{
  "schemaVersion": 1,
  "rubricVersion": "1.1",
  "kind": "pair",
  "slug": "gemini-enterprise-vs-mistral-vibe",
  "canonicalUrl": "https://onaihq.com/compare/agents/gemini-enterprise-vs-mistral-vibe/",
  "markdownUrl": "https://onaihq.com/compare/agents/gemini-enterprise-vs-mistral-vibe/index.md",
  "dataUrl": "https://onaihq.com/compare/agents/gemini-enterprise-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": "gemini-enterprise",
      "name": "Gemini Enterprise",
      "website": "https://cloud.google.com/gemini-enterprise",
      "repository": null,
      "pageUrl": "https://onaihq.com/compare/agents/products/gemini-enterprise/",
      "lifecycle": {
        "status": "unknown",
        "note": null
      },
      "surfaces": [
        {
          "id": "enterprise-web",
          "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
          "type": "web"
        },
        {
          "id": "enterprise-mobile",
          "name": "Gemini Enterprise mobile app",
          "type": "mobile"
        },
        {
          "id": "discovery-engine-api",
          "name": "Gemini Enterprise Discovery Engine API",
          "type": "api"
        },
        {
          "id": "business-web",
          "name": "Gemini Enterprise Business edition web app",
          "type": "web"
        },
        {
          "id": "workspace-agent-integration",
          "name": "Gemini Enterprise agents in Workspace side panel or customer-built Workspace add-on",
          "type": "official-integration"
        }
      ],
      "sourcedClaimCount": 48,
      "statedByVendorCount": 0,
      "crossCheckedClaimCount": 48,
      "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": {
      "gemini-enterprise": 48,
      "mistral-vibe": 44
    },
    "sourcedOnlyCriteriaByProduct": {
      "gemini-enterprise": 0,
      "mistral-vibe": 0
    },
    "sourcedCriteriaByProduct": {
      "gemini-enterprise": 48,
      "mistral-vibe": 44
    },
    "crossCheckedCriterionRows": 48,
    "sourcedOnlyCriterionRows": 0,
    "sourcedCriterionRows": 48,
    "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:MOD-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "In the Standard/Plus Enterprise app, Google models and opt-in, separately billed Claude models are documented; this finding excludes the universal-agent rollout.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus app model picker; excludes Starter, Workspace Gemini and the universal-agent early-access experience",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us and eu; partner models excluded from in-country regions",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "providers",
              "question": "Which model providers are available?",
              "support": "supported",
              "answer": "Google and Anthropic in the Standard/Plus Enterprise web app. Claude needs administrator enablement, accepted model terms and eligible pay-as-you-go overages; Starter and in-country deployments are excluded.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-features",
                "gemini-enterprise:gemini-enterprise:g-releases"
              ]
            },
            {
              "id": "current_models",
              "question": "Which current models are selectable on this plan?",
              "support": "supported",
              "answer": "Listed options are Gemini 4 Argon, 3.8/3.7/3.6/3.5 Flash, 3.1 Pro in limited availability, 2.5 Pro, and Claude Opus/Sonnet 5.5; regional toggles apply.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-features",
                "gemini-enterprise:gemini-enterprise:g-locations"
              ]
            },
            {
              "id": "user_choice",
              "question": "Can users pick the model per chat?",
              "support": "supported",
              "answer": "Users get a per-conversation picker when the administrator enables model selection.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-features"
              ]
            },
            {
              "id": "auto_routing",
              "question": "Does the product route between models automatically, and is the chosen model shown?",
              "support": "partial",
              "answer": "Auto chooses by prompt complexity; the guide does not establish whether the routed model is always disclosed.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-chat"
              ]
            },
            {
              "id": "multimodal_input",
              "question": "Which models accept images, audio or files?",
              "support": "partial",
              "answer": "The app accepts image/audio/video and document uploads; exact input support for every selectable partner model was not established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-chat"
              ]
            }
          ],
          "limitations": [
            "Gemini 3.1 Pro is limited availability; paid partner models are disabled by default.",
            "October 15 Enterprise release notes explicitly announce Claude GA for this app. The marketing universal-agent experience describes third-party choice as early access; its entitlement is outside this claim. The listed Google models include limited-availability Gemini 3.1 Pro, so no single GA state is asserted for the whole model list."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-features",
            "gemini-enterprise:gemini-enterprise:g-locations",
            "gemini-enterprise:gemini-enterprise:g-chat",
            "gemini-enterprise:gemini-enterprise:g-releases"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:MOD-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A dated product changelog establishes model arrivals and regional removals; a comparable three-release lag dataset was not obtained.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "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. Enterprise arrival dates exist, but provider GA dates for three recent major releases per offered provider were not assembled; no median is calculated.",
              "evidenceIds": []
            },
            {
              "id": "changelog",
              "question": "Is there a dated public model changelog?",
              "support": "supported",
              "answer": "The public release log dates model changes, including Claude app availability on 2026-10-15.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-releases"
              ]
            },
            {
              "id": "deprecation_notice",
              "question": "How much notice is given before a model is removed?",
              "support": "partial",
              "answer": "Notes include an announced 14-day Flash removal that was postponed, and a 2026-10-20 regional Pro removal; no uniform guaranteed notice was established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-releases"
              ]
            },
            {
              "id": "version_pinning",
              "question": "Can an admin keep an older model version?",
              "support": "unknown",
              "answer": "Unknown. The model-toggle and release guides do not promise retention of a particular older model revision.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: release_lag_days, version_pinning."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-releases"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise: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": "gemini-enterprise",
          "claimId": "gemini-enterprise: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": "gemini-enterprise",
          "claimId": "gemini-enterprise:MOD-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "App model toggles, shared pools and optional single-user quota limits are documented; group model/data allowlists remain unverified.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "model_allowlist_by_group",
              "question": "Can admins limit models per group?",
              "support": "unknown",
              "answer": "Unknown. Model toggles are app-level in the retrieved guide; a two-group restriction test and direct group-level model policy were not verified.",
              "evidenceIds": []
            },
            {
              "id": "data_bound_models",
              "question": "Can admins restrict which models receive connector or knowledge content?",
              "support": "unknown",
              "answer": "Unknown. No source-to-model routing restriction was established in the model and connector guides.",
              "evidenceIds": []
            },
            {
              "id": "default_model",
              "question": "Can admins set the default model?",
              "support": "unknown",
              "answer": "Unknown. Auto is documented as the user-facing default, but an administrator-set default model was not established.",
              "evidenceIds": []
            },
            {
              "id": "user_limits",
              "question": "What per-user message or token limits apply, and are they published?",
              "support": "supported",
              "answer": "Standard/Plus retain shared edition/project/location pools of 160/200 assistant queries per seat/day. Since October 22, admins can also configure a single-user quota multiplier for an edition/location. AI developer tools are excluded from that multiplier.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-quotas",
                "gemini-enterprise:gemini-enterprise:r4-single-user-quotas",
                "gemini-enterprise:gemini-enterprise:r4-single-user-enforcement"
              ]
            },
            {
              "id": "limit_behaviour",
              "question": "What happens when a limit is reached?",
              "support": "supported",
              "answer": "A single-user limit can stop the exhausted feature for that user while other features/users continue within the pool; overage configuration changes exhaustion behavior. A depleted shared pool needs paid overages, and project spend caps retain delayed enforcement.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:r4-single-user-enforcement",
                "gemini-enterprise:gemini-enterprise:g-budget"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: model_allowlist_by_group, data_bound_models, default_model."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-25",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-quotas",
            "gemini-enterprise:gemini-enterprise:g-budget",
            "gemini-enterprise:gemini-enterprise:r4-single-user-quotas",
            "gemini-enterprise:gemini-enterprise:r4-single-user-enforcement"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:KNOW-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The assistant accepts common documents and multimodal files; spreadsheet processing can run code, subject to byte and context limits.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "formats",
              "question": "Which formats are accepted?",
              "support": "supported",
              "answer": "PDF, DOCX, XLSX, CSV, PPTX, TXT, Markdown, JSON, common code files, PNG/JPEG, MP4 and MP3 are listed.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-chat"
              ]
            },
            {
              "id": "limits",
              "question": "What size and count limits apply per file and chat?",
              "support": "partial",
              "answer": "Examples: PDF/PPTX 100 MB, XLSX 50 MB decompressed, CSV 7 MB, DOCX 3 MB, images 30 MB, audio/video 200 MB; combined chat context is 800,000 tokens. File-count limit was not established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-chat"
              ]
            },
            {
              "id": "ocr",
              "question": "Are scanned PDFs read?",
              "support": "unknown",
              "answer": "Unknown. The upload guide lists PDF support, but a scanned-PDF fixture was not run and chat OCR completeness was not established.",
              "evidenceIds": []
            },
            {
              "id": "spreadsheets",
              "question": "Are Excel tables read with structure intact?",
              "support": "partial",
              "answer": "The guide describes conversion of each worksheet into a table and code-based analysis for large sheets; formula/layout fidelity was not tested.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-chat"
              ]
            },
            {
              "id": "full_vs_chunked",
              "question": "Is the whole file used or only retrieved parts, and does the user see which?",
              "support": "partial",
              "answer": "Direct attachments consume combined context; indexed data stores use retrieval instead. The exact visible coverage of each uploaded long file was not tested.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-chat",
                "gemini-enterprise:gemini-enterprise:g-connect-overview"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: ocr."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-chat",
            "gemini-enterprise:gemini-enterprise:g-connect-overview"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:KNOW-02",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Projects retain shared knowledge and custom agents accept attached knowledge, with separate limits.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "persistent_collections",
              "question": "Can users keep document collections across chats?",
              "support": "supported",
              "answer": "Projects persist uploaded documents, Drive links, notes and enabled connector sources across private chats.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-projects"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can collections be shared with users, groups or the whole organisation?",
              "support": "supported",
              "answer": "Project owners invite individual members; custom agents can be shared to users or groups when enabled.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-projects",
                "gemini-enterprise:gemini-enterprise:g-features"
              ]
            },
            {
              "id": "size_limits",
              "question": "What are the collection limits?",
              "support": "supported",
              "answer": "Projects allow 50 files/links; pooled data-store storage is 30 GiB/Standard seat or 75 GiB/Plus seat.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-projects",
                "gemini-enterprise:gemini-enterprise:g-editions"
              ]
            },
            {
              "id": "assistant_binding",
              "question": "Can collections be bound to an assistant?",
              "support": "supported",
              "answer": "Chat agents have a Knowledge section for uploaded files and can use enabled connected data.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-agents"
              ]
            }
          ],
          "limitations": [],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-projects",
            "gemini-enterprise:gemini-enterprise:g-features",
            "gemini-enterprise:gemini-enterprise:g-editions",
            "gemini-enterprise:gemini-enterprise:g-agents"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:KNOW-03",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Google lists enterprise connectors by individual launch stage; a source connector is distinct from an Office add-in.",
          "availability": "unknown",
          "delivery": "official-integration",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "microsoft_365",
              "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?",
              "support": "supported",
              "answer": "SharePoint, OneDrive, Outlook and Teams connectors are listed GA for the full connector editions.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-connectors"
              ]
            },
            {
              "id": "google_workspace",
              "question": "Which Google sources are connected?",
              "support": "supported",
              "answer": "Drive, Gmail and Calendar are GA; Google Chat is public preview.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-connectors"
              ]
            },
            {
              "id": "atlassian",
              "question": "Confluence and Jira?",
              "support": "supported",
              "answer": "Confluence Cloud/Data Center and Jira Cloud/Data Center are listed GA.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-connectors"
              ]
            },
            {
              "id": "other_systems",
              "question": "Which other business systems?",
              "support": "supported",
              "answer": "GA examples include Box, Dropbox, GitHub, HubSpot, Monday, Slack and ServiceNow; Notion and Salesforce-related offerings require source-specific preview checks.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-connectors"
              ]
            },
            {
              "id": "on_prem_sources",
              "question": "Can on-prem file shares or databases be connected?",
              "support": "supported",
              "answer": "Private Service Connect connects customer-hosted sources on-premises or across clouds; Data Center connectors are also listed.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-selfhosted-data",
                "gemini-enterprise:gemini-enterprise:g-connectors"
              ]
            },
            {
              "id": "connector_provider",
              "question": "Who builds and maintains each connector?",
              "support": "supported",
              "answer": "Google publishes connector setup and required source permissions. Preview/custom MCP routes can depend on third-party servers and their separate terms.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-connectors",
                "gemini-enterprise:gemini-enterprise:g-connect-overview"
              ]
            }
          ],
          "limitations": [],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-connectors",
            "gemini-enterprise:gemini-enterprise:g-selfhosted-data",
            "gemini-enterprise:gemini-enterprise:g-connect-overview"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:KNOW-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The docs describe permission-aware retrieval and source-label inspection; enforcement after revocation has not been observed.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "source_permissions_respected",
              "question": "Are source permissions enforced per user?",
              "support": "partial",
              "answer": "Docs promise per-user access; projects preserve linked-source ACLs. No two-user restricted-document test was run.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-projects",
                "gemini-enterprise:gemini-enterprise:g-connect-overview"
              ]
            },
            {
