{
  "schemaVersion": 1,
  "rubricVersion": "1.1",
  "kind": "pair",
  "slug": "mistral-vibe-vs-nuwacom",
  "canonicalUrl": "https://onaihq.com/compare/agents/mistral-vibe-vs-nuwacom/",
  "markdownUrl": "https://onaihq.com/compare/agents/mistral-vibe-vs-nuwacom/index.md",
  "dataUrl": "https://onaihq.com/compare/agents/mistral-vibe-vs-nuwacom/data.json",
  "generatedAt": "2026-10-27",
  "lastCheckedAt": "2026-10-26",
  "lastCrossCheckedAt": "2026-10-26",
  "nextCheckAt": "2026-12-20",
  "publisher": {
    "name": "onAI",
    "url": "https://onaihq.com",
    "marketParticipant": true,
    "editorialControl": "onAI selects the products, rubric, sources and wording, including for comparisons that do not include onAI.",
    "disclosure": "Published by onAI. onAI also sells one of the products compared here. Findings about other products link to public sources so you can check them; statements about onAI are marked as stated by onAI."
  },
  "products": [
    {
      "id": "mistral-vibe",
      "name": "Mistral Vibe",
      "website": "https://mistral.ai/products/vibe/",
      "repository": null,
      "pageUrl": "https://onaihq.com/compare/agents/products/mistral-vibe/",
      "lifecycle": {
        "status": "sunset",
        "note": "The legacy hosted Chat tab and its Chat Agents are being removed progressively as accounts migrate to unified Vibe Work. Enterprise migration began October 1, 2026 with an approximately six-month administrator window; no fixed final end date was published in the inspected release.",
        "scope": "Legacy hosted Vibe Chat tab and Chat-created Agents only; not Vibe Work, Vibe Code, Mistral API or customer-deployed models.",
        "continuation": "Vibe Work continues with Skills; the rename preserves accounts, plans and conversations.",
        "announcementDate": "2026-09-22",
        "serviceEndDate": null,
        "checkedAt": "2026-10-21",
        "crossCheckedAt": "2026-10-26",
        "nextCheckAt": "2026-12-20",
        "evidenceIds": [
          "mistral-vibe:mistral-vibe:m-release-notes",
          "mistral-vibe:mistral-vibe:m-legacy-agents",
          "mistral-vibe:mistral-vibe:m-rename"
        ]
      },
      "surfaces": [
        {
          "id": "vibe-work-web",
          "name": "Hosted Vibe Work web app after migration",
          "type": "web"
        },
        {
          "id": "vibe-chat-legacy",
          "name": "Legacy Vibe Chat during enterprise migration",
          "type": "web"
        },
        {
          "id": "vibe-mobile",
          "name": "Vibe iOS/Android apps",
          "type": "mobile"
        },
        {
          "id": "vibe-enterprise-private",
          "name": "Enterprise private Vibe deployment",
          "type": "private-platform"
        },
        {
          "id": "vibe-code-cli",
          "name": "Vibe Code CLI, separate coding scope",
          "type": "cli"
        }
      ],
      "sourcedClaimCount": 44,
      "statedByVendorCount": 0,
      "crossCheckedClaimCount": 44,
      "sourcedOnlyClaimCount": 0,
      "oldestCheckedAt": "2026-10-21",
      "lastCheckedAt": "2026-10-26"
    },
    {
      "id": "nuwacom",
      "name": "nuwacom",
      "website": "https://nuwacom.com/en",
      "repository": null,
      "pageUrl": "https://onaihq.com/compare/agents/products/nuwacom/",
      "lifecycle": {
        "status": "unknown",
        "note": null
      },
      "surfaces": [
        {
          "id": "web",
          "name": "nuwacom hosted workspace",
          "type": "web-app"
        },
        {
          "id": "api",
          "name": "nuwacom completion, agents, skills and assets APIs",
          "type": "api"
        },
        {
          "id": "mobile",
          "name": "nuwacom iOS/Android",
          "type": "mobile-app"
        },
        {
          "id": "meeting",
          "name": "nuwacom Meeting Notetaker bot",
          "type": "teams-app"
        },
        {
          "id": "self-managed",
          "name": "nuwacom Self-Managed Hosting",
          "type": "self-hosted-server"
        }
      ],
      "sourcedClaimCount": 49,
      "statedByVendorCount": 0,
      "crossCheckedClaimCount": 48,
      "sourcedOnlyClaimCount": 1,
      "oldestCheckedAt": "2026-10-21",
      "lastCheckedAt": "2026-10-26"
    }
  ],
  "coverage": {
    "totalCriteria": 51,
    "sharedCrossCheckedCriteria": 43,
    "sharedSourcedCriteria": 44,
    "crossCheckedCriteriaByProduct": {
      "mistral-vibe": 44,
      "nuwacom": 48
    },
    "sourcedOnlyCriteriaByProduct": {
      "mistral-vibe": 0,
      "nuwacom": 1
    },
    "sourcedCriteriaByProduct": {
      "mistral-vibe": 44,
      "nuwacom": 49
    },
    "crossCheckedCriterionRows": 49,
    "sourcedOnlyCriterionRows": 1,
    "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": "mistral-vibe",
          "claimId": "mistral-vibe:MOD-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Hosted Work exposes task-oriented Fast/Think behavior; a complete current per-plan named chat-model catalogue was not established.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Migrated Team and Enterprise hosted Work; no arbitrary named-model picker entitlement asserted",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "providers",
              "question": "Which model providers are available?",
              "support": "partial",
              "answer": "Mistral powers core Vibe; images use Black Forest Labs and voice uses Voxtral. Named selectable core-chat models per plan were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-home-20261026",
                "mistral-vibe:mistral-vibe:m-image-20261026"
              ]
            },
            {
              "id": "current_models",
              "question": "Which current models are selectable on this plan?",
              "support": "unknown",
              "answer": "The API model list and pricing recommendations do not establish current models selectable in hosted Work/Chat for each plan. Search on 2026-10-26: https://mistral.ai/products/vibe/, https://docs.mistral.ai/vibe/work/image-generation.md, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "user_choice",
