{
  "schemaVersion": 1,
  "rubricVersion": "1.1",
  "kind": "pair",
  "slug": "dust-vs-mistral-vibe",
  "canonicalUrl": "https://onaihq.com/compare/agents/dust-vs-mistral-vibe/",
  "markdownUrl": "https://onaihq.com/compare/agents/dust-vs-mistral-vibe/index.md",
  "dataUrl": "https://onaihq.com/compare/agents/dust-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": "dust",
      "name": "Dust",
      "website": "https://dust.tt",
      "repository": "https://github.com/dust-tt/dust",
      "pageUrl": "https://onaihq.com/compare/agents/products/dust/",
      "lifecycle": {
        "status": "unknown",
        "note": null
      },
      "surfaces": [
        {
          "id": "web",
          "name": "Dust web workspace",
          "type": "web-app"
        },
        {
          "id": "eu-web",
          "name": "Dust EU web workspace",
          "type": "web-app"
        },
        {
          "id": "enterprise-single",
          "name": "Dust Enterprise single-tenant deployment",
          "type": "managed-server"
        },
        {
          "id": "extension",
          "name": "Dust browser extension",
          "type": "browser-extension"
        },
        {
          "id": "teams",
          "name": "Dust in Microsoft Teams",
          "type": "teams-app"
        },
        {
          "id": "api",
          "name": "Dust APIs and MCP server",
          "type": "api"
        },
        {
          "id": "source-repository",
          "name": "Public dust-tt/dust repository root licence",
          "type": "source-repository"
        }
      ],
      "sourcedClaimCount": 48,
      "statedByVendorCount": 0,
      "crossCheckedClaimCount": 48,
      "sourcedOnlyClaimCount": 0,
      "oldestCheckedAt": "2026-10-21",
      "lastCheckedAt": "2026-10-21"
    },
    {
      "id": "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": 43,
    "sharedSourcedCriteria": 43,
    "crossCheckedCriteriaByProduct": {
      "dust": 48,
      "mistral-vibe": 44
    },
    "sourcedOnlyCriteriaByProduct": {
      "dust": 0,
      "mistral-vibe": 0
    },
    "sourcedCriteriaByProduct": {
      "dust": 48,
      "mistral-vibe": 44
    },
    "crossCheckedCriterionRows": 49,
    "sourcedOnlyCriterionRows": 0,
    "sourcedCriterionRows": 49,
    "statedByVendorRows": 0
  },
  "criteria": [
    {
      "id": "MOD-01",
      "title": "Model catalogue and providers",
      "group": {
        "id": 1,
        "name": "Models"
      },
      "judgment": "List each available model by provider and plan, including reasoning, fast and multimodal variants. Record whether the user picks the model, the product routes automatically, or both. A provider counts only if at least one of its current models is selectable on the scoped plan.",
      "questions": [
        {
          "id": "providers",
          "question": "Which model providers are available?"
        },
        {
          "id": "current_models",
          "question": "Which current models are selectable on this plan?"
        },
        {
          "id": "user_choice",
          "question": "Can users pick the model per chat?"
        },
        {
          "id": "auto_routing",
          "question": "Does the product route between models automatically, and is the chosen model shown?"
        },
        {
          "id": "multimodal_input",
          "question": "Which models accept images, audio or files?"
        }
      ],
      "products": [
        {
          "productId": "dust",
          "claimId": "dust:MOD-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dust offers per-message model choice and ordered auto-model lists, with access-tier and region controls.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit plan (Free/Pro/Max); Enterprise model access inherits the published catalogue; model-tier and EU eligibility separately constrained",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "providers",
              "question": "Which model providers are available?",
              "support": "supported",
              "answer": "Docs list OpenAI, Anthropic, Google, Mistral and Fireworks-served models; exact enabled models depend on workspace and tier.",
              "evidenceIds": [
                "dust:dust:models",
                "dust:dust:eu-models"
              ]
            },
            {
              "id": "current_models",
              "question": "Which current models are selectable on this plan?",
              "support": "partial",
              "answer": "The model-selection document lists GPT6.1 Sol, Claude Opus5.5/Sonnet5.5, Gemini3.8 Flash and Mistral models. Gemini4 Argon is excluded from this current-EU availability finding: its release note conflicts with the EU table, and the documented authoritative picker flag was not observed. No complete current tenant catalogue is claimed.",
              "evidenceIds": [
                "dust:dust:models",
                "dust:dust:changelog",
                "dust:dust:eu-models",
                "dust:dust:pricing"
              ]
            },
            {
              "id": "user_choice",
              "question": "Can users pick the model per chat?",
              "support": "supported",
              "answer": "The composer chooses a model for the next message; Agent Builder sets a persistent agent default.",
              "evidenceIds": [
                "dust:dust:models"
              ]
            },
            {
              "id": "auto_routing",
              "question": "Does the product route between models automatically, and is the chosen model shown?",
              "support": "supported",
              "answer": "Basic/Standard/Premium use ordered candidate lists and availability fallback, not prompt-dependent task routing. A replacement indicator names the fallback during a detected outage.",
              "evidenceIds": [
                "dust:dust:models"
              ]
            },
            {
              "id": "multimodal_input",
              "question": "Which models accept images, audio or files?",
              "support": "partial",
              "answer": "Conversation files support images, documents and audio transcripts; the exact input capability for every current model is not fully tabulated.",
              "evidenceIds": [
                "dust:dust:files"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps.",
            "The catalogue finding is restricted to named documentation entries; conflicting Gemini4 Argon EU eligibility is an explicit gap."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:models",
            "dust:dust:eu-models",
            "dust:dust:changelog",
            "dust:dust:pricing",
            "dust:dust:files"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:MOD-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The public changelog and exact agent model selection are documented; release-lag and removal notice remain unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "release_lag_days",
              "question": "What was the lag for each of the last three major releases, per provider?",
              "support": "unknown",
              "answer": "What was the lag for each of the last three major releases, per provider? The dated changelog and model-selection docs were checked; last-three-release/provider lag measurements and a fixed advance deprecation-notice period were not established.",
              "evidenceIds": []
            },
            {
              "id": "changelog",
              "question": "Is there a dated public model changelog?",
              "support": "supported",
              "answer": "The public changelog contains dated model releases including Gemini 4 Argon on October 14, 2026.",
              "evidenceIds": [
                "dust:dust:changelog"
              ]
            },
            {
              "id": "deprecation_notice",
              "question": "How much notice is given before a model is removed?",
              "support": "unknown",
              "answer": "How much notice is given before a model is removed? The dated changelog and model-selection docs were checked; last-three-release/provider lag measurements and a fixed advance deprecation-notice period were not established.",
              "evidenceIds": []
            },
            {
              "id": "version_pinning",
              "question": "Can an admin keep an older model version?",
              "support": "partial",
              "answer": "An agent can select a specific model and keeps it until changed, subject to continued provider/workspace availability. No indefinite old-version entitlement is established.",
              "evidenceIds": [
                "dust:dust:models"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:changelog",
            "dust:dust:models"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:MOD-03",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:MOD-04",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:MOD-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Admins cap models by workspace, group and member, with explicit published-agent exceptions and credit limits.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "model_allowlist_by_group",
              "question": "Can admins limit models per group?",
              "support": "supported",
              "answer": "Model access ceilings apply to the workspace, groups or individuals and cover reasoning efforts as well as auto selections.",
              "evidenceIds": [
                "dust:dust:tiers"
              ]
            },
            {
              "id": "data_bound_models",
              "question": "Can admins restrict which models receive connector or knowledge content?",
              "support": "partial",
              "answer": "EU-only mode restricts all active agents and pickers to EU-hosted models. Spaces bound knowledge and agent access; arbitrary per-data-class model rules were not established.",
              "evidenceIds": [
                "dust:dust:eu-models",
                "dust:dust:spaces"
              ]
            },
            {
              "id": "default_model",
              "question": "Can admins set the default model?",
              "support": "supported",
              "answer": "Builders configure an agent default, which may be exact or Basic/Standard/Premium. Composer changes do not edit it for others.",
              "evidenceIds": [
                "dust:dust:models"
              ]
            },
            {
              "id": "user_limits",
              "question": "What per-user message or token limits apply, and are they published?",
              "support": "supported",
              "answer": "Free seats have 500 lifetime credits, Pro 8,000/month and Max 40,000/month, plus applicable shared-pool rules and member spend limits.",
              "evidenceIds": [
                "dust:dust:credits",
                "dust:dust:credit-management"
              ]
            },
            {
              "id": "limit_behaviour",
              "question": "What happens when a limit is reached?",
              "support": "supported",
              "answer": "Members block when applicable sources/caps are exhausted. A message begun under a cap can finish above it; new messages then block. A separate root-task checkpoint can pause at 600 AWU.",
              "evidenceIds": [
                "dust:dust:credit-management",
                "dust:dust:credits"
              ]
            }
          ],
          "limitations": [
            "No two-user enforcement test. Published agents can run above member tiers if the separate admin setting permits it."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:tiers",
            "dust:dust:eu-models",
            "dust:dust:spaces",
            "dust:dust:models",
            "dust:dust:credits",
            "dust:dust:credit-management"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:KNOW-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Conversation files and code/OCR handling are documented; conflicting effective upload caps are explicitly unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "formats",
              "question": "Which formats are accepted?",
              "support": "supported",
              "answer": "Conversation uploads accept documents/PDF, text/code, Excel/CSV/TSV, images and supported audio. Direct video uploads are explicitly excluded by the limits FAQ.",
              "evidenceIds": [
                "dust:dust:files",
                "dust:dust:file-limits"
              ]
            },
            {
              "id": "limits",
              "question": "What size and count limits apply per file and chat?",
              "support": "unknown",
              "answer": "Effective image/audio/tabular maximums and file counts are unknown: Conversation Files lists5/25/50MB while File size limits lists20/100/350MB. Both mention50MB general data files, but neither resolves the actual current per-plan upload route. No logged-in upload test was performed.",
              "evidenceIds": []
            },
            {
              "id": "ocr",
              "question": "Are scanned PDFs read?",
              "support": "partial",
              "answer": "Computer documents OCR for English, French and mixed scans with page-level caveats. Drive connector itself ignores image-only files; upload to a conversation is the documented route.",
              "evidenceIds": [
                "dust:dust:computer",
                "dust:dust:drive"
              ]
            },
            {
              "id": "spreadsheets",
              "question": "Are Excel tables read with structure intact?",
              "support": "partial",
              "answer": "Computer can read, calculate and edit uploaded Excel with code. Formula/style preservation must be checked; no fixture fidelity result is available.",
              "evidenceIds": [
                "dust:dust:computer"
              ]
            },
            {
              "id": "full_vs_chunked",
              "question": "Is the whole file used or only retrieved parts, and does the user see which?",
              "support": "partial",
              "answer": "Conversation uploads are not indexed in workspace sources. Computer can inspect full files, while knowledge search retrieves relevant context; complete chunk visibility was not verified.",
              "evidenceIds": [
                "dust:dust:files",
                "dust:dust:computer",
                "dust:dust:search"
              ]
            }
          ],
          "limitations": [
            "No common PDF/scan/Excel/PowerPoint fixture run.",
            "Do not use either disputed cap set as the effective Business upload limit."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:files",
            "dust:dust:file-limits",
            "dust:dust:computer",
            "dust:dust:drive",
            "dust:dust:search"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:KNOW-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Spaces persist shared knowledge and bind it to agent tools.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "persistent_collections",
              "question": "Can users keep document collections across chats?",
              "support": "supported",
              "answer": "Open and restricted Spaces retain connected sources, folders and other data across conversations.",
              "evidenceIds": [
                "dust:dust:spaces"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can collections be shared with users, groups or the whole organisation?",
              "support": "supported",
              "answer": "Open Spaces are workspace-wide; restricted Spaces have explicit members or provisioned groups.",
              "evidenceIds": [
                "dust:dust:spaces"
              ]
            },
            {
              "id": "size_limits",
              "question": "What are the collection limits?",
              "support": "partial",
              "answer": "Business supports five Spaces and Enterprise 100. Complete per-Space storage/document quotas were not established.",
              "evidenceIds": [
                "dust:dust:spaces"
              ]
            },
            {
              "id": "assistant_binding",
              "question": "Can collections be bound to an assistant?",
              "support": "supported",
              "answer": "An agent tool can use selected Space data; Space membership governs agent visibility and use.",
              "evidenceIds": [
                "dust:dust:spaces"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:spaces"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:KNOW-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Managed content connectors coexist with MCP tools and beta imports; Microsoft content indexing is account-scoped.",
          "availability": "generally-available",
          "delivery": "official-integration",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business: up to3 connections and5 remote MCP servers; Enterprise: unlimited connection/MCP packaging; beta imports identified separately",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "microsoft_365",
              "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?",
              "support": "partial",
              "answer": "The Microsoft connection syncs selected SharePoint drives/documents within the connecting account permissions. Teams-associated SharePoint content is described; this does not establish Outlook mail or all Teams messages as indexed sources.",
              "evidenceIds": [
                "dust:dust:microsoft"
              ]
            },
            {
              "id": "google_workspace",
              "question": "Which Google sources are connected?",
              "support": "partial",
              "answer": "Drive documents, Sheets, Slides and text PDFs can sync. Gmail is separately available as an MCP tool in the credits/tool catalog, not established as the same managed content index.",
              "evidenceIds": [
                "dust:dust:drive",
                "dust:dust:credits"
              ]
            },
            {
              "id": "atlassian",
              "question": "Confluence and Jira?",
              "support": "partial",
              "answer": "Confluence indexes selected global spaces, excluding restricted pages. Jira has a beta custom import and MCP tool route; do not count the beta import as a general managed connector.",
              "evidenceIds": [
                "dust:dust:confluence",
                "dust:dust:jira",
                "dust:dust:credits"
              ]
            },
            {
              "id": "other_systems",
              "question": "Which other business systems?",
              "support": "partial",
              "answer": "Documented routes include managed Slack/Notion/GitHub and Salesforce/Zendesk/Snowflake sources/tools. BigQuery specifically uses a dedicated-service-account table-query connection: Dust keeps metadata, not a synchronized table-content index; queries stay within the chosen BigQuery dataset location and Space admins select tables. General Business/Enterprise connection limits apply; a BigQuery-specific commercial add-on is not separately specified.",
              "evidenceIds": [
                "dust:dust:sources",
                "dust:dust:credits",
                "dust:dust:r2-bigquery",
                "dust:dust:pricing"
              ]
            },
            {
              "id": "on_prem_sources",
              "question": "Can on-prem file shares or databases be connected?",
              "support": "partial",
              "answer": "Admins can connect a customer-hosted MCP server at a reachable secured URL. This is tool access, not evidence of a native SMB/file-share connector or on-premises Dust deployment.",
              "evidenceIds": [
                "dust:dust:tools"
              ]
            },
            {
              "id": "connector_provider",
              "question": "Who builds and maintains each connector?",
              "support": "supported",
              "answer": "Dust manages built-in connections; external MCP servers can be vendor/community/customer hosted and authenticated separately.",
              "evidenceIds": [
                "dust:dust:permissions",