              "id": "enforcement_point",
              "question": "Does the source system, a mirrored index or nothing enforce them?",
              "support": "supported",
              "answer": "Ingested stores synchronize identity/ACL data; federated stores query sources. Exact enforcement differs by connector.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-connect-overview"
              ]
            },
            {
              "id": "revocation_delay",
              "question": "How quickly does a removed permission take effect?",
              "support": "unknown",
              "answer": "Unknown. Identity sync schedules are configurable, but no end-to-end permission-revocation propagation test was run.",
              "evidenceIds": []
            },
            {
              "id": "admin_scope_controls",
              "question": "Can admins exclude sites, folders or labels?",
              "support": "unknown",
              "answer": "Unknown. Connector configuration varies; a complete verified site/folder exclusion matrix was not obtained.",
              "evidenceIds": []
            },
            {
              "id": "sensitivity_labels",
              "question": "Are Microsoft Purview or similar labels respected?",
              "support": "supported",
              "answer": "Sensitive Data Protection can inspect Microsoft sensitivity and Workspace metadata labels; encrypted Microsoft files cannot be decrypted for inspection.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-dlp"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: revocation_delay, admin_scope_controls."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-projects",
            "gemini-enterprise:gemini-enterprise:g-connect-overview",
            "gemini-enterprise:gemini-enterprise:g-dlp"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:KNOW-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Both federated and copied-index connectors exist; deletion and ACL freshness must be scoped to the connector and sync mode.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "live_or_indexed",
              "question": "Is content searched live or copied into an index?",
              "support": "supported",
              "answer": "Administrators choose federation or ingestion where the data source supports it; ingested stores copy entities and identity data.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-connect-overview"
              ]
            },
            {
              "id": "sync_interval",
              "question": "How often does an index refresh?",
              "support": "supported",
              "answer": "Default incremental sync is every 3 hours; full and identity schedules are configurable, including identity intervals as short as 30 minutes.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-connect-overview"
              ]
            },
            {
              "id": "deletion_propagation",
              "question": "How quickly does a deleted document disappear?",
              "support": "partial",
              "answer": "Full sync handles deletions; ordinary incremental sync excludes deletions and identity updates. Actual change-to-answer delay was not measured.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-connect-overview"
              ]
            },
            {
              "id": "index_location",
              "question": "Where is indexed content stored?",
              "support": "supported",
              "answer": "Ingested store location is selected as global/us/eu, subject to documented regional limits.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-connect-overview",
                "gemini-enterprise:gemini-enterprise:g-locations"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-connect-overview",
            "gemini-enterprise:gemini-enterprise:g-locations"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:KNOW-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Source panels and citation chips are documented; retrieval quality remains unmeasured.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "citations",
              "question": "Are answers linked to specific sources?",
              "support": "supported",
              "answer": "Answers expose a Sources panel and inline citations with supporting-result highlighting.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-chat"
              ]
            },
            {
              "id": "citation_accuracy",
              "question": "Do the cited passages support the answer?",
              "support": "unknown",
              "answer": "Unknown. No shared DE/FR/EN corpus question set or two-user fixture was run; documentation is not evidence of this observed retrieval outcome.",
              "evidenceIds": []
            },
            {
              "id": "cross_language",
              "question": "Does a question in one language find documents in another?",
              "support": "unknown",
              "answer": "Unknown. No shared DE/FR/EN corpus question set or two-user fixture was run; documentation is not evidence of this observed retrieval outcome.",
              "evidenceIds": []
            },
            {
              "id": "no_answer_behaviour",
              "question": "Does it say when the corpus has no answer?",
              "support": "unknown",
              "answer": "Unknown. No shared DE/FR/EN corpus question set or two-user fixture was run; documentation is not evidence of this observed retrieval outcome.",
              "evidenceIds": []
            },
            {
              "id": "observed_accuracy",
              "question": "How many of the question set were answered correctly?",
              "support": "unknown",
              "answer": "Unknown. No shared DE/FR/EN corpus question set or two-user fixture was run; documentation is not evidence of this observed retrieval outcome.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: citation_accuracy, cross_language, no_answer_behaviour, observed_accuracy."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-chat"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:KNOW-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Users control saved memories and personal profiles; administrators can disable app-wide memory.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "custom_instructions",
              "question": "Can users set persistent instructions?",
              "support": "partial",
              "answer": "Personalization includes name/role/industry and saved facts; persistent free-form instruction scope was not fully established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-personalization"
              ]
            },
            {
              "id": "cross_chat_memory",
              "question": "Does the product remember facts across chats?",
              "support": "supported",
              "answer": "The app uses past interactions and saved memories for later conversations when enabled.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-personalization"
              ]
            },
            {
              "id": "user_memory_controls",
              "question": "Can users view, edit and delete memories?",
              "support": "supported",
              "answer": "Users can review, update, delete or stop referencing saved memories and disconnect sources.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-personalization"
              ]
            },
            {
              "id": "admin_memory_controls",
              "question": "Can admins turn memory off?",
              "support": "supported",
              "answer": "Admins can disable Memory and personalization profiles for all app users; memory is on by default.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-personalization"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-personalization"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:AGT-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Custom chat agents have instructions, knowledge and tools; app controls govern creation and sharing.",
          "availability": "beta",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "create_assistants",
              "question": "Can users create assistants with instructions, knowledge and tools?",
              "support": "supported",
              "answer": "Workflow Builder creates chat agents with instructions, knowledge and tool/source configuration.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-agents"
              ]
            },
            {
              "id": "creator_permissions",
              "question": "Can admins limit who creates them?",
              "support": "partial",
              "answer": "Admins can disable chat-agent/workflow creation through app feature controls; creator-specific granular roles were not fully verified.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-features"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can assistants be shared with users, groups or everyone?",
              "support": "supported",
              "answer": "Enabled agents can be shared with users/groups and published to an organization gallery, optionally requiring admin approval.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-features",
                "gemini-enterprise:gemini-enterprise:g-workflow"
              ]
            },
            {
              "id": "catalogue",
              "question": "Is there an internal assistant directory?",
              "support": "supported",
              "answer": "Agent Gallery lists available Google-made and organization agents.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-start"
              ]
            },
            {
              "id": "prompt_library",
              "question": "Are shared prompt templates available?",
              "support": "supported",
              "answer": "Reusable skills and agent starter prompts are documented; skills can be shared under admin controls.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-start",
                "gemini-enterprise:gemini-enterprise:g-features"
              ]
            }
          ],
          "limitations": [
            "The edition comparison labels no-code agent tools preview; individual features have separate release stages."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-agents",
            "gemini-enterprise:gemini-enterprise:g-features",
            "gemini-enterprise:gemini-enterprise:g-workflow",
            "gemini-enterprise:gemini-enterprise:g-start"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:AGT-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Connector actions and remote MCP integrations are documented, with user or service-agent authentication by route.",
          "availability": "beta",
          "delivery": "official-integration",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "builtin_tools",
              "question": "Which tools are built in?",
              "support": "supported",
              "answer": "Built-in tools include connected-source search/actions, web grounding, research, media generation and Canvas.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-start",
                "gemini-enterprise:gemini-enterprise:g-features"
              ]
            },
            {
              "id": "custom_actions",
              "question": "Can admins add API actions?",
              "support": "partial",
              "answer": "Custom MCP tools provide a documented custom-action route; an unrestricted arbitrary OpenAPI import path was not verified.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-mcp"
              ]
            },
            {
              "id": "mcp_client",
              "question": "Can it use remote MCP servers, and with what admin control?",
              "support": "supported",
              "answer": "Admins can configure remote MCP data stores; the connector catalog labels Custom MCP Server public preview.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-mcp",
                "gemini-enterprise:gemini-enterprise:g-connectors"
              ]
            },
            {
              "id": "tool_auth",
              "question": "Do tools act as the user or as a shared account?",
              "support": "supported",
              "answer": "Users authorize connector actions on their own account; Cloud Run MCP can authenticate the Gemini Enterprise service agent.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-actions",
                "gemini-enterprise:gemini-enterprise:g-mcp"
              ]
            },
            {
              "id": "tool_approval",
              "question": "Can admins approve or block tools, and can users confirm actions before they run?",
              "support": "partial",
              "answer": "Admins control action availability and users authorize services; a universal confirmation policy for every mutation was not established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-actions"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-start",
            "gemini-enterprise:gemini-enterprise:g-features",
            "gemini-enterprise:gemini-enterprise:g-mcp",
            "gemini-enterprise:gemini-enterprise:g-connectors",
            "gemini-enterprise:gemini-enterprise:g-actions"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:AGT-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Web grounding and Deep Research are documented; Google Search and Enterprise web grounding have different residency treatment.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "web_search",
              "question": "Is web search available?",
              "support": "supported",
              "answer": "The assistant supports Google Search or Enterprise web grounding when enabled.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-configure"
              ]
            },
            {
              "id": "admin_toggle",
              "question": "Can admins disable it per organisation or group?",
              "support": "partial",
              "answer": "Admins can configure app-wide web grounding and its default state; group-specific policy was not verified.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-configure"
              ]
            },
            {
              "id": "search_provider",
              "question": "Which search provider handles queries, and where?",
              "support": "supported",
              "answer": "The guide offers Google Search or Enterprise web search. Standard Google Search grounding is global; Enterprise web grounding supports US/EU residency.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-configure",
                "gemini-enterprise:gemini-enterprise:g-locations"
              ]
            },
            {
              "id": "deep_research",
              "question": "Is multi-step research with a report available?",
              "support": "supported",
              "answer": "Deep Research plans and runs multiple searches over enterprise data and optionally web sources, then produces a report.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-research"
              ]
            },
            {
              "id": "web_citations",
              "question": "Are web sources cited?",
              "support": "supported",
              "answer": "Research reports contain citations; assistant answers provide supporting-source links.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-research",
                "gemini-enterprise:gemini-enterprise:g-chat"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-configure",
            "gemini-enterprise:gemini-enterprise:g-locations",
            "gemini-enterprise:gemini-enterprise:g-research",
            "gemini-enterprise:gemini-enterprise:g-chat"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:AGT-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Workflow Builder supports no-code/low-code chains; scheduled chat agents have a recurring credential-renewal requirement.",
          "availability": "beta",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "workflow_builder",
              "question": "Is there a workflow or chain builder?",
              "support": "supported",
              "answer": "Business users build chat agents and multi-step workflows using natural language and a visual editor.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-workflow"
              ]
            },
            {
              "id": "scheduled_tasks",
              "question": "Can prompts or assistants run on a schedule?",
              "support": "supported",
              "answer": "Non-workflow chat agents can run recurring personal tasks in multi-regions; schedules need manual credential refresh every 14 days.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-schedule"
              ]
            },
            {
              "id": "event_triggers",
              "question": "Can external events start a workflow?",
              "support": "unknown",
              "answer": "Unknown. Workflow documentation mentions triggers, but a verified matrix of external event types, required plans and authenticated execution boundaries was not obtained.",
              "evidenceIds": []
            },
            {
              "id": "builder_audience",
              "question": "Is building aimed at business users, IT or developers?",
              "support": "supported",
              "answer": "The documented builder supports business users through no-code interaction and more technical low-code workflow work.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-workflow"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: event_triggers."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-workflow",
            "gemini-enterprise:gemini-enterprise:g-schedule"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:AGT-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The assistant documents multi-step tool execution and visible activity; autonomous-action safety boundaries are only partly established.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "agent_mode",
              "question": "Is there an agent mode for multi-step tasks?",
              "support": "partial",
              "answer": "Agents plan/search across tools and connectors; no shared multi-step fixture task was executed.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-workflow",
                "gemini-enterprise:gemini-enterprise:g-research"
              ]
            },
            {
              "id": "visible_steps",
              "question": "Are steps and tool calls shown?",
              "support": "supported",
              "answer": "Chat shows a plan explanation and expandable tool execution activity; this is not disclosure of raw model chain-of-thought.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-chat"
              ]
            },
            {
              "id": "side_effect_confirmation",