              "question": "Can users pick the model per chat?",
              "support": "partial",
              "answer": "The September 22 hosted release explicitly covers migrating Free, Pro, Teams and Enterprise accounts and documents Fast/Think choice in unified Work. These are reasoning modes, not arbitrary provider/model selection.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-release-notes-20261026",
                "mistral-vibe:mistral-vibe:plan-matrix-20261026"
              ]
            },
            {
              "id": "auto_routing",
              "question": "Does the product route between models automatically, and is the chosen model shown?",
              "support": "unknown",
              "answer": "Work chooses tools automatically, but model-routing rules and display of the chosen model were not established. Search on 2026-10-26: https://mistral.ai/products/vibe/, https://docs.mistral.ai/vibe/work/image-generation.md, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "multimodal_input",
              "question": "Which models accept images, audio or files?",
              "support": "partial",
              "answer": "Work accepts document/image and audio context; exact model-by-model capabilities were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files-20261026"
              ]
            }
          ],
          "limitations": [
            "providers: Mistral powers core Vibe; images use Black Forest Labs and voice uses Voxtral. Named selectable core-chat models per plan were not established.",
            "current_models: The API model list and pricing recommendations do not establish current models selectable in hosted Work/Chat for each plan. Search on 2026-10-26: https://mistral.ai/products/vibe/, https://docs.mistral.ai/vibe/work/image-generation.md, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
            "user_choice: The September 22 hosted release explicitly covers migrating Free, Pro, Teams and Enterprise accounts and documents Fast/Think choice in unified Work. These are reasoning modes, not arbitrary provider/model selection.",
            "auto_routing: Work chooses tools automatically, but model-routing rules and display of the chosen model were not established. Search on 2026-10-26: https://mistral.ai/products/vibe/, https://docs.mistral.ai/vibe/work/image-generation.md, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
            "multimodal_input: Work accepts document/image and audio context; exact model-by-model capabilities were not established."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-home-20261026",
            "mistral-vibe:mistral-vibe:m-image-20261026",
            "mistral-vibe:mistral-vibe:m-release-notes-20261026",
            "mistral-vibe:mistral-vibe:m-files-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:MOD-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Selectable models span closed and EU-hosted open-weight families with Auto routing and model-specific regions.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "api"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business/Enterprise with administrator-enabled models",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Model tables label each EU, US or Global route",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              },
              {
                "id": "api",
                "name": "nuwacom completion, agents, skills and assets APIs",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "providers",
              "question": "Which model providers are available?",
              "support": "supported",
              "answer": "OpenAI, Anthropic, Google, Mistral, Z.ai, DeepSeek, Moonshot/Kimi, Qwen/Alibaba, MiniMax and Black Forest Labs have named table entries.",
              "evidenceIds": [
                "nuwacom:nuwacom:models",
                "nuwacom:nuwacom:model-web"
              ]
            },
            {
              "id": "current_models",
              "question": "Which current models are selectable on this plan?",
              "support": "partial",
              "answer": "Text list includes GPT6 Astra/Sol/Luna,6.1Sol,5.6Sol/Terra/Luna,5.5,5.4,5.2,5.1,5/mini/nano,4.1/mini/nano,4o/mini, o1/o3/o3mini/o4mini; Fable5/5.1, Opus4.5/4.6/4.7/4.8/5/5.5, Sonnet4.5/4.6/5/5.5, Haiku4.5/5.5; Gemini4Argon,3.8/3.7/3.6/3.5Flash/FlashLite,3.1ProPreview/3ProPreview,2.5Pro/Flash/ProReasoning; MistralLarge3, GLM5/5.1/5.2/5.3/5.3Flash, DeepSeekV4Flash0731/V4Pro0813/V4.1Flash/1017, KimiK3, Qwen3.8Max/3.8-27B/3.6-27B, MiniMaxM3. Availability is admin/provider/region dependent; not a tested authenticated picker.",
              "evidenceIds": [
                "nuwacom:nuwacom:models",
                "nuwacom:nuwacom:model-web",
                "nuwacom:nuwacom:changes"
              ]
            },
            {
              "id": "user_choice",
              "question": "Can users pick the model per chat?",
              "support": "supported",
              "answer": "Users can choose a model for each request; manual selection overrides Auto.",
              "evidenceIds": [
                "nuwacom:nuwacom:chat"
              ]
            },
            {
              "id": "auto_routing",
              "question": "Does the product route between models automatically, and is the chosen model shown?",
              "support": "partial",
              "answer": "Auto routes simple tasks to Instant and complex tasks to a stronger assigned model; EU-hosted provider fallback is documented. The exact model display after routing was not established.",
              "evidenceIds": [
                "nuwacom:nuwacom:models",
                "nuwacom:nuwacom:chat"
              ]
            },
            {
              "id": "multimodal_input",
              "question": "Which models accept images, audio or files?",
              "support": "partial",
