "partial",
              "answer": "The guide names Gmail, Google Calendar and Google Drive in Work context; exact Google Drive setup scope was not fully verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026",
                "mistral-vibe:mistral-vibe:m-files-20261026"
              ]
            },
            {
              "id": "atlassian",
              "question": "Confluence and Jira?",
              "support": "supported",
              "answer": "The featured Atlassian connector supports Confluence and Jira.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026"
              ]
            },
            {
              "id": "other_systems",
              "question": "Which other business systems?",
              "support": "supported",
              "answer": "Featured examples include Box, GitHub, Linear, Notion, Slack and Stripe; the remaining MCP directory is third-party.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026",
                "mistral-vibe:mistral-vibe:m-mcp-20261026"
              ]
            },
            {
              "id": "on_prem_sources",
              "question": "Can on-prem file shares or databases be connected?",
              "support": "unknown",
              "answer": "Custom MCP can point at reachable tools, but a supported on-prem file-share/database connector with verified network prerequisites was not established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/connectors.md, https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/connectors/mcp-connectors.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "connector_provider",
              "question": "Who builds and maintains each connector?",
              "support": "supported",
              "answer": "Featured integrations are Mistral-managed; custom/directory MCP servers are third-party/customer-operated and need admin setup.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026",
                "mistral-vibe:mistral-vibe:m-mcp-20261026"
              ]
            }
          ],
          "limitations": [
            "microsoft_365: Featured sources list Outlook, Outlook Calendar and SharePoint Search API. Separate OneDrive/Teams connector entitlements were not verified.",
            "google_workspace: The guide names Gmail, Google Calendar and Google Drive in Work context; exact Google Drive setup scope was not fully verified.",
            "on_prem_sources: Custom MCP can point at reachable tools, but a supported on-prem file-share/database connector with verified network prerequisites was not established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/connectors.md, https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/connectors/mcp-connectors.md. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-connectors-20261026",
            "mistral-vibe:mistral-vibe:m-files-20261026",
            "mistral-vibe:mistral-vibe:m-mcp-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "id": "KNOW-04",
      "title": "Permission-aware retrieval",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "Using two test users, verify that a restricted document in the fixture tenant is never cited or summarised for the user without access, including after a permission change. Record whether permissions are enforced at query time by the source system, mirrored into an index, or not enforced. Record the propagation delay of a revocation.",
      "questions": [
        {
          "id": "source_permissions_respected",
          "question": "Are source permissions enforced per user?"
        },
        {
          "id": "enforcement_point",
          "question": "Does the source system, a mirrored index or nothing enforce them?"
        },
        {
          "id": "revocation_delay",
          "question": "How quickly does a removed permission take effect?"
        },
        {
          "id": "admin_scope_controls",
          "question": "Can admins exclude sites, folders or labels?"
        },
        {
          "id": "sensitivity_labels",
          "question": "Are Microsoft Purview or similar labels respected?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:KNOW-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Connected sources inherit user permissions; plan entitlement for additional SharePoint site/label controls remains unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "Business/Enterprise/Edu Company Knowledge source permissions and app enablement; SharePoint policy controls require separate workspace enablement with plan eligibility unverified",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "source_permissions_respected",
              "question": "Are source permissions enforced per user?",
              "support": "supported",
              "answer": "Company Knowledge is documented for Business/Enterprise/Edu and retrieves only content the connected source account permits.",
              "evidenceIds": [
                "chatgpt:oa-company-r2"
              ]
            },
            {
              "id": "enforcement_point",
              "question": "Does the source system, a mirrored index or nothing enforce them?",
              "support": "partial",
              "answer": "Live SharePoint checks authorized Microsoft-account access and requires delegated Sites.Read.All/Files.Read.All; setup availability remains workspace-dependent.",
              "evidenceIds": [
                "chatgpt:oa-sharepoint-r2"
              ]
            },
            {
              "id": "revocation_delay",
              "question": "How quickly does a removed permission take effect?",
              "support": "unknown",
              "answer": "How quickly does a removed permission take effect? Unverified after checking live SharePoint and Company Knowledge docs; no two-user/revocation fixture.",
              "evidenceIds": []
            },
            {
              "id": "admin_scope_controls",
              "question": "Can admins exclude sites, folders or labels?",
              "support": "partial",
              "answer": "Owners/admins manage allowed apps/sources; Enterprise/Edu add RBAC/group controls. A separate enabled-workspace guide describes SharePoint site policies, but its complete plan matrix was not verified.",
              "evidenceIds": [
                "chatgpt:oa-company-r2",
                "chatgpt:oa-sharepoint-policy-r2"
              ]
            },
            {
              "id": "sensitivity_labels",
              "question": "Are Microsoft Purview or similar labels respected?",
              "support": "unknown",
              "answer": "The SharePoint policy guide describes label-GUID exclusions only after workspace enablement and does not name a complete plan matrix. Availability for Business or a particular Enterprise configuration remains unverified; no fixture was run.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Positive plan-scoped findings cover source-account permissions and app availability controls. Optional SharePoint policies are recorded as conditional documentation and an explicit entitlement gap.",
            "No two-user restricted-document, label-exclusion or revocation-latency test."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-company-r2",
            "chatgpt:oa-sharepoint-r2",
            "chatgpt:oa-sharepoint-policy-r2"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:KNOW-04",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "KNOW-05",
      "title": "Freshness and sync model",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "Record live (federated) search versus a copied index, sync interval, deletion propagation, and where the index is stored. Edit and delete one fixture document and record when answers change. A copied index adds storage location to DATA-01.",
      "questions": [
        {
          "id": "live_or_indexed",
          "question": "Is content searched live or copied into an index?"
        },
        {
          "id": "sync_interval",
          "question": "How often does an index refresh?"
        },
        {
          "id": "deletion_propagation",
          "question": "How quickly does a deleted document disappear?"
        },
        {
          "id": "index_location",
          "question": "Where is indexed content stored?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:KNOW-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise administrator-managed sync retired October16; supported real-time apps are the replacement route.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "Enterprise workspaces affected by the October16 administrator-managed sync retirement; no inferred Business retirement schedule",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "live_or_indexed",
              "question": "Is content searched live or copied into an index?",
              "support": "partial",
              "answer": "The Enterprise October16 notice retires administrator-managed sync and directs use of real-time GoogleDrive/SharePoint/Teams. Current Company Knowledge uses eligible apps; current residency guidance no longer specifies the older admin-indexing route. This does not prove every third-party app is index-free.",
              "evidenceIds": [
                "chatgpt:oa-enterprise-notes-r2",
                "chatgpt:oa-company-r2",
                "chatgpt:oa-residency-r2"
              ]
            },
            {
              "id": "sync_interval",
              "question": "How often does an index refresh?",
              "support": "unknown",
              "answer": "How often does an index refresh? Unverified after checking October 16 Enterprise notes and live SharePoint docs; app-specific refresh/deletion SLAs and index geography not verified.",
              "evidenceIds": []
            },
            {
              "id": "deletion_propagation",
              "question": "How quickly does a deleted document disappear?",
              "support": "unknown",
              "answer": "How quickly does a deleted document disappear? Unverified after checking October 16 Enterprise notes and live SharePoint docs; app-specific refresh/deletion SLAs and index geography not verified.",
              "evidenceIds": []
            },
            {
              "id": "index_location",
              "question": "Where is indexed content stored?",
              "support": "unknown",
              "answer": "Where is indexed content stored? Unverified after checking October 16 Enterprise notes and live SharePoint docs; app-specific refresh/deletion SLAs and index geography not verified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "The earlier indexing conflict was stale context: the rechecked Company Knowledge/residency articles now describe current app-based access. Historical configurations are outside this current Enterprise finding.",
            "Per-app synchronization, deletion timing and index geography remain unknown. No Business-wide retirement is inferred from Enterprise notes."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-enterprise-notes-r2",
            "chatgpt:oa-company-r2",
            "chatgpt:oa-residency-r2"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:KNOW-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Request-time featured connectors and indexed Knowledge Connectors are distinct; source deletions propagate after synchronization with no published interval.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team and Enterprise hosted Vibe Work after account migration; feature-specific beta/preview and Enterprise-only controls retained below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "live_or_indexed",
              "question": "Is content searched live or copied into an index?",
              "support": "supported",
              "answer": "Featured request-time connectors fetch live without a persistent connector index. Knowledge Connectors can separately index selected files, folders or libraries; uploaded Libraries persist their own content.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026",
                "mistral-vibe:mistral-vibe:m-libraries-20261026",
                "mistral-vibe:mistral-vibe:connector-data-controls-20261026",
                "mistral-vibe:mistral-vibe:plan-matrix-20261026"
              ]
            },
            {
              "id": "sync_interval",
              "question": "How often does an index refresh?",
              "support": "unknown",
              "answer": "No universal source-sync interval was established; live connectors and manually indexed Libraries must be distinguished. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/connectors.md, https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "deletion_propagation",
              "question": "How quickly does a deleted document disappear?",
              "support": "partial",
              "answer": "The connected-tool help article says source file/folder/library deletion propagates to the Knowledge Connector index after synchronization. Disabling a Knowledge Connector removes access and schedules index deletion. No bounded propagation or purge time is stated.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:connector-data-controls-20261026"
              ]
            },
            {
              "id": "index_location",
              "question": "Where is indexed content stored?",
              "support": "partial",
              "answer": "Libraries state European cloud storage; exact country, backup and embedding-processing regions were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-libraries-20261026"
              ]
            }
          ],
          "limitations": [
            "sync_interval: No universal source-sync interval was established; live connectors and manually indexed Libraries must be distinguished. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/connectors.md, https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer.",
            "deletion_propagation: The connected-tool help article says source file/folder/library deletion propagates to the Knowledge Connector index after synchronization. Disabling a Knowledge Connector removes access and schedules index deletion. No bounded propagation or purge time is stated.",
            "index_location: Libraries state European cloud storage; exact country, backup and embedding-processing regions were not established."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-connectors-20261026",
            "mistral-vibe:mistral-vibe:m-libraries-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026",
            "mistral-vibe:mistral-vibe:connector-data-controls-20261026"
          ]
        }
      ]
    },
    {
      "id": "KNOW-06",
      "title": "Grounding and retrieval quality",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "Run the shared question set over the fixture corpus: factual lookups, cross-document questions, German document with an English question, a question with no answer in the corpus. Record citation presence, link accuracy, correct answers and refusals to invent. Disclose model, settings, attempt count and failures. Single runs support a case study, not a ranking.",
      "questions": [
        {
          "id": "citations",
          "question": "Are answers linked to specific sources?"
        },
        {
          "id": "citation_accuracy",
          "question": "Do the cited passages support the answer?"
        },
        {
          "id": "cross_language",
          "question": "Does a question in one language find documents in another?"
        },
        {
          "id": "no_answer_behaviour",
          "question": "Does it say when the corpus has no answer?"
        },
        {
          "id": "observed_accuracy",
          "question": "How many of the question set were answered correctly?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:KNOW-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Source links are documented; shared-corpus grounding accuracy remains unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "citations",
              "question": "Are answers linked to specific sources?",
              "support": "partial",
              "answer": "Company Knowledge and SharePoint answers can include source links; presence is not guaranteed for every answer.",
              "evidenceIds": [
                "chatgpt:oa-company",
                "chatgpt:oa-sharepoint"
              ]
            },
            {
              "id": "citation_accuracy",
              "question": "Do the cited passages support the answer?",
              "support": "unknown",
              "answer": "Do the cited passages support the answer? Unverified after checking Company Knowledge/source-link docs; no factual, cross-document, cross-language or unanswerable-question fixture.",
              "evidenceIds": []
            },
            {
              "id": "cross_language",
              "question": "Does a question in one language find documents in another?",
              "support": "unknown",
              "answer": "Does a question in one language find documents in another? Unverified after checking Company Knowledge/source-link docs; no factual, cross-document, cross-language or unanswerable-question fixture.",
              "evidenceIds": []
            },
            {
              "id": "no_answer_behaviour",
              "question": "Does it say when the corpus has no answer?",
              "support": "unknown",
              "answer": "Does it say when the corpus has no answer? Unverified after checking Company Knowledge/source-link docs; no factual, cross-document, cross-language or unanswerable-question fixture.",
              "evidenceIds": []
            },
            {
              "id": "observed_accuracy",
              "question": "How many of the question set were answered correctly?",
              "support": "unknown",
              "answer": "How many of the question set were answered correctly? Unverified after checking Company Knowledge/source-link docs; no factual, cross-document, cross-language or unanswerable-question fixture.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "No answer accuracy, citation accuracy or refusal rate was measured."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-company",
            "chatgpt:oa-sharepoint"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:KNOW-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Library answers document numbered footnotes; measured multilingual grounding quality remains unknown.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team and Enterprise hosted Vibe Work after account migration; feature-specific beta/preview and Enterprise-only controls retained below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "citations",
              "question": "Are answers linked to specific sources?",
              "support": "supported",
              "answer": "Library responses use numbered footnotes to source passages and a Sources panel.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-libraries-20261026"
              ]
            },
            {
              "id": "citation_accuracy",
              "question": "Do the cited passages support the answer?",
              "support": "unknown",
              "answer": "No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "cross_language",
              "question": "Does a question in one language find documents in another?",
              "support": "unknown",
              "answer": "No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "no_answer_behaviour",
              "question": "Does it say when the corpus has no answer?",
              "support": "unknown",
              "answer": "No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "observed_accuracy",
              "question": "How many of the question set were answered correctly?",
              "support": "unknown",
              "answer": "No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "citation_accuracy: No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.",
            "cross_language: No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.",
            "no_answer_behaviour: No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.",
            "observed_accuracy: No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-libraries-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "id": "KNOW-07",
      "title": "Memory and personal context",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "Record personal custom instructions, cross-chat memory, project or workspace context, and user controls to view, edit, delete or disable memory. Record whether admins can disable memory organisation-wide.",
      "questions": [
        {
          "id": "custom_instructions",
          "question": "Can users set persistent instructions?"
        },
        {
          "id": "cross_chat_memory",
          "question": "Does the product remember facts across chats?"
        },
        {
          "id": "user_memory_controls",
          "question": "Can users view, edit and delete memories?"
        },
        {
          "id": "admin_memory_controls",
          "question": "Can admins turn memory off?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:KNOW-07",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Personal memory and project context have user and Enterprise role controls.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "custom_instructions",
              "question": "Can users set persistent instructions?",
              "support": "supported",
              "answer": "Custom instructions give persistent user guidance, separate from inferred memory.",
              "evidenceIds": [
                "chatgpt:oa-memory"
              ]
            },
            {
              "id": "cross_chat_memory",
              "question": "Does the product remember facts across chats?",
              "support": "supported",
              "answer": "Enabled memory can use remembered facts and prior-chat context; availability varies.",
              "evidenceIds": [
                "chatgpt:oa-memory"
              ]
            },
            {
              "id": "user_memory_controls",
              "question": "Can users view, edit and delete memories?",
              "support": "supported",
              "answer": "Users can inspect, correct or delete remembered information; source chats/files may need separate deletion.",
              "evidenceIds": [
                "chatgpt:oa-memory"
              ]
            },
            {
              "id": "admin_memory_controls",
              "question": "Can admins turn memory off?",
              "support": "supported",
              "answer": "Enterprise admins can manage supported shared/improved-memory permissions by role.",
              "evidenceIds": [
                "chatgpt:oa-admin-settings"
              ]
            }
          ],
          "limitations": [],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-memory",
            "chatgpt:oa-admin-settings"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:KNOW-07",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Migrated Work uses personal Knowledge Base and persistent instructions, with user and admin controls.",
          "availability": "beta",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Migrated Team/Enterprise hosted Work; personal Knowledge Base public preview, organization/workspace controls as documented",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "custom_instructions",
              "question": "Can users set persistent instructions?",
              "support": "supported",
              "answer": "Persistent account instructions specify role, tone and format; Projects can carry their own instructions.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-instructions-20261026",
                "mistral-vibe:mistral-vibe:m-projects-20261026"
              ]
            },
            {
              "id": "cross_chat_memory",
              "question": "Does the product remember facts across chats?",
              "support": "supported",
              "answer": "Work Knowledge Base retrieves saved knowledge across tasks; it replaces legacy Memories as accounts migrate.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-memory-20261026",
                "mistral-vibe:mistral-vibe:m-release-notes-20261026"
              ]
            },
            {
              "id": "user_memory_controls",
              "question": "Can users view, edit and delete memories?",
              "support": "supported",
              "answer": "Users can browse/edit/delete/export knowledge and disable its use; disabling does not erase saved entries.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-memory-20261026"
              ]
            },
            {
              "id": "admin_memory_controls",
              "question": "Can admins turn memory off?",
              "support": "supported",
              "answer": "Admins can disable Knowledge and constrain sensitive-data saving at organization/Workspace scope.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-memory-20261026",
                "mistral-vibe:mistral-vibe:m-adminvibe-20261026"
              ]
            }
          ],
          "limitations": [],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-instructions-20261026",
            "mistral-vibe:mistral-vibe:m-projects-20261026",
            "mistral-vibe:mistral-vibe:m-memory-20261026",
            "mistral-vibe:mistral-vibe:m-release-notes-20261026",
            "mistral-vibe:mistral-vibe:m-adminvibe-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "id": "AGT-01",
      "title": "Custom assistants",
      "group": {
        "id": 3,
        "name": "Assistants and agents"
      },
      "judgment": "Record creation of assistants with instructions, model, knowledge and tools; who can create; sharing scope; versioning; and an internal catalogue or directory. Build one HR policy assistant on the fixture and share it with one group. Prompt templates and a prompt library are recorded here.",
      "questions": [
        {
          "id": "create_assistants",
          "question": "Can users create assistants with instructions, knowledge and tools?"
        },
        {
          "id": "creator_permissions",
          "question": "Can admins limit who creates them?"
        },
        {
          "id": "sharing_scope",
          "question": "Can assistants be shared with users, groups or everyone?"
        },
        {
          "id": "catalogue",
          "question": "Is there an internal assistant directory?"
        },
        {
          "id": "prompt_library",
          "question": "Are shared prompt templates available?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:AGT-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "GPTs, plugins and Workspace Agents offer reusable behavior; current notices plan custom-GPT retirement across plans.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps",
              "chatgpt-work"
            ],
            "version": "Current hosted commercial documentation checked 2026-10-26",
            "plan": "Business and Enterprise reusable workspace GPT/project/plugin behavior, subject to access controls",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              },
              {
                "id": "chatgpt-work",
                "name": "ChatGPT Work and team tasks, distinct from regular Chat and coding-only Codex",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "create_assistants",
              "question": "Can users create assistants with instructions, knowledge and tools?",
              "support": "partial",
              "answer": "Business includes GPTs and Workspace Agents; projects/GPT knowledge provide instructions and files. Tools depend on app configuration.",
              "evidenceIds": [
                "chatgpt:oa-business-20261026",
                "chatgpt:oa-files-20261026",
                "chatgpt:oa-business-notes-20261026"
              ]
            },
            {
              "id": "creator_permissions",
              "question": "Can admins limit who creates them?",
              "support": "partial",
              "answer": "Workspace settings govern creation and sharing. The FAQ covers all-plan retirement on December 11, subject to account/workspace notices and approved Enterprise deferrals. In affected Enterprise workspaces, October 26 is the planned freeze on new GPT creation; publish drafts needed for migration before it. Existing unmigrated GPTs remain editable; migration makes the original read-only. Tenant state was not observed.",
              "evidenceIds": [
                "chatgpt:chatgpt:review-fix-gpt-creation-freeze-20261026",
                "chatgpt:oa-admin-settings-20261026"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can assistants be shared with users, groups or everyone?",
              "support": "partial",
              "answer": "Workspace GPT/project sharing is documented; exact user/group/public options depend on workspace policy and residency.",
              "evidenceIds": [
                "chatgpt:oa-projects",
                "chatgpt:oa-residency-r2-20261026"
              ]
            },
            {
              "id": "catalogue",
              "question": "Is there an internal assistant directory?",
              "support": "partial",
              "answer": "The plugin directory and workspace GPT/agent discovery are documented.",
              "evidenceIds": [
                "chatgpt:oa-business-notes-20261026",
                "chatgpt:oa-company-r2-20261026"
              ]
            },
            {
              "id": "prompt_library",
              "question": "Are shared prompt templates available?",
              "support": "partial",
              "answer": "The direct Plugins guide describes reusable skills/instructions and apps for Chat/Work, including workspace plugin sharing on Business/Enterprise. A dedicated prompt-library contract was not verified. Word has separate skills: plugins are unsupported there and ChatGPT skills do not carry over.",
              "evidenceIds": [
                "chatgpt:oa-plugins-r2-20261026",
                "chatgpt:oa-word-r2-20261026"
              ]
            }
          ],
          "limitations": [
            "create_assistants: Business includes GPTs and Workspace Agents; projects/GPT knowledge provide instructions and files. Tools depend on app configuration.",
            "creator_permissions: Workspace settings govern creation and sharing. The FAQ covers all-plan retirement on December 11, subject to account/workspace notices and approved Enterprise deferrals. In affected Enterprise workspaces, October 26 is the planned freeze on new GPT creation; publish drafts needed for migration before it. Existing unmigrated GPTs remain editable; migration makes the original read-only. Tenant state was not observed.",
            "sharing_scope: Workspace GPT/project sharing is documented; exact user/group/public options depend on workspace policy and residency.",
            "catalogue: The plugin directory and workspace GPT/agent discovery are documented.",
            "prompt_library: The direct Plugins guide describes reusable skills/instructions and apps for Chat/Work, including workspace plugin sharing on Business/Enterprise. A dedicated prompt-library contract was not verified. Word has separate skills: plugins are unsupported there and ChatGPT skills do not carry over."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-business-20261026",
            "chatgpt:oa-files-20261026",
            "chatgpt:oa-business-notes-20261026",
            "chatgpt:oa-admin-settings-20261026",
            "chatgpt:oa-projects",
            "chatgpt:oa-residency-r2-20261026",
            "chatgpt:oa-company-r2-20261026",
            "chatgpt:oa-plugins-r2-20261026",
            "chatgpt:oa-word-r2-20261026",
            "chatgpt:oa-gpt-migration-r2-20261026",
            "chatgpt:oa-enterprise-notes-20261026",
            "chatgpt:chatgpt:review-fix-gpt-creation-freeze-20261026"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:AGT-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Skills are the current reusable Work configuration; legacy Chat Agents remain migration-scoped.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web",
              "vibe-chat-legacy"
            ],
            "version": null,
            "plan": "Team/Enterprise Work Skills; legacy Chat Agents only during migration",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              },
              {
                "id": "vibe-chat-legacy",
                "name": "Legacy Vibe Chat during enterprise migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "create_assistants",
              "question": "Can users create assistants with instructions, knowledge and tools?",
              "support": "supported",
              "answer": "Work users create reusable Skills with instructions/resources. Legacy Chat Agents additionally bind instructions, tools and Libraries during migration.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-skills-20261026",
                "mistral-vibe:mistral-vibe:m-legacy-agents-20261026"
              ]
            },
            {
              "id": "creator_permissions",
              "question": "Can admins limit who creates them?",
              "support": "partial",
              "answer": "Admins govern Skills/features and may force-enable Workspace Skills; a separate per-user creator-role restriction was not fully verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-skills-20261026",
                "mistral-vibe:mistral-vibe:m-adminvibe-20261026"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can assistants be shared with users, groups or everyone?",
              "support": "supported",
              "answer": "Skills can be personal or published to a Workspace; legacy Agents have individual/group/organization sharing.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-skills-20261026",
                "mistral-vibe:mistral-vibe:m-legacy-agents-20261026"
              ]
            },
            {
              "id": "catalogue",
              "question": "Is there an internal assistant directory?",
              "support": "supported",
              "answer": "The Skills interface distinguishes built-in, personal and Workspace Skills; Studio-published resources can appear in Work.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-skills-20261026"
              ]
            },
            {
              "id": "prompt_library",
              "question": "Are shared prompt templates available?",
              "support": "supported",
              "answer": "Built-in Skills include research, extraction and onboarding, and custom Skills can encode reusable methods/templates.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-skills-20261026"
              ]
            }
          ],
          "limitations": [
            "creator_permissions: Admins govern Skills/features and may force-enable Workspace Skills; a separate per-user creator-role restriction was not fully verified."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-skills-20261026",
            "mistral-vibe:mistral-vibe:m-legacy-agents-20261026",
            "mistral-vibe:mistral-vibe:m-adminvibe-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026",
            "mistral-vibe:mistral-vibe:m-release-notes-20261026"
          ]
        }
      ]
    },
    {
      "id": "AGT-02",
      "title": "Tools, actions and MCP",
      "group": {
        "id": 3,
        "name": "Assistants and agents"
      },
      "judgment": "Record built-in tools, custom actions (OpenAPI), MCP client support (local and remote servers), authentication model per tool (shared service account or per-user OAuth), and admin approval of tools. Verify one external-tool call and its access boundary.",
      "questions": [
        {
          "id": "builtin_tools",
          "question": "Which tools are built in?"
        },
        {
          "id": "custom_actions",
          "question": "Can admins add API actions?"
        },
        {
          "id": "mcp_client",
          "question": "Can it use remote MCP servers, and with what admin control?"
        },
        {
          "id": "tool_auth",
          "question": "Do tools act as the user or as a shared account?"
        },
        {
          "id": "tool_approval",
          "question": "Can admins approve or block tools, and can users confirm actions before they run?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:AGT-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Current custom MCP connections use the web Plugins flow with plan-specific creator and publication permissions.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "Business and Enterprise/Edu custom remote MCP connections on ChatGPT web; Enterprise built-in tools only where explicitly named",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "builtin_tools",
              "question": "Which tools are built in?",
              "support": "supported",
              "answer": "Enterprise model documentation lists search/research/analysis/uploads/canvas/projects/voice/images; this inventory is Enterprise-specific.",
              "evidenceIds": [
                "chatgpt:oa-enterprise-models-r2"
              ]
            },
            {
              "id": "custom_actions",
              "question": "Can admins add API actions?",
              "support": "partial",
              "answer": "Custom MCP servers can expose read and write/modify tools. OpenAPI-action migration/parity is not established by this MCP finding.",
              "evidenceIds": [
                "chatgpt:oa-mcp-r2"
              ]
            },
            {
              "id": "mcp_client",
              "question": "Can it use remote MCP servers, and with what admin control?",
              "support": "supported",
              "answer": "Full MCP/custom remote connections are documented for Business/Enterprise/Edu web. Current Plugins creation does not require Developer Mode and the guide does not label this current flow beta.",
              "evidenceIds": [
                "chatgpt:oa-mcp-r2"
              ]
            },
            {
              "id": "tool_auth",
              "question": "Do tools act as the user or as a shared account?",
              "support": "supported",
              "answer": "Personal app authorization and designated team service-account connections are separate routes.",
              "evidenceIds": [
                "chatgpt:oa-apps",
                "chatgpt:oa-team-tasks"
              ]
            },
            {
              "id": "tool_approval",
              "question": "Can admins approve or block tools, and can users confirm actions before they run?",
              "support": "partial",
              "answer": "Business admins/owners create/publish; Enterprise/Edu may delegate creation by RBAC but only admins/owners publish. Chat confirmations depend on app permissions/context; Workspace Agents use builder-specific controls. The live SharePoint app also documents separately enabled writes.",
              "evidenceIds": [
                "chatgpt:oa-mcp-r2",
                "chatgpt:oa-sharepoint-r2"
              ]
            }
          ],
          "limitations": [
            "Reconciliation: the rechecked MCP page redirects to Connecting custom MCP servers and replaces the old Developer Mode/search-only account with the current Plugins workflow. OpenAI-built apps are not assumed search-only.",
            "Custom remote MCP scope is web. No tool/authentication/approval fixture or universal write permission is claimed."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-enterprise-models-r2",
            "chatgpt:oa-mcp-r2",
            "chatgpt:oa-apps",
            "chatgpt:oa-team-tasks",
            "chatgpt:oa-sharepoint-r2"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:AGT-02",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Work provides native tools, custom remote MCP and explicit action controls.",
          "availability": "beta",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise hosted Work; connectors/custom MCP beta; Studio workflow execution separately metered",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "builtin_tools",
              "question": "Which tools are built in?",
              "support": "supported",
              "answer": "Tools include web/Open URL, Libraries, paid Code Interpreter, Canvas, image generation, Skills and connectors.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files-20261026",
                "mistral-vibe:mistral-vibe:m-web-20261026",
                "mistral-vibe:mistral-vibe:m-interpreter-20261026"
              ]
            },
            {
              "id": "custom_actions",
              "question": "Can admins add API actions?",
              "support": "supported",
              "answer": "Admins can add customer MCP tools; Studio developers can publish deterministic Workflows as callable assistants.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-mcp-20261026",
                "mistral-vibe:mistral-vibe:m-workflows-20261026"
              ]
            },
            {
              "id": "mcp_client",
              "question": "Can it use remote MCP servers, and with what admin control?",
              "support": "supported",
              "answer": "Custom HTTPS MCP servers support auto-detected no-auth, Bearer/Basic or OAuth 2.1 authentication and require administrator setup.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-mcp-20261026"
              ]
            },
            {
              "id": "tool_auth",
              "question": "Do tools act as the user or as a shared account?",
              "support": "supported",
              "answer": "Featured tools use personal OAuth, with separate organization-level GitHub/Slack bot routes and MCP credentials.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026",
                "mistral-vibe:mistral-vibe:m-admincon-20261026",
                "mistral-vibe:mistral-vibe:m-mcp-20261026"
              ]
            },
            {
              "id": "tool_approval",
              "question": "Can admins approve or block tools, and can users confirm actions before they run?",
              "support": "supported",
              "answer": "Writes pause for Continue, Always allow or Decline; users can preauthorize a function, while admins can block/restrict tools.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-safety-20261026",
                "mistral-vibe:mistral-vibe:m-admincon-20261026"
              ]
            }
          ],
          "limitations": [],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-files-20261026",
            "mistral-vibe:mistral-vibe:m-web-20261026",
            "mistral-vibe:mistral-vibe:m-interpreter-20261026",
            "mistral-vibe:mistral-vibe:m-mcp-20261026",
            "mistral-vibe:mistral-vibe:m-workflows-20261026",
            "mistral-vibe:mistral-vibe:m-connectors-20261026",
            "mistral-vibe:mistral-vibe:m-admincon-20261026",
            "mistral-vibe:mistral-vibe:m-safety-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "id": "AGT-03",
      "title": "Web search and deep research",
      "group": {
        "id": 3,
        "name": "Assistants and agents"
      },
      "judgment": "Record web search on/off control per organisation and group, search provider, citation of web sources, deep or multi-step research, and whether queries leave the residency boundary. Admins of regulated companies often need web search off.",
      "questions": [
        {
          "id": "web_search",
          "question": "Is web search available?"