              "question": "Must the user confirm actions with side effects?",
              "support": "partial",
              "answer": "Scheduled chat agents restrict other-person actions and document paused-run approval. A consistent rule for all interactive mutations was not verified.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-schedule"
              ]
            },
            {
              "id": "stop_control",
              "question": "Can the user stop a running task?",
              "support": "unknown",
              "answer": "Unknown. A documented universal stop/cancel control for running agents was not established from the app and workflow guides.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: stop_control."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-workflow",
            "gemini-enterprise:gemini-enterprise:g-research",
            "gemini-enterprise:gemini-enterprise:g-chat",
            "gemini-enterprise:gemini-enterprise:g-schedule"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:AGT-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Discovery Engine documents programmatic assistant and knowledge operations; parity with all UI governance remains open.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "discovery-engine-api"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "discovery-engine-api",
                "name": "Gemini Enterprise Discovery Engine API",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_api",
              "question": "Is there an API for chat and assistants?",
              "support": "supported",
              "answer": "The public REST reference lists assistants, agent operations and conversational/search resources; methods span API versions.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-api"
              ]
            },
            {
              "id": "knowledge_api",
              "question": "Can documents be loaded through an API?",
              "support": "supported",
              "answer": "Data-store document resources support programmatic knowledge operations.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-api"
              ]
            },
            {
              "id": "api_governance",
              "question": "Do audit, budgets and model rules apply to API use?",
              "support": "partial",
              "answer": "Google identity/IAM and method-specific audit logging apply; complete parity for every seat quota, model policy and budget route was not tested.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-api-auth",
                "gemini-enterprise:gemini-enterprise:g-audit"
              ]
            },
            {
              "id": "mcp_server",
              "question": "Does the product expose itself to other agents over MCP?",
              "support": "unknown",
              "answer": "Unknown. A custom-MCP client integration is documented; a supported MCP server exposing the entire Enterprise product was not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: mcp_server."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-api",
            "gemini-enterprise:gemini-enterprise:g-api-auth",
            "gemini-enterprise:gemini-enterprise:g-audit"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:WORK-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Web and managed mobile access are documented; desktop-app availability is entangled with the wider early-access rollout.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web",
              "enterprise-mobile"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              },
              {
                "id": "enterprise-mobile",
                "name": "Gemini Enterprise mobile app",
                "type": "mobile"
              }
            ]
          },
          "questions": [
            {
              "id": "web",
              "question": "Is a full web client available?",
              "support": "supported",
              "answer": "The Enterprise web app is a documented access path.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-start"
              ]
            },
            {
              "id": "desktop_apps",
              "question": "Windows and macOS apps?",
              "support": "unknown",
              "answer": "Unknown. The wider marketing page describes desktop early access, but a released Standard/Plus desktop application and its precise entitlement were not established.",
              "evidenceIds": []
            },
            {
              "id": "mobile_apps",
              "question": "iOS and Android apps with SSO?",
              "support": "supported",
              "answer": "The mobile setup supports iOS/Android MDM configuration with Google and third-party identities.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-mobile"
              ]
            },
            {
              "id": "browser_extension",
              "question": "Is there a browser extension or sidebar?",
              "support": "unknown",
              "answer": "Unknown. Chrome address-bar integration appears in historical release notes, but current extension package, licence and feature parity were not reverified.",
              "evidenceIds": []
            },
            {
              "id": "managed_deployment",
              "question": "Can IT deploy and configure clients through MDM?",
              "support": "supported",
              "answer": "Admins can distribute/configure mobile access using MDM configuration keys, QR codes or links.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-mobile"
              ]
            },
            {
              "id": "client_feature_gaps",
              "question": "Which features are missing on mobile?",
              "support": "partial",
              "answer": "Canvas is explicitly unavailable on mobile; a complete web/mobile parity matrix was not obtained.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-canvas"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: desktop_apps, browser_extension."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-start",
            "gemini-enterprise:gemini-enterprise:g-mobile",
            "gemini-enterprise:gemini-enterprise:g-canvas"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:WORK-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Gemini Enterprise agent access in a Workspace side panel and a custom Gmail/Chat add-on route are documented. Exact native editor coverage and Office clients remain unverified.",
          "availability": "unknown",
          "delivery": "official-integration",
          "scope": {
            "surfaceIds": [
              "enterprise-web",
              "discovery-engine-api",
              "workspace-agent-integration"
            ],
            "version": "Public Workspace admin guide and official Gemini Enterprise integration codelab retrieved 2026-10-26",
            "plan": "Gemini Enterprise Standard/Plus and separately eligible Google Workspace accounts for the documented custom integration; native per-editor entitlement matrix unverified",
            "addOns": [
              "Separate Google Workspace account/subscription",
              "Customer-built Apps Script add-on and Cloud project/API permissions where using the codelab route"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              },
              {
                "id": "discovery-engine-api",
                "name": "Gemini Enterprise Discovery Engine API",
                "type": "api"
              },
              {
                "id": "workspace-agent-integration",
                "name": "Gemini Enterprise agents in Workspace side panel or customer-built Workspace add-on",
                "type": "official-integration"
              }
            ]
          },
          "questions": [
            {
              "id": "word_excel_powerpoint",
              "question": "Does it work inside Word, Excel and PowerPoint?",
              "support": "unknown",
              "answer": "Unresolved on 2026-10-26. Searched https://cloud.google.com/gemini-enterprise/faq , https://docs.cloud.google.com/gemini/enterprise/docs/connectors/ms-teams , https://knowledge.workspace.google.com/admin/generative-ai/gemini-enterprise/turn-gemini-enterprise-on-or-off-for-users and https://codelabs.developers.google.com/ge-gws-agents . The documented Microsoft routes are connector search/actions, while the demonstrated embedded UI is a customer-built Google Workspace add-on. No first-party native Office/Outlook/Teams assistant client and its in-editor data/consent contract were established.",
              "evidenceIds": []
            },
            {
              "id": "outlook",
              "question": "Does it work inside Outlook?",
              "support": "unknown",
              "answer": "Unresolved on 2026-10-26. Searched https://cloud.google.com/gemini-enterprise/faq , https://docs.cloud.google.com/gemini/enterprise/docs/connectors/ms-teams , https://knowledge.workspace.google.com/admin/generative-ai/gemini-enterprise/turn-gemini-enterprise-on-or-off-for-users and https://codelabs.developers.google.com/ge-gws-agents . The documented Microsoft routes are connector search/actions, while the demonstrated embedded UI is a customer-built Google Workspace add-on. No first-party native Office/Outlook/Teams assistant client and its in-editor data/consent contract were established.",
              "evidenceIds": []
            },
            {
              "id": "teams",
              "question": "Is there a Teams app or bot?",
              "support": "unknown",
              "answer": "Unresolved on 2026-10-26. Searched https://cloud.google.com/gemini-enterprise/faq , https://docs.cloud.google.com/gemini/enterprise/docs/connectors/ms-teams , https://knowledge.workspace.google.com/admin/generative-ai/gemini-enterprise/turn-gemini-enterprise-on-or-off-for-users and https://codelabs.developers.google.com/ge-gws-agents . The documented Microsoft routes are connector search/actions, while the demonstrated embedded UI is a customer-built Google Workspace add-on. No first-party native Office/Outlook/Teams assistant client and its in-editor data/consent contract were established.",
              "evidenceIds": []
            },
            {
              "id": "google_workspace_apps",
              "question": "Does it work inside Docs, Sheets or Gmail?",
              "support": "partial",
              "answer": "Google’s admin guide explicitly permits Gemini Enterprise agents in a side panel for enabled licensed users. An official codelab demonstrates a custom Apps Script/StreamAssist add-on in Gmail and Chat with current-message context; Docs/Sheets/Slides are stated extension targets. A shipped native editing contract for each editor was not established, and the distinct Gemini-in-Workspace product is not inherited.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:r5-workspace-agent-access",
                "gemini-enterprise:gemini-enterprise:r5-workspace-custom-addon",
                "gemini-enterprise:gemini-enterprise:r5-offer-boundaries"
              ]
            },
            {
              "id": "licence_prerequisites",
              "question": "Which licences or consents are needed?",
              "support": "partial",
              "answer": "Gemini Enterprise licences are separate from Google Workspace subscriptions. The custom integration tutorial requires enabled Enterprise Standard/Plus, a billed Cloud project, Workspace Business/Enterprise with Chat and smart features, and authorized APIs/scopes. Workspace admins separately control service access and Workspace-data access; these prerequisites do not license an embedded Office client.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:r5-workspace-agent-access",
                "gemini-enterprise:gemini-enterprise:r5-workspace-custom-addon"
              ]
            }
          ],
          "limitations": [
            "The official sample demonstrates Gmail/Chat and calls Docs/Sheets/Slides extension targets; no per-editor deployment or entitlement fixture was run.",
            "Side-panel agent availability is documented, but a full shipped native editor feature matrix and Word/Excel/PowerPoint/Outlook/Teams assistant clients remain unverified.",
            "The custom add-on requires deployment, authentication/permissions and production hardening; connector actions alone do not establish an embedded editor."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-25",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:r5-workspace-agent-access",
            "gemini-enterprise:gemini-enterprise:r5-workspace-custom-addon",
            "gemini-enterprise:gemini-enterprise:r5-offer-boundaries"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:WORK-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Canvas provides tone/length adjustments and instructed rewriting. Layout-preserving document translation, a dedicated engine and a corporate glossary in the Enterprise app remain unverified.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "document_translation",
              "question": "Can whole documents be translated with formatting kept?",
              "support": "unknown",
              "answer": "Unresolved on 2026-10-26. Re-read https://docs.cloud.google.com/gemini/enterprise/docs/assistant-canvas , https://cloud.google.com/gemini-enterprise/faq and https://docs.cloud.google.com/translate/docs/advanced/translate-documents , with targeted Enterprise-doc searches for translation/glossary. Canvas documents generation/editing/export, not a source-layout-preserving translation or maintained company glossary. Cloud Translation Advanced is a separate API with project/authentication prerequisites; no built-in or included Enterprise-app mapping was established. No shared translation/glossary fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "translation_engine",
              "question": "Which engine translates?",
              "support": "unknown",
              "answer": "Unresolved on 2026-10-26. Re-read https://docs.cloud.google.com/gemini/enterprise/docs/assistant-canvas , https://cloud.google.com/gemini-enterprise/faq and https://docs.cloud.google.com/translate/docs/advanced/translate-documents , with targeted Enterprise-doc searches for translation/glossary. Canvas documents generation/editing/export, not a source-layout-preserving translation or maintained company glossary. Cloud Translation Advanced is a separate API with project/authentication prerequisites; no built-in or included Enterprise-app mapping was established. No shared translation/glossary fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "glossaries",
              "question": "Are company glossaries supported?",
              "support": "unknown",
              "answer": "Unresolved on 2026-10-26. Re-read https://docs.cloud.google.com/gemini/enterprise/docs/assistant-canvas , https://cloud.google.com/gemini-enterprise/faq and https://docs.cloud.google.com/translate/docs/advanced/translate-documents , with targeted Enterprise-doc searches for translation/glossary. Canvas documents generation/editing/export, not a source-layout-preserving translation or maintained company glossary. Cloud Translation Advanced is a separate API with project/authentication prerequisites; no built-in or included Enterprise-app mapping was established. No shared translation/glossary fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "formality_and_variants",
              "question": "Can formality and regional variants (de-CH) be set?",
              "support": "partial",
              "answer": "Canvas provides a Change tone slider and selected-text instructions, so tone can be adjusted. A documented de-CH variant preset, deterministic terminology control or Swiss-language quality result was not established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:r5-canvas-tone"
              ]
            },
            {
              "id": "writing_tools",
              "question": "Are dedicated rewrite and proofreading tools available?",
              "support": "supported",
              "answer": "Canvas supports direct edits, selected-text rewriting and tone/length adjustments with exported editable documents.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-canvas"
              ]
            }
          ],
          "limitations": [
            "Canvas editing and DOCX/PDF export do not establish preserved source-document layout during translation.",
            "Cloud Translation Advanced documents formatted-document translation and glossaries as a separate API; no included Enterprise-app feature or engine relationship was verified.",
            "No shared DE-to-FR/IT translation, terminology or Swiss-language fixture was run."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-25",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-canvas",
            "gemini-enterprise:gemini-enterprise:r5-canvas-tone",
            "gemini-enterprise:gemini-enterprise:r5-translation-separate-api"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:WORK-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Admins can enable image models; location and paid-usage conditions vary.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "image_generation",
              "question": "Can users generate images, with which models?",
              "support": "supported",
              "answer": "Listed image options are Gemini 2.5 Flash image, Gemini 3 Pro image and Gemini 3.1 Flash image; Nano Banana Pro is global-only.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-features",
                "gemini-enterprise:gemini-enterprise:g-locations"
              ]
            },
            {
              "id": "image_editing",
              "question": "Can users edit uploaded images?",
              "support": "unknown",
              "answer": "Unknown. General image generation is documented; precise uploaded-image editing/inpainting controls and per-model entitlement were not established.",
              "evidenceIds": []
            },
            {
              "id": "admin_control",
              "question": "Can admins restrict image generation?",
              "support": "supported",
              "answer": "App feature controls enable/disable image generation and select the image model.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-features"
              ]
            },
            {
              "id": "usage_terms",
              "question": "What usage rights apply to output?",
              "support": "partial",
              "answer": "Google Cloud Generated Output terms apply; third-party links and underlying rights are not transferred by the service terms.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-terms"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: image_editing."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-features",
            "gemini-enterprise:gemini-enterprise:g-locations",