                "dust:dust:tools"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps.",
            "Managed sources, metadata/table-query connections, MCP tools and beta imports are separate routes; no all-systems managed-index promise."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:microsoft",
            "dust:dust:drive",
            "dust:dust:credits",
            "dust:dust:confluence",
            "dust:dust:jira",
            "dust:dust:sources",
            "dust:dust:r2-bigquery",
            "dust:dust:pricing",
            "dust:dust:tools",
            "dust:dust:permissions"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:KNOW-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Knowledge access is documented through connection-account scope and Dust Spaces; per-user source-ACL mirroring is unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "source_permissions_respected",
              "question": "Are source permissions enforced per user?",
              "support": "partial",
              "answer": "Drive and Microsoft content available to Dust follows the connecting account and admin-selected data. Users then access agent knowledge through Space membership. Individual source ACL inheritance for each querying user was not established.",
              "evidenceIds": [
                "dust:dust:drive",
                "dust:dust:microsoft",
                "dust:dust:permissions"
              ]
            },
            {
              "id": "enforcement_point",
              "question": "Does the source system, a mirrored index or nothing enforce them?",
              "support": "supported",
              "answer": "Managed content is synchronized under the connection identity and gated through open/restricted Spaces; personal tool credentials are a separate per-user route.",
              "evidenceIds": [
                "dust:dust:permissions",
                "dust:dust:credentials"
              ]
            },
            {
              "id": "revocation_delay",
              "question": "How quickly does a removed permission take effect?",
              "support": "unknown",
              "answer": "How quickly does a removed permission take effect? No two-user restricted-document or revocation fixture was run. Checked connector/Space docs did not establish per-query source ACL mirrors, a source-permission revocation SLA, or Microsoft Purview-label enforcement.",
              "evidenceIds": []
            },
            {
              "id": "admin_scope_controls",
              "question": "Can admins exclude sites, folders or labels?",
              "support": "supported",
              "answer": "Admins choose connector folders/documents/sites and control restricted Space membership.",
              "evidenceIds": [
                "dust:dust:spaces",
                "dust:dust:microsoft"
              ]
            },
            {
              "id": "sensitivity_labels",
              "question": "Are Microsoft Purview or similar labels respected?",
              "support": "unknown",
              "answer": "Are Microsoft Purview or similar labels respected? No two-user restricted-document or revocation fixture was run. Checked connector/Space docs did not establish per-query source ACL mirrors, a source-permission revocation SLA, or Microsoft Purview-label enforcement.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Connector access through one account is not counted as demonstrated per-user source permission preservation."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:drive",
            "dust:dust:microsoft",
            "dust:dust:permissions",
            "dust:dust:credentials",
            "dust:dust:spaces"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:KNOW-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Managed connectors copy and synchronize content, with source-specific refresh and deletion timing.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "live_or_indexed",
              "question": "Is content searched live or copied into an index?",
              "support": "supported",
              "answer": "Connections synchronize content into Dust; conversation uploads remain scoped to the chat. MCP tools can access live services separately.",
              "evidenceIds": [
                "dust:dust:permissions",
                "dust:dust:files",
                "dust:dust:tools"
              ]
            },
            {
              "id": "sync_interval",
              "question": "How often does an index refresh?",
              "support": "supported",
              "answer": "Microsoft describes five-minute sync cycles; Drive says a few minutes; Confluence describes event updates plus an approximate hourly check.",
              "evidenceIds": [
                "dust:dust:microsoft",
                "dust:dust:drive",
                "dust:dust:confluence"
              ]
            },
            {
              "id": "deletion_propagation",
              "question": "How quickly does a deleted document disappear?",
              "support": "partial",
              "answer": "Microsoft changes/deletions appear on a subsequent sync and large batches can take longer. Drive deletions occur during its sync. No measured end-to-end bound was tested.",
              "evidenceIds": [
                "dust:dust:microsoft",
                "dust:dust:drive"
              ]
            },
            {
              "id": "index_location",
              "question": "Where is indexed content stored?",
              "support": "partial",
              "answer": "Dust markets EU or US hosting; exact per-index country, cloud provider and backup location were not established.",
              "evidenceIds": [
                "dust:dust:security"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:permissions",
            "dust:dust:files",
            "dust:dust:tools",
            "dust:dust:microsoft",
            "dust:dust:drive",
            "dust:dust:confluence",
            "dust:dust:security"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:KNOW-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Knowledge and research tools cite sources; observed retrieval quality remains unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "citations",
              "question": "Are answers linked to specific sources?",
              "support": "supported",
              "answer": "Deep-dive documents citations to documents, web pages and data queries.",
              "evidenceIds": [
                "dust:dust:deep"
              ]
            },
            {
              "id": "citation_accuracy",
              "question": "Do the cited passages support the answer?",
              "support": "unknown",
              "answer": "Do the cited passages support the answer? No multilingual shared corpus or question set was run. Citation accuracy, cross-language retrieval success, no-answer behavior and correct-answer counts remain unmeasured; model multilingual ability is not a retrieval-quality test.",
              "evidenceIds": []
            },
            {
              "id": "cross_language",
              "question": "Does a question in one language find documents in another?",
              "support": "unknown",
              "answer": "Does a question in one language find documents in another? No multilingual shared corpus or question set was run. Citation accuracy, cross-language retrieval success, no-answer behavior and correct-answer counts remain unmeasured; model multilingual ability is not a retrieval-quality test.",
              "evidenceIds": []
            },
            {
              "id": "no_answer_behaviour",
              "question": "Does it say when the corpus has no answer?",
              "support": "unknown",
              "answer": "Does it say when the corpus has no answer? No multilingual shared corpus or question set was run. Citation accuracy, cross-language retrieval success, no-answer behavior and correct-answer counts remain unmeasured; model multilingual ability is not a retrieval-quality test.",
              "evidenceIds": []
            },
            {
              "id": "observed_accuracy",
              "question": "How many of the question set were answered correctly?",
              "support": "unknown",
              "answer": "How many of the question set were answered correctly? No multilingual shared corpus or question set was run. Citation accuracy, cross-language retrieval success, no-answer behavior and correct-answer counts remain unmeasured; model multilingual ability is not a retrieval-quality test.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:deep"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:KNOW-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Agent-specific private memory persists across chats and can be viewed or deleted.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "custom_instructions",
              "question": "Can users set persistent instructions?",
              "support": "partial",
              "answer": "Agent instructions persist in the agent configuration and saved memory can contain user preferences; a separate personal global-instructions setting was not established.",
              "evidenceIds": [
                "dust:dust:builder",
                "dust:dust:memory"
              ]
            },
            {
              "id": "cross_chat_memory",
              "question": "Does the product remember facts across chats?",
              "support": "supported",
              "answer": "The Memory tool retains user-specific information across conversations per agent.",
              "evidenceIds": [
                "dust:dust:memory"
              ]
            },
            {
              "id": "user_memory_controls",
              "question": "Can users view, edit and delete memories?",
              "support": "partial",
              "answer": "Users can view and delete agent memories, which persist until deletion. Direct editing or a global personal off switch was not established.",
              "evidenceIds": [
                "dust:dust:memory"
              ]
            },
            {
              "id": "admin_memory_controls",
              "question": "Can admins turn memory off?",
              "support": "unknown",
              "answer": "Can admins turn memory off? The Agent Memory and governance guides were checked; an admin-wide switch to disable all memory was not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:builder",
            "dust:dust:memory"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:AGT-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Custom agents have instructions, models, knowledge and tools with group-governed creation and sharing.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "create_assistants",
              "question": "Can users create assistants with instructions, knowledge and tools?",
              "support": "supported",
              "answer": "Agent Builder configures instructions, models, knowledge and tools.",
              "evidenceIds": [
                "dust:dust:builder"
              ]
            },
            {
              "id": "creator_permissions",
              "question": "Can admins limit who creates them?",
              "support": "supported",
              "answer": "Create/publish agent and skill permissions can be Everyone, Groups or Admin only.",
              "evidenceIds": [
                "dust:dust:governance"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can assistants be shared with users, groups or everyone?",
              "support": "supported",
              "answer": "Agents and their knowledge access are controlled by sharing and Space memberships; group governance regulates publishing.",
              "evidenceIds": [
                "dust:dust:builder",
                "dust:dust:spaces",
                "dust:dust:governance"
              ]
            },
            {
              "id": "catalogue",
              "question": "Is there an internal assistant directory?",
              "support": "partial",
              "answer": "Published/shared agents and default agents are discoverable in the workspace; exact catalog configuration was not observed.",
              "evidenceIds": [
                "dust:dust:builder",
                "dust:dust:models"
              ]
            },
            {
              "id": "prompt_library",
              "question": "Are shared prompt templates available?",
              "support": "partial",
              "answer": "Reusable agents and skills package instructions, knowledge and tools. A separate legacy prompt-library feature is not assumed.",
              "evidenceIds": [
                "dust:dust:governance",
                "dust:dust:builder"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:builder",
            "dust:dust:governance",
            "dust:dust:spaces",
            "dust:dust:models"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:AGT-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dust supports built-in tools, customer MCP servers and personal or shared credentials.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "builtin_tools",
              "question": "Which tools are built in?",
              "support": "supported",
              "answer": "Documented tools include knowledge search, table queries, web search, Computer, images, speech and agent orchestration.",
              "evidenceIds": [
                "dust:dust:credits",
                "dust:dust:computer"
              ]
            },
            {
              "id": "custom_actions",
              "question": "Can admins add API actions?",
              "support": "supported",
              "answer": "Admins can connect customer-written MCP tools over secured publicly reachable URLs.",
              "evidenceIds": [
                "dust:dust:tools"
              ]
            },
            {
              "id": "mcp_client",
              "question": "Can it use remote MCP servers, and with what admin control?",
              "support": "supported",
              "answer": "Admins add remote MCP servers with automatic/static OAuth or bearer-token authentication and can restrict tools to skills.",
              "evidenceIds": [
                "dust:dust:tools"
              ]
            },
            {
              "id": "tool_auth",
              "question": "Do tools act as the user or as a shared account?",
              "support": "supported",
              "answer": "Shared credentials act as one service account; personal credentials use each user OAuth after initial admin setup.",
              "evidenceIds": [
                "dust:dust:credentials"
              ]
            },
            {
              "id": "tool_approval",
              "question": "Can admins approve or block tools, and can users confirm actions before they run?",
              "support": "partial",
              "answer": "Computer network domains can require user approval; dated connector releases describe approval for writes. A universal confirmation rule for every tool and unattended trigger was not established.",
              "evidenceIds": [
                "dust:dust:computer",
                "dust:dust:changelog"
              ]
            }
          ],
          "limitations": [
            "No external-tool call or access-boundary fixture was run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:credits",
            "dust:dust:computer",
            "dust:dust:tools",
            "dust:dust:credentials",
            "dust:dust:changelog"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:AGT-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Agents can search the web and run multi-step Deep-dive research.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "web_search",
              "question": "Is web search available?",
              "support": "supported",
              "answer": "Web Search & Browse runs Google queries and reads result pages.",
              "evidenceIds": [
                "dust:dust:web"
              ]
            },
            {
              "id": "admin_toggle",
              "question": "Can admins disable it per organisation or group?",
              "support": "partial",
              "answer": "Web tools are selected in agent configuration; default Deep-dive can be disabled by admins. A universal per-group web-off rule was not established.",
              "evidenceIds": [
                "dust:dust:web",
                "dust:dust:deep"
              ]
            },
            {
              "id": "search_provider",
              "question": "Which search provider handles queries, and where?",
              "support": "partial",
              "answer": "The guide calls the search a Google query. The intermediary provider and countries handling queries/crawling were not established.",
              "evidenceIds": [
                "dust:dust:web"
              ]
            },
            {
              "id": "deep_research",
              "question": "Is multi-step research with a report available?",
              "support": "supported",
              "answer": "Deep-dive plans, spawns parallel specialists and produces a research report. It searches Company Data and cannot use Table Query.",
              "evidenceIds": [
                "dust:dust:deep"
              ]
            },
            {
              "id": "web_citations",
              "question": "Are web sources cited?",
              "support": "supported",
              "answer": "Deep-dive promises citations to web and company sources.",
              "evidenceIds": [
                "dust:dust:deep"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:web",
            "dust:dust:deep"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:AGT-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Agents support schedules and webhook automation with admin-created event sources.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "workflow_builder",
              "question": "Is there a workflow or chain builder?",
              "support": "partial",
              "answer": "Agents orchestrate tools and sub-agents; external n8n and trigger workflows are documented. A separate visual multi-step chain canvas was not established.",
              "evidenceIds": [
                "dust:dust:deep",
                "dust:dust:triggers",
                "dust:dust:changelog"
              ]
            },
            {
              "id": "scheduled_tasks",
              "question": "Can prompts or assistants run on a schedule?",
              "support": "supported",
              "answer": "Agents can run on recurring schedules.",
              "evidenceIds": [
                "dust:dust:schedules"
              ]
            },
            {
              "id": "event_triggers",
              "question": "Can external events start a workflow?",
              "support": "supported",
              "answer": "Built-in webhook sources include GitHub, Jira, Linear, Zendesk and Fathom; signed custom webhooks are supported.",
              "evidenceIds": [
                "dust:dust:webhooks"
              ]
            },
            {
              "id": "builder_audience",
              "question": "Is building aimed at business users, IT or developers?",
              "support": "supported",
              "answer": "Admins connect event sources; builders/members attach filtered triggers in Agent Builder and can use natural-language trigger creation through Dust Default.",
              "evidenceIds": [
                "dust:dust:webhooks",
                "dust:dust:changelog"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:deep",
            "dust:dust:triggers",
            "dust:dust:changelog",
            "dust:dust:schedules",
            "dust:dust:webhooks"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:AGT-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Multi-step agent work and visible Deep-dive progress are documented; safety controls depend on tool and trigger.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "agent_mode",
              "question": "Is there an agent mode for multi-step tasks?",
              "support": "supported",
              "answer": "Deep-dive plans, delegates and synthesizes, and Computer can execute deterministic file/code work.",