        },
        {
          "id": "admin_toggle",
          "question": "Can admins disable it per organisation or group?"
        },
        {
          "id": "search_provider",
          "question": "Which search provider handles queries, and where?"
        },
        {
          "id": "deep_research",
          "question": "Is multi-step research with a report available?"
        },
        {
          "id": "web_citations",
          "question": "Are web sources cited?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:AGT-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Search, research and source links exist; external-provider and residency boundaries remain relevant.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "web_search",
              "question": "Is web search available?",
              "support": "supported",
              "answer": "Search is available on Business, Enterprise and Edu when permitted.",
              "evidenceIds": [
                "chatgpt:oa-search"
              ]
            },
            {
              "id": "admin_toggle",
              "question": "Can admins disable it per organisation or group?",
              "support": "partial",
              "answer": "Managed workspaces apply role/search controls; full Business-versus-Enterprise group policy was not verified.",
              "evidenceIds": [
                "chatgpt:oa-search"
              ]
            },
            {
              "id": "search_provider",
              "question": "Which search provider handles queries, and where?",
              "support": "partial",
              "answer": "Rewritten queries/general location can reach external search providers; external integrations are outside the ChatGPT residency guarantee.",
              "evidenceIds": [
                "chatgpt:oa-search",
                "chatgpt:oa-residency"
              ]
            },
            {
              "id": "deep_research",
              "question": "Is multi-step research with a report available?",
              "support": "supported",
              "answer": "Business and Enterprise include Deep Research; shared-report outcomes were not tested.",
              "evidenceIds": [
                "chatgpt:oa-business",
                "chatgpt:oa-models"
              ]
            },
            {
              "id": "web_citations",
              "question": "Are web sources cited?",
              "support": "supported",
              "answer": "Search responses provide source links/citations, with vendor warnings about correctness.",
              "evidenceIds": [
                "chatgpt:oa-search"
              ]
            }
          ],
          "limitations": [
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-search",
            "chatgpt:oa-residency",
            "chatgpt:oa-business",
            "chatgpt:oa-models"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:AGT-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Live web search and a Deep Research Skill produce linked sources; exact search processing regions remain unspecified.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Migrated Team/Enterprise Work web search and Deep Research Skill; limits by plan",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "web_search",
              "question": "Is web search available?",
              "support": "supported",
              "answer": "Web search and Open URL retrieve current public information; login/paywalled pages have documented limitations.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-web-20261026"
              ]
            },
            {
              "id": "admin_toggle",
              "question": "Can admins disable it per organisation or group?",
              "support": "supported",
              "answer": "Admins can disable Web Search and Deep Research per Workspace; group access can be assigned through Workspace membership.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-adminvibe-20261026",
                "mistral-vibe:mistral-vibe:m-groups-20261026"
              ]
            },
            {
              "id": "search_provider",
              "question": "Which search provider handles queries, and where?",
              "support": "partial",
              "answer": "AFP/AP supply news results. The general web-search backend and its query-processing region were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-web-20261026"
              ]
            },
            {
              "id": "deep_research",
              "question": "Is multi-step research with a report available?",
              "support": "partial",
              "answer": "Deep Research is available as a Work Skill producing multi-source cited reports; exact plan limits need the pricing/account scope.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-web-20261026",
                "mistral-vibe:mistral-vibe:m-skills-20261026"
              ]
            },
            {
              "id": "web_citations",
              "question": "Are web sources cited?",
              "support": "supported",
              "answer": "Web responses provide inline references and a Sources panel.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-web-20261026"
              ]
            }
          ],
          "limitations": [
            "search_provider: AFP/AP supply news results. The general web-search backend and its query-processing region were not established.",
            "deep_research: Deep Research is available as a Work Skill producing multi-source cited reports; exact plan limits need the pricing/account scope."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-web-20261026",
            "mistral-vibe:mistral-vibe:m-adminvibe-20261026",
            "mistral-vibe:mistral-vibe:m-groups-20261026",
            "mistral-vibe:mistral-vibe:m-skills-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026",
            "mistral-vibe:mistral-vibe:m-release-notes-20261026"
          ]
        }
      ]
    },
    {
      "id": "AGT-04",
      "title": "Workflows and automation",
      "group": {
        "id": 3,
        "name": "Assistants and agents"
      },
      "judgment": "Record no-code or low-code workflows, scheduled prompts, triggers from email, forms or business systems, and multi-step chains. Name where they run and who can build them. A shared prompt template is not a workflow.",
      "questions": [
        {
          "id": "workflow_builder",
          "question": "Is there a workflow or chain builder?"
        },
        {
          "id": "scheduled_tasks",
          "question": "Can prompts or assistants run on a schedule?"
        },
        {
          "id": "event_triggers",
          "question": "Can external events start a workflow?"
        },
        {
          "id": "builder_audience",
          "question": "Is building aimed at business users, IT or developers?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:AGT-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business/Enterprise team tasks support cloud schedules and app events.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-work"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "Business and Enterprise team tasks, subject to workspace permissions",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-work",
                "name": "ChatGPT Work and team tasks, distinct from regular Chat and coding-only Codex",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "workflow_builder",
              "question": "Is there a workflow or chain builder?",
              "support": "supported",
              "answer": "Workspace Agents/team tasks use saved instructions, plugins and approved connections.",
              "evidenceIds": [
                "chatgpt:oa-team-tasks"
              ]
            },
            {
              "id": "scheduled_tasks",
              "question": "Can prompts or assistants run on a schedule?",
              "support": "supported",
              "answer": "Team tasks run on recurring schedules or one-time dates even while clients are closed.",
              "evidenceIds": [
                "chatgpt:oa-team-tasks"
              ]
            },
            {
              "id": "event_triggers",
              "question": "Can external events start a workflow?",
              "support": "supported",
              "answer": "Supported Gmail/Slack events can start a task under configured permissions.",
              "evidenceIds": [
                "chatgpt:oa-team-tasks"
              ]
            },
            {
              "id": "builder_audience",
              "question": "Is building aimed at business users, IT or developers?",
              "support": "supported",
              "answer": "Authorized members configure task instructions/triggers; admins and team owners manage connections.",
              "evidenceIds": [
                "chatgpt:oa-team-tasks"
              ]
            }
          ],
          "limitations": [
            "No event-trigger or multi-step fixture was run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-team-tasks"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:AGT-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Studio developers publish Workflows for Work use, with tier entitlement unspecified; time-based Work scheduling is public preview.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise Work scheduling and workflow selection; Studio construction/hosting needs its own paid API or Enterprise entitlement",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "workflow_builder",
              "question": "Is there a workflow or chain builder?",
              "support": "supported",
              "answer": "Work does not build deterministic Workflows itself; Studio developers build and publish them for explicit selection in Work.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-workflows-20261026"
              ]
            },
            {
              "id": "scheduled_tasks",
              "question": "Can prompts or assistants run on a schedule?",
              "support": "supported",
              "answer": "Public-preview schedules run once/daily/weekly/monthly/yearly; Free advertises up to five and paid plans fair-use conditions.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-schedule-20261026",
                "mistral-vibe:mistral-vibe:plan-matrix-20261026"
              ]
            },
            {
              "id": "event_triggers",
              "question": "Can external events start a workflow?",
              "support": "unsupported",
              "answer": "The scheduling guide states triggers are time-based for now; event triggers are prospective, without a dated commitment.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-schedule-20261026"
              ]
            },
            {
              "id": "builder_audience",
              "question": "Is building aimed at business users, IT or developers?",
              "support": "supported",
              "answer": "Studio workflow construction targets developers; ordinary Work users select published workflows and schedule prompts.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-workflows-20261026",
                "mistral-vibe:mistral-vibe:m-schedule-20261026"
              ]
            }
          ],
          "limitations": [
            "Time-based scheduling remains public preview. Studio workflow creation/hosting needs a separately eligible service plan; current scheduling is not event-triggered."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-workflows-20261026",
            "mistral-vibe:mistral-vibe:m-schedule-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026",
            "mistral-vibe:mistral-vibe:m-release-notes-20261026"
          ]
        }
      ]
    },
    {
      "id": "AGT-05",
      "title": "Agentic task execution",
      "group": {
        "id": 3,
        "name": "Assistants and agents"
      },
      "judgment": "Record an agent mode that plans and carries out multi-step tasks with tools (browser, files, connectors), with visible steps, user confirmation of side effects and stop control. Run one fixture task (gather three documents, draft a summary, propose an email). Record interventions and what ran. A final claim of success is not proof.",
      "questions": [
        {
          "id": "agent_mode",
          "question": "Is there an agent mode for multi-step tasks?"
        },
        {
          "id": "visible_steps",
          "question": "Are steps and tool calls shown?"
        },
        {
          "id": "side_effect_confirmation",
          "question": "Must the user confirm actions with side effects?"
        },
        {
          "id": "stop_control",
          "question": "Can the user stop a running task?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:AGT-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "ChatGPT Work is the current multi-step task experience; legacy agent limits are historical.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-work"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "Eligible Business and Enterprise Work access",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-work",
                "name": "ChatGPT Work and team tasks, distinct from regular Chat and coding-only Codex",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "agent_mode",
              "question": "Is there an agent mode for multi-step tasks?",
              "support": "supported",
              "answer": "Current Work documentation describes longer multi-step tasks and finished document/spreadsheet/presentation deliverables on eligible paid workspaces.",
              "evidenceIds": [
                "chatgpt:oa-work-r2"
              ]
            },
            {
              "id": "visible_steps",
              "question": "Are steps and tool calls shown?",
              "support": "partial",
              "answer": "Work documents reviewing progress and directing task execution; full tool-step visibility was not observed.",
              "evidenceIds": [
                "chatgpt:oa-work-r2"
              ]
            },
            {
              "id": "side_effect_confirmation",
              "question": "Must the user confirm actions with side effects?",
              "support": "partial",
              "answer": "Work uses applicable permissions and approval requirements; precise app-by-app side-effect confirmations were not fixture-tested.",
              "evidenceIds": [
                "chatgpt:oa-work-r2"
              ]
            },
            {
              "id": "stop_control",
              "question": "Can the user stop a running task?",
              "support": "unknown",
              "answer": "A concrete stop-control workflow for a running Work task was not established from current Work documentation; no running-task fixture was executed.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Reconciliation: the legacy agent page's current Overview explicitly says it is unavailable and directs users to Work. The older body's plan list/40-request quotas describe the retired experience and are excluded from this Work finding.",
            "Current Work is the sole source for positive execution/approval behavior; no gather-three-documents/draft-email fixture was run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-work-r2"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:AGT-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Work is documented as a supervised multi-step agent with task progress and optional preauthorization.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise migrated Work agent execution and plan-included connectors",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "agent_mode",
              "question": "Is there an agent mode for multi-step tasks?",
              "support": "partial",
              "answer": "Work decomposes tasks and calls connectors/tools; no fixture execution or intervention count was observed.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-safety-20261026"
              ]
            },
            {
              "id": "visible_steps",
              "question": "Are steps and tool calls shown?",
              "support": "supported",
              "answer": "Longer tasks show todos, reasoning summaries and expandable tool inputs/outputs/status.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-safety-20261026"
              ]
            },
            {
              "id": "side_effect_confirmation",
              "question": "Must the user confirm actions with side effects?",
              "support": "supported",
              "answer": "External create/update/send/delete actions request approval unless the user has Always allow enabled for that function.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-safety-20261026"
              ]
            },
            {
              "id": "stop_control",
              "question": "Can the user stop a running task?",
              "support": "supported",
              "answer": "A stop button can interrupt work, but the guide warns that already-submitted external effects cannot be guaranteed stopped or undone.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-safety-20261026"
              ]
            }
          ],
          "limitations": [
            "agent_mode: Work decomposes tasks and calls connectors/tools; no fixture execution or intervention count was observed."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-safety-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026",
            "mistral-vibe:mistral-vibe:m-release-notes-20261026"
          ]
        }
      ]
    },
    {
      "id": "AGT-06",
      "title": "Programmable access",
      "group": {
        "id": 3,
        "name": "Assistants and agents"
      },
      "judgment": "Record a public API for chat, assistants and knowledge, SDKs, API authentication, rate limits and whether API use counts against the same governance (audit, budgets, model restrictions). Being an MCP client is different from exposing the product over MCP.",
      "questions": [
        {
          "id": "chat_api",
          "question": "Is there an API for chat and assistants?"
        },
        {
          "id": "knowledge_api",
          "question": "Can documents be loaded through an API?"
        },
        {
          "id": "api_governance",
          "question": "Do audit, budgets and model rules apply to API use?"
        },
        {
          "id": "mcp_server",
          "question": "Does the product expose itself to other agents over MCP?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:AGT-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The separate API platform is distinct from the governed ChatGPT workspace.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_api",
              "question": "Is there an API for chat and assistants?",
              "support": "partial",
              "answer": "API usage is separate from Business subscription billing. A supported API for the same ChatGPT workspace conversations/assistants was not established.",
              "evidenceIds": [
                "chatgpt:oa-business-faq"
              ]
            },
            {
              "id": "knowledge_api",
              "question": "Can documents be loaded through an API?",
              "support": "unknown",
              "answer": "Can documents be loaded through an API? Unverified after checking Business/API separation and Compliance Platform docs; no general ChatGPT knowledge-ingestion API or product MCP-server contract verified.",
              "evidenceIds": []
            },
            {
              "id": "api_governance",
              "question": "Do audit, budgets and model rules apply to API use?",
              "support": "partial",
              "answer": "API credits/rate limits do not transfer to Business workspace allowances; unified audit/budget/model policy was not established.",
              "evidenceIds": [
                "chatgpt:oa-business-faq"
              ]
            },
            {
              "id": "mcp_server",
              "question": "Does the product expose itself to other agents over MCP?",
              "support": "unknown",
              "answer": "Does the product expose itself to other agents over MCP? Unverified after checking Business/API separation and Compliance Platform docs; no general ChatGPT knowledge-ingestion API or product MCP-server contract verified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: knowledge_api, mcp_server.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-business-faq"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:AGT-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Studio/administration APIs are separate from the end-user Work chat; legacy Chat Agents explicitly lack API invocation.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_api",
              "question": "Is there an API for chat and assistants?",
              "support": "partial",
              "answer": "Legacy Chat-created Agents cannot be called programmatically; developers create separate Studio/API agents. A full hosted Work conversation API was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-legacy-agents"
              ]
            },
            {
              "id": "knowledge_api",
              "question": "Can documents be loaded through an API?",
              "support": "unknown",
              "answer": "Unknown. Studio/library APIs were not comprehensively retrieved to establish full Work knowledge ingestion/ACL parity.",
              "evidenceIds": []
            },
            {
              "id": "api_governance",
              "question": "Do audit, budgets and model rules apply to API use?",
              "support": "partial",
              "answer": "Enterprise Admin APIs expose usage, groups and limits; parity with every Work tool/retention/permission policy was not tested.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-usage-api",
                "mistral-vibe:mistral-vibe:m-provision"
              ]
            },
            {
              "id": "mcp_server",
              "question": "Does the product expose itself to other agents over MCP?",
              "support": "unknown",
              "answer": "Unknown. Work is documented as an MCP client; a supported Work-as-MCP-server interface was not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: knowledge_api, mcp_server."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-legacy-agents",
            "mistral-vibe:mistral-vibe:m-usage-api",
            "mistral-vibe:mistral-vibe:m-provision"
          ]
        }
      ]
    },
    {
      "id": "WORK-01",
      "title": "Clients and access points",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "List web, desktop (Windows, macOS), iOS, Android, mobile browser and browser extension separately. For each, record login with company SSO, feature gaps against web, and MDM/Intune deployability. An installable app is different from a mobile website.",
      "questions": [
        {
          "id": "web",
          "question": "Is a full web client available?"
        },
        {
          "id": "desktop_apps",
          "question": "Windows and macOS apps?"
        },
        {
          "id": "mobile_apps",
          "question": "iOS and Android apps with SSO?"
        },
        {
          "id": "browser_extension",
          "question": "Is there a browser extension or sidebar?"
        },
        {
          "id": "managed_deployment",
          "question": "Can IT deploy and configure clients through MDM?"
        },
        {
          "id": "client_feature_gaps",
          "question": "Which features are missing on mobile?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:WORK-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Web, mobile and desktop clients exist, with plan-specific managed deployment.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "web",
              "question": "Is a full web client available?",
              "support": "supported",
              "answer": "ChatGPT and Company Knowledge have web interfaces.",
              "evidenceIds": [
                "chatgpt:oa-company"
              ]
            },
            {
              "id": "desktop_apps",
              "question": "Windows and macOS apps?",
              "support": "supported",
              "answer": "The current ChatGPT desktop app supports macOS and Windows.",
              "evidenceIds": [
                "chatgpt:oa-work"
              ]
            },
            {
              "id": "mobile_apps",
              "question": "iOS and Android apps with SSO?",
              "support": "partial",
              "answer": "Business is available on iPhone/Android; enterprise SSO app login was not trialled.",
              "evidenceIds": [
                "chatgpt:oa-business-faq"
              ]
            },
            {
              "id": "browser_extension",
              "question": "Is there a browser extension or sidebar?",
              "support": "supported",
              "answer": "An official Chrome extension sets ChatGPT as the address-bar search destination.",
              "evidenceIds": [
                "chatgpt:oa-search"
              ]
            },
            {
              "id": "managed_deployment",
              "question": "Can IT deploy and configure clients through MDM?",
              "support": "partial",
              "answer": "Enterprise-only ChatGPT for Intune on iOS/iPadOS requires organizational onboarding; it supports Intune protection and Entra Conditional Access.",
              "evidenceIds": [
                "chatgpt:oa-enterprise-notes"
              ]
            },
            {
              "id": "client_feature_gaps",
              "question": "Which features are missing on mobile?",
              "support": "partial",
              "answer": "Developer-mode MCP apps are documented as web-only; other tool/client gaps vary by feature.",
              "evidenceIds": [
                "chatgpt:oa-mcp"
              ]
            }
          ],
          "limitations": [
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-company",
            "chatgpt:oa-work",
            "chatgpt:oa-business-faq",
            "chatgpt:oa-search",
            "chatgpt:oa-enterprise-notes",
            "chatgpt:oa-mcp"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:WORK-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Hosted Vibe is available on web and mobile; developer IDE/CLI routes have a different audience.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web",
              "vibe-mobile"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              },
              {
                "id": "vibe-mobile",
                "name": "Vibe iOS/Android apps",
                "type": "mobile"
              }
            ]
          },
          "questions": [
            {
              "id": "web",
              "question": "Is a full web client available?",
              "support": "supported",
              "answer": "The product and pricing pages list the hosted web app.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-home",
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "desktop_apps",
              "question": "Windows and macOS apps?",
              "support": "unknown",
              "answer": "Unknown. No standalone general-work Windows/macOS app was verified; CLI/IDE coding clients are recorded separately.",
              "evidenceIds": []
            },
            {
              "id": "mobile_apps",
              "question": "iOS and Android apps with SSO?",
              "support": "partial",
              "answer": "iOS and Android apps are linked in the voice guide; company-SSO mobile behavior was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-voice"
              ]
            },
            {
              "id": "browser_extension",
              "question": "Is there a browser extension or sidebar?",
              "support": "unknown",
              "answer": "Unknown. Vibe Code IDE extensions are documented, but a general browser extension/sidebar was not established.",
              "evidenceIds": []
            },
            {
              "id": "managed_deployment",
              "question": "Can IT deploy and configure clients through MDM?",
              "support": "unknown",
              "answer": "Unknown. No MDM/Intune package and managed configuration contract was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "client_feature_gaps",
              "question": "Which features are missing on mobile?",
              "support": "unknown",
              "answer": "Unknown. No complete mobile/web parity matrix or mobile Enterprise SSO fixture was obtained.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: desktop_apps, browser_extension, managed_deployment, client_feature_gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-home",
            "mistral-vibe:mistral-vibe:m-pricing",
            "mistral-vibe:mistral-vibe:m-voice"
          ]
        }
      ]
    },
    {
      "id": "WORK-02",
      "title": "Office suite and Teams integration",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record presence inside Word, Excel, PowerPoint, Outlook and Teams (and Google Docs, Gmail), with what the assistant can do in each: read the open document, write into it, act on mail. Record extra licences and admin consent needed. A connector that searches Office files is KNOW-03, not WORK-02.",
      "questions": [
        {
          "id": "word_excel_powerpoint",
          "question": "Does it work inside Word, Excel and PowerPoint?"
        },
        {
          "id": "outlook",
          "question": "Does it work inside Outlook?"
        },
        {
          "id": "teams",
          "question": "Is there a Teams app or bot?"
        },
        {
          "id": "google_workspace_apps",
          "question": "Does it work inside Docs, Sheets or Gmail?"
        },
        {
          "id": "licence_prerequisites",
          "question": "Which licences or consents are needed?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:WORK-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Official Office/Sheets add-ins and an Enterprise Teams entry point are documented.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-office",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "Business Office/Sheets; Enterprise @ChatGPT Teams where explicitly stated",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-office",
                "name": "Official Microsoft Office and Google Sheets add-ins where stated",
                "type": "suite-addin"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "word_excel_powerpoint",
              "question": "Does it work inside Word, Excel and PowerPoint?",
              "support": "supported",
              "answer": "Word uses the same Microsoft add-in as Excel and PowerPoint; Word reads/edits the open document with formatting limits.",
              "evidenceIds": [
                "chatgpt:oa-word"
              ]
            },
            {
              "id": "outlook",
              "question": "Does it work inside Outlook?",
              "support": "partial",
              "answer": "An Outlook connected app is documented; a native Outlook add-in was not established.",
              "evidenceIds": [
                "chatgpt:oa-enterprise-notes"
              ]
            },
            {
              "id": "teams",
              "question": "Is there a Teams app or bot?",
              "support": "supported",
              "answer": "Enterprise @ChatGPT in Microsoft Teams can receive DMs/channel mentions after admin setup.",
              "evidenceIds": [
                "chatgpt:oa-enterprise-notes"
              ]
            },
            {
              "id": "google_workspace_apps",
              "question": "Does it work inside Docs, Sheets or Gmail?",
              "support": "partial",
              "answer": "Business release notes document the native Google Sheets sidebar; Docs and Gmail-native assistant UI were not verified.",
              "evidenceIds": [
                "chatgpt:oa-business-notes"
              ]
            },
            {
              "id": "licence_prerequisites",
              "question": "Which licences or consents are needed?",
              "support": "supported",
              "answer": "Microsoft admins must allow the add-in and ChatGPT admins manage access; applicable token/credit allowances apply.",
              "evidenceIds": [
                "chatgpt:oa-word"
              ]
            }
          ],
          "limitations": [
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-word",
            "chatgpt:oa-enterprise-notes",
            "chatgpt:oa-business-notes"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:WORK-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Work accesses Outlook and Google services through connectors; embedded Office, Outlook or Teams add-ins remain unverified.",
          "availability": "unknown",
          "delivery": "unknown",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise hosted Work with beta connectors",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Source-account and connector route dependent",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "word_excel_powerpoint",
              "question": "Does it work inside Word, Excel and PowerPoint?",
              "support": "unknown",
              "answer": "The Work connector guide describes source retrieval/actions. It does not establish this editor/mail/Teams add-in or its separate licence/admin-consent requirements. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/voice-mode.md, https://mistral.ai/products/vibe/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "outlook",
              "question": "Does it work inside Outlook?",
              "support": "partial",
              "answer": "The featured Outlook connector reads/sends email and the Outlook Calendar connector manages events from Work. This does not establish an embedded Outlook add-in.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026",
                "mistral-vibe:mistral-vibe:plan-matrix-20261026"
              ]
            },
            {
              "id": "teams",
              "question": "Is there a Teams app or bot?",
              "support": "unknown",
              "answer": "The Work connector guide describes source retrieval/actions. It does not establish this editor/mail/Teams add-in or its separate licence/admin-consent requirements. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/voice-mode.md, https://mistral.ai/products/vibe/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "google_workspace_apps",
              "question": "Does it work inside Docs, Sheets or Gmail?",
              "support": "partial",
              "answer": "Featured Gmail and Google Calendar tools act from Work. A Google Drive task example is documented; embedded Gmail/Docs/Sheets add-ons were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026",
                "mistral-vibe:mistral-vibe:plan-matrix-20261026"
              ]
            },
            {
              "id": "licence_prerequisites",
              "question": "Which licences or consents are needed?",
              "support": "partial",
              "answer": "Featured connectors require an authorized source account and OAuth consent; custom remote MCP configuration requires an administrator. The complete source licence and tenant-admin consent matrix was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026",
                "mistral-vibe:mistral-vibe:m-mcp-20261026",
                "mistral-vibe:mistral-vibe:plan-matrix-20261026"
              ]
            }
          ],
          "limitations": [
            "word_excel_powerpoint: The Work connector guide describes source retrieval/actions. It does not establish this editor/mail/Teams add-in or its separate licence/admin-consent requirements. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/voice-mode.md, https://mistral.ai/products/vibe/. No additional scoped evidence established this answer.",
            "outlook: The featured Outlook connector reads/sends email and the Outlook Calendar connector manages events from Work. This does not establish an embedded Outlook add-in.",
            "teams: The Work connector guide describes source retrieval/actions. It does not establish this editor/mail/Teams add-in or its separate licence/admin-consent requirements. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/voice-mode.md, https://mistral.ai/products/vibe/. No additional scoped evidence established this answer.",
            "google_workspace_apps: Featured Gmail and Google Calendar tools act from Work. A Google Drive task example is documented; embedded Gmail/Docs/Sheets add-ons were not established.",
            "licence_prerequisites: Featured connectors require an authorized source account and OAuth consent; custom remote MCP configuration requires an administrator. The complete source licence and tenant-admin consent matrix was not established."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-connectors-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026",
            "mistral-vibe:mistral-vibe:m-mcp-20261026"
          ]
        }
      ]
    },
    {
      "id": "WORK-03",
      "title": "Translation and writing",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record document translation preserving layout, the translation engine (LLM or dedicated such as DeepL), glossaries, formality control, supported languages including Swiss German conventions (no ß), and rewriting/proofreading tools. Translate the shared German contract into French and Italian and record layout and glossary results.",
      "questions": [
        {
          "id": "document_translation",
          "question": "Can whole documents be translated with formatting kept?"
        },
        {
          "id": "translation_engine",
          "question": "Which engine translates?"
        },
        {
          "id": "glossaries",
          "question": "Are company glossaries supported?"
        },
        {
          "id": "formality_and_variants",
          "question": "Can formality and regional variants (de-CH) be set?"