            "gemini-enterprise:gemini-enterprise:g-terms"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:WORK-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Web dictation and mobile read-aloud are documented; live conversation and meeting workflow scope remain unverified.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web",
              "enterprise-mobile"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              },
              {
                "id": "enterprise-mobile",
                "name": "Gemini Enterprise mobile app",
                "type": "mobile"
              }
            ]
          },
          "questions": [
            {
              "id": "dictation",
              "question": "Can users dictate prompts?",
              "support": "supported",
              "answer": "Admin-enabled web speech-to-text transcribes prompts; the guide states recordings are not stored.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-chat"
              ]
            },
            {
              "id": "read_aloud",
              "question": "Can answers be read aloud?",
              "support": "supported",
              "answer": "The mobile app can read generated answers aloud.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-use-mobile"
              ]
            },
            {
              "id": "voice_conversation",
              "question": "Is a live voice mode available?",
              "support": "unknown",
              "answer": "Unknown. No Enterprise-app-specific source or fixture established this voice/meeting behavior; generic Gemini Live API and Workspace Meet features were not carried over.",
              "evidenceIds": []
            },
            {
              "id": "meeting_summaries",
              "question": "Are meetings transcribed and summarised?",
              "support": "unknown",
              "answer": "Unknown. No Enterprise-app-specific source or fixture established this voice/meeting behavior; generic Gemini Live API and Workspace Meet features were not carried over.",
              "evidenceIds": []
            },
            {
              "id": "swiss_german_speech",
              "question": "Is Swiss German speech recognised?",
              "support": "unknown",
              "answer": "Unknown. No Enterprise-app-specific source or fixture established this voice/meeting behavior; generic Gemini Live API and Workspace Meet features were not carried over.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: voice_conversation, meeting_summaries, swiss_german_speech."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-chat",
            "gemini-enterprise:gemini-enterprise:g-use-mobile"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:WORK-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The assistant documents spreadsheet code execution and Canvas document/slide exports.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "data_analysis",
              "question": "Can it analyse spreadsheets with executed code?",
              "support": "partial",
              "answer": "Large XLSX/CSV files are analyzed with executed code and the guide says the executed code is displayed; fixture correctness was not tested.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-chat"
              ]
            },
            {
              "id": "charts",
              "question": "Can it produce charts?",
              "support": "unknown",
              "answer": "Unknown. A chart-generation example with downloadable/editable output was not verified through the shared spreadsheet fixture.",
              "evidenceIds": []
            },
            {
              "id": "office_file_output",
              "question": "Can it create Word, Excel or PowerPoint files?",
              "support": "partial",
              "answer": "Canvas exports DOCX documents and PowerPoint slides, plus PDF/Google formats. Native XLSX output was not established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-canvas"
              ]
            },
            {
              "id": "canvas_editing",
              "question": "Is there a document or canvas editor for iterating on output?",
              "support": "supported",
              "answer": "The web Canvas supports manual formatting and AI edits; each slide update produces a new artifact rather than modifying the old one.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-canvas"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: charts."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-chat",
            "gemini-enterprise:gemini-enterprise:g-canvas"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:WORK-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Projects share sources, while project chats stay private and conversation links share snapshots.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "share_chats",
              "question": "Can chats be shared inside the organisation?",
              "support": "supported",
              "answer": "When enabled, share links expose the conversation as it existed when shared, including generated media.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-share"
              ]
            },
            {
              "id": "team_spaces",
              "question": "Are shared projects or workspaces available?",
              "support": "supported",
              "answer": "Project owners can invite colleagues into a shared knowledge space.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-projects"
              ]
            },
            {
              "id": "group_chat",
              "question": "Can several people chat together with the AI?",
              "support": "unsupported",
              "answer": "Project chats are private to their author; other members cannot see or join them.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-projects"
              ]
            },
            {
              "id": "share_permission_boundary",
              "question": "Does sharing respect the recipient's access to sources?",
              "support": "partial",
              "answer": "Linked project sources retain original ACLs, but a shared chat exposes its existing content to recipients, including sensitive material. No recipient fixture test was run.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-projects",
                "gemini-enterprise:gemini-enterprise:g-share"
              ]
            }
          ],
          "limitations": [
            "Knowledge ACL enforcement is distinct from the content already copied into a shared conversation."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-share",
            "gemini-enterprise:gemini-enterprise:g-projects"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:WORK-08",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        },
        {
          "productId": "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:ADM-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Google Identity and SAML/OIDC federation are documented; tenant policy and domain capture need separate verification.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "sso_protocols",
              "question": "Which SSO protocols and identity providers work?",
              "support": "supported",
              "answer": "Google Identity or Workforce Identity Federation can use SAML 2.0/OIDC providers including Entra ID and Okta.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-identity"
              ]
            },
            {
              "id": "sso_plan",
              "question": "Which plan includes SSO?",
              "support": "supported",
              "answer": "The retrieved identity guide covers Standard/Plus and other Cloud-managed editions, not Business account administration.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-identity"
              ]
            },
            {
              "id": "mfa",
              "question": "Can MFA be enforced?",
              "support": "unknown",
              "answer": "Unknown. The identity setup guide did not establish this exact policy behavior and no SSO tenant test was performed.",
              "evidenceIds": []
            },
            {
              "id": "conditional_access",
              "question": "Do Entra conditional-access policies apply?",
              "support": "unknown",
              "answer": "Unknown. The identity setup guide did not establish this exact policy behavior and no SSO tenant test was performed.",
              "evidenceIds": []
            },
            {
              "id": "domain_capture",
              "question": "Can the company claim its email domain?",
              "support": "unknown",
              "answer": "Unknown. The identity setup guide did not establish this exact policy behavior and no SSO tenant test was performed.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: mfa, conditional_access, domain_capture."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-identity"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:ADM-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "SCIM/group mapping and automatic licence assignment are documented; content ownership after deprovisioning was not tested.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "scim",
              "question": "Is SCIM provisioning supported?",
              "support": "partial",
              "answer": "Entra and Okta SCIM configuration is documented for identity/group data and sharing autocomplete; complete content-lifecycle behavior was not verified.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-identity"
              ]
            },
            {
              "id": "group_sync",
              "question": "Are identity-provider groups synced?",
              "support": "supported",
              "answer": "Identity/group mappings support permission-aware stores; large Entra group counts require documented SCIM setup.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-identity"
              ]
            },
            {
              "id": "jit_provisioning",
              "question": "Are users created at first login?",
              "support": "supported",
              "answer": "A subscription can automatically assign a licence the first time an entitled user opens Enterprise or Notebook Enterprise.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-license-details"
              ]
            },
            {
              "id": "deprovisioning",
              "question": "What happens to a removed user's data and shared assets?",
              "support": "unknown",
              "answer": "Unknown. No leaver fixture established chat/agent/knowledge ownership transfer or final deletion after user removal.",
              "evidenceIds": []
            },
            {
              "id": "seat_assignment",
              "question": "Can admins assign and reclaim seats?",
              "support": "supported",
              "answer": "Admins can manually assign/unassign users and redistribute available licences across projects within a billing account.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-license-details"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: deprovisioning."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-identity",
            "gemini-enterprise:gemini-enterprise:g-license-details"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:ADM-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "IAM and app boundaries govern administrator access and feature controls; a verified per-group feature matrix remains open.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_roles",
              "question": "Which admin roles exist, and can admin rights be delegated?",
              "support": "supported",
              "answer": "Google defines Enterprise Admin/User IAM roles and fine-grained Discovery Engine permissions.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-access-control"
              ]
            },
            {
              "id": "groups",
              "question": "Can permissions be set per group?",
              "support": "partial",
              "answer": "IAM policies can target group principals; feature toggles shown in the guide are app-wide rather than a demonstrated per-group feature matrix.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-access-control",
                "gemini-enterprise:gemini-enterprise:g-features"
              ]
            },
            {
              "id": "feature_toggles",
              "question": "Which features can be switched on or off per group?",
              "support": "partial",
              "answer": "App controls include agent/gallery creation, sharing, memory, projects, Canvas, model choice, images and speech-to-text; per-group enforcement was not tested.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-features"
              ]
            },
            {
              "id": "multi_entity",
              "question": "Can subsidiaries or departments be separated within one contract?",
              "support": "unknown",
              "answer": "Unknown. Projects/apps provide boundaries, but contract-level subsidiary separation and administration were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: multi_entity."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-access-control",
            "gemini-enterprise:gemini-enterprise:g-features"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:ADM-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Adoption, agent and optional identifiable user reporting are documented, with downloadable analytics.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "adoption_dashboard",
              "question": "Is there an adoption dashboard?",
              "support": "supported",
              "answer": "The Looker-based dashboard includes adoption and usage/quality metrics, refreshed about every six hours.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-analytics"
              ]
            },
            {
              "id": "breakdowns",
              "question": "Can usage be broken down by group, model, feature and assistant?",
              "support": "partial",
              "answer": "Agent and allowlisted User Level tabs are documented; model/group breakdown completeness was not established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-analytics"
              ]
            },
            {
              "id": "export",
              "question": "Can usage data be exported?",
              "support": "supported",
              "answer": "The analytics API exports the past 30 days of metrics to a regional BigQuery table, with documented export-call quotas.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-analytics"
              ]
            },
            {
              "id": "privacy_modes",
              "question": "Can per-person reporting be limited or pseudonymised?",
              "support": "unknown",
              "answer": "Unknown. User-level reporting contains user identifiers when enabled; an administrator pseudonymization or works-council reporting mode was not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: privacy_modes."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-analytics"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:ADM-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise usage APIs expose user/agent activity and billing metrics; anonymized reporting controls remain unknown.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Enterprise Admin API activity export; Team/Enterprise Workspace UI as documented",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "adoption_dashboard",
              "question": "Is there an adoption dashboard?",
              "support": "partial",
              "answer": "The Admin API documents product activity including user message/file/image counts and last activity; end-user UI completeness was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-usage-api-20261026"
              ]
            },
            {
              "id": "breakdowns",
              "question": "Can usage be broken down by group, model, feature and assistant?",
              "support": "partial",
              "answer": "Documented API breakdowns include user/agent activity and Workspace model/token/capability consumption; a complete group/feature matrix was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-usage-api-20261026",
                "mistral-vibe:mistral-vibe:m-limits-20261026"
              ]
            },
            {
              "id": "export",
              "question": "Can usage data be exported?",
              "support": "supported",
              "answer": "Enterprise usage endpoints return machine-readable metrics with an Admin API key; access requires separately enabled Enterprise administration.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-usage-api-20261026"
              ]
            },
            {
              "id": "privacy_modes",
              "question": "Can per-person reporting be limited or pseudonymised?",
              "support": "unknown",
              "answer": "A user-report pseudonymization, aggregation-only or works-council privacy mode was not established. Search on 2026-10-26: https://docs.mistral.ai/admin/admin-api/usage-metrics.md, https://docs.mistral.ai/admin/workspaces/usage-limits.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "adoption_dashboard: The Admin API documents product activity including user message/file/image counts and last activity; end-user UI completeness was not verified.",
            "breakdowns: Documented API breakdowns include user/agent activity and Workspace model/token/capability consumption; a complete group/feature matrix was not established.",
            "privacy_modes: A user-report pseudonymization, aggregation-only or works-council privacy mode was not established. Search on 2026-10-26: https://docs.mistral.ai/admin/admin-api/usage-metrics.md, https://docs.mistral.ai/admin/workspaces/usage-limits.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-usage-api-20261026",
            "mistral-vibe:mistral-vibe:m-limits-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "id": "ADM-05",
      "title": "Spend controls and cost allocation",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record cost visibility per user, group and cost centre, budgets and their behaviour (alert, block, downgrade model), pooled credits, and chargeback exports. Test a small budget on a trial where possible. Distinguish billed amounts, estimates and unavailable amounts.",
      "questions": [
        {
          "id": "cost_visibility",
          "question": "Can admins see cost or consumption per user and group?"
        },
        {
          "id": "budgets",
          "question": "Can budgets be set per user or group?"
        },
        {
          "id": "budget_enforcement",
          "question": "Does reaching a budget alert, block or downgrade?"
        },
        {
          "id": "chargeback",
          "question": "Can costs be exported per cost centre?"