              "evidenceIds": [
                "dust:dust:deep",
                "dust:dust:computer"
              ]
            },
            {
              "id": "visible_steps",
              "question": "Are steps and tool calls shown?",
              "support": "supported",
              "answer": "Deep-dive documentation shows reasoning and sub-agent progress in real time.",
              "evidenceIds": [
                "dust:dust:deep"
              ]
            },
            {
              "id": "side_effect_confirmation",
              "question": "Must the user confirm actions with side effects?",
              "support": "partial",
              "answer": "Computer domains may require user approval and selected connector write actions ask for approval. Pods agents can also act without a human, so universal write confirmation is not claimed.",
              "evidenceIds": [
                "dust:dust:computer",
                "dust:dust:changelog",
                "dust:dust:pods"
              ]
            },
            {
              "id": "stop_control",
              "question": "Can the user stop a running task?",
              "support": "partial",
              "answer": "The 600-AWU root-task checkpoint offers Stop or Continue. A complete general stop/rollback behavior was not tested.",
              "evidenceIds": [
                "dust:dust:credits"
              ]
            }
          ],
          "limitations": [
            "No shared gather/documents/email fixture or side-effect audit was run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:deep",
            "dust:dust:computer",
            "dust:dust:changelog",
            "dust:dust:pods",
            "dust:dust:credits"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:AGT-06",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Dust offers conversation/knowledge APIs, enforceable API-key caps and OAuth MCP access.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "api"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business conversation API; Enterprise adds Data Source API per pricing; MCP subject to workspace enablement",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "api",
                "name": "Dust APIs and MCP server",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_api",
              "question": "Is there an API for chat and assistants?",
              "support": "supported",
              "answer": "Documented APIs retrieve/create conversations and messages with scoped API keys.",
              "evidenceIds": [
                "dust:dust:get-conversation",
                "dust:dust:api-keys"
              ]
            },
            {
              "id": "knowledge_api",
              "question": "Can documents be loaded through an API?",
              "support": "supported",
              "answer": "The data-source API upserts documents into scoped data sources.",
              "evidenceIds": [
                "dust:dust:upsert"
              ]
            },
            {
              "id": "api_governance",
              "question": "Do audit, budgets and model rules apply to API use?",
              "support": "supported",
              "answer": "Per-key caps reject further API usage at the limit. Model overrides obey workspace/tier rules; programmatic usage uses the workspace pool and does not count toward beta pooled group budgets.",
              "evidenceIds": [
                "dust:dust:api-keys",
                "dust:dust:models",
                "dust:dust:credit-management"
              ]
            },
            {
              "id": "mcp_server",
              "question": "Does the product expose itself to other agents over MCP?",
              "support": "supported",
              "answer": "Global and EU MCP URLs expose authorized Dust knowledge, conversations, agents, files and Pods via OAuth; admins can disable access and control redirects.",
              "evidenceIds": [
                "dust:dust:mcp-server"
              ]
            }
          ],
          "limitations": [],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:get-conversation",
            "dust:dust:api-keys",
            "dust:dust:upsert",
            "dust:dust:models",
            "dust:dust:credit-management",
            "dust:dust:mcp-server"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:WORK-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Web, browser extension and Teams access are documented; native desktop/mobile availability remains unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web",
              "extension"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              },
              {
                "id": "extension",
                "name": "Dust browser extension",
                "type": "browser-extension"
              }
            ]
          },
          "questions": [
            {
              "id": "web",
              "question": "Is a full web client available?",
              "support": "supported",
              "answer": "Dust provides the hosted web workspace, including the EU region.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:models"
              ]
            },
            {
              "id": "desktop_apps",
              "question": "Windows and macOS apps?",
              "support": "unknown",
              "answer": "Windows and macOS apps? The documentation index, extension page, pricing and integration guides were checked. Native Windows/macOS apps, iOS/Android SSO apps, managed MDM configuration and a mobile parity matrix were not established.",
              "evidenceIds": []
            },
            {
              "id": "mobile_apps",
              "question": "iOS and Android apps with SSO?",
              "support": "unknown",
              "answer": "iOS and Android apps with SSO? The documentation index, extension page, pricing and integration guides were checked. Native Windows/macOS apps, iOS/Android SSO apps, managed MDM configuration and a mobile parity matrix were not established.",
              "evidenceIds": []
            },
            {
              "id": "browser_extension",
              "question": "Is there a browser extension or sidebar?",
              "support": "supported",
              "answer": "The extension guide covers Chrome, Firefox and Chromium browsers.",
              "evidenceIds": [
                "dust:dust:browser"
              ]
            },
            {
              "id": "managed_deployment",
              "question": "Can IT deploy and configure clients through MDM?",
              "support": "unknown",
              "answer": "Can IT deploy and configure clients through MDM? The documentation index, extension page, pricing and integration guides were checked. Native Windows/macOS apps, iOS/Android SSO apps, managed MDM configuration and a mobile parity matrix were not established.",
              "evidenceIds": []
            },
            {
              "id": "client_feature_gaps",
              "question": "Which features are missing on mobile?",
              "support": "unknown",
              "answer": "Which features are missing on mobile? The documentation index, extension page, pricing and integration guides were checked. Native Windows/macOS apps, iOS/Android SSO apps, managed MDM configuration and a mobile parity matrix were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:models",
            "dust:dust:browser"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:WORK-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "An official Teams integration runs agents in Teams; document connectors do not imply Office add-ins.",
          "availability": "generally-available",
          "delivery": "official-integration",
          "scope": {
            "surfaceIds": [
              "teams"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "teams",
                "name": "Dust in Microsoft Teams",
                "type": "teams-app"
              }
            ]
          },
          "questions": [
            {
              "id": "word_excel_powerpoint",
              "question": "Does it work inside Word, Excel and PowerPoint?",
              "support": "unknown",
              "answer": "Does it work inside Word, Excel and PowerPoint? Teams and Microsoft connector guides were checked. Embedded assistance inside Word/Excel/PowerPoint, Outlook, Docs/Sheets/Gmail was not established; MCP tool access is recorded separately.",
              "evidenceIds": []
            },
            {
              "id": "outlook",
              "question": "Does it work inside Outlook?",
              "support": "unknown",
              "answer": "Does it work inside Outlook? Teams and Microsoft connector guides were checked. Embedded assistance inside Word/Excel/PowerPoint, Outlook, Docs/Sheets/Gmail was not established; MCP tool access is recorded separately.",
              "evidenceIds": []
            },
            {
              "id": "teams",
              "question": "Is there a Teams app or bot?",
              "support": "supported",
              "answer": "Dust in Teams has an official integration guide and admin setup.",
              "evidenceIds": [
                "dust:dust:teams"
              ]
            },
            {
              "id": "google_workspace_apps",
              "question": "Does it work inside Docs, Sheets or Gmail?",
              "support": "unknown",
              "answer": "Does it work inside Docs, Sheets or Gmail? Teams and Microsoft connector guides were checked. Embedded assistance inside Word/Excel/PowerPoint, Outlook, Docs/Sheets/Gmail was not established; MCP tool access is recorded separately.",
              "evidenceIds": []
            },
            {
              "id": "licence_prerequisites",
              "question": "Which licences or consents are needed?",
              "support": "partial",
              "answer": "The Teams guide requires integration/admin authorization in a Dust workspace. Extra Microsoft/Dust licence charges were not established.",
              "evidenceIds": [
                "dust:dust:teams"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:teams"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:WORK-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Agents can perform language work, but document-translation fidelity and controlled terminology are untested.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "document_translation",
              "question": "Can whole documents be translated with formatting kept?",
              "support": "unknown",
              "answer": "Can whole documents be translated with formatting kept? Builder, file-processing and language documentation were checked. Whole-document translation with layout retention, a dedicated engine, company glossaries, formality/de-CH controls and DE-to-FR/IT fixture outcomes were not established.",
              "evidenceIds": []
            },
            {
              "id": "translation_engine",
              "question": "Which engine translates?",
              "support": "unknown",
              "answer": "Which engine translates? Builder, file-processing and language documentation were checked. Whole-document translation with layout retention, a dedicated engine, company glossaries, formality/de-CH controls and DE-to-FR/IT fixture outcomes were not established.",
              "evidenceIds": []
            },
            {
              "id": "glossaries",
              "question": "Are company glossaries supported?",
              "support": "unknown",
              "answer": "Are company glossaries supported? Builder, file-processing and language documentation were checked. Whole-document translation with layout retention, a dedicated engine, company glossaries, formality/de-CH controls and DE-to-FR/IT fixture outcomes were not established.",
              "evidenceIds": []
            },
            {
              "id": "formality_and_variants",
              "question": "Can formality and regional variants (de-CH) be set?",
              "support": "unknown",
              "answer": "Can formality and regional variants (de-CH) be set? Builder, file-processing and language documentation were checked. Whole-document translation with layout retention, a dedicated engine, company glossaries, formality/de-CH controls and DE-to-FR/IT fixture outcomes were not established.",
              "evidenceIds": []
            },
            {
              "id": "writing_tools",
              "question": "Are dedicated rewrite and proofreading tools available?",
              "support": "partial",
              "answer": "Configurable agent instructions and Computer document editing support writing workflows; a separate dedicated proofreading product was not established.",
              "evidenceIds": [
                "dust:dust:builder",
                "dust:dust:computer"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:builder",
            "dust:dust:computer"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:WORK-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Image tools use reference images and parallel generation; exact model and output-right terms need further evidence.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "image_generation",
              "question": "Can users generate images, with which models?",
              "support": "partial",
              "answer": "Image Generation is a configurable agent capability with SynthID-marked output. The exact current model identifier is not named in the checked guide.",
              "evidenceIds": [
                "dust:dust:images"
              ]
            },
            {
              "id": "image_editing",
              "question": "Can users edit uploaded images?",
              "support": "partial",
              "answer": "Uploaded and prior generated images can be used as references, with up to 14 references. Precise inpainting/masking controls were not established.",
              "evidenceIds": [
                "dust:dust:images"
              ]
            },
            {
              "id": "admin_control",
              "question": "Can admins restrict image generation?",
              "support": "partial",
              "answer": "Builders enable image tools in an agent, while group governance controls who creates/publishes agents. A separate organization/group image-off switch was not established.",
              "evidenceIds": [
                "dust:dust:images",
                "dust:dust:governance"
              ]
            },
            {
              "id": "usage_terms",
              "question": "What usage rights apply to output?",
              "support": "unknown",
              "answer": "What usage rights apply to output? The image guide and legal entry points were checked. Current model identifier, per-image tariff and contractual output usage rights were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:images",
            "dust:dust:governance"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:WORK-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Speech generation and meeting-transcript integrations are documented; live voice and Swiss German recognition remain unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "dictation",
              "question": "Can users dictate prompts?",
              "support": "unknown",
              "answer": "Can users dictate prompts? Speech, upload and meeting guides were checked. Prompt dictation, live two-way voice, Swiss German accuracy and audio-processing countries were not established.",
              "evidenceIds": []
            },
            {
              "id": "read_aloud",
              "question": "Can answers be read aloud?",
              "support": "partial",
              "answer": "Speech Generator converts written text to MP3 audio with selectable voices/languages; a one-click read-aloud mode for all responses was not established.",
              "evidenceIds": [
                "dust:dust:speech"
              ]
            },
            {
              "id": "voice_conversation",
              "question": "Is a live voice mode available?",
              "support": "unknown",
              "answer": "Is a live voice mode available? Speech, upload and meeting guides were checked. Prompt dictation, live two-way voice, Swiss German accuracy and audio-processing countries were not established.",
              "evidenceIds": []
            },
            {
              "id": "meeting_summaries",
              "question": "Are meetings transcribed and summarised?",
              "support": "supported",
              "answer": "Connected Granola/Fathom/Gong/Praiz transcripts can feed summaries; private Gong transcripts are excluded. This is not a native meeting recorder claim.",
              "evidenceIds": [
                "dust:dust:meetings"
              ]
            },
            {
              "id": "swiss_german_speech",
              "question": "Is Swiss German speech recognised?",
              "support": "unknown",
              "answer": "Is Swiss German speech recognised? Speech, upload and meeting guides were checked. Prompt dictation, live two-way voice, Swiss German accuracy and audio-processing countries were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:speech",
            "dust:dust:meetings"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:WORK-06",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Computer executes analysis and creates real Office files; Frames provide editable interactive output.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "data_analysis",
              "question": "Can it analyse spreadsheets with executed code?",
              "support": "supported",
              "answer": "Computer executes code to inspect and transform Excel/CSV, compute every-row results and return edited workbooks.",
              "evidenceIds": [
                "dust:dust:computer"
              ]
            },
            {
              "id": "charts",
              "question": "Can it produce charts?",
              "support": "supported",
              "answer": "Computer documents chart generation from spreadsheet data and inclusion in reports/decks.",
              "evidenceIds": [
                "dust:dust:computer"
              ]
            },
            {
              "id": "office_file_output",
              "question": "Can it create Word, Excel or PowerPoint files?",
              "support": "supported",
              "answer": "Computer creates/edits Word, Excel and PowerPoint files and returns downloadable artifacts, with fidelity caveats.",
              "evidenceIds": [
                "dust:dust:computer"
              ]
            },
            {
              "id": "canvas_editing",
              "question": "Is there a document or canvas editor for iterating on output?",
              "support": "supported",
              "answer": "Frames are persistent interactive content that can be revised through agents and shared.",
              "evidenceIds": [
                "dust:dust:frames"
              ]
            }
          ],
          "limitations": [
            "No Excel/PowerPoint fixture or artifact fidelity test. File Generation is deprecated in favor of Computer as of October 14, 2026."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:computer",
            "dust:dust:frames"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:WORK-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Pods provide shared team conversations, files and tasks; source-sharing effects still need testing.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "share_chats",
              "question": "Can chats be shared inside the organisation?",
              "support": "supported",
              "answer": "Pod conversations are visible to all members, who can contribute.",
              "evidenceIds": [
                "dust:dust:pod-chats"
              ]
            },
            {
              "id": "team_spaces",
              "question": "Are shared projects or workspaces available?",
              "support": "supported",
              "answer": "Open/Restricted Pods group conversations, files and tasks; restricted access is invite-only.",
              "evidenceIds": [
                "dust:dust:pods"