              "answer": "Model tables flag image support; files/audio/video can be uploaded and processed by separate tools. DeepSeekV4Flash0731 lacks image input. Raw audio capability cannot be inferred for every text model.",
              "evidenceIds": [
                "nuwacom:nuwacom:model-web",
                "nuwacom:nuwacom:chat"
              ]
            }
          ],
          "limitations": [
            "current_models: Text list includes GPT6 Astra/Sol/Luna,6.1Sol,5.6Sol/Terra/Luna,5.5,5.4,5.2,5.1,5/mini/nano,4.1/mini/nano,4o/mini, o1/o3/o3mini/o4mini; Fable5/5.1, Opus4.5/4.6/4.7/4.8/5/5.5, Sonnet4.5/4.6/5/5.5, Haiku4.5/5.5; Gemini4Argon,3.8/3.7/3.6/3.5Flash/FlashLite,3.1ProPreview/3ProPreview,2.5Pro/Flash/ProReasoning; MistralLarge3, GLM5/5.1/5.2/5.3/5.3Flash, DeepSeekV4Flash0731/V4Pro0813/V4.1Flash/1017, KimiK3, Qwen3.8Max/3.8-27B/3.6-27B, MiniMaxM3. Availability is admin/provider/region dependent; not a tested authenticated picker.",
            "auto_routing: Auto routes simple tasks to Instant and complex tasks to a stronger assigned model; EU-hosted provider fallback is documented. The exact model display after routing was not established.",
            "multimodal_input: Model tables flag image support; files/audio/video can be uploaded and processed by separate tools. DeepSeekV4Flash0731 lacks image input. Raw audio capability cannot be inferred for every text model."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:models",
            "nuwacom:nuwacom:model-web",
            "nuwacom:nuwacom:changes",
            "nuwacom:nuwacom:chat"
          ]
        }
      ]
    },
    {
      "id": "MOD-02",
      "title": "Model freshness",
      "group": {
        "id": 1,
        "name": "Models"
      },
      "judgment": "Measure the days from a provider's general release to availability in the product for the last three major releases from OpenAI, Anthropic and Google (and Mistral where offered). Use dated changelogs or observation. Record deprecation notice for retired models.",
      "questions": [
        {
          "id": "release_lag_days",
          "question": "What was the lag for each of the last three major releases, per provider?"
        },
        {
          "id": "changelog",
          "question": "Is there a dated public model changelog?"
        },
        {
          "id": "deprecation_notice",
          "question": "How much notice is given before a model is removed?"
        },
        {
          "id": "version_pinning",
          "question": "Can an admin keep an older model version?"
        }
      ],
      "products": [
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:MOD-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public product and model changelogs exist; Vibe model lag and version-pinning remain unverified.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "release_lag_days",
              "question": "What was the lag for each of the last three major releases, per provider?",
              "support": "unknown",
              "answer": "Unknown. The API/model lifecycle pages cannot establish hosted Vibe chat release lag, notice guarantees or admin model pinning; no three-release app availability dataset was obtained.",
              "evidenceIds": []
            },
            {
              "id": "changelog",
              "question": "Is there a dated public model changelog?",
              "support": "supported",
              "answer": "Mistral publishes dated model/API changes and separate shipped Vibe/Admin release notes.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-releases",
                "mistral-vibe:mistral-vibe:m-release-notes"
              ]
            },
            {
              "id": "deprecation_notice",
              "question": "How much notice is given before a model is removed?",
              "support": "unknown",
              "answer": "Unknown. The API/model lifecycle pages cannot establish hosted Vibe chat release lag, notice guarantees or admin model pinning; no three-release app availability dataset was obtained.",
              "evidenceIds": []
            },
            {
              "id": "version_pinning",
              "question": "Can an admin keep an older model version?",
              "support": "unknown",
              "answer": "Unknown. The API/model lifecycle pages cannot establish hosted Vibe chat release lag, notice guarantees or admin model pinning; no three-release app availability dataset was obtained.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: release_lag_days, deprecation_notice, version_pinning."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-releases",
            "mistral-vibe:mistral-vibe:m-release-notes"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:MOD-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dated model release notes exist; provider release lag and version retention were not verified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business SaaS unless Enterprise, custom deployment or beta is explicitly named; documentation pages do not generally specify plan entitlement",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted 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? Unknown. No cross-checked last-three-release GA dates per provider, fixed deprecation notice or guaranteed older-version pinning was established from model/release/settings documentation.",
              "evidenceIds": []
            },
            {
              "id": "changelog",
              "question": "Is there a dated public model changelog?",
              "support": "supported",
              "answer": "Release notes through2026-10-16 identify Gemini4Argon and model access changes; older dated entries list provider additions.",
              "evidenceIds": [
                "nuwacom:nuwacom:changes"
              ]
            },
            {
              "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? Unknown. No cross-checked last-three-release GA dates per provider, fixed deprecation notice or guaranteed older-version pinning was established from model/release/settings documentation.",
              "evidenceIds": []