        },
        {
          "id": "writing_tools",
          "question": "Are dedicated rewrite and proofreading tools available?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:WORK-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Document rewriting is documented; translation layout, glossaries and Swiss variants remain untested.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-office"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT for Word native add-in under Business/Enterprise/Edu workspace controls; availability guide says all ChatGPT plans",
            "addOns": [
              "Microsoft Word and administrator-approved ChatGPT Microsoft add-in",
              "Applicable usage allowance/credits and workspace feature access"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-office",
                "name": "Official Microsoft Office and Google Sheets add-ins where stated",
                "type": "suite-addin"
              }
            ]
          },
          "questions": [
            {
              "id": "document_translation",
              "question": "Can whole documents be translated with formatting kept?",
              "support": "unknown",
              "answer": "Can whole documents be translated with formatting kept? Unverified after checking Word, upload and language docs; no DE-to-FR/IT contract translation, terminology or de-CH fixture.",
              "evidenceIds": []
            },
            {
              "id": "translation_engine",
              "question": "Which engine translates?",
              "support": "unknown",
              "answer": "Which engine translates? Unverified after checking Word, upload and language docs; no DE-to-FR/IT contract translation, terminology or de-CH fixture.",
              "evidenceIds": []
            },
            {
              "id": "glossaries",
              "question": "Are company glossaries supported?",
              "support": "unknown",
              "answer": "Are company glossaries supported? Unverified after checking Word, upload and language docs; no DE-to-FR/IT contract translation, terminology or de-CH fixture.",
              "evidenceIds": []
            },
            {
              "id": "formality_and_variants",
              "question": "Can formality and regional variants (de-CH) be set?",
              "support": "unknown",
              "answer": "Can formality and regional variants (de-CH) be set? Unverified after checking Word, upload and language docs; no DE-to-FR/IT contract translation, terminology or de-CH fixture.",
              "evidenceIds": []
            },
            {
              "id": "writing_tools",
              "question": "Are dedicated rewrite and proofreading tools available?",
              "support": "partial",
              "answer": "Native ChatGPT for Word drafts, revises, reorganizes and checks clarity/terminology in the open document. Complex formatting/tables/charts can need manual adjustments.",
              "evidenceIds": [
                "chatgpt:oa-word-r2"
              ]
            }
          ],
          "limitations": [
            "This positive writing finding concerns the native Word add-in, not every chat/client surface.",
            "Translation layout, terminology/glossary behavior and Swiss variants remain untested."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-word-r2"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:WORK-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Canvas supports instructed translation and rewriting; dedicated layout-preserving translation/glossary behavior remains untested.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "document_translation",
              "question": "Can whole documents be translated with formatting kept?",
              "support": "unknown",
              "answer": "Unknown. Canvas and legacy translation examples do not establish a dedicated translation engine, enforced glossary or tested format/de-CH fidelity; no contract translation fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "translation_engine",
              "question": "Which engine translates?",
              "support": "unknown",
              "answer": "Unknown. Canvas and legacy translation examples do not establish a dedicated translation engine, enforced glossary or tested format/de-CH fidelity; no contract translation fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "glossaries",
              "question": "Are company glossaries supported?",
              "support": "unknown",
              "answer": "Unknown. Canvas and legacy translation examples do not establish a dedicated translation engine, enforced glossary or tested format/de-CH fidelity; no contract translation fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "formality_and_variants",
              "question": "Can formality and regional variants (de-CH) be set?",
              "support": "unknown",
              "answer": "Unknown. Canvas and legacy translation examples do not establish a dedicated translation engine, enforced glossary or tested format/de-CH fidelity; no contract translation fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "writing_tools",
              "question": "Are dedicated rewrite and proofreading tools available?",
              "support": "supported",
              "answer": "Canvas offers inline rewrite/translate requests, direct edits and revisions; custom instructions set tone/style.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files",
                "mistral-vibe:mistral-vibe:m-instructions"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: document_translation, translation_engine, glossaries, formality_and_variants."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-files",
            "mistral-vibe:mistral-vibe:m-instructions"
          ]
        }
      ]
    },
    {
      "id": "WORK-04",
      "title": "Image generation and editing",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record available image models, editing (inpainting, reference images), admin control and per-image cost visibility, and licence or usage terms for generated images.",
      "questions": [
        {
          "id": "image_generation",
          "question": "Can users generate images, with which models?"
        },
        {
          "id": "image_editing",
          "question": "Can users edit uploaded images?"
        },
        {
          "id": "admin_control",
          "question": "Can admins restrict image generation?"
        },
        {
          "id": "usage_terms",
          "question": "What usage rights apply to output?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:WORK-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Native ChatGPT Images supports editing uploaded images; administrator restrictions remain a named gap.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Enterprise native image generation; output rights under the business Services Agreement",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "image_generation",
              "question": "Can users generate images, with which models?",
              "support": "partial",
              "answer": "Enterprise's current native-tool inventory includes image generation; exact image-model naming and individual client/group entitlement were not verified.",
              "evidenceIds": [
                "chatgpt:oa-enterprise-models-r2-20261026"
              ]
            },
            {
              "id": "image_editing",
              "question": "Can users edit uploaded images?",
              "support": "supported",
              "answer": "Users can upload an existing image and request edits or edit a generated image with text or the selection editor. The guide says Images is available on all tiers; the separate Images with thinking mode is not yet asserted for Enterprise/Edu.",
              "evidenceIds": [
                "chatgpt:chatgpt:images-editing-20261026"
              ]
            },
            {
              "id": "admin_control",
              "question": "Can admins restrict image generation?",
              "support": "unknown",
              "answer": "Can admins restrict image generation? Unverified after checking current model/tool inventory and Services Agreement; image editing, group controls and per-image rates not verified. Search on 2026-10-26: https://help.openai.com/en/articles/11165333-chatgpt-enterprise-and-edu-models-and-limits, https://openai.com/policies/services-agreement/, https://help.openai.com/en/articles/8555545-uploading-files-and-audio-to-chatgpt. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "usage_terms",
              "question": "What usage rights apply to output?",
              "support": "partial",
              "answer": "The business agreement assigns output rights to the customer to the extent permitted by law, with customer responsibility for use.",
              "evidenceIds": [
                "chatgpt:oa-services-20261026"
              ]
            }
          ],
          "limitations": [
            "image_generation: Enterprise's current native-tool inventory includes image generation; exact image-model naming and individual client/group entitlement were not verified.",
            "admin_control: Can admins restrict image generation? Unverified after checking current model/tool inventory and Services Agreement; image editing, group controls and per-image rates not verified. Search on 2026-10-26: https://help.openai.com/en/articles/11165333-chatgpt-enterprise-and-edu-models-and-limits, https://openai.com/policies/services-agreement/, https://help.openai.com/en/articles/8555545-uploading-files-and-audio-to-chatgpt. No additional scoped evidence established this answer.",
            "usage_terms: The business agreement assigns output rights to the customer to the extent permitted by law, with customer responsibility for use."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-enterprise-models-r2-20261026",
            "chatgpt:oa-services-20261026",
            "chatgpt:chatgpt:images-editing-20261026"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:WORK-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Work generates and edits images using Black Forest Labs, with Workspace controls and plan limits.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team and Enterprise hosted Vibe Work after account migration; feature-specific beta/preview and Enterprise-only controls retained below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "image_generation",
              "question": "Can users generate images, with which models?",
              "support": "partial",
              "answer": "The Work guide names Black Forest Labs as image provider; the exact current model revision was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-image-20261026"
              ]
            },
            {
              "id": "image_editing",
              "question": "Can users edit uploaded images?",
              "support": "supported",
              "answer": "Users can refine generated images or upload an existing image and request changes.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-image-20261026"
              ]
            },
            {
              "id": "admin_control",
              "question": "Can admins restrict image generation?",
              "support": "supported",
              "answer": "Administrators can disable Image Generation per Workspace.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-adminvibe-20261026"
              ]
            },
            {
              "id": "usage_terms",
              "question": "What usage rights apply to output?",
              "support": "partial",
              "answer": "Commercial terms define generated-output rights subject to third-party content and usage restrictions; a model-specific image licence review was not completed.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-commercial-20261026"
              ]
            }
          ],
          "limitations": [
            "image_generation: The Work guide names Black Forest Labs as image provider; the exact current model revision was not established.",
            "usage_terms: Commercial terms define generated-output rights subject to third-party content and usage restrictions; a model-specific image licence review was not completed."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-image-20261026",
            "mistral-vibe:mistral-vibe:m-adminvibe-20261026",
            "mistral-vibe:mistral-vibe:m-commercial-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "id": "WORK-05",
      "title": "Voice and meetings",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record dictation, read-aloud, live voice conversation, meeting transcription and summarisation, supported languages including Swiss German speech, and where audio is processed.",
      "questions": [
        {
          "id": "dictation",
          "question": "Can users dictate prompts?"
        },
        {
          "id": "read_aloud",
          "question": "Can answers be read aloud?"
        },
        {
          "id": "voice_conversation",
          "question": "Is a live voice mode available?"
        },
        {
          "id": "meeting_summaries",
          "question": "Are meetings transcribed and summarised?"
        },
        {
          "id": "swiss_german_speech",
          "question": "Is Swiss German speech recognised?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:WORK-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Live Voice and recording uploads are documented with seat- and billing-specific rules.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "dictation",
              "question": "Can users dictate prompts?",
              "support": "partial",
              "answer": "Voice documentation links a distinct dictation feature; its exact work-account processing path was not separately reviewed.",
              "evidenceIds": [
                "chatgpt:oa-voice"
              ]
            },
            {
              "id": "read_aloud",
              "question": "Can answers be read aloud?",
              "support": "partial",
              "answer": "The iOS/Android FAQ lists Read aloud among response actions, with available actions varying by message. This documents response playback without establishing uniform client/message coverage or a Swiss German quality guarantee.",
              "evidenceIds": [
                "chatgpt:chatgpt:mobile-read-aloud-20261026"
              ]
            },
            {
              "id": "voice_conversation",
              "question": "Is a live voice mode available?",
              "support": "partial",
              "answer": "Business Standard has 3 hours and Premium 15 hours on a rolling daily window; additional Live use is credit-billed. Enterprise pricing differs by contract.",
              "evidenceIds": [
                "chatgpt:oa-voice"
              ]
            },
            {
              "id": "meeting_summaries",
              "question": "Are meetings transcribed and summarised?",
              "support": "partial",
              "answer": "Paid audio uploads can be transcribed and turned into meeting summaries; this does not establish an automatic live meeting bot.",
              "evidenceIds": [
                "chatgpt:oa-files-20261026"
              ]
            },
            {
              "id": "swiss_german_speech",
              "question": "Is Swiss German speech recognised?",
              "support": "unknown",
              "answer": "Is Swiss German speech recognised? Unverified after checking Voice and audio-upload documentation; standalone read-aloud and Swiss German recognition not tested. Search on 2026-10-26: https://help.openai.com/en/articles/20001274-chatgpt-voice, https://help.openai.com/en/articles/8555545-uploading-files-and-audio-to-chatgpt, https://help.openai.com/en/articles/8357869-how-to-change-your-language-setting-in-chatgpt. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "dictation: Voice documentation links a distinct dictation feature; its exact work-account processing path was not separately reviewed.",
            "read_aloud: The iOS/Android FAQ lists Read aloud among response actions, with available actions varying by message. This documents response playback without establishing uniform client/message coverage or a Swiss German quality guarantee.",
            "voice_conversation: Business Standard has 3 hours and Premium 15 hours on a rolling daily window; additional Live use is credit-billed. Enterprise pricing differs by contract.",
            "meeting_summaries: Paid audio uploads can be transcribed and turned into meeting summaries; this does not establish an automatic live meeting bot.",
            "swiss_german_speech: Is Swiss German speech recognised? Unverified after checking Voice and audio-upload documentation; standalone read-aloud and Swiss German recognition not tested. Search on 2026-10-26: https://help.openai.com/en/articles/20001274-chatgpt-voice, https://help.openai.com/en/articles/8555545-uploading-files-and-audio-to-chatgpt, https://help.openai.com/en/articles/8357869-how-to-change-your-language-setting-in-chatgpt. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-voice",
            "chatgpt:oa-files-20261026",
            "chatgpt:chatgpt:mobile-read-aloud-20261026"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:WORK-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Voice transcription and uploaded meeting analysis are documented; live voice and Swiss German performance remain open.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web",
              "vibe-mobile"
            ],
            "version": null,
            "plan": "All plans for dictation, explicitly stated by the Work voice guide; uploaded-meeting analysis unspecified plan",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              },
              {
                "id": "vibe-mobile",
                "name": "Vibe iOS/Android apps",
                "type": "mobile"
              }
            ]
          },
          "questions": [
            {
              "id": "dictation",
              "question": "Can users dictate prompts?",
              "support": "supported",
              "answer": "Web and iOS/Android voice transcribes a prompt for review or autosend; DE/FR/IT are listed languages.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-voice",
                "mistral-vibe:mistral-vibe:m-voice-entitlement-correction"
              ]
            },
            {
              "id": "read_aloud",
              "question": "Can answers be read aloud?",
              "support": "unknown",
              "answer": "Unknown. A supported end-user answer read-aloud control was not established in the retrieved Work voice guide.",
              "evidenceIds": []
            },
            {
              "id": "voice_conversation",
              "question": "Is a live voice mode available?",
              "support": "unknown",
              "answer": "Unknown. The voice guide has a conversation-mode heading but does not provide sufficient behavior/plan detail to establish live bidirectional voice.",
              "evidenceIds": []
            },
            {
              "id": "meeting_summaries",
              "question": "Are meetings transcribed and summarised?",
              "support": "partial",
              "answer": "Uploaded recordings can be transcribed and summarized with action items; a live meeting-bot integration was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files"
              ]
            },
            {
              "id": "swiss_german_speech",
              "question": "Is Swiss German speech recognised?",
              "support": "unknown",
              "answer": "Unknown. No de-CH/Swiss German transcription evidence or fixture was obtained.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: read_aloud, voice_conversation, swiss_german_speech.",
            "The general Work/Workspace documentation does not establish Team or Enterprise entitlement for every feature here. Unspecified-plan findings remain candidates; no plan inheritance is assumed."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-voice",
            "mistral-vibe:mistral-vibe:m-files",
            "mistral-vibe:mistral-vibe:m-voice-entitlement-correction"
          ]
        }
      ]
    },
    {
      "id": "WORK-06",
      "title": "Data analysis and document output",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record code execution for data analysis, charts, and generation of downloadable Word, Excel, PowerPoint and PDF files. Analyse the fixture Excel and request a PowerPoint summary. Record where code runs and whether files are editable.",
      "questions": [
        {
          "id": "data_analysis",
          "question": "Can it analyse spreadsheets with executed code?"
        },
        {
          "id": "charts",
          "question": "Can it produce charts?"
        },
        {
          "id": "office_file_output",
          "question": "Can it create Word, Excel or PowerPoint files?"
        },
        {
          "id": "canvas_editing",
          "question": "Is there a document or canvas editor for iterating on output?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:WORK-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Code-backed analysis and generated documents are documented.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-work"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "Enterprise Chat analysis/canvas; Business and Enterprise Work deliverables where Work is enabled",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-work",
                "name": "ChatGPT Work and team tasks, distinct from regular Chat and coding-only Codex",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "data_analysis",
              "question": "Can it analyse spreadsheets with executed code?",
              "support": "supported",
              "answer": "Enterprise lists data analysis; its documented code path uses a stateful Jupyter/Python environment without external network access.",
              "evidenceIds": [
                "chatgpt:oa-enterprise-models-r2",
                "chatgpt:oa-analysis-r2"
              ]
            },
            {
              "id": "charts",
              "question": "Can it produce charts?",
              "support": "supported",
              "answer": "For the Enterprise analysis path, the direct guide documents static charts and selected interactive bar/line/pie/scatter charts.",
              "evidenceIds": [
                "chatgpt:oa-enterprise-models-r2",
                "chatgpt:oa-analysis-r2"
              ]
            },
            {
              "id": "office_file_output",
              "question": "Can it create Word, Excel or PowerPoint files?",
              "support": "partial",
              "answer": "Eligible Business and Enterprise Work creates documents, spreadsheets and presentations. Exact download-format/editability fidelity was not fixture-tested.",
              "evidenceIds": [
                "chatgpt:oa-work-r2"
              ]
            },
            {
              "id": "canvas_editing",
              "question": "Is there a document or canvas editor for iterating on output?",
              "support": "partial",
              "answer": "Enterprise model/tool inventory lists canvas and Enterprise settings govern role access. This does not establish canvas on every Business seat/client.",
              "evidenceIds": [
                "chatgpt:oa-enterprise-models-r2",
                "chatgpt:oa-admin-settings"
              ]
            }
          ],
          "limitations": [
            "Each atom distinguishes Enterprise Chat tools from Business/Enterprise Work output. Work is explicitly included as a surface.",
            "No formula workbook, downloadable Office/PDF fidelity or canvas-editing fixture was run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-enterprise-models-r2",
            "chatgpt:oa-analysis-r2",
            "chatgpt:oa-work-r2",
            "chatgpt:oa-admin-settings"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:WORK-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Paid Work executes code, charts data and generates editable spreadsheet/slide artifacts.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "data_analysis",
              "question": "Can it analyse spreadsheets with executed code?",
              "support": "partial",
              "answer": "Code Interpreter executes Python/TypeScript in an isolated no-internet sandbox; workbook accuracy was not tested.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-interpreter"
              ]
            },
            {
              "id": "charts",
              "question": "Can it produce charts?",
              "support": "supported",
              "answer": "The interpreter supports matplotlib/TypeScript charts from user data.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-interpreter"
              ]
            },
            {
              "id": "office_file_output",
              "question": "Can it create Word, Excel or PowerPoint files?",
              "support": "partial",
              "answer": "Paid spreadsheets export XLSX and Canvas exports PowerPoint and tables; DOCX generation was not fully verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-sheets",
                "mistral-vibe:mistral-vibe:m-files"
              ]
            },
            {
              "id": "canvas_editing",
              "question": "Is there a document or canvas editor for iterating on output?",
              "support": "supported",
              "answer": "Canvas supports direct edits, inline AI requests, version navigation and file exports.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files"
              ]
            }
          ],
          "limitations": [
            "Hosted paid-plan documentation does not establish equivalent behavior in every private Enterprise deployment."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-interpreter",
            "mistral-vibe:mistral-vibe:m-sheets",
            "mistral-vibe:mistral-vibe:m-files"
          ]
        }
      ]
    },
    {
      "id": "WORK-07",
      "title": "Sharing and team spaces",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record chat sharing (link, user, group), shared projects or team spaces, channels or group chat with AI, and commenting. Test sharing a chat with a colleague in another group and record what the recipient sees, including knowledge they lack access to.",
      "questions": [
        {
          "id": "share_chats",
          "question": "Can chats be shared inside the organisation?"
        },
        {
          "id": "team_spaces",
          "question": "Are shared projects or workspaces available?"
        },
        {
          "id": "group_chat",
          "question": "Can several people chat together with the AI?"
        },
        {
          "id": "share_permission_boundary",
          "question": "Does sharing respect the recipient's access to sources?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:WORK-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Shared projects and team resources support collaboration with explicit visibility limits.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "share_chats",
              "question": "Can chats be shared inside the organisation?",
              "support": "supported",
              "answer": "Managed-workspace sharing is controlled by permissions; shared-project chats require project membership.",
              "evidenceIds": [
                "chatgpt:oa-projects",
                "chatgpt:oa-admin-settings"
              ]
            },
            {
              "id": "team_spaces",
              "question": "Are shared projects or workspaces available?",
              "support": "supported",
              "answer": "Shared projects and Enterprise team Pages/Spaces are documented.",
              "evidenceIds": [
                "chatgpt:oa-projects",
                "chatgpt:oa-enterprise-notes"
              ]
            },
            {
              "id": "group_chat",
              "question": "Can several people chat together with the AI?",
              "support": "partial",
              "answer": "Shared-project chats support branching rather than synchronous collaboration on the same chat. Enterprise Teams conversations can use @ChatGPT.",
              "evidenceIds": [
                "chatgpt:oa-projects",
                "chatgpt:oa-enterprise-notes"
              ]
            },
            {
              "id": "share_permission_boundary",
              "question": "Does sharing respect the recipient's access to sources?",
              "support": "partial",
              "answer": "Project members can view/download added files; uploading information into a shared project can expose it to other members. This is different from rechecking original source ACLs.",
              "evidenceIds": [
                "chatgpt:oa-projects"
              ]
            }
          ],
          "limitations": [
            "No cross-group sharing or restricted-source leakage test was performed."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-projects",
            "chatgpt:oa-admin-settings",
            "chatgpt:oa-enterprise-notes"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:WORK-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Workspaces and Projects scope context; share links are output snapshots, with recipient source-access behavior still untested.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team and Enterprise hosted Vibe Work after account migration; feature-specific beta/preview and Enterprise-only controls retained below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "share_chats",
              "question": "Can chats be shared inside the organisation?",
              "support": "supported",
              "answer": "Canvas documentation describes sharing the full chat including Canvas content.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files-20261026"
              ]
            },
            {
              "id": "team_spaces",
              "question": "Are shared projects or workspaces available?",
              "support": "partial",
              "answer": "Workspaces scope conversations/resources and access; Projects group task context. Collaborative project membership was not fully established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-workspace-20261026",
                "mistral-vibe:mistral-vibe:m-projects-20261026"
              ]
            },
            {
              "id": "group_chat",
              "question": "Can several people chat together with the AI?",
              "support": "unknown",
              "answer": "No simultaneous multi-person chat-with-AI workflow was established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/admin/workspaces/your-first-workspace.md, https://docs.mistral.ai/vibe/work/projects.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "share_permission_boundary",
              "question": "Does sharing respect the recipient's access to sources?",
              "support": "unknown",
              "answer": "No two-recipient sharing fixture established whether a shared output reveals content the recipient lacks in source systems. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/admin/workspaces/your-first-workspace.md, https://docs.mistral.ai/vibe/work/projects.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "team_spaces: Workspaces scope conversations/resources and access; Projects group task context. Collaborative project membership was not fully established.",
            "group_chat: No simultaneous multi-person chat-with-AI workflow was established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/admin/workspaces/your-first-workspace.md, https://docs.mistral.ai/vibe/work/projects.md. No additional scoped evidence established this answer.",
            "share_permission_boundary: No two-recipient sharing fixture established whether a shared output reveals content the recipient lacks in source systems. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/admin/workspaces/your-first-workspace.md, https://docs.mistral.ai/vibe/work/projects.md. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-files-20261026",
            "mistral-vibe:mistral-vibe:m-workspace-20261026",
            "mistral-vibe:mistral-vibe:m-projects-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "id": "WORK-08",
      "title": "Interface languages and accessibility",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record UI languages, focusing on German, French, Italian and English, with translation quality observed (complete, partial, machine-translated). Record response language handling and WCAG conformance statements.",
      "questions": [
        {
          "id": "ui_languages",
          "question": "Which UI languages are offered?"
        },
        {
          "id": "dach_language_quality",
          "question": "Are German, French and Italian UIs complete and natural?"
        },
        {
          "id": "accessibility_statement",
          "question": "Is there a WCAG conformance statement?"
        },
        {
          "id": "admin_ui_languages",
          "question": "Is the admin interface available in German?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:WORK-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "German, French and Italian UI settings are documented; quality was not observed.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "ui_languages",
              "question": "Which UI languages are offered?",
              "support": "supported",
              "answer": "Browser and mobile language settings include German, French and Italian.",
              "evidenceIds": [
                "chatgpt:oa-language"
              ]
            },
            {
              "id": "dach_language_quality",
              "question": "Are German, French and Italian UIs complete and natural?",
              "support": "unknown",
              "answer": "Are German, French and Italian UIs complete and natural? Unverified after checking language settings and Trust Portal; no localized UI/admin inspection or WCAG conformance report download.",
              "evidenceIds": []
            },
            {
              "id": "accessibility_statement",
              "question": "Is there a WCAG conformance statement?",
              "support": "partial",
              "answer": "The Trust Portal lists a VPAT document; its conformance level, version and scope were not inspected.",
              "evidenceIds": [
                "chatgpt:oa-trust"
              ]
            },
            {
              "id": "admin_ui_languages",
              "question": "Is the admin interface available in German?",
              "support": "unknown",
              "answer": "Is the admin interface available in German? Unverified after checking language settings and Trust Portal; no localized UI/admin inspection or WCAG conformance report download.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: dach_language_quality, admin_ui_languages.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-language",
            "chatgpt:oa-trust"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:WORK-08",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "ADM-01",
      "title": "Single sign-on and authentication",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record SAML, OIDC, Microsoft Entra ID, Google, LDAP, MFA enforcement, conditional-access compatibility, domain verification and plan restrictions. Test one SSO login on a trial where possible.",
      "questions": [
        {
          "id": "sso_protocols",
          "question": "Which SSO protocols and identity providers work?"
        },
        {
          "id": "sso_plan",
          "question": "Which plan includes SSO?"
        },
        {
          "id": "mfa",
          "question": "Can MFA be enforced?"
        },
        {
          "id": "conditional_access",
          "question": "Do Entra conditional-access policies apply?"
        },
        {
          "id": "domain_capture",
          "question": "Can the company claim its email domain?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:ADM-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business SAML/OIDC is distinct from Enterprise directory lifecycle controls.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "sso_protocols",
              "question": "Which SSO protocols and identity providers work?",
              "support": "supported",
              "answer": "Business supports SAML and OIDC identity-provider connections.",
              "evidenceIds": [
                "chatgpt:oa-business-sso"
              ]
            },
            {
              "id": "sso_plan",
              "question": "Which plan includes SSO?",
              "support": "supported",
              "answer": "Business includes SSO and domain verification; Enterprise uses its managed identity setup.",
              "evidenceIds": [
                "chatgpt:oa-business-sso",
                "chatgpt:oa-admin-quickstart"
              ]
            },
            {
              "id": "mfa",
              "question": "Can MFA be enforced?",
              "support": "partial",
              "answer": "Individuals can configure supported MFA methods. The official guide explicitly says MFA cannot currently be enforced at ChatGPT workspace or API organization level. This native control restriction is separate from any customer IdP authentication policy.",
              "evidenceIds": [
                "chatgpt:chatgpt:native-mfa-enforcement-20261026"
              ]
            },
            {
              "id": "conditional_access",
              "question": "Do Entra conditional-access policies apply?",
              "support": "partial",
              "answer": "Enterprise Intune iOS deployment supports Entra Conditional Access; general client/IdP enforcement was not tested.",
              "evidenceIds": [
                "chatgpt:oa-enterprise-notes-20261026"
              ]
            },
            {
              "id": "domain_capture",
              "question": "Can the company claim its email domain?",
              "support": "partial",
              "answer": "Business can verify more than one domain; verification does not automatically merge personal accounts.",
              "evidenceIds": [
                "chatgpt:oa-business-sso"
              ]
            }
          ],
          "limitations": [
            "mfa: Individuals can configure supported MFA methods. The official guide explicitly says MFA cannot currently be enforced at ChatGPT workspace or API organization level. This native control restriction is separate from any customer IdP authentication policy.",
            "conditional_access: Enterprise Intune iOS deployment supports Entra Conditional Access; general client/IdP enforcement was not tested.",
            "domain_capture: Business can verify more than one domain; verification does not automatically merge personal accounts."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-business-sso",
            "chatgpt:oa-admin-quickstart",
            "chatgpt:oa-enterprise-notes-20261026",
            "chatgpt:chatgpt:native-mfa-enforcement-20261026"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:ADM-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise organization SSO is SAML 2.0 with verified domains and first-login provisioning.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "sso_protocols",
              "question": "Which SSO protocols and identity providers work?",
              "support": "supported",
              "answer": "Enterprise organization SSO supports SAML 2.0 identity providers; the guide explicitly says OIDC is not supported for organization SSO.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-sso-20261026"
              ]
            },
            {
              "id": "sso_plan",
              "question": "Which plan includes SSO?",
              "support": "supported",
              "answer": "SAML SSO requires Enterprise; domain verification is listed on Team.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-sso-20261026",
                "mistral-vibe:mistral-vibe:plan-matrix-20261026"
              ]
            },
            {
              "id": "mfa",
              "question": "Can MFA be enforced?",
              "support": "partial",
              "answer": "Individual accounts can enable TOTP two-factor authentication and generate recovery codes. A mandatory organization-wide policy or IdP enforcement matrix was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:account-mfa-20261026"
              ]
            },
            {
              "id": "conditional_access",
              "question": "Do Entra conditional-access policies apply?",
              "support": "unknown",
              "answer": "No Entra conditional-access compatibility test or precise policy guarantee was retrieved. Search on 2026-10-26: https://docs.mistral.ai/admin/set-up-organization/sign-in-method/saml-sso.md, https://mistral.ai/pricing/, https://docs.mistral.ai/admin/workspaces/workspaces-in-vibe.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "domain_capture",
              "question": "Can the company claim its email domain?",
              "support": "supported",
              "answer": "A matching verified-domain email routes to the configured IdP, with first-sign-in organization provisioning.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-sso-20261026"
              ]
            }
          ],
          "limitations": [
            "mfa: Individual accounts can enable TOTP two-factor authentication and generate recovery codes. A mandatory organization-wide policy or IdP enforcement matrix was not established.",
            "conditional_access: No Entra conditional-access compatibility test or precise policy guarantee was retrieved. Search on 2026-10-26: https://docs.mistral.ai/admin/set-up-organization/sign-in-method/saml-sso.md, https://mistral.ai/pricing/, https://docs.mistral.ai/admin/workspaces/workspaces-in-vibe.md. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-sso-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026",
            "mistral-vibe:mistral-vibe:account-mfa-20261026"
          ]
        }
      ]
    },
    {
      "id": "ADM-02",
      "title": "User provisioning and lifecycle",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record SCIM, just-in-time provisioning, group sync from the identity provider, deprovisioning effects (chats, assistants, knowledge ownership transfer) and licence assignment. Deprovision a test user and record what happens to their content.",
      "questions": [
        {
          "id": "scim",
          "question": "Is SCIM provisioning supported?"