        }
      ],
      "products": [
        {
          "productId": "gemini-enterprise",
          "claimId": "gemini-enterprise:ADM-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Eligible projects have real spend caps; these are project-level controls with delayed enforcement, not proven per-group budgets.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_visibility",
              "question": "Can admins see cost or consumption per user and group?",
              "support": "partial",
              "answer": "The console shows project consumption and 30-day overage/PAYG costs, excluding licence subscriptions; per-user/group cost allocation was not established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-costs"
              ]
            },
            {
              "id": "budgets",
              "question": "Can budgets be set per user or group?",
              "support": "partial",
              "answer": "Eligible invoiced, non-trial projects can set a monthly cap across the app/platform/developer-tool service scope; per-user/group caps were not established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-budget"
              ]
            },
            {
              "id": "budget_enforcement",
              "question": "Does reaching a budget alert, block or downgrade?",
              "support": "supported",
              "answer": "At the cap, overages stop and users see a limit error; enforcement may take minutes and charges can exceed the cap.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-budget"
              ]
            },
            {
              "id": "chargeback",
              "question": "Can costs be exported per cost centre?",
              "support": "unknown",
              "answer": "Unknown. Cost-centre export and attribution for all seat/model/agent charges were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: chargeback."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-costs",
            "gemini-enterprise:gemini-enterprise:g-budget"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:ADM-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Method-level audit events and configurable prompt/response logging are documented; retention and legal hold remain open.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_events",
              "question": "Are admin and security events logged?",
              "support": "supported",
              "answer": "Cloud Audit Logs enumerates administrative and data-access methods and required permissions.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-audit"
              ]
            },
            {
              "id": "content_logging",
              "question": "Can prompts and answers be retained for compliance, and is it configurable?",
              "support": "supported",
              "answer": "Usage logs include sensitive prompts/responses only when content logging is enabled; otherwise sensitive text is elided.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-usage-logs"
              ]
            },
            {
              "id": "siem_export",
              "question": "Can logs stream to a SIEM or be exported?",
              "support": "partial",
              "answer": "Cloud Logging supports log sinks, separate projects, views and field-level access control; a target SIEM integration was not tested.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-usage-logs"
              ]
            },
            {
              "id": "ediscovery",
              "question": "Are eDiscovery and legal hold supported?",
              "support": "unknown",
              "answer": "Unknown. No scoped legal-hold or eDiscovery export guarantee was established for this app.",
              "evidenceIds": []
            },
            {
              "id": "log_retention",
              "question": "How long are logs kept?",
              "support": "unknown",
              "answer": "Unknown. Usage-log documentation sends data to Cloud Logging but the applicable bucket retention/integrity configuration was not retrieved; no universal retention is asserted.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: ediscovery, log_retention."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-audit",
            "gemini-enterprise:gemini-enterprise:g-usage-logs"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:ADM-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Model Armor inspection and blocking and source-ingestion policies are documented. Effective PII redaction remains unknown because the setup summary conflicts with its linked integration guide.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "pii_detection",
              "question": "Is personal data detected in prompts and files?",
              "support": "partial",
              "answer": "Sensitive Data Protection detectors inspect supported sources/uploads and Model Armor screens prompts/responses; no AHV/IBAN fixture was tested.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-armor",
                "gemini-enterprise:gemini-enterprise:g-dlp"
              ]
            },
            {
              "id": "pii_action",
              "question": "Is it redacted, masked, blocked or only warned?",
              "support": "partial",
              "answer": "Inspection-only and blocking modes are documented, and source policies can prevent ingestion or upload. Effective masking/redaction is unknown: the setup summary mentions redaction, while the specific integration guide excludes altering or masking PII.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-armor",
                "gemini-enterprise:gemini-enterprise:g-dlp",
                "gemini-enterprise:gemini-enterprise:g-admin-setup-correction"
              ]
            },
            {
              "id": "custom_patterns",
              "question": "Can admins add custom patterns or terms?",
              "support": "unknown",
              "answer": "Unknown. The app links to policy/template configuration, but a complete verified custom detector/pattern configuration was not obtained.",
              "evidenceIds": []
            },
            {
              "id": "dlp_integration",
              "question": "Does it integrate with an existing DLP product?",
              "support": "supported",
              "answer": "Google Sensitive Data Protection integrates with supported connectors, labels and uploads; it is excluded from Business and does not scan audio/video.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-dlp"
              ]
            },
            {
              "id": "filter_location",
              "question": "Where does filtering run?",
              "support": "supported",
              "answer": "Source policies run in Google Sensitive Data Protection and must use the app region; source policy support is global/us/eu. No local-device filter is established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-dlp"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: custom_patterns.",
            "The redaction discrepancy is retained as an explicit gap, not a positive or negative redaction capability. No masking fixture was run; do not infer transformation from a blocked response."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-armor",
            "gemini-enterprise:gemini-enterprise:g-dlp",
            "gemini-enterprise:gemini-enterprise:g-admin-setup-correction"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:ADM-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Admins can add assistant instructions, banned phrases and configurable inspection/blocking policies.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "org_instructions",
              "question": "Can admins set organisation-wide instructions?",
              "support": "supported",
              "answer": "Admins can set additional LLM system instructions for the app assistant; instructions alone are not proof of enforcement.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-configure"
              ]
            },
            {
              "id": "usage_notice",
              "question": "Can users be required to accept a usage policy?",
              "support": "unknown",
              "answer": "Unknown. An enforced organization-specific usage-policy acknowledgement flow was not established.",
              "evidenceIds": []
            },
            {
              "id": "content_filters",
              "question": "Are content filters configurable?",
              "support": "supported",
              "answer": "Banned phrases reject matching input, and Model Armor templates separately configure inspect-only versus inspect-and-block behavior.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-configure",
                "gemini-enterprise:gemini-enterprise:g-armor"
              ]
            },
            {
              "id": "violation_reporting",
              "question": "Are policy hits visible to admins?",
              "support": "partial",
              "answer": "Model Armor screening data can be logged/routed with access restrictions; a complete central policy-hit reporting interface was not established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-armor"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: usage_notice."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-configure",
            "gemini-enterprise:gemini-enterprise:g-armor"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:DATA-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "US/EU storage and model-processing commitments are feature-specific; this is not a blanket EU/Swiss data boundary.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "storage_region",
              "question": "Where are chats, files and indexes stored?",
              "support": "supported",
              "answer": "Standard/Plus data stores offer global/us/eu and allowlisted Canada, India, Japan, Singapore and UK locations.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-locations"
              ]
            },
            {
              "id": "inference_region",
              "question": "Where do model calls run, per provider?",
              "support": "supported",
              "answer": "Base and named Gemini/Claude models support US/EU processing; 3.1 Pro EU, global-only image models and Google Search grounding have explicit exceptions.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-locations"
              ]
            },
            {
              "id": "backups_logs_region",
              "question": "Where are backups, logs and telemetry?",
              "support": "unknown",
              "answer": "Unknown. The residency page does not establish every backup, usage-log and telemetry location together.",
              "evidenceIds": []
            },
            {
              "id": "support_access_region",
              "question": "From where can vendor staff access data?",
              "support": "unknown",
              "answer": "Unknown. A source-region selection is not a staff-access restriction; the subprocessor list includes international support and no universal EU-only staff-access promise was established.",
              "evidenceIds": []
            },
            {
              "id": "swiss_hosting",
              "question": "Is Swiss hosting available?",
              "support": "unknown",
              "answer": "Unknown. Switzerland is not a named selectable location in the retrieved service location table; a separate Swiss-only offer was not verified.",
              "evidenceIds": []
            },
            {
              "id": "residency_plan",
              "question": "Which plan or option provides residency?",
              "support": "supported",
              "answer": "These location commitments apply to the named Cloud-managed editions; Business has separate documentation and is not inferred to inherit them.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-locations"
              ]
            }
          ],
          "limitations": [
            "Google Search grounding is global; optional features can route out of the selected location.",
            "Remaining atomic gaps: backups_logs_region, support_access_region, swiss_hosting."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-locations"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:DATA-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The documented offer is Google-managed Cloud SaaS; private source connectivity does not establish private deployment of the whole assistant.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "multi_tenant_saas",
              "question": "Is a shared SaaS offered?",
              "support": "supported",
              "answer": "The documented managed service uses a Google Cloud project, selected service location and subscription.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-security",
                "gemini-enterprise:gemini-enterprise:g-license-details"
              ]
            },
            {
              "id": "dedicated_instance",
              "question": "Is a dedicated single-tenant instance offered, from what size?",
              "support": "unknown",
              "answer": "Unknown. The residency, security and self-hosted-source guides did not establish this deployment mode, whole-platform operability, size threshold or mode-specific parity; source Private Service Connect is a connector route only.",
              "evidenceIds": []
            },
            {
              "id": "customer_cloud",
              "question": "Can it run in the customer's own cloud account, from what size?",
              "support": "unknown",
              "answer": "Unknown. The residency, security and self-hosted-source guides did not establish this deployment mode, whole-platform operability, size threshold or mode-specific parity; source Private Service Connect is a connector route only.",
              "evidenceIds": []
            },
            {
              "id": "on_premise",
              "question": "Can the whole platform run on customer infrastructure, from what size?",
              "support": "unknown",
              "answer": "Unknown. The residency, security and self-hosted-source guides did not establish this deployment mode, whole-platform operability, size threshold or mode-specific parity; source Private Service Connect is a connector route only.",
              "evidenceIds": []
            },
            {
              "id": "air_gapped",
              "question": "Can it run without internet access?",
              "support": "unknown",
              "answer": "Unknown. The residency, security and self-hosted-source guides did not establish this deployment mode, whole-platform operability, size threshold or mode-specific parity; source Private Service Connect is a connector route only.",
              "evidenceIds": []
            },
            {
              "id": "mode_feature_gaps",
              "question": "Which features are missing outside SaaS?",
              "support": "unknown",
              "answer": "Unknown. The residency, security and self-hosted-source guides did not establish this deployment mode, whole-platform operability, size threshold or mode-specific parity; source Private Service Connect is a connector route only.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: dedicated_instance, customer_cloud, on_premise, air_gapped, mode_feature_gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-security",
            "gemini-enterprise:gemini-enterprise:g-license-details"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:DATA-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Google contract terms restrict training without customer permission; partner retention and human-review conditions need separate confirmation.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "vendor_training",
              "question": "Does the vendor train on customer content?",
              "support": "supported",
              "answer": "The AI/ML service terms prohibit using Customer Data for model training/fine-tuning without prior customer permission or instruction.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-terms"
              ]
            },
            {
              "id": "provider_training",
              "question": "Do model providers train on it under this product's contracts?",
              "support": "unknown",
              "answer": "Unknown. Separate terms apply to partner offerings, but the accepted Enterprise-app Claude contract was not obtained; Google terms are not silently applied to every partner.",
              "evidenceIds": []
            },
            {
              "id": "provider_retention",
              "question": "How long do model providers keep prompts, including for abuse monitoring?",
              "support": "unknown",
              "answer": "Unknown. The core assistant/partner abuse-monitoring retention matrix was not established. Google Search grounding has separately documented logging exceptions.",
              "evidenceIds": []
            },
            {
              "id": "zero_retention",
              "question": "Is zero data retention available, and on which plan?",
              "support": "unknown",
              "answer": "Unknown. No end-to-end ZDR guarantee covering persistent chat, grounding, agents and every model provider was established.",
              "evidenceIds": []
            },
            {
              "id": "human_review",
              "question": "Can provider staff review content?",
              "support": "unknown",
              "answer": "Unknown. A complete plan/provider-specific human-review policy for the app was not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: provider_training, provider_retention, zero_retention, human_review."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-terms"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:DATA-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Chat retention is configurable and legal deletion windows are documented, with different scopes.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "default_retention",
              "question": "What is retained and for how long by default?",
              "support": "partial",
              "answer": "Chat history defaults to 60 days from creation, including chats revisited later; file/index/log defaults were not fully established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-configure"
              ]
            },
            {
              "id": "admin_retention",
              "question": "Can admins set retention periods?",
              "support": "supported",
              "answer": "Admins can select 1, 30, 60, 90, 120 or 180 days for assistant chat history.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-configure"
              ]
            },
            {
              "id": "user_deletion",
              "question": "Can users delete their chats and files permanently?",
              "support": "partial",
              "answer": "Chat management supports deleting conversations; irreversible purge of every file/index/log copy was not tested.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-organize",
                "gemini-enterprise:gemini-enterprise:g-security"
              ]
            },
            {
              "id": "contract_end_deletion",
              "question": "What is deleted at contract end, and when?",
              "support": "supported",
              "answer": "The CDPA instructs deletion after term end, subject to a recovery period up to 30 days, completion within 180 days and applicable-law/continuing-term exceptions.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-dpa"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-configure",
            "gemini-enterprise:gemini-enterprise:g-organize",
            "gemini-enterprise:gemini-enterprise:g-security",
            "gemini-enterprise:gemini-enterprise:g-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": "gemini-enterprise",
          "claimId": "gemini-enterprise:DATA-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Google publishes a global subprocessor list and contractual transfer rules; selected residency does not settle legal or support-access exposure.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "subprocessor_list",
              "question": "Is a dated sub-processor list published?",
              "support": "partial",
              "answer": "A public Cloud subprocessor list identifies service activities and processing locations; a single page-effective date was not established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-subprocessors"
              ]
            },
            {
              "id": "subprocessor_countries",
              "question": "Which countries do sub-processors operate in?",
              "support": "supported",
              "answer": "Support examples span the US, Canada, India, Ireland, Romania and other countries; the full list is service-specific rather than a chosen-region-only list.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-subprocessors"
              ]
            },
            {
              "id": "change_notification",
              "question": "Are customers notified of sub-processor changes?",
              "support": "unknown",
              "answer": "Unknown. Subprocessor objection/notice provisions exist in CDPA section 11, but the exact notice period applicable to this procurement was not verified.",
              "evidenceIds": []
            },
            {
              "id": "parent_jurisdiction",
              "question": "Which jurisdiction governs the vendor and its parent?",
              "support": "unknown",
              "answer": "Unknown. The exact EMEA contracting-entity/parent chain was not independently retrieved; no entity is inferred from the selected data region.",