            },
            {
              "id": "version_pinning",
              "question": "Can an admin keep an older model version?",
              "support": "unknown",
              "answer": "Can an admin keep an older model version? Unknown. No cross-checked last-three-release GA dates per provider, fixed deprecation notice or guaranteed older-version pinning was established from model/release/settings documentation.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified release_lag_days, deprecation_notice, version_pinning: No cross-checked last-three-release GA dates per provider, fixed deprecation notice or guaranteed older-version pinning was established from model/release/settings documentation."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:changes"
          ]
        }
      ]
    },
    {
      "id": "MOD-03",
      "title": "Bring-your-own keys and provider contracts",
      "group": {
        "id": 1,
        "name": "Models"
      },
      "judgment": "Record customer-held API keys, customer cloud accounts (Azure OpenAI, Bedrock, Vertex), and aggregator routes (OpenRouter, LiteLLM) as separate routes. Record what still works without a vendor-provided model, whether prices change with BYO, and documented restrictions. API-key support does not imply support for the customer's own Azure contract.",
      "questions": [
        {
          "id": "own_api_keys",
          "question": "Can the customer use its own provider API keys?"
        },
        {
          "id": "own_cloud_contract",
          "question": "Can it use its own Azure OpenAI, Bedrock or Vertex deployment?"
        },
        {
          "id": "custom_endpoint",
          "question": "Can an admin add any OpenAI-compatible endpoint?"
        },
        {
          "id": "byo_pricing",
          "question": "Does BYO change the licence price?"
        },
        {
          "id": "byo_restrictions",
          "question": "Which features stop working with BYO?"
        }
      ],
      "products": [
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:MOD-03",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom: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": "mistral-vibe",
          "claimId": "mistral-vibe:MOD-04",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:MOD-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "EU-hosted open-weight models are listed; customer-hosted inference integration is not specified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business SaaS unless Enterprise, custom deployment or beta is explicitly named; documentation pages do not generally specify plan entitlement",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "self_hosted_chat",
              "question": "Can chat use a customer-hosted model?",
              "support": "unknown",
              "answer": "Can chat use a customer-hosted model? Unknown. Full-platform self-managed terms do not establish a documented chat/embedding route to customer-hosted models or its feature parity; no endpoint fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "self_hosted_embeddings",
              "question": "Can retrieval use customer-hosted embeddings?",
              "support": "unknown",
              "answer": "Can retrieval use customer-hosted embeddings? Unknown. Full-platform self-managed terms do not establish a documented chat/embedding route to customer-hosted models or its feature parity; no endpoint fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "feature_parity",
              "question": "Which features fail with self-hosted models?",
              "support": "unknown",
              "answer": "Which features fail with self-hosted models? Unknown. Full-platform self-managed terms do not establish a documented chat/embedding route to customer-hosted models or its feature parity; no endpoint fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "vendor_hosted_open_models",
              "question": "Does the vendor host open-weight models in EU/CH?",
              "support": "partial",
              "answer": "Hosted EU entries include MistralLarge3, KimiK3, GLM5.x, DeepSeekV4.x, Qwen3.x and MiniMaxM3. Open-weight family naming is not a component licence audit.",
              "evidenceIds": [
                "nuwacom:nuwacom:models",
                "nuwacom:nuwacom:model-web"
              ]
            }
          ],
          "limitations": [
            "vendor_hosted_open_models: Hosted EU entries include MistralLarge3, KimiK3, GLM5.x, DeepSeekV4.x, Qwen3.x and MiniMaxM3. Open-weight family naming is not a component licence audit.",
            "Unverified self_hosted_chat, self_hosted_embeddings, feature_parity: Full-platform self-managed terms do not establish a documented chat/embedding route to customer-hosted models or its feature parity; no endpoint fixture was run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:models",
            "nuwacom:nuwacom:model-web"
          ]
        }
      ]
    },
    {
      "id": "MOD-05",
      "title": "Model control and usage limits",
      "group": {
        "id": 1,
        "name": "Models"
      },
      "judgment": "Record admin allow-lists per group, default models, restrictions on which models may see which data, and per-user rate or fair-use limits. Test one restriction with two users in different groups. Record limits as enforced stops, warnings or undocumented fair use.",
      "questions": [
        {
          "id": "model_allowlist_by_group",
          "question": "Can admins limit models per group?"
        },
        {
          "id": "data_bound_models",
          "question": "Can admins restrict which models receive connector or knowledge content?"
        },
        {
          "id": "default_model",
          "question": "Can admins set the default model?"
        },
        {
          "id": "user_limits",
          "question": "What per-user message or token limits apply, and are they published?"
        },
        {
          "id": "limit_behaviour",
          "question": "What happens when a limit is reached?"