        },
        {
          "id": "group_sync",
          "question": "Are identity-provider groups synced?"
        },
        {
          "id": "jit_provisioning",
          "question": "Are users created at first login?"
        },
        {
          "id": "deprovisioning",
          "question": "What happens to a removed user's data and shared assets?"
        },
        {
          "id": "seat_assignment",
          "question": "Can admins assign and reclaim seats?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:ADM-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Standalone Business and Enterprise differ materially in provisioning and leaver behavior.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "scim",
              "question": "Is SCIM provisioning supported?",
              "support": "supported",
              "answer": "Standalone Business excludes SCIM. Enterprise supports directory sync; tenant sync alone does not grant workspace access.",
              "evidenceIds": [
                "chatgpt:oa-business-sso",
                "chatgpt:oa-admin-quickstart"
              ]
            },
            {
              "id": "group_sync",
              "question": "Are identity-provider groups synced?",
              "support": "supported",
              "answer": "Business standalone excludes synchronized groups. Enterprise directory groups can receive separate workspace assignments.",
              "evidenceIds": [
                "chatgpt:oa-business-sso",
                "chatgpt:oa-admin-quickstart"
              ]
            },
            {
              "id": "jit_provisioning",
              "question": "Are users created at first login?",
              "support": "partial",
              "answer": "Business automatic account creation can add eligible verified-domain sign-ins where available; this is distinct from SCIM.",
              "evidenceIds": [
                "chatgpt:oa-business-sso"
              ]
            },
            {
              "id": "deprovisioning",
              "question": "What happens to a removed user's data and shared assets?",
              "support": "supported",
              "answer": "Removal revokes access immediately. Business data remains indefinitely; Enterprise/Edu follow retention. GPT/project ownership transfers without private chat/file visibility.",
              "evidenceIds": [
                "chatgpt:oa-leavers"
              ]
            },
            {
              "id": "seat_assignment",
              "question": "Can admins assign and reclaim seats?",
              "support": "supported",
              "answer": "Business owners buy and reassign Standard/Premium seats; Enterprise separates roles, seats and access.",
              "evidenceIds": [
                "chatgpt:oa-billing",
                "chatgpt:oa-members"
              ]
            }
          ],
          "limitations": [
            "No SCIM or leaver fixture was performed."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-business-sso",
            "chatgpt:oa-admin-quickstart",
            "chatgpt:oa-leavers",
            "chatgpt:oa-billing",
            "chatgpt:oa-members"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:ADM-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "JIT seats, user/group administration and external identity sync are documented; leaver data outcomes remain untested.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "scim",
              "question": "Is SCIM provisioning supported?",
              "support": "partial",
              "answer": "The groups guide recognizes SCIM-managed identities/groups, but a complete supported SCIM setup/plan matrix was not retrieved.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-groups"
              ]
            },
            {
              "id": "group_sync",
              "question": "Are identity-provider groups synced?",
              "support": "partial",
              "answer": "Externally managed group fields are controlled by the IdP and updated on sync; delay was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-groups"
              ]
            },
            {
              "id": "jit_provisioning",
              "question": "Are users created at first login?",
              "support": "supported",
              "answer": "Enterprise SAML first login provisions users and can assign available product seats automatically.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-sso"
              ]
            },
            {
              "id": "deprovisioning",
              "question": "What happens to a removed user's data and shared assets?",
              "support": "partial",
              "answer": "User removal revokes organization/Workspace permissions. Content ownership transfer and deletion were not tested.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-users",
                "mistral-vibe:mistral-vibe:m-provision"
              ]
            },
            {
              "id": "seat_assignment",
              "question": "Can admins assign and reclaim seats?",
              "support": "supported",
              "answer": "Admins assign/reclaim Vibe/product seats in member subscription settings.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-users"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-groups",
            "mistral-vibe:mistral-vibe:m-sso",
            "mistral-vibe:mistral-vibe:m-users",
            "mistral-vibe:mistral-vibe:m-provision"
          ]
        }
      ]
    },
    {
      "id": "ADM-03",
      "title": "Roles, groups and feature permissions",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record admin roles, delegated admins, groups, per-feature permissions (web search, image generation, connectors, file upload, agents), separation of subsidiaries or departments, and enforcement. Test one disabled feature for one group.",
      "questions": [
        {
          "id": "admin_roles",
          "question": "Which admin roles exist, and can admin rights be delegated?"
        },
        {
          "id": "groups",
          "question": "Can permissions be set per group?"
        },
        {
          "id": "feature_toggles",
          "question": "Which features can be switched on or off per group?"
        },
        {
          "id": "multi_entity",
          "question": "Can subsidiaries or departments be separated within one contract?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:ADM-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise groups/RBAC and delegated roles differ from Business administration.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_roles",
              "question": "Which admin roles exist, and can admin rights be delegated?",
              "support": "supported",
              "answer": "Enterprise/Edu roles include member, analytics viewer, admin and owner; Enterprise can delegate group tasks.",
              "evidenceIds": [
                "chatgpt:oa-members"
              ]
            },
            {
              "id": "groups",
              "question": "Can permissions be set per group?",
              "support": "supported",
              "answer": "Enterprise sync/manual groups can receive roles; standalone Business synchronized groups are excluded.",
              "evidenceIds": [
                "chatgpt:oa-admin-quickstart",
                "chatgpt:oa-business-sso"
              ]
            },
            {
              "id": "feature_toggles",
              "question": "Which features can be switched on or off per group?",
              "support": "partial",
              "answer": "Enterprise controls models, GPTs, canvas, projects, memory and Work by workspace/role; exact per-group feature matrix was not tested.",
              "evidenceIds": [
                "chatgpt:oa-admin-settings"
              ]
            },
            {
              "id": "multi_entity",
              "question": "Can subsidiaries or departments be separated within one contract?",
              "support": "partial",
              "answer": "The Services Agreement allows affiliates within one workspace or separate affiliate orders/workspaces. It does not prove an arbitrary subsidiary-isolation console.",
              "evidenceIds": [
                "chatgpt:oa-services"
              ]
            }
          ],
          "limitations": [
            "No disabled-feature test with two users was performed."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-members",
            "chatgpt:oa-admin-quickstart",
            "chatgpt:oa-business-sso",
            "chatgpt:oa-admin-settings",
            "chatgpt:oa-services"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:ADM-03",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "ADM-04",
      "title": "Usage and adoption analytics",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record dashboards for active users, usage by feature, model, group and assistant, export, and privacy controls (aggregation, pseudonymisation, works-council-friendly settings). Distinguish aggregate adoption metrics from per-person monitoring.",
      "questions": [
        {
          "id": "adoption_dashboard",
          "question": "Is there an adoption dashboard?"
        },
        {
          "id": "breakdowns",
          "question": "Can usage be broken down by group, model, feature and assistant?"
        },
        {
          "id": "export",
          "question": "Can usage data be exported?"
        },
        {
          "id": "privacy_modes",
          "question": "Can per-person reporting be limited or pseudonymised?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:ADM-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business documents adoption/member analytics; Enterprise/Edu now documents CSV exports and specific aggregate-report privacy controls.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "Business workspace analytics; Enterprise/Edu export and Task insights controls only where explicitly identified",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "adoption_dashboard",
              "question": "Is there an adoption dashboard?",
              "support": "supported",
              "answer": "Business has workspace analytics with active users, messages and credits.",
              "evidenceIds": [
                "chatgpt:oa-business-notes-20261026"
              ]
            },
            {
              "id": "breakdowns",
              "question": "Can usage be broken down by group, model, feature and assistant?",
              "support": "partial",
              "answer": "Member-level usage and seat-type metrics are documented; full model/group/assistant views were not all verified.",
              "evidenceIds": [
                "chatgpt:oa-business-notes-20261026"
              ]
            },
            {
              "id": "export",
              "question": "Can usage data be exported?",
              "support": "partial",
              "answer": "Enterprise/Edu can export a by-user Workspace report and GPT/project reports as CSV, plus survey and benchmark data. The October 23 release confirms the updated flow. A complete equivalent Business export entitlement was not established.",
              "evidenceIds": [
                "chatgpt:chatgpt:enterprise-analytics-export-20261026",
                "chatgpt:oa-enterprise-notes-20261026"
              ]
            },
            {
              "id": "privacy_modes",
              "question": "Can per-person reporting be limited or pseudonymised?",
              "support": "partial",
              "answer": "Enterprise/Edu Task insights reports aggregate categories without individual conversation content and can be disabled; survey export names/emails depend on Include user identifiers. This is not a universal pseudonymization switch for the ordinary per-user usage report or a verified Business setting.",
              "evidenceIds": [
                "chatgpt:chatgpt:enterprise-analytics-export-20261026"
              ]
            }
          ],
          "limitations": [
            "breakdowns: Member-level usage and seat-type metrics are documented; full model/group/assistant views were not all verified.",
            "export: Enterprise/Edu can export a by-user Workspace report and GPT/project reports as CSV, plus survey and benchmark data. The October 23 release confirms the updated flow. A complete equivalent Business export entitlement was not established.",
            "privacy_modes: Enterprise/Edu Task insights reports aggregate categories without individual conversation content and can be disabled; survey export names/emails depend on Include user identifiers. This is not a universal pseudonymization switch for the ordinary per-user usage report or a verified Business setting."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-business-notes-20261026",
            "chatgpt:chatgpt:enterprise-analytics-export-20261026",
            "chatgpt:oa-enterprise-notes-20261026"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:ADM-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise usage APIs expose user/agent activity and billing metrics; anonymized reporting controls remain unknown.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Enterprise Admin API activity export; Team/Enterprise Workspace UI as documented",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "adoption_dashboard",
              "question": "Is there an adoption dashboard?",
              "support": "partial",
              "answer": "The Admin API documents product activity including user message/file/image counts and last activity; end-user UI completeness was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-usage-api-20261026"
              ]
            },
            {
              "id": "breakdowns",
              "question": "Can usage be broken down by group, model, feature and assistant?",
              "support": "partial",
              "answer": "Documented API breakdowns include user/agent activity and Workspace model/token/capability consumption; a complete group/feature matrix was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-usage-api-20261026",
                "mistral-vibe:mistral-vibe:m-limits-20261026"
              ]
            },
            {
              "id": "export",
              "question": "Can usage data be exported?",
              "support": "supported",
              "answer": "Enterprise usage endpoints return machine-readable metrics with an Admin API key; access requires separately enabled Enterprise administration.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-usage-api-20261026"
              ]
            },
            {
              "id": "privacy_modes",
              "question": "Can per-person reporting be limited or pseudonymised?",
              "support": "unknown",
              "answer": "A user-report pseudonymization, aggregation-only or works-council privacy mode was not established. Search on 2026-10-26: https://docs.mistral.ai/admin/admin-api/usage-metrics.md, https://docs.mistral.ai/admin/workspaces/usage-limits.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "adoption_dashboard: The Admin API documents product activity including user message/file/image counts and last activity; end-user UI completeness was not verified.",
            "breakdowns: Documented API breakdowns include user/agent activity and Workspace model/token/capability consumption; a complete group/feature matrix was not established.",
            "privacy_modes: A user-report pseudonymization, aggregation-only or works-council privacy mode was not established. Search on 2026-10-26: https://docs.mistral.ai/admin/admin-api/usage-metrics.md, https://docs.mistral.ai/admin/workspaces/usage-limits.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-usage-api-20261026",
            "mistral-vibe:mistral-vibe:m-limits-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "id": "ADM-05",
      "title": "Spend controls and cost allocation",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record cost visibility per user, group and cost centre, budgets and their behaviour (alert, block, downgrade model), pooled credits, and chargeback exports. Test a small budget on a trial where possible. Distinguish billed amounts, estimates and unavailable amounts.",
      "questions": [
        {
          "id": "cost_visibility",
          "question": "Can admins see cost or consumption per user and group?"
        },
        {
          "id": "budgets",
          "question": "Can budgets be set per user or group?"
        },
        {
          "id": "budget_enforcement",
          "question": "Does reaching a budget alert, block or downgrade?"
        },
        {
          "id": "chargeback",
          "question": "Can costs be exported per cost centre?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:ADM-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business has credit and recharge limits; these do not equate to a full cost-centre system.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_visibility",
              "question": "Can admins see cost or consumption per user and group?",
              "support": "supported",
              "answer": "Business analytics show member seat types, credits and messages.",
              "evidenceIds": [
                "chatgpt:oa-business-notes"
              ]
            },
            {
              "id": "budgets",
              "question": "Can budgets be set per user or group?",
              "support": "supported",
              "answer": "Business permits seat-type monthly credit limits and per-user overrides; defaults have no specified limits.",
              "evidenceIds": [
                "chatgpt:oa-credit-controls"
              ]
            },
            {
              "id": "budget_enforcement",
              "question": "Does reaching a budget alert, block or downgrade?",
              "support": "partial",
              "answer": "Credit-backed features can become unavailable when credits are insufficient; exact monthly-limit overshoot/stop timing was not tested.",
              "evidenceIds": [
                "chatgpt:oa-credit-controls"
              ]
            },
            {
              "id": "chargeback",
              "question": "Can costs be exported per cost centre?",
              "support": "unknown",
              "answer": "Can costs be exported per cost centre? Unverified after checking Business spend-control docs; group/cost-centre allocation and chargeback export not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: chargeback.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-business-notes",
            "chatgpt:oa-credit-controls"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:ADM-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Workspace and organization spending caps are documented, with explicit API suspension behavior and incomplete Vibe UI enforcement detail.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise Workspace usage and limits; API cap behavior does not establish a Work-chat hard stop",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_visibility",
              "question": "Can admins see cost or consumption per user and group?",
              "support": "partial",
              "answer": "Workspace usage shows month-to-date spend, token/model and capability usage; per-person complete cost allocation was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-limits-20261026"
              ]
            },
            {
              "id": "budgets",
              "question": "Can budgets be set per user or group?",
              "support": "supported",
              "answer": "Admins can set Workspace monthly spending limits bounded by the organization cap; defaults have no Workspace cap.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-limits-20261026",
                "mistral-vibe:mistral-vibe:m-billing-20261026"
              ]
            },
            {
              "id": "budget_enforcement",
              "question": "Does reaching a budget alert, block or downgrade?",
              "support": "unknown",
              "answer": "Unknown for hosted Vibe Work. The guide specifies API suspension at the cap, which does not establish Work chat enforcement; no Work budget-stop fixture was run. Search on 2026-10-26: https://docs.mistral.ai/admin/workspaces/usage-limits.md, https://docs.mistral.ai/admin/billing-usage/billing.md, https://docs.mistral.ai/admin/admin-api/usage-metrics.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "chargeback",
              "question": "Can costs be exported per cost centre?",
              "support": "partial",
              "answer": "Enterprise usage APIs provide billing/Workspace data for allocation; a native cost-centre export schema was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-usage-api-20261026"
              ]
            }
          ],
          "limitations": [
            "cost_visibility: Workspace usage shows month-to-date spend, token/model and capability usage; per-person complete cost allocation was not established.",
            "budget_enforcement: Unknown for hosted Vibe Work. The guide specifies API suspension at the cap, which does not establish Work chat enforcement; no Work budget-stop fixture was run. Search on 2026-10-26: https://docs.mistral.ai/admin/workspaces/usage-limits.md, https://docs.mistral.ai/admin/billing-usage/billing.md, https://docs.mistral.ai/admin/admin-api/usage-metrics.md. No additional scoped evidence established this answer.",
            "chargeback: Enterprise usage APIs provide billing/Workspace data for allocation; a native cost-centre export schema was not established."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-limits-20261026",
            "mistral-vibe:mistral-vibe:m-billing-20261026",
            "mistral-vibe:mistral-vibe:m-usage-api-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "id": "ADM-06",
      "title": "Audit logs and compliance export",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record which events are logged (logins, admin changes, prompts, responses, file access, connector queries), retention, export or SIEM streaming, and eDiscovery/legal hold. Use the word audit only with a defined retention and integrity model.",
      "questions": [
        {
          "id": "admin_events",
          "question": "Are admin and security events logged?"
        },
        {
          "id": "content_logging",
          "question": "Can prompts and answers be retained for compliance, and is it configurable?"
        },
        {
          "id": "siem_export",
          "question": "Can logs stream to a SIEM or be exported?"
        },
        {
          "id": "ediscovery",
          "question": "Are eDiscovery and legal hold supported?"
        },
        {
          "id": "log_retention",
          "question": "How long are logs kept?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:ADM-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise/Edu compliance access is owner-granted; Business documents conditional owner exports for individual members.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "Enterprise/Edu Compliance Platform and role permissions; Business default private-history/analytics boundaries and conditional owner per-member export",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_events",
              "question": "Are admin and security events logged?",
              "support": "supported",
              "answer": "Enterprise/Edu Compliance Platform exposes append-only audit/authentication/app events, with category-scoped Admin keys.",
              "evidenceIds": [
                "chatgpt:oa-compliance-r2"
              ]
            },
            {
              "id": "content_logging",
              "question": "Can prompts and answers be retained for compliance, and is it configurable?",
              "support": "partial",
              "answer": "Enterprise/Edu: only an owner grants broad compliance or Conversation messages access, including locked-chat messages. Business: default history and routine analytics do not expose all private chats. Owners can export an individual member via the Business workspace > Members > member three-dot menu > Export data, if available. Bulk all-chat coverage is unverified.",
              "evidenceIds": [
                "chatgpt:oa-compliance-r2",
                "chatgpt:oa-business-faq-r2",
                "chatgpt:oa-business-privacy-r2",
                "chatgpt:oa-business-owner-export-r3"
              ]
            },
            {
              "id": "siem_export",
              "question": "Can logs stream to a SIEM or be exported?",
              "support": "supported",
              "answer": "Enterprise/Edu can export eligible compliance logs into SIEM/data-lake/partner systems. Business eligibility is not inferred.",
              "evidenceIds": [
                "chatgpt:oa-compliance-r2"
              ]
            },
            {
              "id": "ediscovery",
              "question": "Are eDiscovery and legal hold supported?",
              "support": "partial",
              "answer": "Enterprise/Edu Compliance Platform documents eDiscovery integrations; native legal-hold operation was not verified.",
              "evidenceIds": [
                "chatgpt:oa-compliance-r2"
              ]
            },
            {
              "id": "log_retention",
              "question": "How long are logs kept?",
              "support": "supported",
              "answer": "Enterprise/Edu Compliance Logs Platform gives30-day availability; longer retention requires continuous external downloads.",
              "evidenceIds": [
                "chatgpt:oa-compliance-r2"
              ]
            }
          ],
          "limitations": [
            "Business routine visibility, conditional owner per-member export and Enterprise/Edu Compliance access are separate operations. No audit or archive fixture was run.",
            "No blanket Business no-admin-access guarantee. No Enterprise/Edu compliance entitlement is transferred to Business."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-compliance-r2",
            "chatgpt:oa-business-faq-r2",
            "chatgpt:oa-business-privacy-r2",
            "chatgpt:oa-business-owner-export-r3"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:ADM-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise event logs have a defined event taxonomy but no verified retention/integrity model; the overview explicitly excludes export.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_events",
              "question": "Are admin and security events logged?",
              "support": "supported",
              "answer": "Enterprise automatically records authentication, user/role changes, API-key and organization/Workspace events plus conversation lifecycle events.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-audit",
                "mistral-vibe:mistral-vibe:m-audit-ref"
              ]
            },
            {
              "id": "content_logging",
              "question": "Can prompts and answers be retained for compliance, and is it configurable?",
              "support": "unknown",
              "answer": "Unknown. Conversation tracing exists, but exact prompt/response compliance capture and integrity configuration were not verified.",
              "evidenceIds": []
            },
            {
              "id": "siem_export",
              "question": "Can logs stream to a SIEM or be exported?",
              "support": "unsupported",
              "answer": "The audit overview explicitly says log export is not supported; no SIEM streaming route was verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-audit"
              ]
            },
            {
              "id": "ediscovery",
              "question": "Are eDiscovery and legal hold supported?",
              "support": "unknown",
              "answer": "Unknown. A legal-hold/eDiscovery feature was not established.",
              "evidenceIds": []
            },
            {
              "id": "log_retention",
              "question": "How long are logs kept?",
              "support": "unknown",
              "answer": "Unknown. The public event guide/reference does not establish a current retention duration and tamper-resistance model.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: content_logging, ediscovery, log_retention."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-audit",
            "mistral-vibe:mistral-vibe:m-audit-ref"
          ]
        }
      ]
    },
    {
      "id": "ADM-07",
      "title": "Data loss prevention and personal data",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record detection and handling of personal and confidential data before it reaches a model: redaction, masking, blocking, warning. Record integration with Purview, Netskope or similar, and whether filtering runs locally or at a third party. Send a fixture prompt with a Swiss AHV number and IBAN and record the outcome.",
      "questions": [
        {
          "id": "pii_detection",
          "question": "Is personal data detected in prompts and files?"
        },
        {
          "id": "pii_action",
          "question": "Is it redacted, masked, blocked or only warned?"
        },
        {
          "id": "custom_patterns",
          "question": "Can admins add custom patterns or terms?"
        },
        {
          "id": "dlp_integration",
          "question": "Does it integrate with an existing DLP product?"
        },
        {
          "id": "filter_location",
          "question": "Where does filtering run?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:ADM-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise/Edu can integrate compliance data with DLP; inline redaction was not established.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "pii_detection",
              "question": "Is personal data detected in prompts and files?",
              "support": "unknown",
              "answer": "Is personal data detected in prompts and files? Unverified after checking Compliance Platform, app controls and security documentation; no inline PII action, custom AHV/IBAN pattern or filter-location evidence/test.",
              "evidenceIds": []
            },
            {
              "id": "pii_action",
              "question": "Is it redacted, masked, blocked or only warned?",
              "support": "unknown",
              "answer": "Is it redacted, masked, blocked or only warned? Unverified after checking Compliance Platform, app controls and security documentation; no inline PII action, custom AHV/IBAN pattern or filter-location evidence/test.",
              "evidenceIds": []
            },
            {
              "id": "custom_patterns",
              "question": "Can admins add custom patterns or terms?",
              "support": "unknown",
              "answer": "Can admins add custom patterns or terms? Unverified after checking Compliance Platform, app controls and security documentation; no inline PII action, custom AHV/IBAN pattern or filter-location evidence/test.",
              "evidenceIds": []
            },
            {
              "id": "dlp_integration",
              "question": "Does it integrate with an existing DLP product?",
              "support": "partial",
              "answer": "Compliance Platform lists DLP partners including Purview and Netskope. This does not establish pre-model prompt redaction.",
              "evidenceIds": [
                "chatgpt:oa-compliance"
              ]
            },
            {
              "id": "filter_location",
              "question": "Where does filtering run?",
              "support": "unknown",
              "answer": "Where does filtering run? Unverified after checking Compliance Platform, app controls and security documentation; no inline PII action, custom AHV/IBAN pattern or filter-location evidence/test.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: pii_detection, pii_action, custom_patterns, filter_location.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-compliance"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:ADM-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Knowledge Base has sensitive-memory controls; general pre-model PII/DLP redaction remains unverified.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Migrated Team/Enterprise Knowledge Base public preview; sensitive-memory policy only",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "pii_detection",
              "question": "Is personal data detected in prompts and files?",
              "support": "partial",
              "answer": "Knowledge Base documents exclusions for government IDs, banking details and credentials; this is memory storage policy rather than tested prompt/file PII screening.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-memory-20261026"
              ]
            },
            {
              "id": "pii_action",
              "question": "Is it redacted, masked, blocked or only warned?",
              "support": "partial",
              "answer": "Admins can prevent sensitive knowledge saving; whole-prompt redaction/masking/blocking before model inference was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-memory-20261026"
              ]
            },
            {
              "id": "custom_patterns",
              "question": "Can admins add custom patterns or terms?",
              "support": "unknown",
              "answer": "No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "dlp_integration",
              "question": "Does it integrate with an existing DLP product?",
              "support": "unknown",
              "answer": "No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "filter_location",
              "question": "Where does filtering run?",
              "support": "unknown",
              "answer": "No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "pii_detection: Knowledge Base documents exclusions for government IDs, banking details and credentials; this is memory storage policy rather than tested prompt/file PII screening.",
            "pii_action: Admins can prevent sensitive knowledge saving; whole-prompt redaction/masking/blocking before model inference was not established.",
            "custom_patterns: No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
            "dlp_integration: No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
            "filter_location: No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-memory-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026",
            "mistral-vibe:mistral-vibe:m-release-notes-20261026"
          ]
        }
      ]
    },
    {
      "id": "ADM-08",
      "title": "AI policy and guardrails",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record organisation-wide system instructions, acceptable-use notices and acknowledgement, content filters, topic restrictions, AI-output labelling, and admin visibility of policy violations. Separate enforced policy from instructions the model is expected to follow.",
      "questions": [
        {
          "id": "org_instructions",
          "question": "Can admins set organisation-wide instructions?"
        },
        {
          "id": "usage_notice",
          "question": "Can users be required to accept a usage policy?"
        },
        {
          "id": "content_filters",
          "question": "Are content filters configurable?"
        },
        {
          "id": "violation_reporting",
          "question": "Are policy hits visible to admins?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:ADM-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise has policy reminders and workspace controls; enforcement coverage remains partly unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "org_instructions",
              "question": "Can admins set organisation-wide instructions?",
              "support": "unknown",
              "answer": "Can admins set organisation-wide instructions? Unverified after checking Enterprise settings, Services Agreement and compliance docs; an enforced organization system prompt was not established.",
              "evidenceIds": []
            },
            {
              "id": "usage_notice",
              "question": "Can users be required to accept a usage policy?",
              "support": "partial",
              "answer": "The Enterprise AI policy modal appears every 30 days and after updates; mandatory acknowledgment behavior was not established.",
              "evidenceIds": [
                "chatgpt:oa-admin-settings"
              ]
            },
            {
              "id": "content_filters",
              "question": "Are content filters configurable?",
              "support": "partial",
              "answer": "Service usage restrictions apply; customer-configurable topic filters were not established.",
              "evidenceIds": [
                "chatgpt:oa-services"
              ]
            },
            {
              "id": "violation_reporting",
              "question": "Are policy hits visible to admins?",
              "support": "partial",
              "answer": "Compliance app/audit events are available; complete policy-violation coverage was not verified.",
              "evidenceIds": [
                "chatgpt:oa-compliance"
              ]
            }
          ],
          "limitations": [
            "Unverified parts: org_instructions.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-admin-settings",
            "chatgpt:oa-services",
            "chatgpt:oa-compliance"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:ADM-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Admins can force-enable Skills and disable tools; global policy acknowledgements and enforced topical controls need verification.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise Work Skills and Workspace settings; no global policy-acceptance entitlement established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "org_instructions",
              "question": "Can admins set organisation-wide instructions?",
              "support": "partial",
              "answer": "Admins may force-enable Workspace Skills with reusable instructions. Model compliance with instructions is not an independently enforced boundary.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-skills-20261026"
              ]
            },
            {
              "id": "usage_notice",
              "question": "Can users be required to accept a usage policy?",
              "support": "unknown",
              "answer": "No mandatory company acceptable-use acknowledgement flow was established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://docs.mistral.ai/vibe/work/image-generation.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "content_filters",
              "question": "Are content filters configurable?",
              "support": "partial",
              "answer": "Images may be safety-filtered, but an administrator-configurable organization-wide content-filter matrix was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-image-20261026"
              ]
            },
            {
              "id": "violation_reporting",
              "question": "Are policy hits visible to admins?",
              "support": "unknown",
              "answer": "No central policy-hit reporting feature was established from audit/tracing docs. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://docs.mistral.ai/vibe/work/image-generation.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "org_instructions: Admins may force-enable Workspace Skills with reusable instructions. Model compliance with instructions is not an independently enforced boundary.",
            "usage_notice: No mandatory company acceptable-use acknowledgement flow was established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://docs.mistral.ai/vibe/work/image-generation.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer.",
            "content_filters: Images may be safety-filtered, but an administrator-configurable organization-wide content-filter matrix was not established.",
            "violation_reporting: No central policy-hit reporting feature was established from audit/tracing docs. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://docs.mistral.ai/vibe/work/image-generation.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-skills-20261026",
            "mistral-vibe:mistral-vibe:m-image-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "id": "DATA-01",
      "title": "Hosting location and data residency",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record country or region separately for chat storage, files and indexes, model inference, backups, logs and telemetry, and support access. Name the cloud provider. Record whether residency is default, a paid option or plan-dependent. \"EU data boundary\" programmes are recorded with their documented exceptions.",
      "questions": [
        {
          "id": "storage_region",
          "question": "Where are chats, files and indexes stored?"