              ]
            },
            {
              "id": "group_chat",
              "question": "Can several people chat together with the AI?",
              "support": "supported",
              "answer": "Teammates and agents participate in the same Pod thread and can be mentioned.",
              "evidenceIds": [
                "dust:dust:pod-chats"
              ]
            },
            {
              "id": "share_permission_boundary",
              "question": "Does sharing respect the recipient's access to sources?",
              "support": "partial",
              "answer": "All Pod members read conversation contents. Spaces restrict source/agent use and personal tools act under their user; recipient-safe redaction of previously generated text was not established.",
              "evidenceIds": [
                "dust:dust:pod-chats",
                "dust:dust:permissions",
                "dust:dust:credentials"
              ]
            }
          ],
          "limitations": [
            "No cross-group sharing fixture. Do not infer source-ACL propagation from Pod membership."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pod-chats",
            "dust:dust:pods",
            "dust:dust:permissions",
            "dust:dust:credentials"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:WORK-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "German and French UI releases are documented alongside English, with remaining English areas.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "ui_languages",
              "question": "Which UI languages are offered?",
              "support": "supported",
              "answer": "October 21, 2026 release adds German; October 16 adds French alongside English US/UK, across product, Frames, extension, Sidekick and Slack/Teams.",
              "evidenceIds": [
                "dust:dust:changelog"
              ]
            },
            {
              "id": "dach_language_quality",
              "question": "Are German, French and Italian UIs complete and natural?",
              "support": "partial",
              "answer": "Release notes explicitly leave agent/skill names and instructions in English. German/French naturalness and completeness were not observed; Italian UI was not established.",
              "evidenceIds": [
                "dust:dust:changelog"
              ]
            },
            {
              "id": "accessibility_statement",
              "question": "Is there a WCAG conformance statement?",
              "support": "unknown",
              "answer": "Is there a WCAG conformance statement? The dated locale announcements were checked; Italian UI and a WCAG conformance statement/report were not established.",
              "evidenceIds": []
            },
            {
              "id": "admin_ui_languages",
              "question": "Is the admin interface available in German?",
              "support": "partial",
              "answer": "Admins can set a workspace default language. A complete German admin-screen walkthrough was not observed.",
              "evidenceIds": [
                "dust:dust:changelog"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:changelog"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:ADM-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "SAML SSO can be enforced; Business offers it from five seats on demand.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "sso_protocols",
              "question": "Which SSO protocols and identity providers work?",
              "support": "supported",
              "answer": "SAML SSO is documented, with Okta, Entra ID and JumpCloud named on pricing. Enterprise marketing also names OIDC; a full provider/protocol matrix was not verified.",
              "evidenceIds": [
                "dust:dust:sso",
                "dust:dust:pricing",
                "dust:dust:enterprise"
              ]
            },
            {
              "id": "sso_plan",
              "question": "Which plan includes SSO?",
              "support": "supported",
              "answer": "Business pricing lists SSO for 5+ seats on demand; Enterprise includes it.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            },
            {
              "id": "mfa",
              "question": "Can MFA be enforced?",
              "support": "partial",
              "answer": "Enforced SAML routes sign-in through the IdP. Specific MFA enforcement behavior was not tested or established in the checked setup guide.",
              "evidenceIds": [
                "dust:dust:sso"
              ]
            },
            {
              "id": "conditional_access",
              "question": "Do Entra conditional-access policies apply?",
              "support": "unknown",
              "answer": "Do Entra conditional-access policies apply? SSO and plan guides were checked; conditional-access compatibility and verified-domain capture/migration semantics were not established.",
              "evidenceIds": []
            },
            {
              "id": "domain_capture",
              "question": "Can the company claim its email domain?",
              "support": "unknown",
              "answer": "Can the company claim its email domain? SSO and plan guides were checked; conditional-access compatibility and verified-domain capture/migration semantics were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "No self-serve SSO login test."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:sso",
            "dust:dust:pricing",
            "dust:dust:enterprise"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:ADM-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise SCIM and group roles are documented, with specific annual-seat reclaim behavior.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Enterprise for SCIM; seat-management differences stated",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "scim",
              "question": "Is SCIM provisioning supported?",
              "support": "supported",
              "answer": "SCIM 2.0 creates, updates and deactivates users from an IdP as an Enterprise feature.",
              "evidenceIds": [
                "dust:dust:provision"
              ]
            },
            {
              "id": "group_sync",
              "question": "Are identity-provider groups synced?",
              "support": "supported",
              "answer": "Provisioned IdP groups govern Space access and can map to Admin/Manager roles.",
              "evidenceIds": [
                "dust:dust:provision",
                "dust:dust:spaces"
              ]
            },
            {
              "id": "jit_provisioning",
              "question": "Are users created at first login?",
              "support": "unknown",
              "answer": "Are users created at first login? Provisioning and seat docs were checked. First-login JIT creation and complete leaver-data transfer were not established.",
              "evidenceIds": []
            },
            {
              "id": "deprovisioning",
              "question": "What happens to a removed user's data and shared assets?",
              "support": "partial",
              "answer": "SCIM deactivates users; removal/reassignment affects seats but exact chat/agent/knowledge ownership transfer was not tested.",
              "evidenceIds": [
                "dust:dust:provision",
                "dust:dust:seats"
              ]
            },
            {
              "id": "seat_assignment",
              "question": "Can admins assign and reclaim seats?",
              "support": "supported",
              "answer": "Admins assign seat types independent of roles. Unassigned members cannot interact with agents; annual seats return to stock, and already-granted credits can persist to period end.",
              "evidenceIds": [
                "dust:dust:seats"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:provision",
            "dust:dust:spaces",
            "dust:dust:seats"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:ADM-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dust separates Admin, Manager, Member and group-manager permissions and supports restricted knowledge spaces.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_roles",
              "question": "Which admin roles exist, and can admin rights be delegated?",
              "support": "supported",
              "answer": "Admins control all governance; Managers delegate member/group/usage administration; group managers administer selected groups.",
              "evidenceIds": [
                "dust:dust:governance"
              ]
            },
            {
              "id": "groups",
              "question": "Can permissions be set per group?",
              "support": "supported",
              "answer": "Permissions go to manual or provisioned groups using Everyone, Groups or Admin-only modes. Multiple grants combine additively.",
              "evidenceIds": [
                "dust:dust:governance"
              ]
            },
            {
              "id": "feature_toggles",
              "question": "Which features can be switched on or off per group?",
              "support": "partial",
              "answer": "Group controls cover agent/skill creation and publishing, automation charging, billing/security and model ceilings. An exhaustive per-feature toggle matrix for uploads/web/images was not established.",
              "evidenceIds": [
                "dust:dust:governance",
                "dust:dust:tiers"
              ]
            },
            {
              "id": "multi_entity",
              "question": "Can subsidiaries or departments be separated within one contract?",
              "support": "partial",
              "answer": "Restricted Spaces and Pods separate audiences inside a workspace; separate legal/subsidiary tenant boundaries within one contract were not established.",
              "evidenceIds": [
                "dust:dust:spaces",
                "dust:dust:pods"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:governance",
            "dust:dust:tiers",
            "dust:dust:spaces",
            "dust:dust:pods"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:ADM-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Consumption analytics has detailed attribution and exports without message content.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "adoption_dashboard",
              "question": "Is there an adoption dashboard?",
              "support": "partial",
              "answer": "Pricing lists usage/adoption reporting; the Analytics guide focuses on credit consumption and attribution rather than a complete active-user adoption scorecard.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:analytics"
              ]
            },
            {
              "id": "breakdowns",
              "question": "Can usage be broken down by group, model, feature and assistant?",
              "support": "supported",
              "answer": "Analytics filters/ranks agents, members, groups, models, tools, sources, API keys, skills and Pods. Group attribution may count a member in several groups.",
              "evidenceIds": [
                "dust:dust:analytics"
              ]
            },
            {
              "id": "export",
              "question": "Can usage data be exported?",
              "support": "supported",
              "answer": "Raw CSV consumption export and API analytics export are documented, with workspace enablement and key-scope restrictions.",
              "evidenceIds": [
                "dust:dust:analytics"
              ]
            },
            {
              "id": "privacy_modes",
              "question": "Can per-person reporting be limited or pseudonymised?",
              "support": "partial",
              "answer": "Analytics exports omit message content, but contain member/message/conversation identifiers. Pseudonymous or works-council privacy modes were not established.",
              "evidenceIds": [
                "dust:dust:analytics"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:analytics"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:ADM-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Credit plans offer consumption visibility, member limits and plan-specific pooled budgets, with programmatic exceptions.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_visibility",
              "question": "Can admins see cost or consumption per user and group?",
              "support": "supported",
              "answer": "Analytics and Credits show consumed credits by member, group, model, tool and agent. Credits are not assumed to be invoice currency.",
              "evidenceIds": [
                "dust:dust:analytics",
                "dust:dust:credit-management"
              ]
            },
            {
              "id": "budgets",
              "question": "Can budgets be set per user or group?",
              "support": "supported",
              "answer": "Members have shared-pool spend limits; beta group budgets require Enterprise Pooled. Programmatic monthly and API-key caps are separate.",
              "evidenceIds": [
                "dust:dust:credit-management",
                "dust:dust:api-keys"
              ]
            },
            {
              "id": "budget_enforcement",
              "question": "Does reaching a budget alert, block or downgrade?",
              "support": "supported",
              "answer": "Pool limits/group budgets block further requests; an in-progress message can finish above its starting cap. API calls reject at per-key caps. Optional automatic seat upgrades may increase billed subscriptions.",
              "evidenceIds": [
                "dust:dust:credit-management",
                "dust:dust:api-keys"
              ]
            },
            {
              "id": "chargeback",
              "question": "Can costs be exported per cost centre?",
              "support": "partial",
              "answer": "Consumption CSV includes groups and identifiers, but group attribution can duplicate usage and is not a guaranteed invoice-ready cost-center chargeback.",
              "evidenceIds": [
                "dust:dust:analytics"
              ]
            }
          ],
          "limitations": [
            "Group budgets are beta and exclude programmatic usage. No budget fixture test."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:analytics",
            "dust:dust:credit-management",
            "dust:dust:api-keys"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:ADM-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise has documented event logs and SIEM delivery; content logging and legal hold remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web",
              "api"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Enterprise",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              },
              {
                "id": "api",
                "name": "Dust APIs and MCP server",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_events",
              "question": "Are admin and security events logged?",
              "support": "supported",
              "answer": "Enterprise Audit Logs record significant admin/security, user, API-key, system and tool events with timestamps, targets and actor metadata.",
              "evidenceIds": [
                "dust:dust:audit"
              ]
            },
            {
              "id": "content_logging",
              "question": "Can prompts and answers be retained for compliance, and is it configurable?",
              "support": "unknown",
              "answer": "Can prompts and answers be retained for compliance, and is it configurable? Audit, analytics and public legal entry points were checked. Prompt/response compliance capture, eDiscovery/legal hold and detailed log-integrity implementation/retention contract were not established.",
              "evidenceIds": []
            },
            {
              "id": "siem_export",
              "question": "Can logs stream to a SIEM or be exported?",
              "support": "supported",
              "answer": "CSV export and continuous destinations include Datadog, Splunk, S3, GCS and custom HTTPS.",
              "evidenceIds": [
                "dust:dust:audit"
              ]
            },
            {
              "id": "ediscovery",
              "question": "Are eDiscovery and legal hold supported?",
              "support": "unknown",
              "answer": "Are eDiscovery and legal hold supported? Audit, analytics and public legal entry points were checked. Prompt/response compliance capture, eDiscovery/legal hold and detailed log-integrity implementation/retention contract were not established.",
              "evidenceIds": []
            },
            {
              "id": "log_retention",
              "question": "How long are logs kept?",
              "support": "partial",
              "answer": "Enterprise marketing states 365-day audit retention; no underlying report/contract or configurable retention details were retrieved.",
              "evidenceIds": [
                "dust:dust:enterprise"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:audit",
            "dust:dust:enterprise"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:ADM-07",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:ADM-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Agents have persistent instructions and workspace governance; broad enforced content-policy administration is unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "org_instructions",
              "question": "Can admins set organisation-wide instructions?",
              "support": "partial",
              "answer": "Admins/builders configure agent instructions; an enforced single organization-wide instruction applied to every agent/message was not established.",
              "evidenceIds": [
                "dust:dust:builder",
                "dust:dust:governance"
              ]
            },
            {
              "id": "usage_notice",
              "question": "Can users be required to accept a usage policy?",
              "support": "unknown",
              "answer": "Can users be required to accept a usage policy? Agent, governance and security pages were checked. Mandatory usage-policy acknowledgement and administrator policy-violation reporting were not established.",
              "evidenceIds": []
            },
            {
              "id": "content_filters",
              "question": "Are content filters configurable?",
              "support": "partial",
              "answer": "Image Generation documents NSFW/celebrity safety filtering. Custom organization-wide topic/content rules were not established.",
              "evidenceIds": [
                "dust:dust:images"
              ]
            },
            {
              "id": "violation_reporting",
              "question": "Are policy hits visible to admins?",
              "support": "unknown",
              "answer": "Are policy hits visible to admins? Agent, governance and security pages were checked. Mandatory usage-policy acknowledgement and administrator policy-violation reporting were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:builder",
            "dust:dust:governance",
            "dust:dust:images"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:DATA-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "EU workspace and EU model controls are distinct from general hosting and global subprocessing.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "storage_region",
              "question": "Where are chats, files and indexes stored?",
              "support": "partial",
              "answer": "Pricing/security advertise EU or US workspace hosting. Exact cloud provider, storage country and index location were not established.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:security"
              ]
            },
            {
              "id": "inference_region",
              "question": "Where do model calls run, per provider?",
              "support": "supported",
              "answer": "EU credit-priced workspaces using Dust-hosted models can enable EU-hosted models only after all active agents comply. BYOK is outside this setting; not every model is eligible.",