              "evidenceIds": []
            },
            {
              "id": "transfer_mechanism",
              "question": "Which transfer mechanism applies to non-EU/CH processing?",
              "support": "supported",
              "answer": "The CDPA provides adequacy/alternative-transfer mechanisms and SCC routes for restricted transfers, including Swiss-law adaptations.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-dpa"
              ]
            },
            {
              "id": "government_access_policy",
              "question": "Is there a published government-access or transparency policy?",
              "support": "unknown",
              "answer": "Unknown. The tested government-requests URL returned a short non-substantive response; a retrievable scoped policy and transparency report remain a gap.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: change_notification, parent_jurisdiction, government_access_policy."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-subprocessors",
            "gemini-enterprise:gemini-enterprise:g-dpa"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:DATA-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The public CDPA covers GDPR and Swiss FADP; sector and governing-law details remain procurement-specific.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "dpa",
              "question": "Is a DPA available, and is it negotiable?",
              "support": "partial",
              "answer": "Google publishes the Cloud Data Processing Addendum; negotiability for a particular order was not established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-dpa"
              ]
            },
            {
              "id": "revdsg_gdpr",
              "question": "Does the DPA cover revDSG and GDPR?",
              "support": "supported",
              "answer": "The CDPA defines European Data Protection Law to include applicable GDPR and Swiss FADP and includes Swiss transfer adaptations.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-dpa"
              ]
            },
            {
              "id": "governing_law",
              "question": "Which law and court govern the contract?",
              "support": "unknown",
              "answer": "Unknown. The base terms point to region-specific terms/contracting entities; the governing agreement for a Swiss/EU order was not established.",
              "evidenceIds": []
            },
            {
              "id": "ai_act_materials",
              "question": "Is EU AI Act documentation provided?",
              "support": "unknown",
              "answer": "Unknown. No scoped EU AI Act provider/deployer documentation pack was obtained for this app.",
              "evidenceIds": []
            },
            {
              "id": "sector_materials",
              "question": "Are FINMA or other sector materials provided?",
              "support": "unknown",
              "answer": "Unknown. General Cloud compliance materials do not establish FINMA/banking-secrecy coverage for a particular Enterprise deployment.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: governing_law, ai_act_materials, sector_materials."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-dpa"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:DATA-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The vendor lists multiple compliance programs; certificates and report periods were not independently verified.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "iso_27001",
              "question": "ISO 27001 with scope and validity?",
              "support": "partial",
              "answer": "Google lists ISO 27001 and directs readers to product-specific scope pages; issuer, current certificate scope and validity were not verified.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-compliance"
              ]
            },
            {
              "id": "soc2",
              "question": "SOC 2 type, period and covered service?",
              "support": "partial",
              "answer": "SOC 2 is listed, but report type, audit period and service-specific scope were not obtained.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-compliance"
              ]
            },
            {
              "id": "c5",
              "question": "BSI C5 attestation?",
              "support": "partial",
              "answer": "BSI C5:2020 is listed; the scoped attestation and period were not inspected.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-compliance"
              ]
            },
            {
              "id": "other_certifications",
              "question": "Which other certificates (27701, 42001, TISAX)?",
              "support": "partial",
              "answer": "Listed programs include ISO 27017/27018/27701, SOC 1/3, HIPAA, FedRAMP and PCI DSS; individual scope and exceptions require verification.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-compliance"
              ]
            },
            {
              "id": "report_access",
              "question": "How can customers obtain reports?",
              "support": "supported",
              "answer": "Use Google Cloud Compliance Reports Manager for ISO certificates and SOC reports. Some resources require a Cloud or Workspace account; confidential resources remain governed by the customer agreement. No restricted report was accessed.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:r4-compliance-reports",
                "gemini-enterprise:gemini-enterprise:r4-compliance-scope"
              ]
            },
            {
              "id": "pentest",
              "question": "Are independent penetration test summaries available?",
              "support": "unknown",
              "answer": "Unknown. No independent Enterprise-app penetration-test summary was retrieved.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "The public report-access route is documented; report scope, issuer, reporting period and a product-specific penetration-test summary remain unverified."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-25",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-compliance",
            "gemini-enterprise:gemini-enterprise:r4-compliance-reports",
            "gemini-enterprise:gemini-enterprise:r4-compliance-scope"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:DATA-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Regional CMEK and Cloud security controls are documented; tenant separation and all-tool coverage still need review.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "encryption_at_rest",
              "question": "Is data encrypted at rest?",
              "support": "supported",
              "answer": "Data-store encryption defaults to Google-managed keys, with CMEK options in supported regions.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-connect-overview",
                "gemini-enterprise:gemini-enterprise:g-encryption"
              ]
            },
            {
              "id": "customer_managed_keys",
              "question": "Can the customer manage or hold the keys?",
              "support": "supported",
              "answer": "CMEK supports US/EU; EKM/HSM availability and limitations are documented, with some allowlisting and feature exceptions.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-encryption",
                "gemini-enterprise:gemini-enterprise:g-compliance"
              ]
            },
            {
              "id": "private_networking",
              "question": "Is private connectivity or IP restriction available?",
              "support": "supported",
              "answer": "VPC Service Controls protects the managed app, while Private Service Connect reaches self-hosted sources; third-party endpoint traffic has separate controls.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-security",
                "gemini-enterprise:gemini-enterprise:g-selfhosted-data"
              ]
            },
            {
              "id": "tenant_isolation",
              "question": "How are customers separated in shared SaaS?",
              "support": "unknown",
              "answer": "Unknown. Cloud project/IAM boundaries are documented, but a product-specific shared-runtime isolation design or dedicated-tenant assurance was not obtained.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: tenant_isolation."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-connect-overview",
            "gemini-enterprise:gemini-enterprise:g-encryption",
            "gemini-enterprise:gemini-enterprise:g-compliance",
            "gemini-enterprise:gemini-enterprise:g-security",
            "gemini-enterprise:gemini-enterprise:g-selfhosted-data"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise: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": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard/Plus under applicable Google Cloud contract; Workspace Gemini excluded",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "No profession-specific DE/CH contractual scope verified; deployment/provider regions follow the other scoped claims.",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "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 Gemini Enterprise security/contract documentation and Google Cloud CDPA, and searched Google first-party material for professional secrecy, Berufsgeheimnis and §203. No Gemini Enterprise-specific §203 StGB or Art.321 StGB template or dedicated add-on 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": "Google CDPA section7.1.2 binds authorised processors to confidentiality; Appendix2 describes role-based access, personnel confidentiality and authorisation. These are general data-security commitments. Exact staff/subprocessor/model-provider plaintext-access conditions and a profession-specific undertaking for this procurement remain unverified.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-dpa"
              ]
            },
            {
              "id": "secrecy_documentation",
              "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?",
              "support": "unknown",
              "answer": "Unknown. Reviewed Gemini Enterprise security/contract documentation and Google Cloud CDPA, and searched Google first-party material for professional secrecy, Berufsgeheimnis and §203. No Gemini Enterprise-specific §203 StGB or Art.321 StGB template or dedicated add-on 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": [
            "gemini-enterprise:gemini-enterprise:g-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": "gemini-enterprise",
          "claimId": "gemini-enterprise:VEN-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business advertises a starting seat price; Standard/Plus licence quotes and separately metered model/tool costs remain distinct.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web",
              "business-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [
              "optional third-party models and overages; billed separately"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              },
              {
                "id": "business-web",
                "name": "Gemini Enterprise Business edition web app",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "pricing_unit",
              "question": "What is the pricing unit?",
              "support": "supported",
              "answer": "Standard/Plus use seat subscriptions plus optional paid overages; Pay-as-you-go meters usage, while Business markets a per-seat starting price.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-quotas",
                "gemini-enterprise:gemini-enterprise:g-business"
              ]
            },
            {
              "id": "list_prices",
              "question": "What are list prices per plan, with date and currency?",
              "support": "partial",
              "answer": "Business advertises USD 21/seat/month starting price on 2026-10-21. Publicly retrievable Standard/Plus base licence amounts and commitment-adjusted rates were not established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-business"
              ]
            },
            {
              "id": "included_usage",
              "question": "What usage is included?",
              "support": "supported",
              "answer": "Standard/Plus pool 30/75 GiB storage, 160/200 daily assistant queries and 3/10 daily research requests per seat, subject to legacy exceptions.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-quotas"
              ]
            },
            {
              "id": "add_ons",
              "question": "Which features cost extra?",
              "support": "supported",
              "answer": "Claude app tokens, overage usage and external/custom-agent costs are separate from included Gemini use; detailed regional rates are in the quota table.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-quotas"
              ]
            },
            {
              "id": "overage",
              "question": "What do usage beyond limits and premium models cost?",
              "support": "supported",
              "answer": "PAYG storage is USD 5/GiB/month; Claude and other feature rates vary by model and region. Entitlement requires eligible invoiced billing.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-quotas"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-quotas",
            "gemini-enterprise:gemini-enterprise:g-business"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:VEN-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "No defensible Standard/Plus 12-month CHF/EUR total was established for 200, 1,000 or 5,000 seats.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Standard/Plus, 12 months, ALM-14 shared cost assumptions v1.4, 2026-10-21",
            "addOns": [
              "Default hosted models only; partner models, custom agents, support and implementation prices remain unknown"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_200",
              "question": "Year-one cost at 200 users?",
              "support": "unknown",
              "answer": "Unknown. Standard/Plus base licence/commitment prices and required custom-agent/support charges were not established, so CHF/EUR totals excluding VAT remain unknown. ALM-14 shared cost assumptions v1.4, 2026-10-21: 12 months, 60% light at 100, 30% regular at 400 and 10% power at 1,500 messages/user/month, each 3,000 input + 600 output tokens when separately billed; 330 messages/user/month on average. No invented discounts or proxy usage tariff. ECB reference 2026-10-20: EUR 1 = USD 1.1215 = CHF 0.9237; no currency conversion is applied to an unknown base amount.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:fx-ecb-2026-10-20"
              ]
            },
            {
              "id": "cost_1000",
              "question": "Year-one cost at 1,000 users?",
              "support": "unknown",
              "answer": "Unknown. Standard/Plus base licence/commitment prices and required custom-agent/support charges were not established, so CHF/EUR totals excluding VAT remain unknown. ALM-14 shared cost assumptions v1.4, 2026-10-21: 12 months, 60% light at 100, 30% regular at 400 and 10% power at 1,500 messages/user/month, each 3,000 input + 600 output tokens when separately billed; 330 messages/user/month on average. No invented discounts or proxy usage tariff. ECB reference 2026-10-20: EUR 1 = USD 1.1215 = CHF 0.9237; no currency conversion is applied to an unknown base amount.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:fx-ecb-2026-10-20"
              ]
            },
            {
              "id": "cost_5000",
              "question": "Year-one cost at 5,000 users?",
              "support": "unknown",
              "answer": "Unknown. Standard/Plus base licence/commitment prices and required custom-agent/support charges were not established, so CHF/EUR totals excluding VAT remain unknown. ALM-14 shared cost assumptions v1.4, 2026-10-21: 12 months, 60% light at 100, 30% regular at 400 and 10% power at 1,500 messages/user/month, each 3,000 input + 600 output tokens when separately billed; 330 messages/user/month on average. No invented discounts or proxy usage tariff. ECB reference 2026-10-20: EUR 1 = USD 1.1215 = CHF 0.9237; no currency conversion is applied to an unknown base amount.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:fx-ecb-2026-10-20"
              ]
            },
            {
              "id": "variable_share",
              "question": "Which part depends on usage?",
              "support": "supported",
              "answer": "Costs vary with storage/indexing, partner-model tokens, paid overages and externally hosted agents beyond included pools.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-quotas"
              ]
            },
            {
              "id": "unknown_parts",
              "question": "Which costs could not be priced?",
              "support": "supported",
              "answer": "Unpriced parts are the Standard/Plus base seat and commitment rates, partner-model mix, external/custom-agent charges, support and implementation. Public Business starting prices do not price these editions; unknown tariffs remain unknown under shared cost assumptions v1.4.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:r4-pricing-gap",
                "gemini-enterprise:gemini-enterprise:g-quotas",
                "gemini-enterprise:gemini-enterprise:g-editions"
              ]
            }
          ],
          "limitations": [
            "Standard/Plus scenario totals for 200, 1,000 and 5,000 users remain unpriced.",
            "Named unknown cost components are documented in the atomic answer; Business starting rates do not price Standard/Plus."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-25",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-quotas",
            "gemini-enterprise:gemini-enterprise:fx-ecb-2026-10-20",
            "gemini-enterprise:gemini-enterprise:r4-pricing-gap",
            "gemini-enterprise:gemini-enterprise:g-editions"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:VEN-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Thirty-day Business and Plus evaluation routes are publicly advertised; a trial tenant was not provisioned.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "free_tier",
              "question": "Is there a free tier for business use?",
              "support": "unknown",
              "answer": "Unknown. A permanent business-use free tier was not established; a time-limited trial is not recorded as one.",
              "evidenceIds": []
            },
            {
              "id": "self_serve_trial",
              "question": "Is a self-serve business trial available?",
              "support": "partial",
              "answer": "Business advertises 30 days; the main product FAQ offers a 30-day Plus trial without sales assistance. Card requirement was not verified.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-business",
                "gemini-enterprise:gemini-enterprise:g-pricing"
              ]
            },
            {
              "id": "trial_scope",
              "question": "Do trials include SSO, connectors and admin features?",
              "support": "unknown",
              "answer": "Unknown. The exact trial seat cap, SSO, connector/admin feature entitlements and scenario access were not verified in a tenant.",
              "evidenceIds": []
            },
            {
              "id": "sales_gate",
              "question": "Does meaningful evaluation require sales contact?",
              "support": "supported",
              "answer": "Initial trial access is advertised without sales; larger seat counts and allowlisted regions may require the account team.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-pricing",
                "gemini-enterprise:gemini-enterprise:g-license-details"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: free_tier, trial_scope."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-business",
            "gemini-enterprise:gemini-enterprise:g-pricing",
            "gemini-enterprise:gemini-enterprise:g-license-details"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:VEN-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Published self-service procurement and cancellation mechanics do not provide a complete Enterprise price contract.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "minimum_commitment",
              "question": "What seat or spend minimum applies?",
              "support": "supported",
              "answer": "Editions table states 1+ seats for Standard/Plus. Console quantities are capped at 25 for online/resold accounts and 1,000 for invoiced accounts; larger orders require account-team adjustment.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-editions",
                "gemini-enterprise:gemini-enterprise:g-license-details"
              ]
            },
            {
              "id": "contract_length",
              "question": "What contract lengths are offered?",
              "support": "partial",
              "answer": "The console requests a subscription period; exact available periods and rates were not established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-license-details"
              ]
            },
            {
              "id": "cancellation",
              "question": "How can the contract be cancelled or reduced?",
              "support": "supported",
              "answer": "Turn off automatic renewal; the subscription remains active and may be charged until its term ends.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-license-details"
              ]
            },
            {
              "id": "local_invoicing",
              "question": "Can it be invoiced in CHF or EUR from a European entity?",
              "support": "unknown",