        },
        {
          "id": "inference_region",
          "question": "Where do model calls run, per provider?"
        },
        {
          "id": "backups_logs_region",
          "question": "Where are backups, logs and telemetry?"
        },
        {
          "id": "support_access_region",
          "question": "From where can vendor staff access data?"
        },
        {
          "id": "swiss_hosting",
          "question": "Is Swiss hosting available?"
        },
        {
          "id": "residency_plan",
          "question": "Which plan or option provides residency?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:DATA-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise/Edu residency separates regional content storage from GPU execution and global operations.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "storage_region",
              "question": "Where are chats, files and indexes stored?",
              "support": "partial",
              "answer": "Eligible new Enterprise/Edu workspaces can select Europe, EEA + Switzerland, for in-scope content at rest. Standalone Business eligibility is not established.",
              "evidenceIds": [
                "chatgpt:oa-residency"
              ]
            },
            {
              "id": "inference_region",
              "question": "Where do model calls run, per provider?",
              "support": "partial",
              "answer": "Eligible Enterprise/Edu can configure same-region European GPU inference; CPU tasks and external apps/search can process elsewhere.",
              "evidenceIds": [
                "chatgpt:oa-residency"
              ]
            },
            {
              "id": "backups_logs_region",
              "question": "Where are backups, logs and telemetry?",
              "support": "partial",
              "answer": "In-scope content backups/replicas stay in-region; system metadata and non-content logs are outside the general residency commitment.",
              "evidenceIds": [
                "chatgpt:oa-residency"
              ]
            },
            {
              "id": "support_access_region",
              "question": "From where can vendor staff access data?",
              "support": "partial",
              "answer": "Authorized staff access has purpose restrictions; an EU/Swiss-only support-access region was not established.",
              "evidenceIds": [
                "chatgpt:oa-privacy"
              ]
            },
            {
              "id": "swiss_hosting",
              "question": "Is Swiss hosting available?",
              "support": "partial",
              "answer": "Europe includes Switzerland as a region grouping; this is not a Switzerland-only storage/inference/support commitment.",
              "evidenceIds": [
                "chatgpt:oa-residency"
              ]
            },
            {
              "id": "residency_plan",
              "question": "Which plan or option provides residency?",
              "support": "partial",
              "answer": "Residency is documented for eligible Enterprise/Edu, with storage included at no extra charge; inference has separate eligibility.",
              "evidenceIds": [
                "chatgpt:oa-residency"
              ]
            }
          ],
          "limitations": [
            "Cloud infrastructure subprocessors include multiple providers. Exact placement per workspace, support geography and CPU processing remain separate questions."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-residency",
            "chatgpt:oa-privacy"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Mistral states EU hosting by default with feature-specific foreign transfers; private Enterprise locations are contract-scoped.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "storage_region",
              "question": "Where are chats, files and indexes stored?",
              "support": "partial",
              "answer": "The official help article states EU default hosting, and Libraries say European cloud storage; exact countries/backups were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-location",
                "mistral-vibe:mistral-vibe:m-libraries"
              ]
            },
            {
              "id": "inference_region",
              "question": "Where do model calls run, per provider?",
              "support": "partial",
              "answer": "The help article warns feature data may temporarily leave the EU; exact chat/image/search/provider inference regions were not fully established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-location"
              ]
            },
            {
              "id": "backups_logs_region",
              "question": "Where are backups, logs and telemetry?",
              "support": "unknown",
              "answer": "Unknown. A complete backup/log/telemetry regional map was not obtained.",
              "evidenceIds": []
            },
            {
              "id": "support_access_region",
              "question": "From where can vendor staff access data?",
              "support": "unknown",
              "answer": "Unknown. Default EU hosting does not establish a European-only staff access rule; no such boundary was verified.",
              "evidenceIds": []
            },
            {
              "id": "swiss_hosting",
              "question": "Is Swiss hosting available?",
              "support": "unknown",
              "answer": "Unknown. No named Swiss managed-hosting region or offer was established.",
              "evidenceIds": []
            },
            {
              "id": "residency_plan",
              "question": "Which plan or option provides residency?",
              "support": "partial",
              "answer": "Enterprise can disable some transfer-triggering features and is offered private/on-prem deployment; exact location guarantees require its order.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-location",
                "mistral-vibe:mistral-vibe:m-home"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: backups_logs_region, support_access_region, swiss_hosting."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-location",
            "mistral-vibe:mistral-vibe:m-libraries",
            "mistral-vibe:mistral-vibe:m-home"
          ]
        }
      ]
    },
    {
      "id": "DATA-02",
      "title": "Deployment options",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record multi-tenant SaaS, dedicated single-tenant instance, deployment in the customer's cloud account, on-premise and air-gapped as separate options with plan and availability. Record which features are missing in each mode, who operates it, and the documented seat or contract threshold for each mode, which can differ from the enterprise plan threshold (e.g. dedicated SaaS from 2,000 seats, own cloud from 5,000). A local-network connector or gateway that reaches on-prem data from a vendor-hosted platform is KNOW-03, not on-premise deployment.",
      "questions": [
        {
          "id": "multi_tenant_saas",
          "question": "Is a shared SaaS offered?"
        },
        {
          "id": "dedicated_instance",
          "question": "Is a dedicated single-tenant instance offered, from what size?"
        },
        {
          "id": "customer_cloud",
          "question": "Can it run in the customer's own cloud account, from what size?"
        },
        {
          "id": "on_premise",
          "question": "Can the whole platform run on customer infrastructure, from what size?"
        },
        {
          "id": "air_gapped",
          "question": "Can it run without internet access?"
        },
        {
          "id": "mode_feature_gaps",
          "question": "Which features are missing outside SaaS?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:DATA-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "ChatGPT is a hosted workspace; customer-hosted deployment contracts remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "multi_tenant_saas",
              "question": "Is a shared SaaS offered?",
              "support": "partial",
              "answer": "Business and Enterprise are hosted, separately administered workspaces; implementation isolation was not tested.",
              "evidenceIds": [
                "chatgpt:oa-business"
              ]
            },
            {
              "id": "dedicated_instance",
              "question": "Is a dedicated single-tenant instance offered, from what size?",
              "support": "unknown",
              "answer": "Is a dedicated single-tenant instance offered, from what size? Unverified after checking ChatGPT Business/Enterprise plans, Work and residency documentation; dedicated instance, customer-cloud, full on-premises and air-gap thresholds not established.",
              "evidenceIds": []
            },
            {
              "id": "customer_cloud",
              "question": "Can it run in the customer's own cloud account, from what size?",
              "support": "unknown",
              "answer": "Can it run in the customer's own cloud account, from what size? Unverified after checking ChatGPT Business/Enterprise plans, Work and residency documentation; dedicated instance, customer-cloud, full on-premises and air-gap thresholds not established.",
              "evidenceIds": []
            },
            {
              "id": "on_premise",
              "question": "Can the whole platform run on customer infrastructure, from what size?",
              "support": "unknown",
              "answer": "Can the whole platform run on customer infrastructure, from what size? Unverified after checking ChatGPT Business/Enterprise plans, Work and residency documentation; dedicated instance, customer-cloud, full on-premises and air-gap thresholds not established.",
              "evidenceIds": []
            },
            {
              "id": "air_gapped",
              "question": "Can it run without internet access?",
              "support": "unknown",
              "answer": "Can it run without internet access? Unverified after checking ChatGPT Business/Enterprise plans, Work and residency documentation; dedicated instance, customer-cloud, full on-premises and air-gap thresholds not established.",
              "evidenceIds": []
            },
            {
              "id": "mode_feature_gaps",
              "question": "Which features are missing outside SaaS?",
              "support": "unknown",
              "answer": "Which features are missing outside SaaS? Unverified after checking ChatGPT Business/Enterprise plans, Work and residency documentation; dedicated instance, customer-cloud, full on-premises and air-gap thresholds not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: dedicated_instance, customer_cloud, on_premise, air_gapped, mode_feature_gaps.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-business"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise explicitly offers private cloud and on-premise Vibe; deployment thresholds and hosted/private parity are not public in the inspected sources.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web",
              "vibe-enterprise-private"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": null,
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              },
              {
                "id": "vibe-enterprise-private",
                "name": "Enterprise private Vibe deployment",
                "type": "private-platform"
              }
            ]
          },
          "questions": [
            {
              "id": "multi_tenant_saas",
              "question": "Is a shared SaaS offered?",
              "support": "supported",
              "answer": "Self-serve Free/Pro/Team use hosted Vibe; Enterprise may also use Mistral Cloud.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:m-home"
              ]
            },
            {
              "id": "dedicated_instance",
              "question": "Is a dedicated single-tenant instance offered, from what size?",
              "support": "partial",
              "answer": "Enterprise markets private deployments, but a distinct single-tenant SaaS configuration and seat threshold were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "customer_cloud",
              "question": "Can it run in the customer's own cloud account, from what size?",
              "support": "partial",
              "answer": "The product FAQ offers Enterprise private-cloud deployment; operator, supported clouds and minimum size were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-home"
              ]
            },
            {
              "id": "on_premise",
              "question": "Can the whole platform run on customer infrastructure, from what size?",
              "support": "partial",
              "answer": "Enterprise on-premise deployment is explicitly offered, with no public seat threshold in the retrieved page.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-home"
              ]
            },
            {
              "id": "air_gapped",
              "question": "Can it run without internet access?",
              "support": "unknown",
              "answer": "Unknown. The coding CLI supports offline operation, but whole-platform air-gapped Vibe Work was not established.",
              "evidenceIds": []
            },
            {
              "id": "mode_feature_gaps",
              "question": "Which features are missing outside SaaS?",
              "support": "unknown",
              "answer": "Unknown. No supported feature/connector/model parity matrix or operating responsibility for private deployments was obtained.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: air_gapped, mode_feature_gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-pricing",
            "mistral-vibe:mistral-vibe:m-home"
          ]
        }
      ]
    },
    {
      "id": "DATA-03",
      "title": "Training use and provider retention",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record whether customer content trains vendor or provider models, by plan and default; zero-data-retention arrangements with model providers; abuse-monitoring retention and human review; and the model provider's terms that apply. A \"no training\" claim on a marketing page is `vendor-claimed` until the contract or DPA says so.",
      "questions": [
        {
          "id": "vendor_training",
          "question": "Does the vendor train on customer content?"
        },
        {
          "id": "provider_training",
          "question": "Do model providers train on it under this product's contracts?"
        },
        {
          "id": "provider_retention",
          "question": "How long do model providers keep prompts, including for abuse monitoring?"
        },
        {
          "id": "zero_retention",
          "question": "Is zero data retention available, and on which plan?"
        },
        {
          "id": "human_review",
          "question": "Can provider staff review content?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:DATA-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The business contract restricts content reuse; retention and human access remain separate.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "vendor_training",
              "question": "Does the vendor train on customer content?",
              "support": "supported",
              "answer": "Services Agreement 4.2 prohibits using customer content to develop/improve services without explicit agreement.",
              "evidenceIds": [
                "chatgpt:oa-services"
              ]
            },
            {
              "id": "provider_training",
              "question": "Do model providers train on it under this product's contracts?",
              "support": "partial",
              "answer": "The same business protection covers OpenAI model use; third-party app data handling needs its own terms.",
              "evidenceIds": [
                "chatgpt:oa-services",
                "chatgpt:oa-apps"
              ]
            },
            {
              "id": "provider_retention",
              "question": "How long do model providers keep prompts, including for abuse monitoring?",
              "support": "partial",
              "answer": "Chat/workspace retention is not API zero-retention. Provider abuse/security retention is not fully quantified for every plan.",
              "evidenceIds": [
                "chatgpt:oa-privacy"
              ]
            },
            {
              "id": "zero_retention",
              "question": "Is zero data retention available, and on which plan?",
              "support": "partial",
              "answer": "Self-serve Business documentation directs zero-retention requirements to contracted offerings; ChatGPT-specific eligibility/terms were not obtained.",
              "evidenceIds": [
                "chatgpt:oa-business"
              ]
            },
            {
              "id": "human_review",
              "question": "Can provider staff review content?",
              "support": "partial",
              "answer": "Enterprise privacy limits authorized staff access by purpose; the subprocessor list also describes review of flagged content. This is not a no-human-access guarantee.",
              "evidenceIds": [
                "chatgpt:oa-privacy",
                "chatgpt:oa-subprocessors"
              ]
            }
          ],
          "limitations": [
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-services",
            "chatgpt:oa-apps",
            "chatgpt:oa-privacy",
            "chatgpt:oa-business",
            "chatgpt:oa-subprocessors"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise general-content opt-out and Team/Enterprise voice opt-out are separately documented. Team general-chat training defaults remain unknown; Work/Chat has no ZDR entitlement.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Enterprise for the general-content training default; Team voice only where explicitly stated; Team general-content default unknown",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "vendor_training",
              "question": "Does the vendor train on customer content?",
              "support": "partial",
              "answer": "Enterprise is opted out by default, subject to the commercial opt-in, feedback, order and Labs/Preview exceptions. The voice guide separately excludes Team/Enterprise voice messages by default; that does not establish Team text/file defaults. Team admins can disable training, but the general-content default remains unknown.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-commercial",
                "mistral-vibe:mistral-vibe:m-training",
                "mistral-vibe:mistral-vibe:m-optout",
                "mistral-vibe:mistral-vibe:m-voice-entitlement-correction"
              ]
            },
            {
              "id": "provider_training",
              "question": "Do model providers train on it under this product's contracts?",
              "support": "partial",
              "answer": "Featured connector source content is described as excluded from training, while conversations using it follow plan policies; third-party image/MCP terms need separate review.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors"
              ]
            },
            {
              "id": "provider_retention",
              "question": "How long do model providers keep prompts, including for abuse monitoring?",
              "support": "unknown",
              "answer": "Unknown. The API default 30-day abuse window is not assumed to cover every hosted Work tool/provider; a full provider matrix was not obtained.",
              "evidenceIds": []
            },
            {
              "id": "zero_retention",
              "question": "Is zero data retention available, and on which plan?",
              "support": "unsupported",
              "answer": "The ZDR guide explicitly excludes Vibe Work and Chat, Libraries, agents and conversations. Approved stateless API/CLI routes are separate.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-zdr"
              ]
            },
            {
              "id": "human_review",
              "question": "Can provider staff review content?",
              "support": "unknown",
              "answer": "Unknown. Complete plan/provider-specific human content review conditions were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: provider_retention, human_review.",
            "The general Work/Workspace documentation does not establish Team or Enterprise entitlement for every feature here. Unspecified-plan findings remain candidates; no plan inheritance is assumed.",
            "The Team voice rule is not generalized to text, files, Libraries or Knowledge Base. Their default remains a gap rather than an inferred no-training promise."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-commercial",
            "mistral-vibe:mistral-vibe:m-training",
            "mistral-vibe:mistral-vibe:m-optout",
            "mistral-vibe:mistral-vibe:m-connectors",
            "mistral-vibe:mistral-vibe:m-zdr",
            "mistral-vibe:mistral-vibe:m-voice-entitlement-correction"
          ]
        }
      ]
    },
    {
      "id": "DATA-04",
      "title": "Retention and deletion",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record default retention for chats, files, indexes and logs; admin-configured retention; user deletion; deletion after contract end; and deletion confirmation.",
      "questions": [
        {
          "id": "default_retention",
          "question": "What is retained and for how long by default?"
        },
        {
          "id": "admin_retention",
          "question": "Can admins set retention periods?"
        },
        {
          "id": "user_deletion",
          "question": "Can users delete their chats and files permanently?"
        },
        {
          "id": "contract_end_deletion",
          "question": "What is deleted at contract end, and when?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:DATA-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Retention differs by content and operation: Enterprise/Edu policy, Business member removal, user deletion and conditional admin controls.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "default_retention",
              "question": "What is retained and for how long by default?",
              "support": "supported",
              "answer": "Saved chats remain until deletion/applicable policy. The leaver guide specifically retains removed Business members' chats/files/canvas indefinitely; Enterprise/Edu leavers follow configured retention. This is removal behavior, not a complete Business admin-settings specification.",
              "evidenceIds": [
                "chatgpt:oa-retention-r2",
                "chatgpt:oa-leavers-r2"
              ]
            },
            {
              "id": "admin_retention",
              "question": "Can admins set retention periods?",
              "support": "partial",
              "answer": "Enterprise/Edu configuration is documented. The privacy page says Business admins can control retention, and the managed-account notice makes controls configuration-dependent; the exact standalone Business setting, role, supported periods and content coverage were not verified.",
              "evidenceIds": [
                "chatgpt:oa-leavers-r2",
                "chatgpt:oa-privacy-r2",
                "chatgpt:oa-managed-access-r2"
              ]
            },
            {
              "id": "user_deletion",
              "question": "Can users delete their chats and files permanently?",
              "support": "partial",
              "answer": "Users delete saved chats and Library files separately; deletion is normally scheduled within30 days, with de-identification/legal/security exceptions and separate Enterprise inactive-file backup handling.",
              "evidenceIds": [
                "chatgpt:oa-retention-r2"
              ]
            },
            {
              "id": "contract_end_deletion",
              "question": "What is deleted at contract end, and when?",
              "support": "partial",
              "answer": "DPA 2.11 provides return/deletion on customer instruction after contract expiry, subject to legal retention; no fixed retrieval/deletion deadline is stated there.",
              "evidenceIds": [
                "chatgpt:oa-dpa"
              ]
            }
          ],
          "limitations": [
            "Member removal is not content deletion: project/GPT ownership reassignment does not grant access to the removed member's private conversations.",
            "The broader Business privacy retention statement is recorded alongside the detailed operational gaps instead of being discarded or treated as an Enterprise-equivalent setting."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-retention-r2",
            "chatgpt:oa-leavers-r2",
            "chatgpt:oa-privacy-r2",
            "chatgpt:oa-managed-access-r2",
            "chatgpt:oa-dpa"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Admins can set Workspace chat retention and users delete content, with legal/backend retention exceptions.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise hosted Work under commercial DPA; Workspace retention configuration documented separately",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "default_retention",
              "question": "What is retained and for how long by default?",
              "support": "partial",
              "answer": "Library content persists while the Library/account is active; hosted chat is retained for history, but an exact universal default chat/log term was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-libraries-20261026",
                "mistral-vibe:mistral-vibe:m-delete-20261026"
              ]
            },
            {
              "id": "admin_retention",
              "question": "Can admins set retention periods?",
              "support": "supported",
              "answer": "Workspace chat/artifact retention can be 30, 90, 180 or 365 days, or never, subject to organization restrictions.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-adminvibe-20261026"
              ]
            },
            {
              "id": "user_deletion",
              "question": "Can users delete their chats and files permanently?",
              "support": "supported",
              "answer": "Users can delete chats/Libraries/knowledge; user-visible chat removal does not promise immediate purge of backend/legal copies.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-delete-20261026",
                "mistral-vibe:mistral-vibe:m-libraries-20261026"
              ]
            },
            {
              "id": "contract_end_deletion",
              "question": "What is deleted at contract end, and when?",
              "support": "supported",
              "answer": "DPA section 10 provides return/deletion under its policies and says personal data is inaccessible after 30 days following product-access termination; legal records may persist.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-dpa-20261026",
                "mistral-vibe:mistral-vibe:m-retention-20261026"
              ]
            }
          ],
          "limitations": [
            "default_retention: Library content persists while the Library/account is active; hosted chat is retained for history, but an exact universal default chat/log term was not established."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-libraries-20261026",
            "mistral-vibe:mistral-vibe:m-delete-20261026",
            "mistral-vibe:mistral-vibe:m-adminvibe-20261026",
            "mistral-vibe:mistral-vibe:m-dpa-20261026",
            "mistral-vibe:mistral-vibe:m-retention-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "id": "DATA-05",
      "title": "Sub-processors and foreign-law exposure",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record the published sub-processor list with countries, change-notification rules, the vendor's and parent company's jurisdiction, transfer mechanisms (EU-US Data Privacy Framework, Swiss-US DPF, SCCs) and the vendor's documented position on foreign government access requests (e.g. US CLOUD Act). Record facts, not a legal assessment.",
      "questions": [
        {
          "id": "subprocessor_list",
          "question": "Is a dated sub-processor list published?"
        },
        {
          "id": "subprocessor_countries",
          "question": "Which countries do sub-processors operate in?"
        },
        {
          "id": "change_notification",
          "question": "Are customers notified of sub-processor changes?"
        },
        {
          "id": "parent_jurisdiction",
          "question": "Which jurisdiction governs the vendor and its parent?"
        },
        {
          "id": "transfer_mechanism",
          "question": "Which transfer mechanism applies to non-EU/CH processing?"
        },
        {
          "id": "government_access_policy",
          "question": "Is there a published government-access or transparency policy?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:DATA-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A dated processor list and contractual transfer/notice rules are public.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "subprocessor_list",
              "question": "Is a dated sub-processor list published?",
              "support": "supported",
              "answer": "OpenAI publishes a product-scoped list updated 2026-10-14.",
              "evidenceIds": [
                "chatgpt:oa-subprocessors-20261026"
              ]
            },
            {
              "id": "subprocessor_countries",
              "question": "Which countries do sub-processors operate in?",
              "support": "partial",
              "answer": "Examples include multi-country Microsoft/CoreWeave/Oracle/GCP infrastructure and US AWS; support/moderation processors have separate scopes. The list is not a workspace location guarantee.",
              "evidenceIds": [
                "chatgpt:oa-subprocessors-20261026"
              ]
            },
            {
              "id": "change_notification",
              "question": "Are customers notified of sub-processor changes?",
              "support": "supported",
              "answer": "DPA 2.9 gives notification and a 30-day objection period; subscribers can receive email.",
              "evidenceIds": [
                "chatgpt:oa-dpa-20261026"
              ]
            },
            {
              "id": "parent_jurisdiction",
              "question": "Which jurisdiction governs the vendor and its parent?",
              "support": "partial",
              "answer": "EEA/Swiss customers contract with OpenAI Ireland Ltd; the list identifies US OpenAI affiliates. A complete current parent-entity chain was not independently verified.",
              "evidenceIds": [
                "chatgpt:oa-services-20261026",
                "chatgpt:oa-subprocessors-20261026"
              ]
            },
            {
              "id": "transfer_mechanism",
              "question": "Which transfer mechanism applies to non-EU/CH processing?",
              "support": "supported",
              "answer": "DPA 4.1 uses SCC safeguards or an applicable adequacy decision for transfers of EEA/Swiss data.",
              "evidenceIds": [
                "chatgpt:oa-dpa-20261026"
              ]
            },
            {
              "id": "government_access_policy",
              "question": "Is there a published government-access or transparency policy?",
              "support": "supported",
              "answer": "OpenAI publishes a Government User Data Request Policy and semiannual transparency reports from its official Trust and transparency page. Current listed reporting includes January–June 2026.",
              "evidenceIds": [
                "chatgpt:chatgpt:government-transparency-20261026"
              ]
            }
          ],
          "limitations": [
            "subprocessor_countries: Examples include multi-country Microsoft/CoreWeave/Oracle/GCP infrastructure and US AWS; support/moderation processors have separate scopes. The list is not a workspace location guarantee.",
            "parent_jurisdiction: EEA/Swiss customers contract with OpenAI Ireland Ltd; the list identifies US OpenAI affiliates. A complete current parent-entity chain was not independently verified."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-subprocessors-20261026",
            "chatgpt:oa-dpa-20261026",
            "chatgpt:oa-services-20261026",
            "chatgpt:chatgpt:government-transparency-20261026"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Mistral contracts under a French entity and uses contractual transfer safeguards; the complete current subprocessor table was not readable.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "subprocessor_list",
              "question": "Is a dated sub-processor list published?",
              "support": "unknown",
              "answer": "The Trust Center/subprocessors endpoint returned a client-rendered non-substantive page; a dated complete list was not obtained. Search on 2026-10-26: https://legal.mistral.ai/terms/data-processing-addendum/, https://legal.mistral.ai/terms/commercial-terms-of-service/, https://help.mistral.ai/en/articles/347629-where-do-you-store-my-data-or-my-organization-s-data. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "subprocessor_countries",
              "question": "Which countries do sub-processors operate in?",
              "support": "unknown",
              "answer": "Foreign feature transfers are acknowledged, but the complete provider/country mapping was not obtained. Search on 2026-10-26: https://legal.mistral.ai/terms/data-processing-addendum/, https://legal.mistral.ai/terms/commercial-terms-of-service/, https://help.mistral.ai/en/articles/347629-where-do-you-store-my-data-or-my-organization-s-data. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "change_notification",
              "question": "Are customers notified of sub-processor changes?",
              "support": "supported",
              "answer": "DPA provides reasonable prior subprocessor-change notice and a 10-day written objection window on data-protection grounds.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-dpa-20261026"
              ]
            },
            {
              "id": "parent_jurisdiction",
              "question": "Which jurisdiction governs the vendor and its parent?",
              "support": "supported",
              "answer": "Commercial terms name Mistral AI, a French corporation in Paris, or an order-specified affiliate. No ownership change was established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-commercial-20261026"
              ]
            },
            {
              "id": "transfer_mechanism",
              "question": "Which transfer mechanism applies to non-EU/CH processing?",
              "support": "partial",
              "answer": "The location help describes GDPR Article 46 safeguards/SCCs for non-adequate-country providers; complete Swiss-specific adaptations were not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-location-20261026",
                "mistral-vibe:mistral-vibe:m-dpa-20261026"
              ]
            },
            {
              "id": "government_access_policy",
              "question": "Is there a published government-access or transparency policy?",
              "support": "partial",
              "answer": "DPA section 3.1 requires notice of legally required processing unless notification is prohibited or an important public-interest ground applies. A complete public law-enforcement request/transparency policy was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-dpa-20261026"
              ]
            }
          ],
          "limitations": [
            "subprocessor_list: The Trust Center/subprocessors endpoint returned a client-rendered non-substantive page; a dated complete list was not obtained. Search on 2026-10-26: https://legal.mistral.ai/terms/data-processing-addendum/, https://legal.mistral.ai/terms/commercial-terms-of-service/, https://help.mistral.ai/en/articles/347629-where-do-you-store-my-data-or-my-organization-s-data. No additional scoped evidence established this answer.",
            "subprocessor_countries: Foreign feature transfers are acknowledged, but the complete provider/country mapping was not obtained. Search on 2026-10-26: https://legal.mistral.ai/terms/data-processing-addendum/, https://legal.mistral.ai/terms/commercial-terms-of-service/, https://help.mistral.ai/en/articles/347629-where-do-you-store-my-data-or-my-organization-s-data. No additional scoped evidence established this answer.",
            "transfer_mechanism: The location help describes GDPR Article 46 safeguards/SCCs for non-adequate-country providers; complete Swiss-specific adaptations were not verified.",
            "government_access_policy: DPA section 3.1 requires notice of legally required processing unless notification is prohibited or an important public-interest ground applies. A complete public law-enforcement request/transparency policy was not established."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-dpa-20261026",
            "mistral-vibe:mistral-vibe:m-commercial-20261026",
            "mistral-vibe:mistral-vibe:m-location-20261026"
          ]
        }
      ]
    },
    {
      "id": "DATA-06",
      "title": "Contracts and regulatory coverage",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record DPA availability and form (click-through, negotiable), reference to Swiss revDSG and GDPR, governing law and court, EU AI Act documentation (provider or deployer role, transparency materials), and sector-specific materials (FINMA outsourcing, banking secrecy, public sector). No compliance verdict.",
      "questions": [
        {
          "id": "dpa",
          "question": "Is a DPA available, and is it negotiable?"
        },
        {
          "id": "revdsg_gdpr",
          "question": "Does the DPA cover revDSG and GDPR?"
        },
        {
          "id": "governing_law",
          "question": "Which law and court govern the contract?"
        },
        {
          "id": "ai_act_materials",
          "question": "Is EU AI Act documentation provided?"