              "evidenceIds": [
                "dust:dust:eu-models"
              ]
            },
            {
              "id": "backups_logs_region",
              "question": "Where are backups, logs and telemetry?",
              "support": "unknown",
              "answer": "Where are backups, logs and telemetry? Hosting, EU-model and privacy pages were checked. Backup/log/telemetry countries, customer-content support-access geography and Swiss hosting were not established.",
              "evidenceIds": []
            },
            {
              "id": "support_access_region",
              "question": "From where can vendor staff access data?",
              "support": "partial",
              "answer": "The controller privacy policy permits non-EEA access/processing including the US; it does not establish customer-content support access by staff country.",
              "evidenceIds": [
                "dust:dust:privacy"
              ]
            },
            {
              "id": "swiss_hosting",
              "question": "Is Swiss hosting available?",
              "support": "unknown",
              "answer": "Is Swiss hosting available? Hosting, EU-model and privacy pages were checked. Backup/log/telemetry countries, customer-content support-access geography and Swiss hosting were not established.",
              "evidenceIds": []
            },
            {
              "id": "residency_plan",
              "question": "Which plan or option provides residency?",
              "support": "supported",
              "answer": "Business and Enterprise list EU/US residency; EU-only model restrictions additionally require EU region and credit pricing with Dust model hosting.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:eu-models"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:security",
            "dust:dust:eu-models",
            "dust:dust:privacy"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:DATA-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Hosted Business and Enterprise single-tenant offers are public; supported customer-operated whole-platform modes are unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web",
              "enterprise-single"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": null,
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              },
              {
                "id": "enterprise-single",
                "name": "Dust Enterprise single-tenant deployment",
                "type": "managed-server"
              }
            ]
          },
          "questions": [
            {
              "id": "multi_tenant_saas",
              "question": "Is a shared SaaS offered?",
              "support": "partial",
              "answer": "Business is a self-serve hosted workspace; exact shared-infrastructure isolation architecture is not documented in the checked pages.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:privacy"
              ]
            },
            {
              "id": "dedicated_instance",
              "question": "Is a dedicated single-tenant instance offered, from what size?",
              "support": "supported",
              "answer": "Enterprise pricing advertises single-tenant deployment. Numerical seat/spend minimum, supported countries and operating terms were not established.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            },
            {
              "id": "customer_cloud",
              "question": "Can it run in the customer's own cloud account, from what size?",
              "support": "unknown",
              "answer": "Can it run in the customer's own cloud account, from what size? Pricing, security and the public repository were checked. Customer-cloud, whole-platform on-premise/air-gapped support and their thresholds were not established; MIT source alone does not promise a supported product deployment.",
              "evidenceIds": []
            },
            {
              "id": "on_premise",
              "question": "Can the whole platform run on customer infrastructure, from what size?",
              "support": "unknown",
              "answer": "Can the whole platform run on customer infrastructure, from what size? Pricing, security and the public repository were checked. Customer-cloud, whole-platform on-premise/air-gapped support and their thresholds were not established; MIT source alone does not promise a supported product deployment.",
              "evidenceIds": []
            },
            {
              "id": "air_gapped",
              "question": "Can it run without internet access?",
              "support": "unknown",
              "answer": "Can it run without internet access? Pricing, security and the public repository were checked. Customer-cloud, whole-platform on-premise/air-gapped support and their thresholds were not established; MIT source alone does not promise a supported product deployment.",
              "evidenceIds": []
            },
            {
              "id": "mode_feature_gaps",
              "question": "Which features are missing outside SaaS?",
              "support": "partial",
              "answer": "Business/Enterprise packaging differs in connectors, MCP, Spaces, APIs and governance. No customer-operated hosting feature-parity contract was established.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:privacy"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:DATA-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dust publishes no-training and provider-retention claims; the customer DPA was not retrieved.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "vendor_training",
              "question": "Does the vendor train on customer content?",
              "support": "partial",
              "answer": "The security page claims customer data is never used for model training. This remains vendor-claimed because no customer DPA/contract clause was retrieved.",
              "evidenceIds": [
                "dust:dust:security"
              ]
            },
            {
              "id": "provider_training",
              "question": "Do model providers train on it under this product's contracts?",
              "support": "partial",
              "answer": "The privacy policy names OpenAI, Anthropic, Mistral, Google and Fireworks as prohibited from training on customer/personal content; BYOK arrangements need separate confirmation.",
              "evidenceIds": [
                "dust:dust:training-policy"
              ]
            },
            {
              "id": "provider_retention",
              "question": "How long do model providers keep prompts, including for abuse monitoring?",
              "support": "partial",
              "answer": "The policy states providers do not log Customer Content for human review or save it to disk. Exception/abuse-retention periods were not established from customer contracts.",
              "evidenceIds": [
                "dust:dust:training-policy"
              ]
            },
            {
              "id": "zero_retention",
              "question": "Is zero data retention available, and on which plan?",
              "support": "partial",
              "answer": "Security and privacy pages assert provider zero retention, but applicable plan/model exceptions were not contract-verified.",
              "evidenceIds": [
                "dust:dust:security",
                "dust:dust:training-policy"
              ]
            },
            {
              "id": "human_review",
              "question": "Can provider staff review content?",
              "support": "partial",
              "answer": "The published policy says listed providers do not log Customer Content for human review. This is a vendor assertion, not an independently reviewed model-provider contract.",
              "evidenceIds": [
                "dust:dust:training-policy"
              ]
            }
          ],
          "limitations": [
            "Controller privacy-policy scope is distinct from processor DPA coverage."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:security",
            "dust:dust:training-policy"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:DATA-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Some user deletion and memory retention behavior is documented; tenant-wide retention schedules remain open.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "default_retention",
              "question": "What is retained and for how long by default?",
              "support": "partial",
              "answer": "Agent memories persist until manually deleted. This does not define default retention for all conversations, files, indexes or logs.",
              "evidenceIds": [
                "dust:dust:memory"
              ]
            },
            {
              "id": "admin_retention",
              "question": "Can admins set retention periods?",
              "support": "partial",
              "answer": "Enterprise pricing offers custom data retention; periods, deletion mechanics and exceptions were not retrieved.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            },
            {
              "id": "user_deletion",
              "question": "Can users delete their chats and files permanently?",
              "support": "partial",
              "answer": "Users can delete conversations and agent memories. Backup erasure timing and all attached-file deletion behavior were not established.",
              "evidenceIds": [
                "dust:dust:delete-chat",
                "dust:dust:memory"
              ]
            },
            {
              "id": "contract_end_deletion",
              "question": "What is deleted at contract end, and when?",
              "support": "unknown",
              "answer": "What is deleted at contract end, and when? Conversation/memory docs, Enterprise pricing and unreadable legal entry points were checked. Contract-end erasure timing and complete storage/index/log retention defaults remain unknown.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:memory",
            "dust:dust:pricing",
            "dust:dust:delete-chat"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:DATA-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dust identifies a French operating entity; customer subprocessor inventory and notice rules remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "subprocessor_list",
              "question": "Is a dated sub-processor list published?",
              "support": "unknown",
              "answer": "Is a dated sub-processor list published? The privacy policy refers to a Sub-Processors list, but the official Terms/Notion and trust-center routes were not readable. A dated customer-processor list, complete countries and change-notification rules were not established.",
              "evidenceIds": []
            },
            {
              "id": "subprocessor_countries",
              "question": "Which countries do sub-processors operate in?",
              "support": "unknown",
              "answer": "Which countries do sub-processors operate in? The privacy policy refers to a Sub-Processors list, but the official Terms/Notion and trust-center routes were not readable. A dated customer-processor list, complete countries and change-notification rules were not established.",
              "evidenceIds": []
            },
            {
              "id": "change_notification",
              "question": "Are customers notified of sub-processor changes?",
              "support": "unknown",
              "answer": "Are customers notified of sub-processor changes? The privacy policy refers to a Sub-Processors list, but the official Terms/Notion and trust-center routes were not readable. A dated customer-processor list, complete countries and change-notification rules were not established.",
              "evidenceIds": []
            },
            {
              "id": "parent_jurisdiction",
              "question": "Which jurisdiction governs the vendor and its parent?",
              "support": "partial",
              "answer": "The public policy identifies Permutation Labs at a Paris, France address. A separate parent company or controlling entity was not established.",
              "evidenceIds": [
                "dust:dust:privacy"
              ]
            },
            {
              "id": "transfer_mechanism",
              "question": "Which transfer mechanism applies to non-EU/CH processing?",
              "support": "partial",
              "answer": "For its controller processing, the privacy policy describes adequacy or EU SCC safeguards for non-EU transfers, including the US. Customer processor transfer terms were not retrieved.",
              "evidenceIds": [
                "dust:dust:privacy"
              ]
            },
            {
              "id": "government_access_policy",
              "question": "Is there a published government-access or transparency policy?",
              "support": "partial",
              "answer": "The controller policy allows legally required disclosure to authorities; a dedicated government-request transparency policy for customer content was not established.",
              "evidenceIds": [
                "dust:dust:privacy"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:privacy"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:DATA-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise offers custom MSA/DPA terms, while the underlying legal materials were inaccessible.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "dpa",
              "question": "Is a DPA available, and is it negotiable?",
              "support": "partial",
              "answer": "Enterprise pricing explicitly offers custom MSA/DPA terms. The form, sign-up incorporation and negotiability boundaries were not inspected.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            },
            {
              "id": "revdsg_gdpr",
              "question": "Does the DPA cover revDSG and GDPR?",
              "support": "partial",
              "answer": "Marketing and privacy materials reference GDPR; explicit Swiss revDSG coverage in the customer DPA was not established.",
              "evidenceIds": [
                "dust:dust:security",
                "dust:dust:privacy"
              ]
            },
            {
              "id": "governing_law",
              "question": "Which law and court govern the contract?",
              "support": "unknown",
              "answer": "Which law and court govern the contract? Official Terms & Policies redirects to a Notion page that returned no readable terms; trust.dust.com also exposed no report text. Governing law/court and EU AI Act technical/role materials were not established.",
              "evidenceIds": []
            },
            {
              "id": "ai_act_materials",
              "question": "Is EU AI Act documentation provided?",
              "support": "unknown",
              "answer": "Is EU AI Act documentation provided? Official Terms & Policies redirects to a Notion page that returned no readable terms; trust.dust.com also exposed no report text. Governing law/court and EU AI Act technical/role materials were not established.",
              "evidenceIds": []
            },
            {
              "id": "sector_materials",
              "question": "Are FINMA or other sector materials provided?",
              "support": "partial",
              "answer": "Security marketing says the service enables HIPAA compliance. A BAA, FINMA or banking-secrecy outsourcing pack was not retrieved.",
              "evidenceIds": [
                "dust:dust:security"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:security",
            "dust:dust:privacy"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:DATA-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "SOC 2 Type II is claimed publicly, without a verified report or certificate.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "iso_27001",
              "question": "ISO 27001 with scope and validity?",
              "support": "unknown",
              "answer": "ISO 27001 with scope and validity? Security/pricing and the trust center were checked. ISO 27001, C5, other scoped certificates and independent penetration-test summaries were not established; no evidence is certificate-verified.",
              "evidenceIds": []
            },
            {
              "id": "soc2",
              "question": "SOC 2 type, period and covered service?",
              "support": "partial",
              "answer": "Dust security/pricing claim SOC 2 Type II. Auditor, reporting period and exact service scope were not verified.",
              "evidenceIds": [
                "dust:dust:security",
                "dust:dust:pricing"
              ]
            },
            {
              "id": "c5",
              "question": "BSI C5 attestation?",
              "support": "unknown",
              "answer": "BSI C5 attestation? Security/pricing and the trust center were checked. ISO 27001, C5, other scoped certificates and independent penetration-test summaries were not established; no evidence is certificate-verified.",
              "evidenceIds": []
            },
            {
              "id": "other_certifications",
              "question": "Which other certificates (27701, 42001, TISAX)?",
              "support": "unknown",
              "answer": "Which other certificates (27701, 42001, TISAX)? Security/pricing and the trust center were checked. ISO 27001, C5, other scoped certificates and independent penetration-test summaries were not established; no evidence is certificate-verified.",
              "evidenceIds": []
            },
            {
              "id": "report_access",
              "question": "How can customers obtain reports?",
              "support": "partial",
              "answer": "The security page directs customers to trust.dust.com; underlying reports were not accessible in this public source pass.",
              "evidenceIds": [
                "dust:dust:security"
              ]
            },
            {
              "id": "pentest",
              "question": "Are independent penetration test summaries available?",
              "support": "unknown",
              "answer": "Are independent penetration test summaries available? Security/pricing and the trust center were checked. ISO 27001, C5, other scoped certificates and independent penetration-test summaries were not established; no evidence is certificate-verified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:security",
            "dust:dust:pricing"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:DATA-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dust claims AES-256/TLS and advertises Enterprise single tenancy; customer key custody is unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "encryption_at_rest",
              "question": "Is data encrypted at rest?",
              "support": "supported",
              "answer": "The security page states AES-256 at rest and TLS in transit; this is a vendor claim.",
              "evidenceIds": [
                "dust:dust:security"
              ]
            },
            {
              "id": "customer_managed_keys",
              "question": "Can the customer manage or hold the keys?",
              "support": "unknown",
              "answer": "Can the customer manage or hold the keys? Security, pricing and network/MCP docs were checked. Customer-managed/held data-encryption keys and key-location guarantees were not established. Provider API BYOK is not encryption-key custody.",
              "evidenceIds": []
            },
            {
              "id": "private_networking",
              "question": "Is private connectivity or IP restriction available?",
              "support": "partial",
              "answer": "Custom MCP servers can restrict access and use documented static egress on verified domains. This is tool connectivity, not proof of private connectivity to the whole service.",
              "evidenceIds": [
                "dust:dust:tools"
              ]
            },
            {
              "id": "tenant_isolation",
              "question": "How are customers separated in shared SaaS?",