              "answer": "Unknown. A Gemini-specific CHF/EUR invoice and European contracting entity were not established from the inspected pages.",
              "evidenceIds": []
            },
            {
              "id": "transparency_class",
              "question": "Is pricing transparent, partial, quote-only or unknown?",
              "support": "supported",
              "answer": "Partially specified: Business starting price, usage rates and procurement mechanics are public; Standard/Plus licence terms and large-order totals were not established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-business",
                "gemini-enterprise:gemini-enterprise:g-quotas",
                "gemini-enterprise:gemini-enterprise:g-license-details"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: local_invoicing."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-editions",
            "gemini-enterprise:gemini-enterprise:g-license-details",
            "gemini-enterprise:gemini-enterprise:g-business",
            "gemini-enterprise:gemini-enterprise:g-quotas"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:VEN-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The assistant is supplied as a commercial hosted Cloud service; open model/documentation licences do not grant a self-hosted platform licence.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "licence_type",
              "question": "Which licence applies to each component?",
              "support": "supported",
              "answer": "The scoped platform is governed by commercial Google Cloud service terms; documentation and sample-code licences are separate.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-terms-main"
              ]
            },
            {
              "id": "branding_restrictions",
              "question": "Do licence terms restrict branding or user counts?",
              "support": "partial",
              "answer": "The base terms reserve ungranted intellectual-property rights; specific product rebranding or user-count licence rights were not established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-terms-main"
              ]
            },
            {
              "id": "enterprise_features_closed",
              "question": "Are enterprise features in a separate closed edition?",
              "support": "unknown",
              "answer": "Unknown. A component-by-component source and enterprise-extension licence inventory was not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: enterprise_features_closed."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-terms-main"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:VEN-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "User exports cover responses and Canvas artifacts; a complete admin exit package was not tested.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_export",
              "question": "Can admins export all chats?",
              "support": "unknown",
              "answer": "Unknown. User output export is documented, but no complete all-user admin chat export was retrieved or tested.",
              "evidenceIds": []
            },
            {
              "id": "assistant_export",
              "question": "Can assistants and prompts be exported in a reusable format?",
              "support": "unknown",
              "answer": "Unknown. No portable complete agent definition/tool/secret export was verified; a skill export is not assumed to cover agents.",
              "evidenceIds": []
            },
            {
              "id": "knowledge_export",
              "question": "Can knowledge bases and their sources be exported?",
              "support": "unknown",
              "answer": "Unknown. No complete indexed knowledge/ACL/source export was verified.",
              "evidenceIds": []
            },
            {
              "id": "export_format",
              "question": "Are formats documented and machine-readable?",
              "support": "partial",
              "answer": "Response export supports Docs/Sheets; Canvas documents export DOCX/PDF and slides PPTX/PDF. Complete chat/agent/knowledge export formats were not established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-chat",
                "gemini-enterprise:gemini-enterprise:g-canvas"
              ]
            },
            {
              "id": "post_termination_window",
              "question": "How long can data be retrieved after termination?",
              "support": "unknown",
              "answer": "Unknown. The CDPA describes return during the term and an up-to-30-day recovery period, but this does not establish a guaranteed customer retrieval window after termination.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: chat_export, assistant_export, knowledge_export, post_termination_window."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-chat",
            "gemini-enterprise:gemini-enterprise:g-canvas"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:VEN-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Google publishes support tiers and status history; a scoped Enterprise uptime-credit SLA was not retrieved.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "support_channels",
              "question": "Which support channels are available on each plan?",
              "support": "partial",
              "answer": "Cloud Customer Care lists Basic, Standard, Enhanced and Premium support; service-specific response entitlements depend on the purchased tier.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-support"
              ]
            },
            {
              "id": "support_languages",
              "question": "Is support available in German, French or Italian?",
              "support": "unknown",
              "answer": "Unknown. German/French/Italian support coverage and hours for the purchased Gemini tier were not established.",
              "evidenceIds": []
            },
            {
              "id": "regional_presence",
              "question": "Is there a DACH or Swiss entity, team or partner?",
              "support": "unknown",
              "answer": "Unknown. A named DACH/Swiss implementation partner or service team was not independently verified.",
              "evidenceIds": []
            },
            {
              "id": "uptime_sla",
              "question": "Is there an uptime SLA with credits?",
              "support": "unknown",
              "answer": "Unknown. The tested Gemini Enterprise SLA path returned a non-substantive response; no percentage or credit terms are asserted.",
              "evidenceIds": []
            },
            {
              "id": "status_page",
              "question": "Is there a public status page with history?",
              "support": "supported",
              "answer": "Google Cloud Service Health publishes service status and incident history.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-status"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: support_languages, regional_presence, uptime_sla."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-support",
            "gemini-enterprise:gemini-enterprise:g-status"
          ]
        },
        {
          "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:VEN-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public setup and role-based use-case materials exist; included onboarding and training services remain unpriced.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "onboarding_service",
              "question": "Is guided onboarding included?",
              "support": "unknown",
              "answer": "Unknown. Public administrator setup documentation is available; included vendor-led onboarding was not established.",
              "evidenceIds": []
            },
            {
              "id": "user_training",
              "question": "Is end-user training offered, in which languages?",
              "support": "unknown",
              "answer": "Unknown. No scoped live/e-learning language catalogue with inclusion terms was obtained.",
              "evidenceIds": []
            },
            {
              "id": "use_case_library",
              "question": "Are role-based use cases and templates provided?",
              "support": "supported",
              "answer": "The app guide links role-specific examples for finance, HR, legal, marketing, sales and support, plus starter agents and skills.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-start"
              ]
            },
            {
              "id": "adoption_programme",
              "question": "Is there a champion or adoption programme?",
              "support": "unknown",
              "answer": "Unknown. No documented customer champion/change-management programme entitlement was established.",
              "evidenceIds": []
            },
            {
              "id": "service_cost",
              "question": "Which services cost extra?",
              "support": "unknown",
              "answer": "Unknown. Professional-service, partner-onboarding and training prices were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: onboarding_service, user_training, adoption_programme, service_cost."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-start"
          ]
        },
        {
          "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": "gemini-enterprise:gemini-enterprise:g-locations",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/locations",
      "title": "Data residency for Gemini Enterprise Standard and Plus",
      "locator": "Multi-regions; In-country regions; Limitations table",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "US/EU at-rest and processing commitments have model and tool exceptions; standard Google Search grounding is global."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-features",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/manage-web-app-features",
      "title": "Manage web app features",
      "locator": "Model availability; Enable Gemini models; Enable third-party models; feature controls",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "Administrators manage app-level model and feature toggles, including paid Claude models and image-generation model selection."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-chat",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/assistant-chat",
      "title": "Chat with the assistant",
      "locator": "File formats and size limitations; Ask questions and view sources; Best practices; Limitations",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "The chat guide documents direct file analysis, Auto routing, source attribution, spreadsheet code execution and specific connector search limitations."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-releases",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/release-notes",
      "title": "Gemini Enterprise release notes",
      "locator": "2026-10-15 Claude launch; 2026-10-20 regional Gemini 2.5 Pro removal; 2026-08-06 postponement",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "Dated notes record new models, region-specific removals and corrections to prior deprecation announcements."
    },
    {
      "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": "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": "gemini-enterprise:gemini-enterprise:g-quotas",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/quotas-and-overages",
      "title": "Quotas and overages",
      "locator": "Feature and edition-based quotas; Standard and Plus table; Claude pricing",
      "sourceDate": "2026-10-15",
      "retrievedAt": "2026-10-21",
      "finding": "Seat-based quotas are pooled per edition/project/location, while partner-model tokens and overages are billed separately."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-budget",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/manage-costs-overview",
      "title": "Overview of overages and spend controls",
      "locator": "Cap costs with a project spend limit; End-user experience",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Invoiced non-trial projects can cap eligible project spending; enforcement can lag by minutes and blocks the exhausted feature."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:r4-single-user-quotas",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/release-notes",
      "title": "Gemini Enterprise release notes",
      "locator": "October 22, 2026: Single-user quota limits",
      "sourceDate": "2026-10-22",
      "retrievedAt": "2026-10-26",
      "finding": "Optional single-user quota multipliers are generally available for Standard, Plus and Standard Emerging Market editions; they operate within the shared edition/location pool."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:r4-single-user-enforcement",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/quotas-and-overages",
      "title": "Gemini Enterprise quotas and overages",
      "locator": "Single-user quota limits",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Single-user limits restrict the exhausted feature for that user while leaving other users and features available. Overages alter the exhaustion behavior; AI developer tools are excluded from the user quota multiplier."
    },
    {
      "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": "gemini-enterprise:gemini-enterprise:g-connect-overview",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/connectors/introduction-to-connectors-and-data-stores",
      "title": "Introduction to connectors and data stores",
      "locator": "Data store regions; Sync types; Sync schedules",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Ingestion copies entities and permissions; full and incremental syncs differ in their handling of identities and deletion."
    },
    {
      "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": "gemini-enterprise:gemini-enterprise:g-editions",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/editions",
      "title": "Compare editions of Gemini Enterprise",
      "locator": "Compare features, Seats and Storage rows",
      "sourceDate": "2026-10-16",
      "retrievedAt": "2026-10-21",
      "finding": "Business has a 1–500 seat range and a limited connector set; Standard and Plus include the full connector ecosystem and differ in pooled storage."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-projects",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/projects",
      "title": "Create and manage projects",
      "locator": "Limitations; Manage project knowledge; Chat with assistant",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Projects hold up to 50 files/links; linked sources preserve source ACLs, local uploads are shared with all project members and chats stay private."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-agents",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/workflow-builder/create-chat-agent",
      "title": "Create a chat agent",
      "locator": "Instructions; Knowledge; Tools; publishing steps",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "Users configure custom chat-agent instructions, uploaded knowledge and connected tools in Workflow Builder."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-connectors",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/connectors/connect-third-party-data-source",
      "title": "Connect a third-party data source",
      "locator": "Sources by launch stage; federated-query warning",
      "sourceDate": "2026-10-15",
      "retrievedAt": "2026-10-21",
      "finding": "Google distinguishes GA connectors from public-preview sources and warns that federated queries reach third-party systems under their terms."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-selfhosted-data",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/connectors/introduction-to-self-hosted",
      "title": "Introduction to self-hosted data sources",
      "locator": "Access patterns; Private Service Connect",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Private Service Connect connects the Google-managed platform to customer-hosted sources, without establishing a self-hosted assistant."
    },
    {
      "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": "gemini-enterprise:gemini-enterprise:g-dlp",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/protect-sensitive-data",
      "title": "Protect sensitive data in sources",
      "locator": "Supported editions and regions; inbound data; Metadata labels",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Sensitive Data Protection can block source ingestion/uploads and inspect Microsoft/Workspace labels, excluding Business and audio/video scans."
    },
    {
      "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": "gemini-enterprise:gemini-enterprise:g-personalization",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/configure-personalization",
      "title": "Configure personalization and memory",
      "locator": "Data control; Save information as memories; Turn off personalization and memory",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Users can manage saved memories and connected sources; admins can disable memory and profiles across an app."
    },
    {
      "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": "gemini-enterprise:gemini-enterprise:g-workflow",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/workflow-builder",
      "title": "Workflow Builder overview",
      "locator": "Capabilities; Agent types",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Workflow Builder provides no-code/low-code chat agents and multi-step workflows with sources, tools, publishing and sharing."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-start",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/get-started",
      "title": "Get started with using the Gemini Enterprise app",
      "locator": "Choose your app experience; Share and collaborate",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "The app guide identifies web/mobile access, shared skills, agent sharing and role-based use-case guides."
    },
    {
      "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": "gemini-enterprise:gemini-enterprise:g-actions",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/assistant-use-actions",
      "title": "Use assistant actions",
      "locator": "Authorize your connected services; supported service actions",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Users authorize each connector to act through their own account after an administrator enables actions."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-mcp",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/connectors/custom-mcp-server/set-up-custom-mcp-server",
      "title": "Set up your custom MCP server",
      "locator": "Limitations; authentication; data-store configuration",
      "sourceDate": "2026-10-19",
      "retrievedAt": "2026-10-21",
      "finding": "Administrators configure remote MCP servers, OAuth and Cloud Run service-agent authentication; the route is not a local desktop MCP client."
    },
    {
      "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": "gemini-enterprise:gemini-enterprise:g-research",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/research-assistant",
      "title": "Deep Research",
      "locator": "Research sources; generated reports and citations",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Deep Research plans multiple searches over enterprise indexes and optionally the web, then produces a cited report."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-configure",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/configure-assistant",
      "title": "Configure the assistant",
      "locator": "Additional LLM system instructions; web grounding; banned phrases; retention",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Admins can set assistant instructions, block phrases, select grounding and choose chat retention of 1 to 180 days, default 60."
    },
    {
      "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": "gemini-enterprise:gemini-enterprise:g-schedule",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/workflow-builder/schedule-chat-agent",
      "title": "Schedule chat agent executions",
      "locator": "Schedule and refresh; Limitations; View and approve scheduled runs",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Non-workflow chat agents can run recurring personal tasks, but credentials need manual renewal every 14 days and other-person actions are constrained."
    },
    {
      "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": "gemini-enterprise:gemini-enterprise:g-audit",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/audit-logging",
      "title": "Gemini Enterprise audit logging",
      "locator": "Audited methods and permission types",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Cloud Audit Logs documents method-level administrative and data-access event categories for Discovery Engine."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-api",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/reference/rest",
      "title": "Gemini Enterprise REST reference",
      "locator": "Discovery Engine service; assistants, agents, dataStores documents and sessions resources",
      "sourceDate": "2026-10-09",
      "retrievedAt": "2026-10-21",
      "finding": "The REST reference lists assistant, agent, search and data-store methods with machine-readable API definitions."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-api-auth",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/authentication",
      "title": "Authenticate to Gemini Enterprise API",
      "locator": "Authentication options; client libraries",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "API authentication is documented using Google Cloud identity, credentials and supported client libraries."