        },
        {
          "id": "sector_materials",
          "question": "Are FINMA or other sector materials provided?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:DATA-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business contracts and DPA are public; sector/legal conclusions remain outside this pass.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "dpa",
              "question": "Is a DPA available, and is it negotiable?",
              "support": "partial",
              "answer": "The Services Agreement incorporates the public DPA; negotiability is not established.",
              "evidenceIds": [
                "chatgpt:oa-services-20261026",
                "chatgpt:oa-dpa-20261026"
              ]
            },
            {
              "id": "revdsg_gdpr",
              "question": "Does the DPA cover revDSG and GDPR?",
              "support": "partial",
              "answer": "The DPA covers EEA and Swiss data and GDPR transfer provisions; a detailed revDSG obligation map was not performed.",
              "evidenceIds": [
                "chatgpt:oa-dpa-20261026"
              ]
            },
            {
              "id": "governing_law",
              "question": "Which law and court govern the contract?",
              "support": "supported",
              "answer": "For EEA/Swiss/UK customers, governing law is Ireland and venue Dublin under the standard agreement; contracting party differs for UK.",
              "evidenceIds": [
                "chatgpt:oa-services-20261026"
              ]
            },
            {
              "id": "ai_act_materials",
              "question": "Is EU AI Act documentation provided?",
              "support": "partial",
              "answer": "A public customer AI Act guide links OpenAI’s governance framework, Codes of Practice approach and provenance material, and describes a request route for relevant model documentation. No gated materials were requested, and these resources do not establish a legal compliance verdict for a customer deployment.",
              "evidenceIds": [
                "chatgpt:chatgpt:eu-ai-act-resources-20261026"
              ]
            },
            {
              "id": "sector_materials",
              "question": "Are FINMA or other sector materials provided?",
              "support": "partial",
              "answer": "The Services Agreement requires a healthcare addendum for protected health data. FINMA/banking-secrecy materials were not retrieved.",
              "evidenceIds": [
                "chatgpt:oa-services-20261026"
              ]
            }
          ],
          "limitations": [
            "dpa: The Services Agreement incorporates the public DPA; negotiability is not established.",
            "revdsg_gdpr: The DPA covers EEA and Swiss data and GDPR transfer provisions; a detailed revDSG obligation map was not performed.",
            "ai_act_materials: A public customer AI Act guide links OpenAI’s governance framework, Codes of Practice approach and provenance material, and describes a request route for relevant model documentation. No gated materials were requested, and these resources do not establish a legal compliance verdict for a customer deployment.",
            "sector_materials: The Services Agreement requires a healthcare addendum for protected health data. FINMA/banking-secrecy materials were not retrieved."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-services-20261026",
            "chatgpt:oa-dpa-20261026",
            "chatgpt:chatgpt:eu-ai-act-resources-20261026"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A public commercial DPA and France/Paris governing-law clause exist; Swiss secrecy and sector assurances remain unverified.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "dpa",
              "question": "Is a DPA available, and is it negotiable?",
              "support": "partial",
              "answer": "A public Data Processing Addendum supplements commercial terms. Negotiability/offline execution was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-dpa"
              ]
            },
            {
              "id": "revdsg_gdpr",
              "question": "Does the DPA cover revDSG and GDPR?",
              "support": "partial",
              "answer": "The DPA explicitly defines GDPR. A specific Swiss revDSG/FADP undertaking was not identified in the inspected text.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-dpa"
              ]
            },
            {
              "id": "governing_law",
              "question": "Which law and court govern the contract?",
              "support": "supported",
              "answer": "For customers outside Americas/APAC, the commercial terms specify French law and exclusive Paris courts, subject to the applicable order.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-commercial"
              ]
            },
            {
              "id": "ai_act_materials",
              "question": "Is EU AI Act documentation provided?",
              "support": "unknown",
              "answer": "Unknown. No Vibe-specific EU AI Act provider/deployer document pack was obtained.",
              "evidenceIds": []
            },
            {
              "id": "sector_materials",
              "question": "Are FINMA or other sector materials provided?",
              "support": "unknown",
              "answer": "Unknown. No FINMA, banking-secrecy or scoped sector-contract package was obtained; generic confidentiality is not professional secrecy.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: ai_act_materials, sector_materials."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-dpa",
            "mistral-vibe:mistral-vibe:m-commercial"
          ]
        }
      ]
    },
    {
      "id": "DATA-07",
      "title": "Certifications and attestations",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record each certificate or report separately: ISO 27001, 27017, 27018, 27701, 42001; SOC 2 Type I/II with period; BSI C5; TISAX; national schemes. Record issuer, scope (which product and entity), validity and access route. A cloud provider's certificate does not certify the product.",
      "questions": [
        {
          "id": "iso_27001",
          "question": "ISO 27001 with scope and validity?"
        },
        {
          "id": "soc2",
          "question": "SOC 2 type, period and covered service?"
        },
        {
          "id": "c5",
          "question": "BSI C5 attestation?"
        },
        {
          "id": "other_certifications",
          "question": "Which other certificates (27701, 42001, TISAX)?"
        },
        {
          "id": "report_access",
          "question": "How can customers obtain reports?"
        },
        {
          "id": "pentest",
          "question": "Are independent penetration test summaries available?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:DATA-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Trust-portal claims remain unverified certificate assertions.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "iso_27001",
              "question": "ISO 27001 with scope and validity?",
              "support": "partial",
              "answer": "The portal lists ISO/IEC 27001:2022; issuer, precise certified scope and expiry were not inspected.",
              "evidenceIds": [
                "chatgpt:oa-trust"
              ]
            },
            {
              "id": "soc2",
              "question": "SOC 2 type, period and covered service?",
              "support": "partial",
              "answer": "The portal claims SOC 2 Type 2; the actual report and reporting period were not reviewed.",
              "evidenceIds": [
                "chatgpt:oa-trust"
              ]
            },
            {
              "id": "c5",
              "question": "BSI C5 attestation?",
              "support": "unknown",
              "answer": "BSI C5 attestation? Unverified after checking Trust Portal public index; no C5 attestation or certificate issuer/validity/period evidence.",
              "evidenceIds": []
            },
            {
              "id": "other_certifications",
              "question": "Which other certificates (27701, 42001, TISAX)?",
              "support": "partial",
              "answer": "The portal lists 27017, 27018, 27701 and 42001; none is certificate-verified here.",
              "evidenceIds": [
                "chatgpt:oa-trust"
              ]
            },
            {
              "id": "report_access",
              "question": "How can customers obtain reports?",
              "support": "supported",
              "answer": "The public Trust Portal lists public/private documents and an access-request route; no access request was made.",
              "evidenceIds": [
                "chatgpt:oa-trust"
              ]
            },
            {
              "id": "pentest",
              "question": "Are independent penetration test summaries available?",
              "support": "partial",
              "answer": "A Pentest Report entry exists; the report scope and results were not retrieved.",
              "evidenceIds": [
                "chatgpt:oa-trust"
              ]
            }
          ],
          "limitations": [
            "All certification assertions use vendor-claimed evidence, never certificate-verified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-trust"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "SOC 2 II and ISO 27001/27701 are vendor claims until reports, entity scope and validity are inspected.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "iso_27001",
              "question": "ISO 27001 with scope and validity?",
              "support": "partial",
              "answer": "Mistral claims ISO 27001; certificate issuer, exact product/entity scope and validity were not retrieved.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-cert"
              ]
            },
            {
              "id": "soc2",
              "question": "SOC 2 type, period and covered service?",
              "support": "partial",
              "answer": "Mistral claims SOC 2 Type II; audit period and scoped report were not inspected.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-cert"
              ]
            },
            {
              "id": "c5",
              "question": "BSI C5 attestation?",
              "support": "unknown",
              "answer": "Unknown. No current product-scoped C5 attestation was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "other_certifications",
              "question": "Which other certificates (27701, 42001, TISAX)?",
              "support": "partial",
              "answer": "ISO 27701 is also claimed, without an inspected certificate and validity.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-cert"
              ]
            },
            {
              "id": "report_access",
              "question": "How can customers obtain reports?",
              "support": "partial",
              "answer": "The official help directs compliance-report requests to the Trust Center, whose client-rendered reports were not accessible in this pass.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-cert"
              ]
            },
            {
              "id": "pentest",
              "question": "Are independent penetration test summaries available?",
              "support": "unknown",
              "answer": "Unknown. No independent penetration-test summary was retrieved.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: c5, pentest."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-cert"
          ]
        }
      ]
    },
    {
      "id": "DATA-08",
      "title": "Encryption and key control",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record encryption at rest and in transit, customer-managed keys (BYOK/HYOK), key location, and private networking (private link, IP allow-lists, VPN).",
      "questions": [
        {
          "id": "encryption_at_rest",
          "question": "Is data encrypted at rest?"
        },
        {
          "id": "customer_managed_keys",
          "question": "Can the customer manage or hold the keys?"
        },
        {
          "id": "private_networking",
          "question": "Is private connectivity or IP restriction available?"
        },
        {
          "id": "tenant_isolation",
          "question": "How are customers separated in shared SaaS?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:DATA-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Encryption, optional Enterprise key control and IP restrictions are documented separately.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "encryption_at_rest",
              "question": "Is data encrypted at rest?",
              "support": "supported",
              "answer": "OpenAI states AES-256 at rest and TLS 1.2+ in transit.",
              "evidenceIds": [
                "chatgpt:oa-privacy"
              ]
            },
            {
              "id": "customer_managed_keys",
              "question": "Can the customer manage or hold the keys?",
              "support": "partial",
              "answer": "Eligible Enterprise/Edu EKM uses external AWS/GCP/Azure master keys and an account representative; feature coverage requires the EKM matrix.",
              "evidenceIds": [
                "chatgpt:oa-ekm"
              ]
            },
            {
              "id": "private_networking",
              "question": "Is private connectivity or IP restriction available?",
              "support": "partial",
              "answer": "Enterprise/Edu IP allowlists block off-list user traffic; the Compliance API has separate enforced policies. This does not establish private-link connectivity.",
              "evidenceIds": [
                "chatgpt:oa-ip"
              ]
            },
            {
              "id": "tenant_isolation",
              "question": "How are customers separated in shared SaaS?",
              "support": "unknown",
              "answer": "How are customers separated in shared SaaS? Unverified after checking enterprise privacy, EKM and IP documentation; tenant-isolation implementation and full key-location/feature matrix not tested.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: tenant_isolation.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-privacy",
            "chatgpt:oa-ekm",
            "chatgpt:oa-ip"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-08",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "DATA-09",
      "title": "Professional secrecy",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "For professional secrecy holders (Berufsgeheimnisträger: lawyers, doctors, auditors, tax advisers) under § 203 StGB (DE) and Art. 321 StGB (CH), record whether the vendor signs a contractual secrecy undertaking or a § 203 agreement that binds its staff and its sub-processors; whether this comes as a dedicated offering or a paid add-on, and on which plan; who can access content in plain text (vendor staff, sub-processors, model providers); and the documentation provided. A DPA or a no-training clause alone is not a secrecy undertaking. Banking secrecy and FINMA outsourcing belong to DATA-06, not here. Record contract facts, not a legal assessment.",
      "questions": [
        {
          "id": "secrecy_undertaking",
          "question": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff?"
        },
        {
          "id": "subprocessor_coverage",
          "question": "Does the undertaking extend to its sub-processors, and is that documented?"
        },
        {
          "id": "secrecy_offering",
          "question": "Is it a dedicated offering or add-on, and on which plan?"
        },
        {
          "id": "content_access",
          "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?"
        },
        {
          "id": "secrecy_documentation",
          "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:DATA-09",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Commercial confidentiality and authorized access rules are documented; no plan-specific professional-secrecy undertaking was retrieved.",
          "availability": "unknown",
          "delivery": "unknown",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "German §203 StGB and Swiss Art.321 StGB use cases; existing hosting, support and provider-location exceptions still apply.",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "secrecy_undertaking",
              "question": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff?",
              "support": "unknown",
              "answer": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff? Unverified after checking OpenAI Services Agreement confidentiality, DPA personnel/subprocessor clauses, Enterprise privacy, current subprocessor list and official searches for professional secrecy/§203/Art.321. No signed or public template agreement, dedicated offering, plan/add-on price or professional-secrecy obligation chain was retrieved; generic DPA/no-training language is insufficient.",
              "evidenceIds": []
            },
            {
              "id": "subprocessor_coverage",
              "question": "Does the undertaking extend to its sub-processors, and is that documented?",
              "support": "unknown",
              "answer": "Does the undertaking extend to its sub-processors, and is that documented? Unverified after checking OpenAI Services Agreement confidentiality, DPA personnel/subprocessor clauses, Enterprise privacy, current subprocessor list and official searches for professional secrecy/§203/Art.321. No signed or public template agreement, dedicated offering, plan/add-on price or professional-secrecy obligation chain was retrieved; generic DPA/no-training language is insufficient.",
              "evidenceIds": []
            },
            {
              "id": "secrecy_offering",
              "question": "Is it a dedicated offering or add-on, and on which plan?",
              "support": "unknown",
              "answer": "Is it a dedicated offering or add-on, and on which plan? Unverified after checking OpenAI Services Agreement confidentiality, DPA personnel/subprocessor clauses, Enterprise privacy, current subprocessor list and official searches for professional secrecy/§203/Art.321. No signed or public template agreement, dedicated offering, plan/add-on price or professional-secrecy obligation chain was retrieved; generic DPA/no-training language is insufficient.",
              "evidenceIds": []
            },
            {
              "id": "content_access",
              "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?",
              "support": "partial",
              "answer": "Enterprise privacy limits authorized staff access by purpose and the product-scoped subprocessor list includes review of flagged content. This is not a no-human-access commitment; a complete plain-text role/provider matrix and a §203/Art.321 access restriction were not verified.",
              "evidenceIds": [
                "chatgpt:oa-privacy",
                "chatgpt:oa-subprocessors",
                "chatgpt:oa-dpa"
              ]
            },
            {
              "id": "secrecy_documentation",
              "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?",
              "support": "unknown",
              "answer": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)? Unverified after checking OpenAI Services Agreement confidentiality, DPA personnel/subprocessor clauses, Enterprise privacy, current subprocessor list and official searches for professional secrecy/§203/Art.321. No signed or public template agreement, dedicated offering, plan/add-on price or professional-secrecy obligation chain was retrieved; generic DPA/no-training language is insufficient.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "General confidentiality, a DPA and no-training commitments do not establish a professional-secrecy undertaking. No vendor/sales contact or agreement signing was performed.",
            "No legal compliance verdict; unknown does not mean the offering is unavailable."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-privacy",
            "chatgpt:oa-subprocessors",
            "chatgpt:oa-dpa"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-09",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Profession-specific secrecy undertaking and add-on remain unknown; general confidentiality and scoped content-access controls do not establish §203 StGB or Art.321 StGB coverage.",
          "availability": "unknown",
          "delivery": "unknown",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Work Team/Enterprise; private/partner-served support access scoped separately",
            "addOns": [],
            "deploymentMode": null,
            "region": "No profession-specific DE/CH contractual scope verified; deployment/provider regions follow the other scoped claims.",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "secrecy_undertaking",
              "question": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff?",
              "support": "unknown",
              "answer": "Unknown. Reviewed Mistral commercial terms, DPA, Vibe security/deployment documentation and targeted first-party searches for professional secrecy, secret professionnel, §203 and Art.321. No Vibe-specific secrecy contract template, dedicated plan/add-on or flow-down undertaking was retrieved. A DPA or no-training clause alone does not answer whether a profession-specific undertaking is signed.",
              "evidenceIds": []
            },
            {
              "id": "subprocessor_coverage",
              "question": "Does the undertaking extend to its sub-processors, and is that documented?",
              "support": "unknown",
              "answer": "Unknown. No retrieved §203/Art.321 undertaking establishes flow-down to all relevant subcontractors/model providers. General DPA confidentiality is not equivalent.",
              "evidenceIds": []
            },
            {
              "id": "secrecy_offering",
              "question": "Is it a dedicated offering or add-on, and on which plan?",
              "support": "unknown",
              "answer": "Unknown. No documented profession-specific plan, dedicated instance option or paid secrecy add-on and its entitlements/pricing were established.",
              "evidenceIds": []
            },
            {
              "id": "content_access",
              "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?",
              "support": "partial",
              "answer": "DPA3.1 binds authorised Mistral personnel and subprocessors to confidentiality. Annex1 includes debugging/testing and partner-served support processing. The exact role-by-role plaintext-access matrix, private-deployment support controls and external model-provider access were not established; confidentiality is not a profession-specific undertaking.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-dpa"
              ]
            },
            {
              "id": "secrecy_documentation",
              "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?",
              "support": "unknown",
              "answer": "Unknown. Reviewed Mistral commercial terms, DPA, Vibe security/deployment documentation and targeted first-party searches for professional secrecy, secret professionnel, §203 and Art.321. No Vibe-specific secrecy contract template, dedicated plan/add-on or flow-down undertaking was retrieved. General data-flow/security pages are available but do not document such a secrecy offering.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Contract facts only; no legal suitability assessment. No profession-specific commitment or paid option inferred from generic confidentiality, hosting, encryption or no-training terms.",
            "Public, unauthenticated source pass only; no sales contact, NDA request or authenticated access-control test."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-dpa"
          ]
        }
      ]
    },
    {
      "id": "VEN-01",
      "title": "Pricing model and list prices",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Record pricing unit (per seat, per active user, usage-based, platform fee, hybrid), list prices per plan in original currency with date, included usage and credits, add-on prices (connectors, agents, image generation) and overage rates. Cite public prices or dated quotes. Per-seat versus usage is a fact, not a quality judgment.",
      "questions": [
        {
          "id": "pricing_unit",
          "question": "What is the pricing unit?"
        },
        {
          "id": "list_prices",
          "question": "What are list prices per plan, with date and currency?"
        },
        {
          "id": "included_usage",
          "question": "What usage is included?"
        },
        {
          "id": "add_ons",
          "question": "Which features cost extra?"
        },
        {
          "id": "overage",
          "question": "What do usage beyond limits and premium models cost?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:VEN-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business has mixed seat pricing plus optional credits; Enterprise can use contracted credit or token billing.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "pricing_unit",
              "question": "What is the pricing unit?",
              "support": "supported",
              "answer": "Business combines Standard/Premium seats with optional workspace credit use. Enterprise pricing depends on its agreement.",
              "evidenceIds": [
                "chatgpt:oa-business",
                "chatgpt:oa-models"
              ]
            },
            {
              "id": "list_prices",
              "question": "What are list prices per plan, with date and currency?",
              "support": "partial",
              "answer": "Retrieved 2026-10-21: Standard USD 20/user/month annual or USD 25 monthly; Premium USD 100 annual-equivalent or USD 125 monthly. Enterprise quote not obtained.",
              "evidenceIds": [
                "chatgpt:oa-billing"
              ]
            },
            {
              "id": "included_usage",
              "question": "What usage is included?",
              "support": "partial",
              "answer": "Premium has five times Standard included usage and no five-hour usage cap; allowances are task/model-dependent.",
              "evidenceIds": [
                "chatgpt:oa-business"
              ]
            },
            {
              "id": "add_ons",
              "question": "Which features cost extra?",
              "support": "partial",
              "answer": "Credits extend eligible use; external app subscriptions and optional contracted enterprise capabilities can affect total cost.",
              "evidenceIds": [
                "chatgpt:oa-credit-controls"
              ]
            },
            {
              "id": "overage",
              "question": "What do usage beyond limits and premium models cost?",
              "support": "partial",
              "answer": "Eligible activity can use workspace credits; Enterprise may bill tokens in USD. A complete scoped tariff/default workload was not priced.",
              "evidenceIds": [
                "chatgpt:oa-credit-controls",
                "chatgpt:oa-models"
              ]
            }
          ],
          "limitations": [
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-business",
            "chatgpt:oa-models",
            "chatgpt:oa-billing",
            "chatgpt:oa-credit-controls"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:VEN-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The public USD page lists Team at USD 24.99/user/month and Enterprise custom. Exact Pro checkout price and API-credit allowance are not established from conflicting rendered variants.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Free / Pro / Team public pricing as rendered in USD on 2026-10-21; Enterprise quote-only; Pro checkout variants unverified",
            "addOns": [
              "Optional prepaid usage; private Enterprise/custom-model costs unknown"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "pricing_unit",
              "question": "What is the pricing unit?",
              "support": "supported",
              "answer": "Pro is per account, Team per user/month, Enterprise custom; included usage and prepaid usage extension span named product routes.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:m-subscription"
              ]
            },
            {
              "id": "list_prices",
              "question": "What are list prices per plan, with date and currency?",
              "support": "partial",
              "answer": "Team is displayed at USD 24.99/user/month excluding taxes and Enterprise is custom. The Pro page mixes education/card variants and a normal-price FAQ; the applicable Pro checkout price, currency and billing selection were not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "included_usage",
              "question": "What usage is included?",
              "support": "partial",
              "answer": "Team advertises up to 30 GB/user and relative allowances. A fixed Pro API-credit entitlement is unknown: the rendered card includes USD 25.5 and USD 15 monthly variants without an established selection. No Pro credit amount is credited.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "add_ons",
              "question": "Which features cost extra?",
              "support": "supported",
              "answer": "PAYG prepaid credits extend eligible usage after included allowances; Enterprise private services and custom models are separately scoped.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-billing",
                "mistral-vibe:mistral-vibe:m-home"
              ]
            },
            {
              "id": "overage",
              "question": "What do usage beyond limits and premium models cost?",
              "support": "partial",
              "answer": "PAYG uses model/API rates for eligible routes, but no exact default Work model tariff and allowance sufficiency for the shared workload were established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-subscription",
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits.",
            "The general Work/Workspace documentation does not establish Team or Enterprise entitlement for every feature here. Unspecified-plan findings remain candidates; no plan inheritance is assumed.",
            "Pro price and included-credit selection remain explicit gaps; neither rendered variant is treated as the purchased entitlement."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-pricing",
            "mistral-vibe:mistral-vibe:m-subscription",
            "mistral-vibe:mistral-vibe:m-billing",
            "mistral-vibe:mistral-vibe:m-home"
          ]
        }
      ]
    },
    {
      "id": "VEN-02",
      "title": "Scenario cost",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Price three workloads for 12 months: 200, 1,000 and 5,000 users with a disclosed light/regular/power usage mix, in CHF and EUR excluding VAT. Include licences, platform fees, add-ons, model usage and, for self-hosted options, a stated operating assumption. Separate fixed, variable, included and unknown costs. No invented discounts.",
      "questions": [
        {
          "id": "cost_200",
          "question": "Year-one cost at 200 users?"
        },
        {
          "id": "cost_1000",
          "question": "Year-one cost at 1,000 users?"
        },
        {
          "id": "cost_5000",
          "question": "Year-one cost at 5,000 users?"
        },
        {
          "id": "variable_share",
          "question": "Which part depends on usage?"
        },
        {
          "id": "unknown_parts",
          "question": "Which costs could not be priced?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:VEN-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Only a 200-seat Business licence floor can be calculated; larger new deployments need an Enterprise quote.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_200",
              "question": "Year-one cost at 200 users?",
              "support": "partial",
              "answer": "From USD 48000.00 + unknown, EUR 42799.82 + unknown or CHF 39534.20 + unknown for 12 months excluding VAT: 200 Standard seats at USD 20/month billed annually. No Premium seats, credits or discounts assumed; included allowance sufficiency is unverified.",
              "evidenceIds": [
                "chatgpt:oa-billing",
                "chatgpt:oa-services",
                "chatgpt:fx-20261020"
              ]
            },
            {
              "id": "cost_1000",
              "question": "Year-one cost at 1,000 users?",
              "support": "unknown",
              "answer": "Unknown EUR/CHF total. New Business subscriptions are capped at 200 paid seats; no Enterprise seat/usage quote was obtained. No Business-price extrapolation is used.",
              "evidenceIds": []
            },
            {
              "id": "cost_5000",
              "question": "Year-one cost at 5,000 users?",
              "support": "unknown",
              "answer": "Unknown EUR/CHF total. New Business subscriptions are capped at 200 paid seats; no Enterprise seat/usage quote was obtained. No Business-price extrapolation is used.",
              "evidenceIds": []
            },
            {
              "id": "variable_share",
              "question": "Which part depends on usage?",
              "support": "partial",
              "answer": "Credits after included allowances and Enterprise token-billed work depend on model/task consumption; that workload tariff remains unpriced.",
              "evidenceIds": [
                "chatgpt:oa-credit-controls",
                "chatgpt:oa-models"
              ]
            },
            {
              "id": "unknown_parts",
              "question": "Which costs could not be priced?",
              "support": "partial",
              "answer": "Enterprise licence/commitment, included capacity, credit/token consumption, optional enterprise features and deployment/support services remain unpriced.",
              "evidenceIds": [
                "chatgpt:oa-business"
              ]
            }
          ],
          "limitations": [
            "ALM-14 shared cost assumptions v1.4, 2026-10-21: 60% light at 100, 30% regular at 400, 10% power at 1,500 messages/user/month; 3,000 input plus 600 output tokens/message only where separately billed.",
            "ECB 2026-10-20: EUR 1 = USD 1.1215 = CHF 0.9237. Vendor USD is primary. Totals are floor + unknown; no proxy replaces an unknown vendor tariff."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-billing",
            "chatgpt:oa-services",
            "chatgpt:fx-20261020",
            "chatgpt:oa-credit-controls",
            "chatgpt:oa-models",
            "chatgpt:oa-business"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:VEN-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21: Team licence illustrations plus unknown variable/enterprise costs; no complete total is claimed.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team displayed USD rate, 12 months, excluding VAT; Enterprise quote separate",
            "addOns": [
              "Unknown usage extension, support/implementation; no bulk discount assumed"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_200",
              "question": "Year-one cost at 200 users?",
              "support": "partial",
              "answer": "Team displayed-rate licence illustration: USD 59,976.00 = EUR 53,478.38 = CHF 49,397.98 for 200 seats × 12 × USD 24.99, excluding VAT, plus unknown usage/support/implementation. Enterprise/private deployment and SAML terms require their own quote; applicability of Team at this size was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:fx-ecb"
              ]
            },
            {
              "id": "cost_1000",
              "question": "Year-one cost at 1,000 users?",
              "support": "partial",
              "answer": "Team displayed-rate licence illustration: USD 299,880.00 = EUR 267,391.89 = CHF 246,989.88 for 1,000 seats × 12 × USD 24.99, excluding VAT, plus unknown usage/support/implementation. Enterprise/private deployment and SAML terms require their own quote; applicability of Team at this size was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:fx-ecb"
              ]
            },
            {
              "id": "cost_5000",
              "question": "Year-one cost at 5,000 users?",
              "support": "partial",
              "answer": "Team displayed-rate licence illustration: USD 1,499,400.00 = EUR 1,336,959.43 = CHF 1,234,949.42 for 5,000 seats × 12 × USD 24.99, excluding VAT, plus unknown usage/support/implementation. Enterprise/private deployment and SAML terms require their own quote; applicability of Team at this size was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:fx-ecb"
              ]
            },
            {
              "id": "variable_share",
              "question": "Which part depends on usage?",
              "support": "partial",
              "answer": "Included allowance is consumed before eligible prepaid PAYG; exact Work default model/tariff, fair-use sufficiency and tool charges remain unknown.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-subscription",
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "unknown_parts",
              "question": "Which costs could not be priced?",
              "support": "partial",
              "answer": "Unknown: Enterprise/private licence quote, bulk eligibility/commitment, exact included credits, separately charged Work usage at the shared mix, deployment/operations, support and implementation. No tariff proxy or discount is invented.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:m-subscription"
              ]
            }
          ],
          "limitations": [
            "Mix: 60% at 100, 30% at 400 and 10% at 1,500 messages/user/month, 330 average. Separately billed messages assume 3,000 input + 600 output tokens; no product-tariff proxy used.",
            "ECB 2026-10-20: EUR 1 = USD 1.1215 = CHF 0.9237; EUR = USD / 1.1215, CHF = EUR × 0.9237.",
            "These are displayed-rate Team licence illustrations; complete Enterprise/private totals remain unknown."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-pricing",
            "mistral-vibe:mistral-vibe:fx-ecb",
            "mistral-vibe:mistral-vibe:m-subscription"
          ]
        }
      ]
    },
    {
      "id": "VEN-03",
      "title": "Evaluation access",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Distinguish free tier, self-serve trial, sales-led pilot, paid proof of concept and open-source self-install. Record card requirement, duration, seat limit, and which features (SSO, connectors, admin) the trial includes. Map which shared scenarios can be run without sales approval.",
      "questions": [
        {
          "id": "free_tier",
          "question": "Is there a free tier for business use?"
        },
        {
          "id": "self_serve_trial",
          "question": "Is a self-serve business trial available?"
        },
        {
          "id": "trial_scope",
          "question": "Do trials include SSO, connectors and admin features?"