              "support": "partial",
              "answer": "Enterprise offers single tenancy; shared Business tenancy and lower-level isolation mechanics were not established.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:security",
            "dust:dust:tools",
            "dust:dust:pricing"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:DATA-09",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public personnel/model handling statements exist; an explicit professional-secrecy contract and subprocessor flow-down remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Dust Business/Enterprise public policy; Enterprise and BYOK routes differ",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU/US storage and provider routes; no DE/CH-specific secrecy contract verified",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "secrecy_undertaking",
              "question": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff?",
              "support": "unknown",
              "answer": "The public security and platform privacy pages do not establish a signed §203 StGB/Art321 StGB professional-secrecy undertaking covering Dust staff. The Terms/Policies link did not expose readable contractual text in this pass.",
              "evidenceIds": []
            },
            {
              "id": "subprocessor_coverage",
              "question": "Does the undertaking extend to its sub-processors, and is that documented?",
              "support": "unknown",
              "answer": "The privacy policy describes service-provider data-protection agreements and model no-training/retention conditions, but no dedicated professional-secrecy undertaking or its binding subprocessor flow-down was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "secrecy_offering",
              "question": "Is it a dedicated offering or add-on, and on which plan?",
              "support": "unknown",
              "answer": "No publicly documented German/Swiss professional-secrecy-specific plan or paid add-on was established. Enterprise single-tenancy/EU model options are not treated as such a contractual undertaking.",
              "evidenceIds": []
            },
            {
              "id": "content_access",
              "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?",
              "support": "partial",
              "answer": "The platform privacy policy limits personnel access to authorized staff and says customer context is processed by selected foundation-model providers; it asserts no provider disk retention/human-review logging. This vendor statement does not establish the complete customer-content plaintext access matrix, support countries, private contracts or every BYOK/MCP/tool route.",
              "evidenceIds": [
                "dust:dust:privacy",
                "dust:dust:training-policy",
                "dust:dust:eu-models"
              ]
            },
            {
              "id": "secrecy_documentation",
              "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?",
              "support": "unknown",
              "answer": "Reviewed public security, privacy, EU-hosted model documentation and Enterprise plan scope plus targeted first-party secrecy search. Trust Center content was not available and Terms/Policies routed to unreadable external content. No public §203/Art321 template or professional-body guidance was retrieved.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "No-training, ZDR marketing/policy assertions, EU hosting and a general privacy policy do not establish a professional-secrecy undertaking.",
            "No legal suitability or compliance conclusion."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:privacy",
            "dust:dust:training-policy",
            "dust:dust:eu-models"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:VEN-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business seat prices are public; only the documented prepaid route is described here, while conflicting Business overage eligibility remains unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business Free/Pro/Max seat list pricing; Enterprise quoted pool and programmatic contracts are separate",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "pricing_unit",
              "question": "What is the pricing unit?",
              "support": "partial",
              "answer": "Business publishes per-seat subscriptions and included credits. Detailed Credit management describes prepaid Business top-ups and Enterprise PAYG; pricing FAQ separately describes enabled Business workspace overage, so Business post-allocation billing eligibility is unverified.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:credit-management"
              ]
            },
            {
              "id": "list_prices",
              "question": "What are list prices per plan, with date and currency?",
              "support": "supported",
              "answer": "As retrieved 2026-10-21, ex-VAT Business Free is EUR 0; Pro EUR 30/month or EUR 24/month annually; Max EUR 150/month or EUR 120/month annually. Enterprise is quote-only.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            },
            {
              "id": "included_usage",
              "question": "What usage is included?",
              "support": "supported",
              "answer": "Free has 500 lifetime credits, Pro 8,000/month and Max 40,000/month. Monthly credits do not roll over; Workspace seats draw from a contracted pool.",
              "evidenceIds": [
                "dust:dust:credits",
                "dust:dust:seats"
              ]
            },
            {
              "id": "add_ons",
              "question": "Which features cost extra?",
              "support": "partial",
              "answer": "Business limits include three connectors, five remote MCP servers and five Spaces. Enterprise adds unlimited connector/MCP packaging, SCIM, audit, retention and support. Individual add-on tariffs are not published.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            },
            {
              "id": "overage",
              "question": "What do usage beyond limits and premium models cost?",
              "support": "unknown",
              "answer": "Effective Business post-allocation billing is unknown: current pricing FAQ allows Pro/Max workspace overage, while Credit management reserves PAYG for Enterprise and describes prepaid Business top-ups. The USD0.01/credit Business programmatic rate does not resolve whether interactive overage is PAYG or prepaid. No account/contract test resolved this.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps.",
            "Do not present Business PAYG as established; retain list seat prices separately from the unresolved overage route."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:credit-management",
            "dust:dust:credits",
            "dust:dust:seats"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:VEN-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21 apply; all three target seat counts require unpriced Enterprise terms.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_200",
              "question": "Year-one cost at 200 users?",
              "support": "unknown",
              "answer": "Year-one cost at 200 users? For 200, 1,000 and 5,000 users over 12 months, the shared 60/30/10 message/token workload has no public applicable Enterprise seat quote or complete credit tariff. CHF/EUR ex-VAT totals remain unknown. ECB 2026-10-20 rates are recorded; the small-team Business price is not multiplied beyond its stated 100-person scope.",
              "evidenceIds": []
            },
            {
              "id": "cost_1000",
              "question": "Year-one cost at 1,000 users?",
              "support": "unknown",
              "answer": "Year-one cost at 1,000 users? For 200, 1,000 and 5,000 users over 12 months, the shared 60/30/10 message/token workload has no public applicable Enterprise seat quote or complete credit tariff. CHF/EUR ex-VAT totals remain unknown. ECB 2026-10-20 rates are recorded; the small-team Business price is not multiplied beyond its stated 100-person scope.",
              "evidenceIds": []
            },
            {
              "id": "cost_5000",
              "question": "Year-one cost at 5,000 users?",
              "support": "unknown",
              "answer": "Year-one cost at 5,000 users? For 200, 1,000 and 5,000 users over 12 months, the shared 60/30/10 message/token workload has no public applicable Enterprise seat quote or complete credit tariff. CHF/EUR ex-VAT totals remain unknown. ECB 2026-10-20 rates are recorded; the small-team Business price is not multiplied beyond its stated 100-person scope.",
              "evidenceIds": []
            },
            {
              "id": "variable_share",
              "question": "Which part depends on usage?",
              "support": "supported",
              "answer": "Consumption adds token and action credits, including sub-agent work. Programmatic use and Enterprise PAYG draw from workspace pools separately from personal seat allocations.",
              "evidenceIds": [
                "dust:dust:credits",
                "dust:dust:credit-management"
              ]
            },
            {
              "id": "unknown_parts",
              "question": "Which costs could not be priced?",
              "support": "supported",
              "answer": "Business is scoped to 100 people, so 200/1,000/5,000 seat Enterprise fees, committed pool and PAYG tariffs are unknown. The default Standard auto list is published, but a complete token-to-credit tariff is not, so no proxy replaces vendor-billed usage.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:models",
                "dust:dust:credits"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:credits",
            "dust:dust:credit-management",
            "dust:dust:pricing",
            "dust:dust:models",
            "dust:dust:fx-ecb"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:VEN-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A limited Business free option enables self-serve evaluation; Enterprise features remain contract-scoped.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "free_tier",
              "question": "Is there a free tier for business use?",
              "support": "supported",
              "answer": "Business free supports up to five members with 500 lifetime credits per Free seat. Credits do not reset and a user cannot return to Free after upgrading.",
              "evidenceIds": [
                "dust:dust:seats"
              ]
            },
            {
              "id": "self_serve_trial",
              "question": "Is a self-serve business trial available?",
              "support": "partial",
              "answer": "The public site offers self-serve free workspace access, not a documented time-limited fully featured Enterprise trial. No card requirement was established.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:seats"
              ]
            },
            {
              "id": "trial_scope",
              "question": "Do trials include SSO, connectors and admin features?",
              "support": "partial",
              "answer": "Business lists up to three connectors/five Spaces/five remote MCP servers and SSO at 5+ seats on demand. SCIM, audit and custom retention are Enterprise.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            },
            {
              "id": "sales_gate",
              "question": "Does meaningful evaluation require sales contact?",
              "support": "supported",
              "answer": "Enterprise terms, pooled credits, advanced governance and support are sales-led; a small-team free evaluation is self-serve.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:seats",
            "dust:dust:pricing"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:VEN-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business monthly and annual subscriptions are public; Enterprise seats are annual and prices contractual.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "minimum_commitment",
              "question": "What seat or spend minimum applies?",
              "support": "partial",
              "answer": "The free option has up to five members and Business targets up to 100 people; Enterprise numerical seat/spend minimum was not established.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:seats"
              ]
            },
            {
              "id": "contract_length",
              "question": "What contract lengths are offered?",
              "support": "supported",
              "answer": "Business offers monthly and annual seats together; Enterprise seats are annual only.",
              "evidenceIds": [
                "dust:dust:seats"
              ]
            },
            {
              "id": "cancellation",
              "question": "How can the contract be cancelled or reduced?",
              "support": "supported",
              "answer": "Monthly seats unassign immediately with a prorated credit; annual seats return to stock for reassignment and are not refunded when someone leaves.",
              "evidenceIds": [
                "dust:dust:seats"
              ]
            },
            {
              "id": "local_invoicing",
              "question": "Can it be invoiced in CHF or EUR from a European entity?",
              "support": "partial",
              "answer": "Prices are displayed in EUR and the privacy policy identifies a French entity; CHF invoicing and the actual invoicing entity/currency were not contract-verified.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:privacy"
              ]
            },
            {
              "id": "transparency_class",
              "question": "Is pricing transparent, partial, quote-only or unknown?",
              "support": "supported",
              "answer": "Partially specified: Business seat prices/credit allowances are public, while Enterprise pricing, complete usage conversion and negotiated terms require a quote.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:credits"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:seats",
            "dust:dust:privacy",
            "dust:dust:credits"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:VEN-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The pinned public repository has an MIT root licence; hosted licensing and complete component coverage are separate.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "source-repository"
            ],
            "version": "dust-tt/dust commit2b1a4973af824f8ff970d585c5eb1f40ae76186c; root LICENSE only",
            "plan": "Public source component, not Business/Enterprise hosted-service rights",
            "addOns": [],
            "deploymentMode": null,
            "region": "Repository licence has no deployment-region entitlement",
            "os": [],
            "surfaces": [
              {
                "id": "source-repository",
                "name": "Public dust-tt/dust repository root licence",
                "type": "source-repository"
              }
            ]
          },
          "questions": [
            {
              "id": "licence_type",
              "question": "Which licence applies to each component?",
              "support": "partial",
              "answer": "dust-tt/dust root LICENSE is MIT at commit 2b1a4973af824f8ff970d585c5eb1f40ae76186c. This does not classify every dependency or the contracted hosted service.",
              "evidenceIds": [
                "dust:dust:licence"
              ]
            },
            {
              "id": "branding_restrictions",
              "question": "Do licence terms restrict branding or user counts?",
              "support": "supported",
              "answer": "The MIT root grant requires preserving copyright and permission notices and does not itself impose branding or user-count caps.",
              "evidenceIds": [
                "dust:dust:licence"
              ]
            },
            {
              "id": "enterprise_features_closed",
              "question": "Are enterprise features in a separate closed edition?",
              "support": "unknown",
              "answer": "Are enterprise features in a separate closed edition? The pinned root LICENSE and README were retrieved; a complete nested-component licence inventory and separate closed Enterprise edition boundary were not established. Hosted terms were inaccessible.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "MIT applies to the pinned repository root grant only; dependencies, supported self-host deployment, hosted terms and any closed Enterprise boundary remain unverified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:licence"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:VEN-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business Conversation API and Enterprise Data Source API provide scoped data retrieval; agent export entitlement and complete tenant exit remain unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "api",
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business Conversation API and web analytics; Enterprise adds Data Source API. Agent-YAML endpoint entitlement is unverified.",
            "addOns": [
              "API keys with appropriate workspace/resource permissions"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "api",
                "name": "Dust APIs and MCP server",
                "type": "api"
              },
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_export",
              "question": "Can admins export all chats?",
              "support": "partial",
              "answer": "Business pricing includes Conversation API; authorized API users retrieve accessible conversation messages with pagination. This does not establish one-click all-tenant admin export.",
              "evidenceIds": [
                "dust:dust:get-conversation",
                "dust:dust:pricing"
              ]
            },
            {
              "id": "assistant_export",
              "question": "Can assistants and prompts be exported in a reusable format?",
              "support": "unknown",
              "answer": "The agent-YAML endpoint and public pricing were checked on 2026-10-21. Neither establishes its Business or Enterprise entitlement. Reusable assistant/prompt export for a named plan remains unknown.",
              "evidenceIds": []
            },
            {
              "id": "knowledge_export",
              "question": "Can knowledge bases and their sources be exported?",
              "support": "partial",
              "answer": "Enterprise pricing adds Data Source API; the documented endpoint retrieves accessible data-source documents as JSON. Complete source/credential/permission portability and an all-tenant export are unverified.",
              "evidenceIds": [
                "dust:dust:get-document",
                "dust:dust:pricing"
              ]
            },
            {
              "id": "export_format",
              "question": "Are formats documented and machine-readable?",
              "support": "partial",
              "answer": "Business Conversation API and Enterprise Data Source API return JSON for accessible resources. Web analytics separately exports CSV. These formats do not establish complete tenant export; no plan-scoped agent-YAML export is claimed.",
              "evidenceIds": [
                "dust:dust:get-conversation",
                "dust:dust:get-document",
                "dust:dust:analytics",
                "dust:dust:pricing"
              ]
            },
            {
              "id": "post_termination_window",
              "question": "How long can data be retrieved after termination?",
              "support": "unknown",
              "answer": "How long can data be retrieved after termination? No trial admin exit/export was run; complete tenant coverage and the post-termination retrieval window were not established from the accessible API docs or unreadable contract route.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Conversation and document retrieval require the corresponding plan and resource permissions. Complete organization coverage, agent-export entitlement and the post-termination retrieval window remain unknown."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:get-conversation",