    },
    {
      "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": "gemini-enterprise:gemini-enterprise:g-canvas",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/assistant-canvas",
      "title": "Create and edit documents and slides in Canvas",
      "locator": "Editing; export; Limitations",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "The web-only Canvas exports documents as DOCX/PDF and slides as PPTX/PDF, with manual and instructed editing."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-mobile",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/configure-mobile-app",
      "title": "Configure the mobile app",
      "locator": "Before you begin; MDM; third-party identity provider configuration",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "The mobile app supports Google/third-party identities and administrator distribution through MDM, QR codes or links."
    },
    {
      "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": "gemini-enterprise:gemini-enterprise:r5-workspace-agent-access",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://knowledge.workspace.google.com/admin/generative-ai/gemini-enterprise/turn-gemini-enterprise-on-or-off-for-users",
      "title": "Google Workspace admin controls for Gemini Enterprise",
      "locator": "Get licenses; side panel; service status; Workspace data access",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Enabled users can use Gemini Enterprise agents in a side panel, the Enterprise assistant and CLI. Enterprise licences are separate from Workspace subscriptions; service and data access are separately controlled. Exact per-editor coverage is not listed."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:r5-workspace-custom-addon",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://codelabs.developers.google.com/ge-gws-agents",
      "title": "Official Gemini Enterprise Workspace add-on codelab",
      "locator": "Prerequisites; default agent as Google Workspace add-on; StreamAssist; deploy to Gmail and Chat",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Google demonstrates a customer-built Apps Script add-on invoking the Enterprise StreamAssist API inside Gmail and Chat with message context. Docs/Sheets/Slides are extension targets. Standard/Plus, a billed Cloud project, Workspace Business/Enterprise and permissions are prerequisites; sample code requires production hardening."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:r5-offer-boundaries",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://cloud.google.com/gemini-enterprise/faq",
      "title": "Google Gemini Enterprise and Gemini app scope",
      "locator": "Gemini app differences; Agent Platform separate purchase",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Gemini Enterprise app is separately licensed; the Gemini app included with Workspace and Agent Platform are distinct offers. Their names do not establish that all Workspace editor features are included in the Enterprise app subscription."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:r5-canvas-tone",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/assistant-canvas",
      "title": "Gemini Enterprise Canvas tone and editing scope",
      "locator": "Edit a document; export; limitations",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Canvas offers Change tone/length and selected-text instructions. Editing applies to generated content in the active session; exporting DOCX/PDF is not a documented layout-preserving translation engine or corporate glossary."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:r5-translation-separate-api",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/translate/docs/advanced/translate-documents",
      "title": "Cloud Translation Advanced document translation",
      "locator": "API setup; translate documents; use AutoML or a glossary",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "A separate Cloud Translation Advanced API documents formatted-document translation and glossary parameters. It needs enabled APIs, authenticated project access and relevant storage/IAM; no included Enterprise-app feature or engine relationship is established."
    },
    {
      "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": "gemini-enterprise:gemini-enterprise:g-terms",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://cloud.google.com/terms/service-terms",
      "title": "Google Cloud service specific terms",
      "locator": "AI/ML Services Training Restriction; Generated Output; Grounding with Google Search",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The contract restricts Google model training without customer instruction and states separate terms for third-party offerings."
    },
    {
      "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": "gemini-enterprise:gemini-enterprise:g-use-mobile",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/use-the-mobile-app",
      "title": "Use the mobile app",
      "locator": "Voice; Speech to Text; Text to Speech",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Mobile users can dictate and play spoken answers; prompt audio is described as ephemeral."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-voice-entitlement-correction",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/voice-mode",
      "title": "Use Voice mode",
      "locator": "Opening availability paragraph; Privacy",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dictation is documented for web and mobile on all plans; the Team/Enterprise no-training default in this guide is specifically for voice messages."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-interpreter",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/code-interpreter.md",
      "title": "Code Interpreter",
      "locator": "Paid plans; isolated Python/TypeScript sandbox",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Paid Work can execute Python/TypeScript without sandbox internet access and return charts and downloadable transformed files."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-share",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/share-conversations",
      "title": "Share your conversations",
      "locator": "Important warning; Create link; View shared conversations",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "A share link exposes the existing prompts, answers and generated content to permitted recipients, including sensitive content."
    },
    {
      "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": "gemini-enterprise:gemini-enterprise:g-identity",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/configure-identity-provider?hl=en",
      "title": "Configure identity provider",
      "locator": "Google Identity; Workforce Identity Federation; Entra/Okta SCIM",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Identity can use Google or a SAML/OIDC provider through federation; SCIM/group mapping has documented sharing and source-access roles."
    },
    {
      "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": "gemini-enterprise:gemini-enterprise:g-license-details",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/licenses",
      "title": "Get subscriptions and assign licenses",
      "locator": "Subscription seat quantity limits; auto-assignment; cancel a subscription",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Seats can be assigned manually or on first access; console purchase limits depend on billing account type and cancellation disables renewal."
    },
    {
      "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": "gemini-enterprise:gemini-enterprise:g-access-control",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/access-control",
      "title": "Access control with IAM",
      "locator": "Gemini Enterprise Admin/User roles; app-level access",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "IAM defines administrators, users and granular permissions at project/app boundaries."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-analytics",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/view-analytics",
      "title": "View and export analytics data",
      "locator": "Adoption; Usage and Quality; Agent; User Level; export",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Analytics exposes app adoption and agent metrics, BigQuery export and allowlisted identifiable user-level reporting."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-usage-api-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/admin-api/usage-metrics.md",
      "title": "Usage metrics with the Admin API",
      "locator": "Billing usage; lechat per-user/per-agent metrics; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 406f6ae09c2762cf72a004e5ed3c1f7d1065c3e72c2bc4ee89e5066f52b92a74 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Enterprise API endpoints expose billing and product usage, including messages/files/images and agent activity by user or agent."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-limits-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/workspaces/usage-limits.md",
      "title": "Workspace usage and limits",
      "locator": "Spending cap; rate limits; usage breakdown; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 4c54c5e3d67d54e6a75d2c311603fb83246e6f5f93cbfa61cdc00345fc4d3066 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Workspace caps default to none and support model/token/spend reporting; the defined limit action suspends API access."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-costs",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/view-costs",
      "title": "View costs",
      "locator": "Billing tab; Before you begin",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "The 30-day billing summary covers overage/PAYG consumption and explicitly excludes seat subscription charges."
    },
    {
      "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": "gemini-enterprise:gemini-enterprise:g-usage-logs",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/set-up-usage-audit-logs",
      "title": "Access Gemini Enterprise usage audit logs with Cloud Logging",
      "locator": "Logged information; Control access to logs",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Prompt/response content logging is configurable, and log routing plus field-level restrictions are documented."
    },
    {
      "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": "gemini-enterprise:gemini-enterprise:g-armor",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/enable-model-armor",
      "title": "Enable Model Armor in Gemini Enterprise",
      "locator": "Inspect and block vs Inspect only; PII; templates; logging",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Model Armor can inspect/block prompts and responses but explicitly does not mask or alter PII in this integration."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-admin-setup-correction",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/before-you-begin",
      "title": "Set up Gemini Enterprise as an administrator",
      "locator": "Enable Model Armor safety controls; linked Model Armor integration guide",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "The setup summary mentions redaction, whereas its linked integration guide expressly excludes PII masking; effective redaction is not established."
    },
    {
      "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": "gemini-enterprise:gemini-enterprise:g-security",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/security-overview",
      "title": "Gemini Enterprise security overview",
      "locator": "End user security; data security; compliance",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "The security overview documents managed Cloud security controls and a user-requested deletion window, distinct from on-premise deployment."
    },
    {
      "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": "gemini-enterprise:gemini-enterprise:g-organize",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/assistant-organize",
      "title": "Organize your conversations",
      "locator": "Manage chats; delete and retention",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Users can remove chats from their lists; this does not establish immediate deletion of all backend copies."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-dpa",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://cloud.google.com/terms/data-processing-addendum",
      "title": "Cloud Data Processing Addendum",
      "locator": "General Terms 6 and 11; European Data Protection Law terms",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The CDPA covers GDPR and Swiss FADP, data return/deletion and subprocessor/transfer obligations."
    },
    {
      "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": "gemini-enterprise:gemini-enterprise:g-subprocessors",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://cloud.google.com/terms/subprocessors",
      "title": "Google Cloud subprocessors",
      "locator": "Google Cloud Platform; technical support locations",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The public subprocessor list includes international technical-support processing, which is separate from selected storage regions."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-location-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://help.mistral.ai/en/articles/347629-where-do-you-store-my-data-or-my-organization-s-data",
      "title": "Where is data stored?",
      "locator": "EU default; feature transfers; Enterprise controls; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 6e6c908ef3d6f98376804f8bc0da9a4869329875eca81dff6fc211c329412509 on 2026-10-26",
      "sourceDate": "2026-08-12",
      "retrievedAt": "2026-10-26",
      "finding": "Mistral states default EU hosting with feature-dependent extra-EU transfers; some Enterprise features can be disabled to reduce transfers."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-dpa",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://legal.mistral.ai/terms/data-processing-addendum/",
      "title": "Data Processing Addendum",
      "locator": "Definitions; subprocessors; 10 Return/destruction",
      "sourceDate": "2026-07-27",
      "retrievedAt": "2026-10-21",
      "finding": "The DPA defines GDPR processing, prior subprocessor notice with a 10-day objection period and loss of data access 30 days after termination."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-compliance",
      "productId": "gemini-enterprise",
      "kind": "vendor-claimed",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/compliance-security-controls?hl=en",
      "title": "Compliance certifications and security controls",
      "locator": "Certifications; product-scope instructions; Security controls",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Google lists compliance programs for relevant editions and exceptions, but this page does not supply issuer, report period or validity."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:r4-compliance-reports",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://cloud.google.com/security/compliance/compliance-reports-manager",
      "title": "Google Cloud Compliance Reports Manager",
      "locator": "Compliance Reports Manager access and confidentiality",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Google provides on-demand ISO certificates and SOC reports without additional cost; selected resources require a Google Cloud or Workspace sign-in and confidential documents remain subject to customer-agreement confidentiality."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:r4-compliance-scope",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/compliance-security-controls",
      "title": "Gemini Enterprise compliance and security controls",
      "locator": "Certifications; AlphaEvolve and Antigravity limitations",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Standard/Plus Agentic AI Service scope is distinguished from Notebook and developer-tool exceptions. Listing a compliance program is not verification of a current certificate/report."
    },
    {
      "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": "gemini-enterprise:gemini-enterprise:g-encryption",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/cmek",
      "title": "Customer-managed encryption keys",
      "locator": "Supported locations; limitations; external key management",
      "sourceDate": "2026-10-15",
      "retrievedAt": "2026-10-21",
      "finding": "CMEK, EKM/HSM and regional limitations are documented; a key option does not make all tools residency compliant."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-business",
      "productId": "gemini-enterprise",
      "kind": "vendor-claimed",
      "url": "https://cloud.google.com/gemini-enterprise/business?hl=en",
      "title": "Gemini Enterprise Business edition",
      "locator": "Starting price; FAQs on trial, security and admin controls",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Business advertises a starting seat price and 30-day trial, with a separate connector/admin package."
    },
    {
      "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": "gemini-enterprise:gemini-enterprise:fx-ecb-2026-10-20",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml",
      "title": "ECB historical euro foreign exchange reference rates",
      "locator": "Cube time=2026-10-20; USD and CHF reference rates",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "The October 20 reference rates are EUR 1 = USD 1.1215 = CHF 0.9237. Unknown Gemini licence totals are not converted."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:r4-pricing-gap",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://cloud.google.com/gemini-enterprise/faq",
      "title": "Gemini Enterprise app FAQ",
      "locator": "Access and purchase of Standard, Plus and Frontline; business trial",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The FAQ directs purchase of Standard, Plus and Frontline to Google Cloud sales without a public base price. Business and the standalone Notebook purchase/trial routes are separate."
    },
    {
      "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": "gemini-enterprise:gemini-enterprise:g-pricing",
      "productId": "gemini-enterprise",
      "kind": "vendor-claimed",
      "url": "https://cloud.google.com/gemini-enterprise#pricing",
      "title": "Gemini for business product page",
      "locator": "FAQ: models; evaluation; early-access disclosure",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The top-level universal-agent marketing page says several capabilities and third-party choice are early access; it is broader than the current Enterprise app docs."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-terms-main",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://cloud.google.com/terms",
      "title": "Google Cloud terms of service",
      "locator": "Intellectual Property Rights; licence and service terms",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The hosted service is supplied under commercial Cloud terms; these terms do not license the platform for self-hosting."
    },
    {
      "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": "gemini-enterprise:gemini-enterprise:g-support",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://cloud.google.com/support",
      "title": "Google Cloud Customer Care",
      "locator": "Basic, Standard, Enhanced and Premium support",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Support is packaged in separate Customer Care tiers; the retrieved page does not establish a Gemini-specific local-language SLA."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-status",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://status.cloud.google.com/",
      "title": "Google Cloud Service Health",
      "locator": "Service status and incident history",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Google publishes Cloud service health and dated incident information; this is not itself a Gemini Enterprise uptime commitment."
    },
    {
      "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."
    }
  ]
}