        },
        {
          "id": "sales_gate",
          "question": "Does meaningful evaluation require sales contact?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:VEN-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business is self-serve; complete Enterprise evaluation remains sales-dependent and untested.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "free_tier",
              "question": "Is there a free tier for business use?",
              "support": "partial",
              "answer": "A personal Free plan exists, but Business starts with paid seats and a separate managed workspace. Free does not establish Business/Enterprise controls.",
              "evidenceIds": [
                "chatgpt:oa-business-faq",
                "chatgpt:oa-word"
              ]
            },
            {
              "id": "self_serve_trial",
              "question": "Is a self-serve business trial available?",
              "support": "unknown",
              "answer": "Is a self-serve business trial available? Unverified after checking Business overview, FAQ and public pricing; timed self-serve trial duration, card requirement and trial governance were not verified.",
              "evidenceIds": []
            },
            {
              "id": "trial_scope",
              "question": "Do trials include SSO, connectors and admin features?",
              "support": "unknown",
              "answer": "Do trials include SSO, connectors and admin features? Unverified after checking Business overview, FAQ and public pricing; timed self-serve trial duration, card requirement and trial governance were not verified.",
              "evidenceIds": []
            },
            {
              "id": "sales_gate",
              "question": "Does meaningful evaluation require sales contact?",
              "support": "partial",
              "answer": "Business signup is self-serve; Enterprise upgrades and contracted options are directed to sales. No contact was made.",
              "evidenceIds": [
                "chatgpt:oa-business",
                "chatgpt:oa-business-faq"
              ]
            }
          ],
          "limitations": [
            "Unverified parts: self_serve_trial, trial_scope.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-business-faq",
            "chatgpt:oa-word",
            "chatgpt:oa-business"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:VEN-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Free self-serve exploration exists; SAML, private deployments and gated administration cannot be assumed included.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "free_tier",
              "question": "Is there a free tier for business use?",
              "support": "partial",
              "answer": "The public Free plan offers limited chat/search/tools; business contractual suitability and enterprise controls were not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "self_serve_trial",
              "question": "Is a self-serve business trial available?",
              "support": "unknown",
              "answer": "Unknown. No time-limited business-plan trial duration, card or seat limit was verified; the Free plan is a different access route.",
              "evidenceIds": []
            },
            {
              "id": "trial_scope",
              "question": "Do trials include SSO, connectors and admin features?",
              "support": "unknown",
              "answer": "Unknown. No trial verified Enterprise SSO, admin, connectors and fixture entitlement together.",
              "evidenceIds": []
            },
            {
              "id": "sales_gate",
              "question": "Does meaningful evaluation require sales contact?",
              "support": "supported",
              "answer": "Free/paid self-service exploration is offered, while private Enterprise and Admin API activation require contact. No contact was made.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:m-provision"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: self_serve_trial, trial_scope."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-pricing",
            "mistral-vibe:mistral-vibe:m-provision"
          ]
        }
      ]
    },
    {
      "id": "VEN-04",
      "title": "Contract terms and pricing transparency",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Record minimum seats or commitment, contract length, monthly versus annual billing, price-change rules, cancellation and downgrade terms, and invoicing in CHF/EUR. Classify pricing as transparent, partially specified, quote-only or unknown, naming the missing fields. Quote-only pricing is a disclosed constraint.",
      "questions": [
        {
          "id": "minimum_commitment",
          "question": "What seat or spend minimum applies?"
        },
        {
          "id": "contract_length",
          "question": "What contract lengths are offered?"
        },
        {
          "id": "cancellation",
          "question": "How can the contract be cancelled or reduced?"
        },
        {
          "id": "local_invoicing",
          "question": "Can it be invoiced in CHF or EUR from a European entity?"
        },
        {
          "id": "transparency_class",
          "question": "Is pricing transparent, partial, quote-only or unknown?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:VEN-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business terms are public; Enterprise pricing and commercial scope need a quote.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "minimum_commitment",
              "question": "What seat or spend minimum applies?",
              "support": "supported",
              "answer": "New Business workspaces require at least two Standard/Premium seats and allow at most 200 paid seats since 2026-08-24; grandfathered workspaces differ.",
              "evidenceIds": [
                "chatgpt:oa-business-faq"
              ]
            },
            {
              "id": "contract_length",
              "question": "What contract lengths are offered?",
              "support": "supported",
              "answer": "Business supports monthly or annual billing; Enterprise term is on its order form.",
              "evidenceIds": [
                "chatgpt:oa-billing",
                "chatgpt:oa-services"
              ]
            },
            {
              "id": "cancellation",
              "question": "How can the contract be cancelled or reduced?",
              "support": "partial",
              "answer": "Business seat reductions take effect next billing cycle. Contracted renewal reductions normally need 30-day notice under the standard agreement.",
              "evidenceIds": [
                "chatgpt:oa-billing",
                "chatgpt:oa-services"
              ]
            },
            {
              "id": "local_invoicing",
              "question": "Can it be invoiced in CHF or EUR from a European entity?",
              "support": "partial",
              "answer": "EEA/Swiss customers have an Irish contracting party; self-serve invoice/PO/bank-transfer requirements are directed to a contracted plan. Exact CHF/EUR billing availability was not established.",
              "evidenceIds": [
                "chatgpt:oa-services",
                "chatgpt:oa-business"
              ]
            },
            {
              "id": "transparency_class",
              "question": "Is pricing transparent, partial, quote-only or unknown?",
              "support": "partial",
              "answer": "Business seat pricing is public but usage remains partly specified; Enterprise total is quote-only in this pass.",
              "evidenceIds": [
                "chatgpt:oa-business"
              ]
            }
          ],
          "limitations": [
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-business-faq",
            "chatgpt:oa-billing",
            "chatgpt:oa-services",
            "chatgpt:oa-business"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:VEN-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Self-serve prices are partly public; enterprise terms and commitment/pricing details require the applicable order.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "minimum_commitment",
              "question": "What seat or spend minimum applies?",
              "support": "unknown",
              "answer": "Unknown. The rendered Team calculator shows a subtotal but does not establish an exact contractual minimum or maximum for the requested seat sizes.",
              "evidenceIds": []
            },
            {
              "id": "contract_length",
              "question": "What contract lengths are offered?",
              "support": "partial",
              "answer": "Commercial terms charge as provided by the order/confirmation; exact Team monthly/annual commitment alternatives were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-commercial"
              ]
            },
            {
              "id": "cancellation",
              "question": "How can the contract be cancelled or reduced?",
              "support": "partial",
              "answer": "Commercial terms make paid amounts non-refundable/non-cancellable; a complete self-serve downgrade/cancellation workflow was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-commercial"
              ]
            },
            {
              "id": "local_invoicing",
              "question": "Can it be invoiced in CHF or EUR from a European entity?",
              "support": "partial",
              "answer": "A French contracting entity and USD/EUR price selector are public; actual CHF/EUR enterprise invoicing terms were not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-commercial",
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "transparency_class",
              "question": "Is pricing transparent, partial, quote-only or unknown?",
              "support": "supported",
              "answer": "Partially specified: self-serve displayed prices exist, while Enterprise/private quotes, exact credits and scenario usage charges remain unresolved.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:m-subscription"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: minimum_commitment."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-commercial",
            "mistral-vibe:mistral-vibe:m-pricing",
            "mistral-vibe:mistral-vibe:m-subscription"
          ]
        }
      ]
    },
    {
      "id": "VEN-05",
      "title": "Source licence",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Record licence per component (client, server, connectors, hosted extensions) and revision. Distinguish OSI open source, source-available with restrictions (branding clauses, user caps), and closed. Repository visibility is not a licence classification. Licences change between releases: record the current terms, and never carry a fork's historical licence over to the upstream product or the reverse.",
      "questions": [
        {
          "id": "licence_type",
          "question": "Which licence applies to each component?"
        },
        {
          "id": "branding_restrictions",
          "question": "Do licence terms restrict branding or user counts?"
        },
        {
          "id": "enterprise_features_closed",
          "question": "Are enterprise features in a separate closed edition?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:VEN-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The hosted service is provided under commercial access terms; a component source-licence inventory was not verified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "licence_type",
              "question": "Which licence applies to each component?",
              "support": "partial",
              "answer": "Services Agreement grants a term-limited non-exclusive service-use right and restricts reverse engineering; no OSI licence for the hosted workspace was established.",
              "evidenceIds": [
                "chatgpt:oa-services"
              ]
            },
            {
              "id": "branding_restrictions",
              "question": "Do licence terms restrict branding or user counts?",
              "support": "partial",
              "answer": "Account resale/sharing and rate-limit circumvention are contractually restricted; component-specific branding terms were not retrieved.",
              "evidenceIds": [
                "chatgpt:oa-services"
              ]
            },
            {
              "id": "enterprise_features_closed",
              "question": "Are enterprise features in a separate closed edition?",
              "support": "unknown",
              "answer": "Are enterprise features in a separate closed edition? Unverified after checking Services Agreement; repository visibility of SDKs/examples does not establish the hosted product source licence.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: enterprise_features_closed.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-services"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:VEN-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Hosted Work is a commercial service; separate CLI/model licences do not license the whole workspace.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "licence_type",
              "question": "Which licence applies to each component?",
              "support": "partial",
              "answer": "Commercial terms reserve Mistral product IP and grant limited service use. Open-weight model/CLI component terms are separate and were not exhaustively audited.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-commercial"
              ]
            },
            {
              "id": "branding_restrictions",
              "question": "Do licence terms restrict branding or user counts?",
              "support": "partial",
              "answer": "Enterprise pricing lists white label/dedicated hostname; contractual branding rights and seat restrictions require that order.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "enterprise_features_closed",
              "question": "Are enterprise features in a separate closed edition?",
              "support": "partial",
              "answer": "Enterprise lists custom deployment, SAML and audit features under commercial terms; component-by-component source availability was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:m-commercial"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-commercial",
            "mistral-vibe:mistral-vibe:m-pricing"
          ]
        }
      ]
    },
    {
      "id": "VEN-06",
      "title": "Data export and exit",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Record admin export of chats, assistants, knowledge bases, prompts and audit logs, formats, export completeness, user self-export, and what survives contract end. Run an admin export on a trial. Exported chats alone do not make assistants and knowledge portable.",
      "questions": [
        {
          "id": "chat_export",
          "question": "Can admins export all chats?"
        },
        {
          "id": "assistant_export",
          "question": "Can assistants and prompts be exported in a reusable format?"
        },
        {
          "id": "knowledge_export",
          "question": "Can knowledge bases and their sources be exported?"
        },
        {
          "id": "export_format",
          "question": "Are formats documented and machine-readable?"
        },
        {
          "id": "post_termination_window",
          "question": "How long can data be retrieved after termination?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:VEN-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business restricts member self-export but documents conditional owner exports; Enterprise/Edu Compliance retrieval is separate.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_export",
              "question": "Can admins export all chats?",
              "support": "partial",
              "answer": "Business members cannot self-export workspace data through Settings > Data controls. An owner can select the Business workspace > Members > member three-dot menu > Export data, if available, to export that member's data. Bulk all-chat coverage is unverified. Enterprise/Edu owners can separately grant Compliance conversation access.",
              "evidenceIds": [
                "chatgpt:oa-business-faq-r2",
                "chatgpt:oa-business-owner-export-r3",
                "chatgpt:oa-compliance-r2"
              ]
            },
            {
              "id": "assistant_export",
              "question": "Can assistants and prompts be exported in a reusable format?",
              "support": "unknown",
              "answer": "Can assistants and prompts be exported in a reusable format? Unverified after checking Business FAQ, Compliance Platform and DPA; no complete assistant/knowledge export or leaver exit fixture.",
              "evidenceIds": []
            },
            {
              "id": "knowledge_export",
              "question": "Can knowledge bases and their sources be exported?",
              "support": "unknown",
              "answer": "Can knowledge bases and their sources be exported? Unverified after checking Business FAQ, Compliance Platform and DPA; no complete assistant/knowledge export or leaver exit fixture.",
              "evidenceIds": []
            },
            {
              "id": "export_format",
              "question": "Are formats documented and machine-readable?",
              "support": "partial",
              "answer": "Enterprise/Edu has documented compliance log/state API access. No complete Business admin archive format or reusable chat/assistant/knowledge package was verified.",
              "evidenceIds": [
                "chatgpt:oa-compliance-r2"
              ]
            },
            {
              "id": "post_termination_window",
              "question": "How long can data be retrieved after termination?",
              "support": "partial",
              "answer": "The DPA provides return/deletion on instruction after expiry but no fixed recovery window was verified.",
              "evidenceIds": [
                "chatgpt:oa-dpa"
              ]
            }
          ],
          "limitations": [
            "The documented Business owner export is conditional and per member; the guide does not establish a bulk workspace export or complete archive.",
            "Enterprise/Edu Compliance retrieval is not a complete portable workspace export. No admin archive or exit fixture."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-business-faq-r2",
            "chatgpt:oa-business-owner-export-r3",
            "chatgpt:oa-compliance-r2",
            "chatgpt:oa-dpa"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:VEN-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Personal exports and original Library downloads are documented; full administrator portability remains untested.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise personal Data Export and Library/Knowledge downloads; complete administrator portability unverified",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_export",
              "question": "Can admins export all chats?",
              "support": "partial",
              "answer": "A personal data export tool is documented; all-user administrator chat export completeness was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-export-20261026"
              ]
            },
            {
              "id": "assistant_export",
              "question": "Can assistants and prompts be exported in a reusable format?",
              "support": "unknown",
              "answer": "Legacy agents can be duplicated and Skills contain reusable files, but a complete portable assistant/tool/knowledge export package was not verified. Search on 2026-10-26: https://help.mistral.ai/en/articles/347623-how-do-i-export-my-data-from-vibe, https://docs.mistral.ai/vibe/work/libraries.md, https://docs.mistral.ai/vibe/work/knowledge.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "knowledge_export",
              "question": "Can knowledge bases and their sources be exported?",
              "support": "partial",
              "answer": "Users can download original Library documents and export personal Knowledge Base data; complete admin index/ACL export was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-libraries-20261026",
                "mistral-vibe:mistral-vibe:m-memory-20261026"
              ]
            },
            {
              "id": "export_format",
              "question": "Are formats documented and machine-readable?",
              "support": "partial",
              "answer": "Canvas offers PPTX/table files and spreadsheets XLSX, but the full personal-data/agent/index export schema was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files-20261026",
                "mistral-vibe:mistral-vibe:m-sheets-20261026",
                "mistral-vibe:mistral-vibe:m-export-20261026"
              ]
            },
            {
              "id": "post_termination_window",
              "question": "How long can data be retrieved after termination?",
              "support": "partial",
              "answer": "The DPA says personal data is no longer accessible 30 days after access/use termination; a guaranteed complete post-termination export service was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-dpa-20261026"
              ]
            }
          ],
          "limitations": [
            "chat_export: A personal data export tool is documented; all-user administrator chat export completeness was not verified.",
            "assistant_export: Legacy agents can be duplicated and Skills contain reusable files, but a complete portable assistant/tool/knowledge export package was not verified. Search on 2026-10-26: https://help.mistral.ai/en/articles/347623-how-do-i-export-my-data-from-vibe, https://docs.mistral.ai/vibe/work/libraries.md, https://docs.mistral.ai/vibe/work/knowledge.md. No additional scoped evidence established this answer.",
            "knowledge_export: Users can download original Library documents and export personal Knowledge Base data; complete admin index/ACL export was not verified.",
            "export_format: Canvas offers PPTX/table files and spreadsheets XLSX, but the full personal-data/agent/index export schema was not established.",
            "post_termination_window: The DPA says personal data is no longer accessible 30 days after access/use termination; a guaranteed complete post-termination export service was not established."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-export-20261026",
            "mistral-vibe:mistral-vibe:m-libraries-20261026",
            "mistral-vibe:mistral-vibe:m-memory-20261026",
            "mistral-vibe:mistral-vibe:m-files-20261026",
            "mistral-vibe:mistral-vibe:m-sheets-20261026",
            "mistral-vibe:mistral-vibe:m-dpa-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "id": "VEN-07",
      "title": "Support and service levels",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Record support channels, languages (German, French, Italian), hours and time zone, local or regional presence, documented response times, uptime SLA and credits, public status page and incident history. Popularity is not a reliability score.",
      "questions": [
        {
          "id": "support_channels",
          "question": "Which support channels are available on each plan?"
        },
        {
          "id": "support_languages",
          "question": "Is support available in German, French or Italian?"
        },
        {
          "id": "regional_presence",
          "question": "Is there a DACH or Swiss entity, team or partner?"
        },
        {
          "id": "uptime_sla",
          "question": "Is there an uptime SLA with credits?"
        },
        {
          "id": "status_page",
          "question": "Is there a public status page with history?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:VEN-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A public component status page is available; language-specific support and SLA credits remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "support_channels",
              "question": "Which support channels are available on each plan?",
              "support": "partial",
              "answer": "The Business FAQ directs workspace credit-usage questions to OpenAI Support. For affected Enterprise GPT migrations, the migration FAQ directs customers to their account team to confirm the applicable timeline. General Enterprise support coverage, service hours and response targets remain unverified.",
              "evidenceIds": [
                "chatgpt:chatgpt:review-fix-support-channel-20261026",
                "chatgpt:chatgpt:review-fix-gpt-creation-freeze-20261026"
              ]
            },
            {
              "id": "support_languages",
              "question": "Is support available in German, French or Italian?",
              "support": "unknown",
              "answer": "Is support available in German, French or Italian? Unverified after checking OpenAI Status, Business FAQ and Services Agreement; DE/FR/IT support, regional support staffing and applicable SLA credits not verified. Search on 2026-10-26: https://help.openai.com/en/articles/8542115-chatgpt-business-general-faq, https://status.openai.com/, https://help.openai.com/en/articles/8792828-chatgpt-business-overview. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "regional_presence",
              "question": "Is there a DACH or Swiss entity, team or partner?",
              "support": "partial",
              "answer": "OpenAI’s May 2025 company announcement records a Munich office and German local team. Current staffing, a Swiss contracting entity and guaranteed local-language support were not established.",
              "evidenceIds": [
                "chatgpt:chatgpt:german-office-20261026"
              ]
            },
            {
              "id": "uptime_sla",
              "question": "Is there an uptime SLA with credits?",
              "support": "unknown",
              "answer": "Is there an uptime SLA with credits? Unverified after checking OpenAI Status, Business FAQ and Services Agreement; DE/FR/IT support, regional support staffing and applicable SLA credits not verified. Search on 2026-10-26: https://help.openai.com/en/articles/8542115-chatgpt-business-general-faq, https://status.openai.com/, https://help.openai.com/en/articles/8792828-chatgpt-business-overview. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "status_page",
              "question": "Is there a public status page with history?",
              "support": "supported",
              "answer": "OpenAI Status lists component health and incident updates; no historical uptime score was computed.",
              "evidenceIds": [
                "chatgpt:oa-status-20261026"
              ]
            }
          ],
          "limitations": [
            "support_channels: The Business FAQ directs workspace credit-usage questions to OpenAI Support. For affected Enterprise GPT migrations, the migration FAQ directs customers to their account team to confirm the applicable timeline. General Enterprise support coverage, service hours and response targets remain unverified.",
            "support_languages: Is support available in German, French or Italian? Unverified after checking OpenAI Status, Business FAQ and Services Agreement; DE/FR/IT support, regional support staffing and applicable SLA credits not verified. Search on 2026-10-26: https://help.openai.com/en/articles/8542115-chatgpt-business-general-faq, https://status.openai.com/, https://help.openai.com/en/articles/8792828-chatgpt-business-overview. No additional scoped evidence established this answer.",
            "regional_presence: OpenAI’s May 2025 company announcement records a Munich office and German local team. Current staffing, a Swiss contracting entity and guaranteed local-language support were not established.",
            "uptime_sla: Is there an uptime SLA with credits? Unverified after checking OpenAI Status, Business FAQ and Services Agreement; DE/FR/IT support, regional support staffing and applicable SLA credits not verified. Search on 2026-10-26: https://help.openai.com/en/articles/8542115-chatgpt-business-general-faq, https://status.openai.com/, https://help.openai.com/en/articles/8792828-chatgpt-business-overview. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-business-faq-20261026",
            "chatgpt:oa-status-20261026",
            "chatgpt:chatgpt:german-office-20261026",
            "chatgpt:chatgpt:review-fix-support-channel-20261026",
            "chatgpt:chatgpt:review-fix-gpt-creation-freeze-20261026"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:VEN-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public support routes and custom Enterprise SLA marketing exist; status access and concrete service terms remain gaps.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "support_channels",
              "question": "Which support channels are available on each plan?",
              "support": "supported",
              "answer": "Pro/Team pricing lists chat/email support and Enterprise advertises dedicated support.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "support_languages",
              "question": "Is support available in German, French or Italian?",
              "support": "unknown",
              "answer": "Unknown. German/French/Italian support language/hours commitments were not retrieved.",
              "evidenceIds": []
            },
            {
              "id": "regional_presence",
              "question": "Is there a DACH or Swiss entity, team or partner?",
              "support": "unknown",
              "answer": "Unknown. The commercial entity is Paris-based; a named DACH/Swiss implementation team/partner was not verified.",
              "evidenceIds": []
            },
            {
              "id": "uptime_sla",
              "question": "Is there an uptime SLA with credits?",
              "support": "partial",
              "answer": "Enterprise advertises custom SLAs; uptime percentage, exclusions, response times and credits were not obtained.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "status_page",
              "question": "Is there a public status page with history?",
              "support": "unknown",
              "answer": "Unknown. The public status endpoint returned HTTP 403 to direct retrieval; no incident history was independently read.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: support_languages, regional_presence, status_page."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-pricing"
          ]
        }
      ]
    },
    {
      "id": "VEN-08",
      "title": "Onboarding, training and adoption",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Record vendor-led onboarding, admin training, end-user training (live, e-learning, languages), use-case libraries, champion programmes, change-management materials and their cost. Distinguish included services from paid professional services and partner offerings.",
      "questions": [
        {
          "id": "onboarding_service",
          "question": "Is guided onboarding included?"
        },
        {
          "id": "user_training",
          "question": "Is end-user training offered, in which languages?"
        },
        {
          "id": "use_case_library",
          "question": "Are role-based use cases and templates provided?"
        },
        {
          "id": "adoption_programme",
          "question": "Is there a champion or adoption programme?"
        },
        {
          "id": "service_cost",
          "question": "Which services cost extra?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:VEN-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public learning and implementation guidance are available; included service entitlements remain open.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "onboarding_service",
              "question": "Is guided onboarding included?",
              "support": "unknown",
              "answer": "Is guided onboarding included? Unverified after checking Academy and Enterprise quickstart; guided onboarding entitlement and professional-service fees not obtained.",
              "evidenceIds": []
            },
            {
              "id": "user_training",
              "question": "Is end-user training offered, in which languages?",
              "support": "partial",
              "answer": "Academy offers worker/builder/leader courses and live/on-demand events; DE/FR/IT delivery was not established.",
              "evidenceIds": [
                "chatgpt:oa-academy"
              ]
            },
            {
              "id": "use_case_library",
              "question": "Are role-based use cases and templates provided?",
              "support": "partial",
              "answer": "Academy and Enterprise quickstart provide role/use-case and deployment guidance; a complete template catalogue was not audited.",
              "evidenceIds": [
                "chatgpt:oa-academy",
                "chatgpt:oa-admin-quickstart"
              ]
            },
            {
              "id": "adoption_programme",
              "question": "Is there a champion or adoption programme?",
              "support": "partial",
              "answer": "Academy includes leadership/adoption learning; an included formal champion programme was not verified.",
              "evidenceIds": [
                "chatgpt:oa-academy"
              ]
            },
            {
              "id": "service_cost",
              "question": "Which services cost extra?",
              "support": "unknown",
              "answer": "Which services cost extra? Unverified after checking Academy and Enterprise quickstart; guided onboarding entitlement and professional-service fees not obtained.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: onboarding_service, service_cost.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-academy",
            "chatgpt:oa-admin-quickstart"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:VEN-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Built-in onboarding and reusable role/task Skills support self-service adoption; service entitlements and prices remain open.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise plan-included Work Skills and public self-service documentation; managed services unverified",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "onboarding_service",
              "question": "Is guided onboarding included?",
              "support": "unknown",
              "answer": "Vendor-led onboarding inclusion was not established; no sales/demo contact was made. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "user_training",
              "question": "Is end-user training offered, in which languages?",
              "support": "partial",
              "answer": "A built-in vibe-work-onboarding Skill and public guides exist; live training and language coverage were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-skills-20261026"
              ]
            },
            {
              "id": "use_case_library",
              "question": "Are role-based use cases and templates provided?",
              "support": "supported",
              "answer": "Built-in Skills and examples cover research, extraction, onboarding, stakeholder communication and repeated procedures.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-skills-20261026"
              ]
            },
            {
              "id": "adoption_programme",
              "question": "Is there a champion or adoption programme?",
              "support": "unknown",
              "answer": "No scoped champion or change-management programme entitlement was retrieved. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "service_cost",
              "question": "Which services cost extra?",
              "support": "unknown",
              "answer": "Implementation/partner/training service prices were not obtained. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "onboarding_service: Vendor-led onboarding inclusion was not established; no sales/demo contact was made. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer.",
            "user_training: A built-in vibe-work-onboarding Skill and public guides exist; live training and language coverage were not established.",
            "adoption_programme: No scoped champion or change-management programme entitlement was retrieved. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer.",
            "service_cost: Implementation/partner/training service prices were not obtained. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-skills-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    }
  ],
  "sources": [
    {
      "id": "chatgpt:oa-files",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8555545-uploading-files-and-audio-to-chatgpt",
      "title": "Uploading files and audio to ChatGPT",
      "locator": "Formats; size/rate/storage limits; projects; PDF visual retrieval",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Uploads have format-specific limits, 40-file Business/Enterprise projects, 20-file GPT knowledge and Enterprise-only PDF visual retrieval."
    },
    {
      "id": "chatgpt:oa-business-models-r2",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/12003714-chatgpt-business-models-and-limits",
      "title": "ChatGPT Business models and limits",
      "locator": "Chat picker; Higher intelligence; Pro; Work models",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Business distinguishes GPT6 Chat powered by Sol/Astra from separate Work models, with Standard/Premium allowances and rollout limits."
    },
    {
      "id": "chatgpt:oa-enterprise-models-r2",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/11165333-chatgpt-enterprise-and-edu-models-and-limits",
      "title": "ChatGPT Enterprise and Edu models and limits",
      "locator": "Enterprise Chat rollout; Work/Codex distinction; model picker; tools",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise Chat names GPT6 powered by Sol and Pro/Astra, while Work has separate model options and workspace/role controls."
    },
    {
      "id": "chatgpt:oa-work-r2",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/20001275-chatgpt-work-and-codex",
      "title": "ChatGPT Work and Codex",
      "locator": "Work deliverables; picker; access and permissions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Work has its own model picker and task/output capabilities; Chat-specific model guides define the GPT6 Chat alias rather than Work model labels."
    },
    {
      "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": "chatgpt:oa-enterprise-notes",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/10128477-chatgpt-enterprise-and-edu-release-notes",
      "title": "ChatGPT Enterprise and Edu release notes",
      "locator": "October 16 sync retirement; September 25 Teams; September GPT migration; May 6 Intune",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dated Enterprise/Edu notes record live-app migration, collaboration and add-in changes, Intune eligibility and planned GPT retirement."
    },
    {
      "id": "chatgpt:oa-business-notes",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/11391654-chatgpt-business-release-notes",
      "title": "ChatGPT Business release notes",
      "locator": "April 16 analytics; May 5 Sheets; May 22 agents; July 9 Work",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dated Business notes document workspace analytics, Excel/Sheets integration, agent/work changes and app-template access."
    },
    {
      "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": "chatgpt:oa-business",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8792828-chatgpt-business-overview",
      "title": "ChatGPT Business - Overview",
      "locator": "Standard/Premium seats; plan comparison; Team rename",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Business is self-serve with Standard/Premium seats, includes Chat/Work, and remains separate from API billing."
    },
    {
      "id": "chatgpt:oa-admin-quickstart",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/20001264-chatgpt-enterprise-admin-quickstart",
      "title": "ChatGPT Enterprise admin quickstart",
      "locator": "Identity; SCIM; groups; controls; billing",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise rollout uses SSO, tenant directory sync, groups/RBAC and workspace-specific product access."
    },
    {
      "id": "chatgpt:oa-admin-settings",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8411955-managing-workspace-settings-in-chatgpt-enterprise",
      "title": "Managing workspace settings in ChatGPT Enterprise",
      "locator": "General; permissions; models; AI policy modal",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise settings include model defaults, role-scoped features/memory and a recurring AI-policy modal."
    },
    {
      "id": "chatgpt:oa-models",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/11165333-chatgpt-enterprise-and-edu-models-and-limits",
      "title": "ChatGPT Enterprise and Edu models and limits",
      "locator": "GPT-6 Chat; Work models; routing; Astra controls",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise Chat is rolling to GPT-6 powered by Sol with a separate Astra Pro control; Work has distinct model choices and RBAC eligibility."
    },
    {
      "id": "chatgpt:oa-credit-controls",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/20001155-managing-credits-and-spend-controls-in-chatgpt-business",
      "title": "Managing credits and spend controls in ChatGPT Business",
      "locator": "Included use; recharge cap; per-seat/user limits",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Business can apply credit usage and recharge limits after included seat allowances, with credit-backed features unavailable when credits are insufficient."
    },
    {
      "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": "chatgpt:oa-analysis",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8437071-data-analysis-with-chatgpt",
      "title": "Data analysis with ChatGPT",
      "locator": "Python execution; charts; network constraint",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Analysis uses a stateful Jupyter/Python environment, supports chart generation and cannot make external network requests from that environment."
    },
    {
      "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": "chatgpt:oa-projects",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/10169521-projects-in-chatgpt",
      "title": "Projects in ChatGPT",
      "locator": "Sharing; visibility; memory; GPT use; retention",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Projects persist chats/files/instructions; shared members can read and download project files and branch chats."
    },
    {
      "id": "chatgpt:oa-sharepoint",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/12143177-sharepoint-app-and-setup-in-chatgpt",
      "title": "SharePoint app and setup in ChatGPT",
      "locator": "Live access; delegated permissions; site allowlist; labels; file limits",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Live SharePoint searches accessible SharePoint/OneDrive content and uses Microsoft consent plus separate ChatGPT action and site controls."