        }
      ],
      "products": [
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:MOD-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Vibe publishes relative plan allowances and some fixed limits; per-group model policies remain open.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "model_allowlist_by_group",
              "question": "Can admins limit models per group?",
              "support": "unknown",
              "answer": "Unknown. Admin Workspace/tool controls were checked, but an enforced group-to-model allowlist, data-to-model rule or admin default chat model was not established.",
              "evidenceIds": []
            },
            {
              "id": "data_bound_models",
              "question": "Can admins restrict which models receive connector or knowledge content?",
              "support": "unknown",
              "answer": "Unknown. Admin Workspace/tool controls were checked, but an enforced group-to-model allowlist, data-to-model rule or admin default chat model was not established.",
              "evidenceIds": []
            },
            {
              "id": "default_model",
              "question": "Can admins set the default model?",
              "support": "unknown",
              "answer": "Unknown. Admin Workspace/tool controls were checked, but an enforced group-to-model allowlist, data-to-model rule or admin default chat model was not established.",
              "evidenceIds": []
            },
            {
              "id": "user_limits",
              "question": "What per-user message or token limits apply, and are they published?",
              "support": "partial",
              "answer": "The page gives relative multipliers and Team Flash Answers at 200/day versus Pro 150/day. An exhaustive exact Work limit table was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "limit_behaviour",
              "question": "What happens when a limit is reached?",
              "support": "partial",
              "answer": "Library processing exhaustion pauses new uploads while existing content stays usable; paid API/Code usage can stop or consume prepaid PAYG.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-libraries",
                "mistral-vibe:mistral-vibe:m-subscription"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: model_allowlist_by_group, data_bound_models, default_model."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-pricing",
            "mistral-vibe:mistral-vibe:m-libraries",
            "mistral-vibe:mistral-vibe:m-subscription"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:MOD-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Admins choose models and defaults, with per-user/group access and published limit behavior but no absolute allowance.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "model_allowlist_by_group",
              "question": "Can admins limit models per group?",
              "support": "partial",
              "answer": "The October 16 release describes user/group model access. Current settings document per-user restrictions, with default and Auto models always available. Agents fall back to the default model for users without access; workflows fail at a restricted step, and embedded agents bypass these checks.",
              "evidenceIds": [
                "nuwacom:nuwacom:changes-20261026",
                "nuwacom:nuwacom:settings-20261026"
              ]
            },
            {
              "id": "data_bound_models",
              "question": "Can admins restrict which models receive connector or knowledge content?",
              "support": "partial",
              "answer": "Central enabled EU-only model configuration restricts regular-user routes, but a separate knowledge-versus-general model policy is not established and embeds are exempt from per-user checks.",
              "evidenceIds": [
                "nuwacom:nuwacom:overview-20261026",
                "nuwacom:nuwacom:settings-20261026"
              ]
            },
            {
              "id": "default_model",
              "question": "Can admins set the default model?",
              "support": "supported",
              "answer": "Workspace default Auto/specific model, Instant/stronger Auto assignments and image/video defaults are configurable; users may set personal default.",
              "evidenceIds": [
                "nuwacom:nuwacom:settings-20261026",
                "nuwacom:nuwacom:models-20261026",
                "nuwacom:nuwacom:account-20261026"
              ]
            },
            {
              "id": "user_limits",
              "question": "What per-user message or token limits apply, and are they published?",
              "support": "partial",
              "answer": "Standard/Premium/Power supply1x/2x/5x relative monthly usage; numeric message/token/base monetary allowances are not published.",
              "evidenceIds": [
                "nuwacom:nuwacom:usage-20261026",
                "nuwacom:nuwacom:rules-20261026"
              ]
            },
            {
              "id": "limit_behaviour",
              "question": "What happens when a limit is reached?",
              "support": "supported",
              "answer": "Interactive usage falls back to Instant; API, workflow and chatbot usage pause at the approved budget. No automatic additional charges; admin approval or reset is needed.",
              "evidenceIds": [
                "nuwacom:nuwacom:rules-20261026"
              ]
            }
          ],
          "limitations": [
            "model_allowlist_by_group: The October 16 release describes user/group model access. Current settings document per-user restrictions, with default and Auto models always available. Agents fall back to the default model for users without access; workflows fail at a restricted step, and embedded agents bypass these checks.",
            "data_bound_models: Central enabled EU-only model configuration restricts regular-user routes, but a separate knowledge-versus-general model policy is not established and embeds are exempt from per-user checks.",
            "user_limits: Standard/Premium/Power supply1x/2x/5x relative monthly usage; numeric message/token/base monetary allowances are not published."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:changes-20261026",
            "nuwacom:nuwacom:settings-20261026",
            "nuwacom:nuwacom:overview-20261026",
            "nuwacom:nuwacom:models-20261026",
            "nuwacom:nuwacom:account-20261026",
            "nuwacom:nuwacom:usage-20261026",
            "nuwacom:nuwacom:rules-20261026",
            "nuwacom:nuwacom:docs-full-recheck-20261026"
          ]
        }
      ]
    },
    {
      "id": "KNOW-01",
      "title": "Files in chat",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "Record supported formats, size and count limits, scanned-PDF OCR, tables and spreadsheets, images inside documents, and whether a file is read in full or retrieved in chunks. Upload the shared fixture set (long German PDF, scanned contract, Excel with formulas, PowerPoint) and record failures.",
      "questions": [
        {
          "id": "formats",
          "question": "Which formats are accepted?"