            "dust:dust:pricing",
            "dust:dust:get-document",
            "dust:dust:analytics"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:VEN-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business email support and Enterprise priority/SLA service are advertised; credit terms and local-language support remain open.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "support_channels",
              "question": "Which support channels are available on each plan?",
              "support": "supported",
              "answer": "Pricing lists Business email and Enterprise priority support with dedicated CSM; public support/community resources are available.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:support"
              ]
            },
            {
              "id": "support_languages",
              "question": "Is support available in German, French or Italian?",
              "support": "unknown",
              "answer": "Is support available in German, French or Italian? Support/pricing/Enterprise pages and the official status URL were checked. German/French/Italian staffed support and detailed credited SLA terms were not established.",
              "evidenceIds": []
            },
            {
              "id": "regional_presence",
              "question": "Is there a DACH or Swiss entity, team or partner?",
              "support": "partial",
              "answer": "The public policy identifies a Paris, France entity. A DACH/Swiss support team or named regional partner was not established.",
              "evidenceIds": [
                "dust:dust:privacy"
              ]
            },
            {
              "id": "uptime_sla",
              "question": "Is there an uptime SLA with credits?",
              "support": "partial",
              "answer": "Enterprise marketing claims 99.9% uptime and pricing includes an SLA; service-credit amounts, exclusions and claim rules were not retrieved.",
              "evidenceIds": [
                "dust:dust:enterprise",
                "dust:dust:pricing"
              ]
            },
            {
              "id": "status_page",
              "question": "Is there a public status page with history?",
              "support": "partial",
              "answer": "Model-selection docs link https://dust.statuspage.io for incidents. Direct retrieval timed out, so incident history was not verified.",
              "evidenceIds": [
                "dust:dust:models"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:support",
            "dust:dust:privacy",
            "dust:dust:enterprise",
            "dust:dust:models"
          ]
        },
        {
          "productId": "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": "dust",
          "claimId": "dust:VEN-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dust has rollout and training material, with hands-on support packaged for Enterprise.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Public learning material (no paid entitlement required to read); contracted CSM/onboarding is Enterprise",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "onboarding_service",
              "question": "Is guided onboarding included?",
              "support": "supported",
              "answer": "Enterprise pricing includes dedicated CSM and onboarding; exact hours and scope are contractual.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            },
            {
              "id": "user_training",
              "question": "Is end-user training offered, in which languages?",
              "support": "partial",
              "answer": "Public team onboarding and education resources are available. Course/live-session language coverage was not established.",
              "evidenceIds": [
                "dust:dust:training",
                "dust:dust:rollout"
              ]
            },
            {
              "id": "use_case_library",
              "question": "Are role-based use cases and templates provided?",
              "support": "supported",
              "answer": "The public Use Cases and Guides index lists departmental guides for Sales, Support, Marketing, Engineering, Data Analytics, Knowledge, People, Product and Collaboration; the Sales guide supplies concrete agent examples and build links. This establishes public role-based guidance, not a separately verified in-product template entitlement.",
              "evidenceIds": [
                "dust:dust:r2-department-guides",
                "dust:dust:r2-sales-guide"
              ]
            },
            {
              "id": "adoption_programme",
              "question": "Is there a champion or adoption programme?",
              "support": "partial",
              "answer": "The rollout guide covers launch, builder community, education and expansion; a contracted champion programme entitlement was not established.",
              "evidenceIds": [
                "dust:dust:rollout"
              ]
            },
            {
              "id": "service_cost",
              "question": "Which services cost extra?",
              "support": "partial",
              "answer": "Hands-on CSM/onboarding is Enterprise packaging; a numerical professional-services tariff was not established.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:training",
            "dust:dust:rollout",
            "dust:dust:r2-department-guides",
            "dust:dust:r2-sales-guide"
          ]
        },
        {
          "productId": "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": "dust:dust:models",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/model-selection",
      "title": "Auto models and the model picker",
      "locator": "Auto model lists; availability; API overrides",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Users select a model per message or agent; auto choices use maintained ordered lists rather than task-based routing."
    },
    {
      "id": "dust:dust:eu-models",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/admin-governance/eu-hosted-models",
      "title": "EU-hosted models",
      "locator": "Availability; supported/excluded model table",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "EU credit-plan workspaces using Dust model hosting can restrict agents and auto choices to EU-hosted models; BYOK is excluded from this setting."
    },
    {
      "id": "dust:dust:changelog",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/changelog",
      "title": "Dust changelog",
      "locator": "October 21, 16 and 14, 2026 entries",
      "sourceDate": "2026-10-21",
      "retrievedAt": "2026-10-21",
      "finding": "Recent dated changes include German/French UI, Gemini 4 Argon and migration from File Generation to Computer."
    },
    {
      "id": "dust:dust:files",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/data-sources/conversation-files/conversation-files",
      "title": "Conversation Files",
      "locator": "Formats; size table; generating files",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Conversation uploads are scoped to one conversation and support documents, tabular data, images and audio."
    },
    {
      "id": "dust:dust:pricing",
      "productId": "dust",
      "kind": "documented",
      "url": "https://dust.tt/home/pricing",
      "title": "Dust Pricing",
      "locator": "Business/Enterprise table and FAQ",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Business supports up to 100 people with Free/Pro/Max seats; Enterprise pricing is sales-led and adds pooled credits, SCIM, audit, single tenancy and support."
    },
    {
      "id": "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": "dust:dust:tiers",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/usage-seats-and-credits/model-access-tiers",
      "title": "Model access tiers",
      "locator": "Workspace, group and individual ceilings",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins restrict models and reasoning efforts at workspace, group or member level, with a separate published-agent bypass setting."
    },
    {
      "id": "dust:dust:spaces",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/spaces-management",
      "title": "Spaces management",
      "locator": "Open/restricted spaces; limits; visibility",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Spaces control knowledge and agent access; Business allows five and Enterprise 100 spaces."
    },
    {
      "id": "dust:dust:credits",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/usage-seats-and-credits/credits",
      "title": "Credits",
      "locator": "Token/action credits; checkpoints",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Consumption adds token and tool credits; a 600-AWU checkpoint can pause user-started root tasks, with exceptions."
    },
    {
      "id": "dust:dust:credit-management",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/usage-seats-and-credits/credit-management",
      "title": "Credit management",
      "locator": "Personal caps; group budgets; programmatic use",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Credit sources and block behavior vary by plan; beta Enterprise Pooled group budgets exclude programmatic consumption."
    },
    {
      "id": "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": "dust:dust:file-limits",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/getting-started/faq/file-size-limits",
      "title": "File size limits",
      "locator": "Upload caps; audio-only restriction",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The dedicated limits FAQ gives different image, audio and tabular caps than Conversation Files and excludes direct video uploads."
    },
    {
      "id": "dust:dust:computer",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/tools/computer",
      "title": "Computer",
      "locator": "File work; OCR; network control; secrets",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Computer executes code in temporary workspaces, handles Office/PDF files, performs documented OCR and restricts network access by allowlist."
    },
    {
      "id": "dust:dust:drive",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/connections-management/google-drive",
      "title": "Google Drive",
      "locator": "Connection identity; refresh; OCR; spreadsheet limitations",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Drive sync follows a dedicated connection account and selected content; scanned documents need conversation upload for OCR and Excel table queries need conversion to Sheets."
    },
    {
      "id": "dust:dust:search",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/knowledge/search-data-sources",
      "title": "Search data sources",
      "locator": "Document selection; retrieval",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Agents search selected knowledge sources and retrieve relevant document context."
    },
    {
      "id": "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": "dust:dust:permissions",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/admin-governance/access-controls-and-permissions",
      "title": "Access Controls and Permissions",
      "locator": "Access policy; connection account; Spaces",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Knowledge access is organized through admin-selected connection content and membership of open/restricted Spaces."
    },
    {
      "id": "dust:dust:microsoft",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/connections-management/microsoft",
      "title": "Microsoft",
      "locator": "Connection account; delegated and service-principal setup; sync",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Microsoft data is scoped to the connecting account and selected SharePoint sources; changes synchronize on a five-minute cycle."
    },
    {
      "id": "dust:dust:confluence",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/connections-management/confluence",
      "title": "Confluence",
      "locator": "Scope; restricted pages; refresh",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Confluence sync covers selected global spaces, excluding private spaces and pages with view restrictions."
    },
    {
      "id": "dust:dust:jira",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/data-sources/custom-connections/beta-import-jira-issues",
      "title": "Beta: Import Jira issues",
      "locator": "Import path",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A separately documented beta route imports Jira issues as a custom connection."
    },
    {
      "id": "dust:dust:sources",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/getting-started/faq/general-questions/what-data-sources-can-be-connected-to-dust",
      "title": "What data sources can be connected to Dust?",
      "locator": "Named sources",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Official guides identify managed connections and custom API/import routes."
    },
    {
      "id": "dust:dust:tools",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/tools-management/adding-an-mcp-server",
      "title": "Adding an MCP Server",
      "locator": "Remote/custom servers; auth; tool restriction",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins add remote MCP servers with OAuth or bearer credentials and can restrict tools to skills."
    },
    {
      "id": "dust:dust:r2-bigquery",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/connections-management/bigquery.md",
      "title": "Dust BigQuery connection",
      "locator": "No content sync; service-account setup, one location and Space table selection",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dust stores BigQuery metadata and runs table queries through a dedicated service account; dataset content is not synchronized into the index."
    },
    {
      "id": "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": "dust:dust:credentials",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/tools-management/personal-vs-shared-credentials",
      "title": "Personal vs Shared Credentials for Tools & MCP Servers",
      "locator": "Shared versus personal authentication",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Tools can use a shared account or each user OAuth identity; even personal auth needs initial admin setup."
    },
    {
      "id": "dust:dust:security",
      "productId": "dust",
      "kind": "vendor-claimed",
      "url": "https://dust.tt/home/security",
      "title": "Dust Security",
      "locator": "Hosting, training, encryption and certification statements",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dust claims EU/US hosting, AES-256/TLS, no model training, provider zero retention and SOC 2 Type II."
    },
    {
      "id": "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": "dust:dust:deep",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/default-agents/deep-dive-agent",
      "title": "Deep-dive Agent",
      "locator": "Research flow; citations; limitations",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Deep-dive plans, delegates and writes cited reports, using Company Data knowledge and selected tools; Table Query is excluded."
    },
    {
      "id": "dust:dust:memory",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/tools/agent-memory",
      "title": "Agent Memory",
      "locator": "Adding the tool; viewing/deleting; privacy",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enabled agents retain user-private memory across conversations; users can view and delete it and it persists until deletion."
    },
    {
      "id": "dust:dust:builder",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/create-your-first-agent",
      "title": "Create your first agent",
      "locator": "Instructions; tools; sharing",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Agents combine instructions, models, knowledge and tools with controlled sharing."
    },
    {
      "id": "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": "dust:dust:governance",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/admin-governance/workspace-governance-roles-groups-and-permissions",
      "title": "Workspace Governance: Roles, Groups & Permissions",
      "locator": "Roles; permission matrix; additive access",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins delegate manager/group permissions for agents, skills, models, billing and security; grants are additive."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-legacy-agents-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/chat-legacy/agents.md",
      "title": "Agents, legacy Chat",
      "locator": "Migration warning; configuration; sharing; Agents and API; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 542944a04b534264b9275f8181e3b7646cc00cade371ea6593f7e2ce42975836 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Legacy Chat Agents have instructions/knowledge/tools and sharing, but cannot be called programmatically and are being replaced by Skills."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-skills-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/skills.md",
      "title": "Reuse work with Skills",
      "locator": "Built-in skills; personal/Workspace; force-enable; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 2f0b7278ab361694b57ff14e93efd7122bbb79dc84a57250a366092156f1b825 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Skills package reusable instructions/resources and can be Workspace-shared or force-enabled by an administrator."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-admincon-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/identity-access/connectors",
      "title": "Admin connector controls",
      "locator": "App Connections; credentials; permissions; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 cb054ecf6a8d510006abc7d3d67519376efb3d8f3afe1f4958733b2e6edb8298 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Admins can connect organization-level GitHub/Slack bot accounts and allow/restrict/block connector tools per Workspace."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-web-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/web-search-open-url.md",
      "title": "Search the web",
      "locator": "Web search; news partners; Open URL; Deep Research; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 5b610273811ca8dc13326556bfd819d407822bde50c8f72fc3d24db734321479 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Work offers live web search with citations, Open URL and Deep Research as a Skill; generic search-processing location is not specified."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-interpreter-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/code-interpreter.md",
      "title": "Code Interpreter",
      "locator": "Paid plans; isolated Python/TypeScript sandbox; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 7010e49b18df7a09c06815a2d6a473387727dafaeba1600dbdfc2130add0fd79 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Paid Work can execute Python/TypeScript without sandbox internet access and return charts and downloadable transformed files."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-workflows-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/workflows.md",
      "title": "Run Workflows",
      "locator": "Studio-built workflows; Skills vs Workflows; limits; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 f76422c0bf363fb3247af96cca668f446507fd25a4689a320b9546dc07176d6f on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Developers build/publish coded Studio workflows which users invoke explicitly from Work; Skills are not deterministic workflows."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-safety-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/safety-and-approvals.md",
      "title": "Safety and approvals",
      "locator": "Continue/Always allow/Decline; stop; todos and tool calls; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 d666f33e5341293b71de8e998b7c360c42ca2b44cd735749d071dffb3ad4e229 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Work exposes task progress and tool inputs/results; writes require approval unless preauthorized, and stop does not undo completed external actions."