    },
    {
      "id": "chatgpt:oa-apps",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/11487775-connected-apps-in-chatgpt",
      "title": "Connected apps in ChatGPT",
      "locator": "Availability; authorization; actions; event tasks",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Apps use workspace and account permissions, can support actions and events, and have separate plugin installation and provider authorization."
    },
    {
      "id": "chatgpt:oa-mcp",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/12584461-developer-mode-and-full-mcp-connectors-in-chatgpt",
      "title": "Developer mode and MCP apps in ChatGPT",
      "locator": "Beta availability; Business versus Enterprise/Edu; remote connections; actions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Custom remote MCP apps support write tools in beta with plan-specific developer/publishing controls and action approvals."
    },
    {
      "id": "chatgpt:oa-team-tasks",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/20001540-creating-and-managing-team-tasks-in-chatgpt",
      "title": "Creating and managing team tasks in ChatGPT",
      "locator": "Availability; service account; triggers; control; sharing",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Business/Enterprise team tasks run in the cloud under a team service account using approved connections and scheduled or supported app-event triggers."
    },
    {
      "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": "chatgpt:oa-company-r2",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/12628342-company-knowledge-in-chatgpt",
      "title": "Company knowledge in ChatGPT",
      "locator": "Current app-based workflow; plans; source permissions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Current Company Knowledge uses enabled eligible app connections for Business/Enterprise/Edu and inherits source access without claiming a universal copied index."
    },
    {
      "id": "chatgpt:oa-sharepoint-r2",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/12143177-sharepoint-app-and-setup-in-chatgpt",
      "title": "SharePoint app and setup in ChatGPT",
      "locator": "Live app; Microsoft permissions; action enablement",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The live app uses Microsoft delegated access and separately enabled actions; site-policy controls need workspace enablement rather than inheriting a blanket plan entitlement."
    },
    {
      "id": "chatgpt:oa-sharepoint-policy-r2",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/20001502-managing-sharepoint-site-access-and-sensitivity-label-exclusions",
      "title": "Managing SharePoint site access and sensitivity-label exclusions",
      "locator": "Availability; site-collection rules; label GUIDs",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The guide documents enabled-workspace site/label controls but does not state a complete Business/Enterprise/Edu entitlement matrix."
    },
    {
      "id": "chatgpt:oa-residency-r2",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/9903489-data-residency-and-inference-residency-for-chatgpt",
      "title": "Data residency and inference residency for ChatGPT",
      "locator": "Current feature/storage scope; external integrations",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Current residency guidance describes scoped content/processing and external-app exceptions; it no longer establishes an administrator-managed sync configuration."
    },
    {
      "id": "chatgpt:oa-enterprise-notes-r2",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/10128477-chatgpt-enterprise-and-edu-release-notes",
      "title": "ChatGPT Enterprise and Edu release notes",
      "locator": "October16 administrator-managed sync retirement",
      "sourceDate": "2026-10-16",
      "retrievedAt": "2026-10-21",
      "finding": "The October16 notice retires administrator-managed sync and directs eligible Enterprise workspaces to real-time GoogleDrive/SharePoint/Teams apps."
    },
    {
      "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": "chatgpt:oa-company",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/12628342-company-knowledge-in-chatgpt",
      "title": "Company knowledge in ChatGPT",
      "locator": "Requirements; source permissions; supported apps",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Company Knowledge is a plugin for eligible Business/Enterprise/Edu users and uses authorized connected sources rather than granting new data access."
    },
    {
      "id": "chatgpt:oa-memory",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8590148-memory-in-chatgpt",
      "title": "Memory in ChatGPT",
      "locator": "Controls; sources; removal; workspace memory",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Memory and custom instructions differ; users can manage remembered information and admins control supported workspace settings."
    },
    {
      "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": "chatgpt:oa-enterprise-notes-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/10128477-chatgpt-enterprise-and-edu-release-notes",
      "title": "ChatGPT Enterprise and Edu release notes",
      "locator": "October 16 sync retirement; September 25 Teams; September GPT migration; May 6 Intune; public web-reader representation retrieved 2026-10-26, representation SHA256 8781183db68eb81bcf7367e33925fbcec071340b0b8901192b83ef01c70a778e",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Dated Enterprise/Edu notes record live-app migration, collaboration and add-in changes, Intune eligibility and planned GPT retirement."
    },
    {
      "id": "chatgpt:oa-gpt-migration-r2-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/20001519-custom-gpt-retirement-and-migration-faq",
      "title": "Custom GPT retirement and migration FAQ",
      "locator": "Plugin migration; Enterprise guidance and dates; non-transferring actions; public web-reader representation retrieved 2026-10-26, representation SHA256 dd951ed04244057574ab0c432d8a8279430ac2da83c342351588edf8d66e0a9b",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The accessible FAQ confirms migration to plugins, standard/approved-deferral dates, and that models/actions/sharing settings do not transfer automatically."
    },
    {
      "id": "chatgpt:oa-admin-settings-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8411955-managing-workspace-settings-in-chatgpt-enterprise",
      "title": "Managing workspace settings in ChatGPT Enterprise",
      "locator": "General; permissions; models; AI policy modal; public web-reader representation retrieved 2026-10-26, representation SHA256 96c9b041bf9174a50f86db93e70e0298c6a367658ecba1cdd9db1ccaf5bb68bc",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Enterprise settings include model defaults, role-scoped features/memory and a recurring AI-policy modal."
    },
    {
      "id": "chatgpt:oa-business-notes-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/11391654-chatgpt-business-release-notes",
      "title": "ChatGPT Business release notes",
      "locator": "April 16 analytics; May 5 Sheets; May 22 agents; July 9 Work; public web-reader representation retrieved 2026-10-26, representation SHA256 a76daa1b273dbced3f3f607908c1965a3ed86fc0cc21c798be3582eca50e374d",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Dated Business notes document workspace analytics, Excel/Sheets integration, agent/work changes and app-template access."
    },
    {
      "id": "chatgpt:oa-business-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8792828-chatgpt-business-overview",
      "title": "ChatGPT Business - Overview",
      "locator": "Standard/Premium seats; plan comparison; Team rename; public web-reader representation retrieved 2026-10-26, representation SHA256 7af98911edbf31de1850b4de99233ea6bbee5f443dce05c9d6958e004181ee13",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Business is self-serve with Standard/Premium seats, includes Chat/Work, and remains separate from API billing."
    },
    {
      "id": "chatgpt:oa-files-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8555545-uploading-files-and-audio-to-chatgpt",
      "title": "Uploading files and audio to ChatGPT",
      "locator": "Formats; size/rate/storage limits; projects; PDF visual retrieval; public web-reader representation retrieved 2026-10-26, representation SHA256 8fbf08df3b56a93ebaf27c2ca223eb2cd449e5b1b43e5f5d09995eaeb7bb7907",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Uploads have format-specific limits, 40-file Business/Enterprise projects, 20-file GPT knowledge and Enterprise-only PDF visual retrieval."
    },
    {
      "id": "chatgpt:oa-company-r2-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/12628342-company-knowledge-in-chatgpt",
      "title": "Company knowledge in ChatGPT",
      "locator": "Current app-based workflow; plans; source permissions; public web-reader representation retrieved 2026-10-26, representation SHA256 2d451d442061ec6222039e4f287ed4f08226239e708b96200ee8ea33bd7971ed",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Current Company Knowledge uses enabled eligible app connections for Business/Enterprise/Edu and inherits source access without claiming a universal copied index."
    },
    {
      "id": "chatgpt:oa-residency-r2-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/9903489-data-residency-and-inference-residency-for-chatgpt",
      "title": "Data residency and inference residency for ChatGPT",
      "locator": "Current feature/storage scope; external integrations; public web-reader representation retrieved 2026-10-26, representation SHA256 7bc187a8fb32db1e17c0bb7e93763c0ccb2c8528a6b220f4b3d011bd151f53d3",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Current residency guidance describes scoped content/processing and external-app exceptions; it no longer establishes an administrator-managed sync configuration."
    },
    {
      "id": "chatgpt:oa-plugins-r2-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/20001256-plugins-in-chatgpt",
      "title": "Plugins in ChatGPT",
      "locator": "Reusable skills; references/apps; workspace sharing; surface limits; public web-reader representation retrieved 2026-10-26, representation SHA256 fcb0960b3bb65bf48aafc243940aa11c934ae0735ba6f9f1e847e1fc425ad1e4",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Plugins package reusable workflow instructions/apps for Chat/Work, with Business/Enterprise sharing subject to workspace controls and per-surface capabilities."
    },
    {
      "id": "chatgpt:oa-word-r2-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/20001526-chatgpt-for-word",
      "title": "ChatGPT for Word",
      "locator": "Availability; writing; skills; plugin and history limitations; public web-reader representation retrieved 2026-10-26, representation SHA256 93ee7796175a908a7cd559677e9e27203399c07d0c5147311b6610272e4c93e3",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The native Word add-in drafts/revises text, but plugins are unsupported and regular ChatGPT memory/skills/history do not carry over."
    },
    {
      "id": "chatgpt:chatgpt:review-fix-gpt-creation-freeze-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/20001519-custom-gpt-retirement-and-migration-faq",
      "title": "Custom GPT migration: creation freeze and existing edits",
      "locator": "Enterprise workspace guidance, October 26 planned milestone; all-plan retirement; timeline confirmation paragraph; public web-reader representation retrieved 2026-10-26, SHA256 4b3144d23ceb8bfd0e24a6f5b6a3c0a8cf29a4d84f64091ddafda7242ff0695c",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "October 26 is a planned freeze on new GPT creation in affected Enterprise workspaces; drafts needed for migration should be published beforehand. Existing unmigrated GPTs remain editable, while migration makes the original read-only. The FAQ covers all plans for scheduled retirement and directs Enterprise customers to their account team to confirm their migration timeline."
    },
    {
      "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": "chatgpt:oa-mcp-r2",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/12584461-connecting-custom-mcp-servers-in-chatgpt",
      "title": "Connecting custom MCP servers in ChatGPT",
      "locator": "Availability; current Plugins flow; plan roles; action permissions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Custom MCP is available on Business/Enterprise/Edu web; the current Plugins flow does not require Developer Mode, with admin publication and plan-specific creator controls."
    },
    {
      "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": "chatgpt:oa-search",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/9237897-searching-the-web-with-chatgpt",
      "title": "Searching the web with ChatGPT",
      "locator": "Availability; sources; external providers; Chrome extension",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Search can send rewritten queries/general location to external providers and supplies cited results and an optional Chrome search extension."
    },
    {
      "id": "chatgpt:oa-residency",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/9903489-data-residency-and-inference-residency-for-chatgpt",
      "title": "Data residency and inference residency for ChatGPT",
      "locator": "Eligibility; storage/backups; GPU processing; exceptions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Eligible Enterprise/Edu regional storage and optional same-region GPU inference exclude system data, global CPU processing and external integrations."
    },
    {
      "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": "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": "chatgpt:oa-business-faq",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8542115-chatgpt-business-general-faq",
      "title": "ChatGPT Business: General FAQ",
      "locator": "Prices; seat cap; export; privacy",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The FAQ lists current seat prices, a 200-paid-seat cap for new subscriptions since August 24 2026, and unavailable self-service Business export."
    },
    {
      "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": "chatgpt:oa-work",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/20001275-chatgpt-work-and-codex",
      "title": "ChatGPT Work and Codex",
      "locator": "Chat versus Work; models; availability; deliverables",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Work is the multi-step deliverable experience on eligible paid plans; cloud/local task execution and model access differ from regular Chat."
    },
    {
      "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": "chatgpt:oa-word",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/20001526-chatgpt-for-word",
      "title": "ChatGPT for Word",
      "locator": "Office add-in; admin approval; limitations; pricing",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The shared Office add-in embeds ChatGPT in Word, requires M365 administrator approval and uses the applicable model/token allowance."
    },
    {
      "id": "chatgpt:oa-word-r2",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/20001526-chatgpt-for-word",
      "title": "ChatGPT for Word",
      "locator": "Availability; writing; skills; plugin and history limitations",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The native Word add-in drafts/revises text, but plugins are unsupported and regular ChatGPT memory/skills/history do not carry over."
    },
    {
      "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": "chatgpt:chatgpt:images-editing-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/11084440-im",
      "title": "Images in ChatGPT",
      "locator": "Overview, Availability and Edit your image; public web-reader representation SHA256 44b31a6adea07ee1fbba7c7f8094c14b2d08b85d14db6ac37f0732f9ad291979",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The official guide documents editing uploaded or generated images. Images are available on all tiers; Images with thinking is currently Plus/Pro/Business, with Enterprise/Edu described as coming later."
    },
    {
      "id": "chatgpt:oa-enterprise-models-r2-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/11165333-chatgpt-enterprise-and-edu-models-and-limits",
      "title": "ChatGPT Enterprise and Edu models and limits",
      "locator": "Enterprise Chat rollout; Work/Codex distinction; model picker; tools; public web-reader representation retrieved 2026-10-26, representation SHA256 da70d2c757d5cb302998f802acc290c8a1a4f26b86a8ab34ff9a83627f9ac7fd",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Enterprise Chat names GPT6 powered by Sol and Pro/Astra, while Work has separate model options and workspace/role controls."
    },
    {
      "id": "chatgpt:oa-services-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://openai.com/policies/services-agreement/",
      "title": "OpenAI Services Agreement",
      "locator": "Sections 3-7; 16.3; definitions of contracting party, governing laws and venue; public web-reader representation retrieved 2026-10-26, representation SHA256 0233863b855363cf290708260721bf7d470cd68b01718c219c441018b00e846e",
      "sourceDate": "2025-12-01",
      "retrievedAt": "2026-10-26",
      "finding": "The business contract protects customer content, assigns output rights, limits service use and defines Irish contracting/law for EEA/Swiss customers."
    },
    {
      "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": "chatgpt:oa-voice",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/20001274-chatgpt-voice",
      "title": "ChatGPT Voice",
      "locator": "Business/Enterprise availability; limits; data controls",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Eligible workspaces have Voice, with Business seat-dependent allowances and separate Enterprise credit/token billing and audio retention."
    },
    {
      "id": "chatgpt:chatgpt:mobile-read-aloud-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8142208-chatgpt-ios-and-android-app-faq",
      "title": "ChatGPT mobile response actions",
      "locator": "How do I select text or use response actions on Android?; public web-reader representation SHA256 5a659925d335100a37be401edb3f15327e8a679e3670bd3e945c97b20ca6ca4d",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Supported mobile response actions can include Read aloud; availability varies by message. This is distinct from a live Voice session and does not establish Swiss German recognition."
    },
    {
      "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": "chatgpt:oa-analysis-r2",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8437071-data-analysis-with-chatgpt",
      "title": "Data analysis with ChatGPT",
      "locator": "Python/Jupyter execution and chart types",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Data analysis documents code execution and static/interactive visualizations; Enterprise model inventory establishes the scoped plan entitlement."
    },
    {
      "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": "chatgpt:oa-language",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8357869-how-to-change-your-language-setting-in-chatgpt",
      "title": "How to change your language setting in ChatGPT",
      "locator": "Browser/mobile language setting; supported list",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "ChatGPT documents German, French and Italian UI settings alongside other supported languages."
    },
    {
      "id": "chatgpt:oa-trust",
      "productId": "chatgpt",
      "kind": "vendor-claimed",
      "url": "https://trust.openai.com/",
      "title": "OpenAI Trust Portal",
      "locator": "Compliance; documents; ChatGPT security features",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The portal claims ISO and SOC coverage and lists reports, EKM, penetration testing and a VPAT, without establishing certificate validity in this pass."
    },
    {
      "id": "chatgpt:oa-business-sso",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/11489188-setting-up-single-sign-on-sso-for-chatgpt-business",
      "title": "Setting up single sign-on for ChatGPT Business",
      "locator": "Supported protocols; plan limits; automatic account creation",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Business supports SAML/OIDC and verified domains but standalone Business excludes SCIM and synchronized groups."
    },
    {
      "id": "chatgpt:chatgpt:native-mfa-enforcement-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/7967234-managing-multi-factor-authentication-mfa",
      "title": "Managing multi-factor authentication",
      "locator": "Can admins enforce MFA for a workspace or organization?; public web-reader representation SHA256 c263aa5ec4b4533980634f9fc563829448056ddfb38d44108adfc1f2af92555e",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Individuals can configure MFA, but the guide explicitly says administrators cannot currently enforce MFA at the ChatGPT workspace or API organization level. Identity-provider policy is a separate control."
    },
    {
      "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": "chatgpt:oa-billing",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8792536-managing-billing-and-seats-in-chatgpt-business",
      "title": "Managing billing and seats in ChatGPT Business",
      "locator": "Seat types; minimum; billing changes",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Business lists USD 20/25 Standard and USD 100/125 Premium annual/monthly equivalents, at least two seats, and next-cycle reductions."
    },
    {
      "id": "chatgpt:oa-members",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8266401-managing-members-workspace-roles-and-seats-in-chatgpt-enterprise-and-edu",
      "title": "Managing members, workspace roles, and seats in ChatGPT Enterprise and Edu",
      "locator": "Built-in roles; seat types; invitations",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise/Edu distinguish member, analytics viewer, admin and owner; Enterprise can delegate group management and assign seat types."
    },
    {
      "id": "chatgpt:oa-leavers",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8266418-data-retention-when-a-member-is-removed-from-a-workspace",
      "title": "Data retention when a member is removed from a workspace",
      "locator": "Enterprise/Edu versus Business; ownership reassignment",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Removal revokes access immediately, follows Enterprise retention policies, preserves Business data indefinitely, and reassigns projects/GPT ownership without exposing private conversations."
    },
    {
      "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": "chatgpt:oa-services",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://openai.com/policies/services-agreement/",
      "title": "OpenAI Services Agreement",
      "locator": "Sections 3-7; 16.3; definitions of contracting party, governing laws and venue",
      "sourceDate": "2025-12-01",
      "retrievedAt": "2026-10-21",
      "finding": "The business contract protects customer content, assigns output rights, limits service use and defines Irish contracting/law for EEA/Swiss customers."
    },
    {
      "id": "chatgpt:chatgpt:enterprise-analytics-export-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/10875114-workspace-analytics-for-chatgpt-enterprise-and-edu",
      "title": "Workspace analytics for Enterprise and Edu",
      "locator": "Export a report by user, Export GPT or project usage, User surveys, Task insights; public web-reader representation SHA256 6aeca6e22f4c2c5cfa4d623934a911693c329ba68f2b3af43c1527c662a89bfb",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Enterprise/Edu supports CSV reports by user and GPT/project usage, with separate survey/benchmark exports. Task insights aggregate work categories and can be disabled; survey export identifiers depend on a setting. Ordinary user reports remain identifiable."
    },
    {
      "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": "chatgpt:oa-business-faq-r2",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8542115-chatgpt-business-general-faq",
      "title": "ChatGPT Business general FAQ",
      "locator": "Private chats; self-service export; roles",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Business members retain private histories by default and self-service workspace data export is unavailable; this does not define every conditional admin access route."
    },
    {
      "id": "chatgpt:oa-business-privacy-r2",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8798634-managing-data-sharing-and-privacy-in-chatgpt-business",
      "title": "Managing data, sharing, and privacy in ChatGPT Business",
      "locator": "Admin visibility and usage analytics; collaboration; export",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Usage/spend analytics does not automatically grant private-chat transcript access; member self-export through Settings is unavailable."
    },
    {
      "id": "chatgpt:oa-compliance-r2",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/9261474-openai-compliance-platform-for-enterprise-and-edu-customers",
      "title": "OpenAI Compliance Platform for Enterprise and Edu",
      "locator": "Eligibility; owner-granted content permissions; retention",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise/Edu Compliance Platform separates owner-granted conversation access from delegated log categories and documents30-day log availability."
    },
    {
      "id": "chatgpt:oa-business-owner-export-r3",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8798634-managing-data-sharing-and-privacy-in-chatgpt-business",
      "title": "Managing data, sharing, and privacy in ChatGPT Business",
      "locator": "Can I export my data from a Business workspace? — member restriction and conditional owner export steps",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Business members lack Settings self-export. Owners can export an individual member through the workspace Members menu when the option is available; bulk coverage, precise eligibility, format and completeness are unspecified."
    },
    {
      "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": "chatgpt:oa-compliance",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/9261474-openai-compliance-platform-for-enterprise-and-edu-customers",
      "title": "OpenAI Compliance Platform for Enterprise and Edu customers",
      "locator": "Access; immutable logs; retention; migration; partner integrations",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise/Edu compliance supports immutable event logs, state queries and SIEM/eDiscovery/DLP integrations, with a 30-day log access window."
    },
    {
      "id": "chatgpt:oa-privacy",
      "productId": "chatgpt",
      "kind": "vendor-claimed",
      "url": "https://openai.com/enterprise-privacy/",
      "title": "Enterprise privacy at OpenAI",
      "locator": "Security; service-specific human access; Business FAQ",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "OpenAI describes AES-256/TLS protections and limited authorized staff access, with plan-specific privacy and administrative visibility."
    },
    {
      "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": "chatgpt:oa-subprocessors",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://openai.com/policies/sub-processor-list/",
      "title": "OpenAI Sub-processor list",
      "locator": "Third-party processors; processing countries; notice subscription",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "The dated list names multiple cloud and service processors with product and country scope."
    },
    {
      "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": "chatgpt:oa-dpa",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://openai.com/policies/data-processing-addendum/",
      "title": "OpenAI Data Processing Addendum",
      "locator": "Definitions; 2.9; 2.11; 4.1",
      "sourceDate": "2025-12-01",
      "retrievedAt": "2026-10-21",
      "finding": "The DPA covers EEA/Swiss data, subprocessor notifications/objections, international transfers and return/deletion at customer instruction."
    },
    {
      "id": "chatgpt:oa-managed-access-r2",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/20001067-data-access-for-your-managed-chatgpt-account",
      "title": "Data access for your managed ChatGPT account",
      "locator": "Conditional admin access; configuration; Enterprise sensitive permissions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Managed-account administrators may access/export/retain/delete content where configuration and law allow; an Enterprise admin role alone does not grant sensitive compliance access."
    },
    {
      "id": "chatgpt:oa-privacy-r2",
      "productId": "chatgpt",
      "kind": "vendor-claimed",
      "url": "https://openai.com/enterprise-privacy/",
      "title": "Enterprise privacy at OpenAI",
      "locator": "Business FAQ: organizational access and retention; Enterprise FAQ",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The privacy page describes Business administrator access/export/deletion and retention control broadly, without documenting a concrete Business export route or settings workflow."
    },
    {
      "id": "chatgpt:oa-retention-r2",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8983778-chat-and-file-retention-in-chatgpt",
      "title": "Chat and file retention in ChatGPT",
      "locator": "Chats; Library/project/GPT files; deletion; Enterprise backups",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Saved chats and files have separate deletion/policy rules, generally30-day backend deletion with legal/security exceptions and Enterprise backup caveats."
    },
    {
      "id": "chatgpt:oa-leavers-r2",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8266418-data-retention-when-a-member-is-removed-from-a-workspace",
      "title": "Data retention when a member is removed from a workspace",
      "locator": "Plan-specific retention; ownership versus conversations",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Business leaver content remains indefinite while Enterprise/Edu follow configured retention; project/GPT ownership reassignment does not expose the former member's private conversations."
    },
    {
      "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": "chatgpt:chatgpt:government-transparency-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://openai.com/trust-and-transparency/",
      "title": "OpenAI trust and transparency",
      "locator": "Government requests for user data, Our policy link and semiannual reports; public web-reader representation SHA256 93bafff710834085a0d51dde71f2f1bd3bfe6e7dc86dcb4fd45cea5938355140",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The public page links OpenAI’s Government User Data Request Policy and semiannual request/disclosure reports, currently including January–June 2026. Existence of a policy is distinct from immunity from government access."
    },
    {
      "id": "chatgpt:oa-subprocessors-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://openai.com/policies/sub-processor-list/",
      "title": "OpenAI Sub-processor list",
      "locator": "Third-party processors; processing countries; notice subscription; public web-reader representation retrieved 2026-10-26, representation SHA256 a7d96e1cb585412fcc51ac92669fa0f3b2529082622dfe7f32298849b672f6da",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-26",
      "finding": "The dated list names multiple cloud and service processors with product and country scope."
    },
    {
      "id": "chatgpt:oa-dpa-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://openai.com/policies/data-processing-addendum/",
      "title": "OpenAI Data Processing Addendum",
      "locator": "Definitions; 2.9; 2.11; 4.1; public web-reader representation retrieved 2026-10-26, representation SHA256 11aa41f80669f6238d4e298e39f15fb7530b480effb79ea23111d8f9186adc55",
      "sourceDate": "2025-12-01",
      "retrievedAt": "2026-10-26",
      "finding": "The DPA covers EEA/Swiss data, subprocessor notifications/objections, international transfers and return/deletion at customer instruction."
    },
    {
      "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": "chatgpt:chatgpt:eu-ai-act-resources-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/12141645-eu-ai-act-openai-resources-and-customer-guidance",
      "title": "EU AI Act resources and customer guidance",
      "locator": "OpenAI approach, prohibited practices, governance/provenance resources and model-documentation contact route; public web-reader representation SHA256 cfd90ddfaf879898942c3866d9e555258e38f6268652c64ded7a2d714c1552ed",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "OpenAI publishes a customer AI Act resource page linking its governance framework, Codes of Practice approach and provenance guidance. A dedicated form is available for relevant model-documentation requests; no request was made and no product compliance verdict is inferred."
    },
    {
      "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": "chatgpt:oa-ekm",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/20000943",
      "title": "OpenAI Enterprise Key Management Overview",
      "locator": "Eligibility; external KMS; unsupported features",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "EKM for eligible Enterprise/Edu workspaces uses customer-controlled AWS/GCP/Azure master keys with an account representative."
    },
    {
      "id": "chatgpt:oa-ip",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/12111596-ip-allowlisting-for-chatgpt",
      "title": "IP allowlisting for ChatGPT",
      "locator": "Eligibility; enforcement; Compliance API",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise/Edu IP policies block user requests outside allowed addresses and use a separate Compliance API allowlist."
    },
    {
      "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": "chatgpt:fx-20261020",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml",
      "title": "ECB euro reference historical rates",
      "locator": "Cube time=2026-10-20; USD and CHF",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "Directly retrieved ECB XML gives EUR 1 = USD 1.1215 = CHF 0.9237."
    },
    {
      "id": "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": "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": "chatgpt:chatgpt:german-office-20261026",
      "productId": "chatgpt",
      "kind": "vendor-claimed",
      "url": "https://openai.com/index/openai-deutschland/",
      "title": "OpenAI Deutschland office announcement",
      "locator": "May 22, 2025 opening announcement and local team scope; public web-reader representation SHA256 d04d9029dd9c337a37c2ae21ffabb048a7cc4f11159ddabc87d20fe082137d5f",
      "sourceDate": "2025-05-22",
      "retrievedAt": "2026-10-26",
      "finding": "The dated first-party announcement states that OpenAI opened its first German office in Munich with a local team. It does not specify guaranteed DE/FR/IT support, a Swiss entity or contract-specific SLA."
    },
    {
      "id": "chatgpt:oa-business-faq-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8542115-chatgpt-business-general-faq",
      "title": "ChatGPT Business: General FAQ",
      "locator": "Prices; seat cap; export; privacy; public web-reader representation retrieved 2026-10-26, representation SHA256 ffd176f38adcc4e1658f36e899249404fb7036503d3f42d042bfca83f10b0d50",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The FAQ lists current seat prices, a 200-paid-seat cap for new subscriptions since August 24 2026, and unavailable self-service Business export."
    },
    {
      "id": "chatgpt:oa-status-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://status.openai.com/",
      "title": "OpenAI Status",
      "locator": "System components and incident updates; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 1f749d023fe07ab5992f9b3666fbcb15a5578978c14ddda682cf228310aac396 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The public status page separates ChatGPT, Work, compliance, search, uploads, voice and app components and links incident updates."
    },
    {
      "id": "chatgpt:chatgpt:review-fix-support-channel-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8542115-chatgpt-business-general-faq",
      "title": "Business FAQ: credit-usage support route",
      "locator": "Does zero workspace credit usage mean no one has used ChatGPT or Codex?; public web-reader representation retrieved 2026-10-26, SHA256 6f1e8ec919c352fec861fb80ad95bbf94efd6f1c73199357b5f01ff3d43d62f3",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "For workspace credit-usage discrepancies, the Business FAQ directs users to OpenAI Support. It does not itself establish a general Enterprise account-team support entitlement."
    },
    {
      "id": "chatgpt:oa-academy",
      "productId": "chatgpt",
      "kind": "vendor-claimed",
      "url": "https://academy.openai.com/",
      "title": "OpenAI Academy",
      "locator": "Learning paths; live and on-demand events",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Academy offers worker, builder and adoption-leader learning resources with public events."
    },
    {
      "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."
    }
  ]
}