        },
        {
          "id": "limits",
          "question": "What size and count limits apply per file and chat?"
        },
        {
          "id": "ocr",
          "question": "Are scanned PDFs read?"
        },
        {
          "id": "spreadsheets",
          "question": "Are Excel tables read with structure intact?"
        },
        {
          "id": "full_vs_chunked",
          "question": "Is the whole file used or only retrieved parts, and does the user see which?"
        }
      ],
      "products": [
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:KNOW-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Work accepts documents, tables, images and recordings; documentation does not replace a file-fidelity test.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "formats",
              "question": "Which formats are accepted?",
              "support": "supported",
              "answer": "PDF, Word, PowerPoint, Excel/CSV/ODS/Numbers, common images/text/code and email formats are listed.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files"
              ]
            },
            {
              "id": "limits",
              "question": "What size and count limits apply per file and chat?",
              "support": "unknown",
              "answer": "Unknown. The 100 MB/100-file limits are for Libraries; exact per-chat file byte/count limits were not established and were not copied across.",
              "evidenceIds": []
            },
            {
              "id": "ocr",
              "question": "Are scanned PDFs read?",
              "support": "partial",
              "answer": "Work describes extracting text from scanned-page images; complete multi-page scanned-PDF fidelity was not tested.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files"
              ]
            },
            {
              "id": "spreadsheets",
              "question": "Are Excel tables read with structure intact?",
              "support": "partial",
              "answer": "Excel/CSV analysis and paid spreadsheet editing are documented; formulas/structure were not tested against the shared workbook.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files",
                "mistral-vibe:mistral-vibe:m-sheets"
              ]
            },
            {
              "id": "full_vs_chunked",
              "question": "Is the whole file used or only retrieved parts, and does the user see which?",
              "support": "unknown",
              "answer": "Unknown. Files persist for the chat and Libraries are indexed, but exact full-file versus chunk selection and user-visible coverage were not verified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: limits, full_vs_chunked."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-files",
            "mistral-vibe:mistral-vibe:m-sheets"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:KNOW-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Chat accepts broad office, text, image and media formats; parsing fidelity and total context limits are untested.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "formats",
              "question": "Which formats are accepted?",
              "support": "supported",
              "answer": "PDF, Word/doc/docx, Excel/xls/xlsx/CSV, PowerPoint/ppt/pptx, ODT, EPUB, JSON, Markdown/plaintext/HTML/XML/RTF, reStructuredText, OutlookMSG/EML, JPEG/PNG/WebP/nonanimatedGIF, audioMP3/WAV/OGG/FLAC/AAC/AIFF/M4A, MP4/WebM and Google native documents are listed.",
              "evidenceIds": [
                "nuwacom:nuwacom:chat-20261026"
              ]
            },
            {
              "id": "limits",
              "question": "What size and count limits apply per file and chat?",
              "support": "partial",
              "answer": "Document/slide template uploads are50MB; this does not establish universal attachment or chat-count limits.",
              "evidenceIds": [
                "nuwacom:nuwacom:documents-20261026",
                "nuwacom:nuwacom:slides-20261026"
              ]
            },
            {
              "id": "ocr",
              "question": "Are scanned PDFs read?",
              "support": "unknown",
              "answer": "Are scanned PDFs read? Unknown. No scanned-PDF/OCR or structured workbook fixture was run, and universal per-chat size/count/context limits were not established. Search on 2026-10-26: https://docs.nuwacom.ai/product/chat.md, https://docs.nuwacom.ai/en/documents.md, https://docs.nuwacom.ai/en/slides.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "spreadsheets",
              "question": "Are Excel tables read with structure intact?",
              "support": "partial",
              "answer": "Excel/CSV/Sheets can be analyzed through Python; preservation of merged cells/formulas/structure was not independently tested.",
              "evidenceIds": [
                "nuwacom:nuwacom:analysis-20261026"
              ]
            },
            {
              "id": "full_vs_chunked",
              "question": "Is the whole file used or only retrieved parts, and does the user see which?",
              "support": "partial",
              "answer": "Knowledge sync extracts content and retrieval uses selected sources; full-file versus retrieved chunk thresholds and user visibility are unspecified.",
              "evidenceIds": [
                "nuwacom:nuwacom:knowledge-20261026",
                "nuwacom:nuwacom:chat-20261026"
              ]
            }
          ],
          "limitations": [
            "limits: Document/slide template uploads are50MB; this does not establish universal attachment or chat-count limits.",
            "ocr: Are scanned PDFs read? Unknown. No scanned-PDF/OCR or structured workbook fixture was run, and universal per-chat size/count/context limits were not established. Search on 2026-10-26: https://docs.nuwacom.ai/product/chat.md, https://docs.nuwacom.ai/en/documents.md, https://docs.nuwacom.ai/en/slides.md. No additional scoped evidence established this answer.",
            "spreadsheets: Excel/CSV/Sheets can be analyzed through Python; preservation of merged cells/formulas/structure was not independently tested.",
            "full_vs_chunked: Knowledge sync extracts content and retrieval uses selected sources; full-file versus retrieved chunk thresholds and user visibility are unspecified."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:chat-20261026",
            "nuwacom:nuwacom:documents-20261026",
            "nuwacom:nuwacom:slides-20261026",
            "nuwacom:nuwacom:analysis-20261026",
            "nuwacom:nuwacom:knowledge-20261026",
            "nuwacom:nuwacom:docs-full-recheck-20261026",
            "nuwacom:nuwacom:pricing-20261026"
          ]
        }
      ]
    },
    {
      "id": "KNOW-02",
      "title": "Knowledge bases and shared collections",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "Record curated document collections that persist across chats, who can create and share them, size limits, and how they attach to assistants. Distinguish personal, group and organisation-wide scope.",
      "questions": [
        {
          "id": "persistent_collections",
          "question": "Can users keep document collections across chats?"