    },
    {
      "id": "dust:dust:web",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/tools/web-search-and-browse",
      "title": "Web Search & Browse",
      "locator": "Search and browsing flow",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The tool runs Google queries and browses results, with agent-level configuration and format options."
    },
    {
      "id": "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": "dust:dust:triggers",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/triggers/index",
      "title": "Triggers",
      "locator": "Schedules and events",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Agents can run automatically from schedule or event triggers."
    },
    {
      "id": "dust:dust:schedules",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/triggers/schedules",
      "title": "Schedules",
      "locator": "Schedule setup",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Agents can run on recurring schedules."
    },
    {
      "id": "dust:dust:webhooks",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/triggers/webhooks/index",
      "title": "Webhooks",
      "locator": "Built-in and custom event sources",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins configure webhook sources; members attach filtered triggers to agents, with optional signature verification for custom sources."
    },
    {
      "id": "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": "dust:dust:pods",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/pods/overview",
      "title": "Pods overview",
      "locator": "Shared workspace and visibility",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Pods combine shared conversations, tasks and files; open Pods are workspace-browsable and restricted Pods require invitation."
    },
    {
      "id": "dust:dust:api-keys",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/api-keys",
      "title": "API keys",
      "locator": "Scopes; Space access; caps",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dust API keys have read/admin scopes, data access and enforceable per-key monthly caps."
    },
    {
      "id": "dust:dust:mcp-server",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/integrations/dust-mcp-server",
      "title": "Dust MCP Server",
      "locator": "Region URLs; OAuth; user permissions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dust exposes workspace knowledge, agents, conversations, files and Pods to OAuth MCP clients under the authenticated user permissions."
    },
    {
      "id": "dust:dust:upsert",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/api-reference/datasources/upsert-a-document-in-a-data-source",
      "title": "Upsert a document in a data source",
      "locator": "Endpoint and authentication",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The API loads or updates documents in a scoped data source."
    },
    {
      "id": "dust:dust:get-conversation",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/api-reference/conversations/get-a-conversation",
      "title": "Get a conversation",
      "locator": "Response schema",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The API retrieves accessible conversation messages with pagination."
    },
    {
      "id": "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": "dust:dust:browser",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/integrations/browser-extension",
      "title": "Browser Extension",
      "locator": "Browsers and capabilities",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "An official extension supports Chrome, Firefox and Chromium-based browsers."
    },
    {
      "id": "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": "dust:dust:teams",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/integrations/dust-in-teams",
      "title": "Dust in Teams",
      "locator": "Setup and usage",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "An official Teams integration runs Dust agents within Microsoft Teams after admin setup."
    },
    {
      "id": "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": "dust:dust:images",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/tools/image-generation",
      "title": "Image Generation",
      "locator": "Reference images; parallel generation; safety",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Agents generate images from text or references, up to 14 reference images, with SynthID and content restrictions."
    },
    {
      "id": "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": "dust:dust:speech",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/tools/voice-and-sound-generation",
      "title": "Voice and sound generation",
      "locator": "Speech Generator",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The speech tool generates MP3 narration or multi-speaker dialogue with selectable languages and styles."
    },
    {
      "id": "dust:dust:meetings",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/integrations/meeting-transcripts",
      "title": "Meeting transcripts",
      "locator": "Providers and scope",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dust consumes transcripts from connected notetaker and sales tools; Gong private transcripts are excluded."
    },
    {
      "id": "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": "dust:dust:frames",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/frames/overview",
      "title": "Frames overview",
      "locator": "Creating and editing interactive content",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Frames provide persistent interactive agent output that can be refined and shared."
    },
    {
      "id": "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": "dust:dust:pod-chats",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/pods/conversations",
      "title": "Pod conversations",
      "locator": "Visibility; indexing; participation",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "All Pod members can read and contribute to Pod conversations, which are automatically indexed."
    },
    {
      "id": "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": "dust:dust:sso",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/admin-governance/single-sign-on-sso/single-sign-on-sso",
      "title": "Single Sign-On",
      "locator": "Setup; enforcement",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins configure and enforce SAML SSO, which disables other social sign-in paths for the workspace."
    },
    {
      "id": "dust:dust:enterprise",
      "productId": "dust",
      "kind": "vendor-claimed",
      "url": "https://dust.tt/home/enterprise",
      "title": "Dust for Enterprise",
      "locator": "Security and scale",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The Enterprise marketing page claims 365-day audit retention, 99.9% uptime and support for 10,000+ users."
    },
    {
      "id": "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": "dust:dust:provision",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/admin-governance/users-and-groups-provisioning",
      "title": "Users and groups provisioning",
      "locator": "SCIM 2.0; group role mapping",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise SCIM creates, updates and deactivates users and syncs groups; groups can grant Admin/Manager roles."
    },
    {
      "id": "dust:dust:seats",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/usage-seats-and-credits/seat-management",
      "title": "Seat management",
      "locator": "Seat assignments; billing cycles; leaving",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins assign independent roles and Free/Pro/Max seats; annual stock and already-allocated credits have specific reclaim rules."
    },
    {
      "id": "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": "dust:dust:analytics",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/analytics",
      "title": "Analytics",
      "locator": "Attribution; CSV; content exclusion",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Consumption reports break down users, groups, models, tools, agents and Pods; exports omit message content and can double-attribute group usage."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-usage-api-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/admin-api/usage-metrics.md",
      "title": "Usage metrics with the Admin API",
      "locator": "Billing usage; lechat per-user/per-agent metrics; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 406f6ae09c2762cf72a004e5ed3c1f7d1065c3e72c2bc4ee89e5066f52b92a74 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Enterprise API endpoints expose billing and product usage, including messages/files/images and agent activity by user or agent."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-limits-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/workspaces/usage-limits.md",
      "title": "Workspace usage and limits",
      "locator": "Spending cap; rate limits; usage breakdown; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 4c54c5e3d67d54e6a75d2c311603fb83246e6f5f93cbfa61cdc00345fc4d3066 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Workspace caps default to none and support model/token/spend reporting; the defined limit action suspends API access."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-billing-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/billing-usage/billing.md",
      "title": "Billing",
      "locator": "Credits; 402 exhaustion; monthly spending limit; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 4c4d5c9b62f949224e58d971fb6d0049ae350e3fc53662164f43725f08cd1f3d on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Billing supports prepaid credits, organizational limits and invoice downloads; API/Code credit exhaustion has documented failure behavior."
    },
    {
      "id": "dust:dust:audit",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/audit-logs/audit-logs",
      "title": "Audit Logs",
      "locator": "Enterprise scope; actor types; SIEM",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise logs distinguish users, API keys and system actors with CSV and continuous SIEM delivery."
    },
    {
      "id": "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": "dust:dust:privacy",
      "productId": "dust",
      "kind": "documented",
      "url": "https://dust.tt/home/platform-privacy",
      "title": "Dust Platform Privacy Policy",
      "locator": "About Us; sections 2, 6 and 7",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The policy identifies Permutation Labs in Paris and distinguishes its controller processing from customer processor processing, with non-EEA transfer safeguards."
    },
    {
      "id": "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": "dust:dust:training-policy",
      "productId": "dust",
      "kind": "vendor-claimed",
      "url": "https://dust.tt/home/platform-privacy",
      "title": "Dust Platform Privacy Policy",
      "locator": "Section 6, Foundational Model Providers",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The policy asserts listed providers do not train, retain or log Customer Content for human review; this source pass did not retrieve the customer DPA."
    },
    {
      "id": "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": "dust:dust:delete-chat",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/getting-started/faq/managing-agents/can-i-delete-or-rename-a-conversation",
      "title": "Can I delete or rename a conversation?",
      "locator": "Conversation actions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Users can delete or rename their conversations."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-delete-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://help.mistral.ai/en/articles/347613-can-i-delete-a-chat-conversation",
      "title": "Can I delete a chat conversation?",
      "locator": "Manual deletion; backend retention; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 e5e32e605a4886b543b62a4efcbe743bcb55a66a560c26540fd49b38269172e5 on 2026-10-26",
      "sourceDate": "2026-08-12",
      "retrievedAt": "2026-10-26",
      "finding": "User-visible deletion is irreversible but backend copies can remain for legal, policy and monitoring purposes."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-dpa-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://legal.mistral.ai/terms/data-processing-addendum/",
      "title": "Data Processing Addendum",
      "locator": "Definitions; subprocessors; 10 Return/destruction; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 b578ac8d9fbe2ccebf7a70e127c5b3052d24219c6195cf7ffb97a71d051552f7 on 2026-10-26",
      "sourceDate": "2026-07-27",
      "retrievedAt": "2026-10-26",
      "finding": "The DPA defines GDPR processing, prior subprocessor notice with a 10-day objection period and loss of data access 30 days after termination."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-retention-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://help.mistral.ai/en/articles/347628-how-long-do-you-store-my-data",
      "title": "How long is data stored?",
      "locator": "Account/technical/legal retention examples; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 2c1a0e2ffbc481905cedc6f24e4831034ae1eec0dfc566ceecbcf8633390f8fe on 2026-10-26",
      "sourceDate": "2026-08-12",
      "retrievedAt": "2026-10-26",
      "finding": "Retention differs by data type; account identity, technical and invoicing records can outlast the user contract."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-location-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://help.mistral.ai/en/articles/347629-where-do-you-store-my-data-or-my-organization-s-data",
      "title": "Where is data stored?",
      "locator": "EU default; feature transfers; Enterprise controls; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 6e6c908ef3d6f98376804f8bc0da9a4869329875eca81dff6fc211c329412509 on 2026-10-26",
      "sourceDate": "2026-08-12",
      "retrievedAt": "2026-10-26",
      "finding": "Mistral states default EU hosting with feature-dependent extra-EU transfers; some Enterprise features can be disabled to reduce transfers."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-dpa",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://legal.mistral.ai/terms/data-processing-addendum/",
      "title": "Data Processing Addendum",
      "locator": "Definitions; subprocessors; 10 Return/destruction",
      "sourceDate": "2026-07-27",
      "retrievedAt": "2026-10-21",
      "finding": "The DPA defines GDPR processing, prior subprocessor notice with a 10-day objection period and loss of data access 30 days after termination."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-cert",
      "productId": "mistral-vibe",
      "kind": "vendor-claimed",
      "url": "https://help.mistral.ai/en/articles/347638-do-you-have-soc-2-or-iso-27001-certification",
      "title": "SOC 2 and ISO certification help",
      "locator": "Claim and report-request path",
      "sourceDate": "2026-08-12",
      "retrievedAt": "2026-10-21",
      "finding": "Mistral claims SOC 2 Type II and ISO 27001/27701 and directs report requests to its Trust Center; underlying reports were not retrieved."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-billing",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/billing-usage/billing.md",
      "title": "Billing",
      "locator": "Credits; 402 exhaustion; monthly spending limit",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Billing supports prepaid credits, organizational limits and invoice downloads; API/Code credit exhaustion has documented failure behavior."
    },
    {
      "id": "dust:dust:fx-ecb",
      "productId": "dust",
      "kind": "documented",
      "url": "https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml",
      "title": "ECB historical euro reference rates",
      "locator": "Cube time=2026-10-20, USD and CHF",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "EUR 1 = USD 1.1215 = CHF 0.9237 on October 20, 2026."
    },
    {
      "id": "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": "dust:dust:licence",
      "productId": "dust",
      "kind": "documented",
      "url": "https://github.com/dust-tt/dust/blob/2b1a4973af824f8ff970d585c5eb1f40ae76186c/LICENSE",
      "title": "Dust repository LICENSE at pinned commit",
      "locator": "Root LICENSE, MIT permission grant",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The pinned public repository root licence is MIT; hosted service terms and third-party components are separate."
    },
    {
      "id": "dust:dust:get-document",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/api-reference/datasources/retrieve-a-document-from-a-data-source",
      "title": "Retrieve a document from a data source",
      "locator": "Endpoint and response",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The API retrieves a source document; this does not establish a complete one-click tenant export."
    },
    {
      "id": "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": "dust:dust:support",
      "productId": "dust",
      "kind": "documented",
      "url": "https://dust.tt/home/support",
      "title": "Dust Support",
      "locator": "Support channels",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The vendor provides public support entry points and community/documentation resources."
    },
    {
      "id": "dust:dust:rollout",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/getting-started/dust-rollout-guide/index",
      "title": "Dust Rollout Guide",
      "locator": "Rollout phases",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Public rollout guidance covers setup, launch, team education and measurement."
    },
    {
      "id": "dust:dust:training",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/getting-started/dust-rollout-guide/team-onboarding-material",
      "title": "Team onboarding material",
      "locator": "Training resources",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dust provides reusable team-onboarding material."
    },
    {
      "id": "dust:dust:r2-department-guides",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/getting-started/use-cases-and-guides/index.md",
      "title": "Dust Use Cases and Guides",
      "locator": "Use Cases by Department",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Public guides are organized by Sales, Support, Marketing, Engineering, Data, Knowledge, People, Product and Collaboration."
    },
    {
      "id": "dust:dust:r2-sales-guide",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/getting-started/use-cases-and-guides/sales.md",
      "title": "Dust Sales use-case guide",
      "locator": "Sales agent examples and build links",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The Sales guide provides concrete role-based agent examples; this is public learning material, not a contracted training entitlement."
    },
    {
      "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."
    }
  ]
}