        },
        {
          "id": "sharing_scope",
          "question": "Can collections be shared with users, groups or the whole organisation?"
        },
        {
          "id": "size_limits",
          "question": "What are the collection limits?"
        },
        {
          "id": "assistant_binding",
          "question": "Can collections be bound to an assistant?"
        }
      ],
      "products": [
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:KNOW-02",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:KNOW-02",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "KNOW-03",
      "title": "Enterprise connectors",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "List each connector separately with plan, availability and setup owner: SharePoint, OneDrive, Outlook, Teams, Google Drive, Gmail, Confluence, Jira, Notion, Box, Salesforce, ServiceNow, file shares. Record whether the vendor or a third party (or the customer via MCP) provides it, and whether it needs admin consent. A connector listed on a roadmap or partner page is `announced`. An on-prem connector or gateway proves access to local data, not a self-hosted platform (DATA-02).",
      "questions": [
        {
          "id": "microsoft_365",
          "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?"
        },
        {
          "id": "google_workspace",
          "question": "Which Google sources are connected?"
        },
        {
          "id": "atlassian",
          "question": "Confluence and Jira?"
        },
        {
          "id": "other_systems",
          "question": "Which other business systems?"
        },
        {
          "id": "on_prem_sources",
          "question": "Can on-prem file shares or databases be connected?"
        },
        {
          "id": "connector_provider",
          "question": "Who builds and maintains each connector?"
        }
      ],
      "products": [
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:KNOW-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Named featured connectors and a third-party MCP directory connect external data and actions; current pricing labels connectors beta.",
          "availability": "beta",
          "delivery": "official-integration",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team and Enterprise hosted Vibe Work after account migration; feature-specific beta/preview and Enterprise-only controls retained below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "microsoft_365",
              "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?",
              "support": "partial",
              "answer": "Featured sources list Outlook, Outlook Calendar and SharePoint Search API. Separate OneDrive/Teams connector entitlements were not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026"
              ]
            },
            {
              "id": "google_workspace",
              "question": "Which Google sources are connected?",
              "support": "partial",
              "answer": "The guide names Gmail, Google Calendar and Google Drive in Work context; exact Google Drive setup scope was not fully verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026",
                "mistral-vibe:mistral-vibe:m-files-20261026"
              ]
            },
            {
              "id": "atlassian",
              "question": "Confluence and Jira?",
              "support": "supported",
              "answer": "The featured Atlassian connector supports Confluence and Jira.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026"
              ]
            },
            {
              "id": "other_systems",
              "question": "Which other business systems?",
              "support": "supported",
              "answer": "Featured examples include Box, GitHub, Linear, Notion, Slack and Stripe; the remaining MCP directory is third-party.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026",
                "mistral-vibe:mistral-vibe:m-mcp-20261026"
              ]
            },
            {
              "id": "on_prem_sources",
              "question": "Can on-prem file shares or databases be connected?",
              "support": "unknown",
              "answer": "Custom MCP can point at reachable tools, but a supported on-prem file-share/database connector with verified network prerequisites was not established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/connectors.md, https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/connectors/mcp-connectors.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "connector_provider",
              "question": "Who builds and maintains each connector?",
              "support": "supported",
              "answer": "Featured integrations are Mistral-managed; custom/directory MCP servers are third-party/customer-operated and need admin setup.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026",
                "mistral-vibe:mistral-vibe:m-mcp-20261026"
              ]
            }
          ],
          "limitations": [
            "microsoft_365: Featured sources list Outlook, Outlook Calendar and SharePoint Search API. Separate OneDrive/Teams connector entitlements were not verified.",
            "google_workspace: The guide names Gmail, Google Calendar and Google Drive in Work context; exact Google Drive setup scope was not fully verified.",
            "on_prem_sources: Custom MCP can point at reachable tools, but a supported on-prem file-share/database connector with verified network prerequisites was not established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/connectors.md, https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/connectors/mcp-connectors.md. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-connectors-20261026",
            "mistral-vibe:mistral-vibe:m-files-20261026",
            "mistral-vibe:mistral-vibe:m-mcp-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:KNOW-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Native Microsoft, Google, Atlassian and business connectors coexist with custom MCP; automatic sync is Enterprise.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business/Enterprise native connectors; Enterprise automated knowledge synchronization. Custom MCP entitlement is unverified.",
            "addOns": [
              "Enterprise automated SharePoint/OneDrive/GoogleDrive/Confluence knowledge sync",
              "Custom/curated MCP, eligible tier unspecified"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "microsoft_365",
              "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?",
              "support": "supported",
              "answer": "SharePoint, OneDrive, Outlook, Teams, Excel, OneNote, Planner andPowerBI connectors expose search/read and selected writes. Enterprise knowledge sync names SharePoint/OneDrive.",
              "evidenceIds": [
                "nuwacom:nuwacom:directory-20261026",
                "nuwacom:nuwacom:pricing-20261026",
                "nuwacom:nuwacom:knowledge-20261026"
              ]
            },
            {
              "id": "google_workspace",
              "question": "Which Google sources are connected?",
              "support": "supported",
              "answer": "Drive, Docs, Sheets, Gmail, Calendar andMeet transcripts; Drive knowledge sync is listed.",
              "evidenceIds": [
                "nuwacom:nuwacom:directory-20261026",
                "nuwacom:nuwacom:knowledge-20261026"
              ]
            },
            {
              "id": "atlassian",
              "question": "Confluence and Jira?",
              "support": "supported",
              "answer": "Jira andConfluence native connector actions; Confluence also appears in current Knowledge sync list.",
              "evidenceIds": [
                "nuwacom:nuwacom:directory-20261026",
                "nuwacom:nuwacom:knowledge-20261026"
              ]
            },
            {
              "id": "other_systems",
              "question": "Which other business systems?",
              "support": "partial",
              "answer": "The public directory lists Slack, Notion, Pipedrive, HubSpot and Personio. Custom MCP is documented, but its eligible plan is not established, so no Business/Enterprise MCP entitlement is asserted.",
              "evidenceIds": [
                "nuwacom:nuwacom:directory-20261026",
                "nuwacom:nuwacom:pricing-20261026"
              ]
            },
            {
              "id": "on_prem_sources",
              "question": "Can on-prem file shares or databases be connected?",
              "support": "unknown",
              "answer": "Can on-prem file shares or databases be connected? Unknown. No supported on-prem file-share/database connector matrix or network architecture was established. MCP alone does not prove an on-prem route. Search on 2026-10-26: https://docs.nuwacom.ai/en/connector-directory.md, https://nuwacom.com/en/pricing, https://docs.nuwacom.ai/en/product/knowledge.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "connector_provider",
              "question": "Who builds and maintains each connector?",
              "support": "partial",
              "answer": "The documented native Apps are preconfigured integrations managed by nuwacom. Custom MCP server operators and contracts vary; the plan entitlement and server-specific maintenance commitment remain unknown.",
              "evidenceIds": [
                "nuwacom:nuwacom:connectors-20261026",
                "nuwacom:nuwacom:pricing-20261026"
              ]
            }
          ],
          "limitations": [
            "other_systems: The public directory lists Slack, Notion, Pipedrive, HubSpot and Personio. Custom MCP is documented, but its eligible plan is not established, so no Business/Enterprise MCP entitlement is asserted.",
            "on_prem_sources: Can on-prem file shares or databases be connected? Unknown. No supported on-prem file-share/database connector matrix or network architecture was established. MCP alone does not prove an on-prem route. Search on 2026-10-26: https://docs.nuwacom.ai/en/connector-directory.md, https://nuwacom.com/en/pricing, https://docs.nuwacom.ai/en/product/knowledge.md. No additional scoped evidence established this answer.",
            "connector_provider: The documented native Apps are preconfigured integrations managed by nuwacom. Custom MCP server operators and contracts vary; the plan entitlement and server-specific maintenance commitment remain unknown."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:directory-20261026",
            "nuwacom:nuwacom:pricing-20261026",
            "nuwacom:nuwacom:knowledge-20261026",
            "nuwacom:nuwacom:connectors-20261026",
            "nuwacom:nuwacom:mcp-20261026",
            "nuwacom:nuwacom:docs-full-recheck-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": "mistral-vibe",
          "claimId": "mistral-vibe:KNOW-04",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:KNOW-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Live personal connectors and synced knowledge have materially different permission boundaries.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business/Enterprise live connectors; automated knowledge sync requires Enterprise",
            "addOns": [
              "Enterprise automated SharePoint/OneDrive/GoogleDrive/Confluence knowledge sync"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "source_permissions_respected",
              "question": "Are source permissions enforced per user?",
              "support": "partial",
              "answer": "Business/Enterprise personal live connections act with the connection owner's source permissions; shared/default accounts use the shared owner rights. Enterprise synced SharePoint/OneDrive/Drive knowledge uses nuwacom folder access and does not preserve source permissions, so recipients can see copied knowledge without source access.",
              "evidenceIds": [
                "nuwacom:nuwacom:knowledge-20261026",
                "nuwacom:nuwacom:connections-20261026",
                "nuwacom:nuwacom:agent-config-20261026"
              ]
            },
            {
              "id": "enforcement_point",
              "question": "Does the source system, a mirrored index or nothing enforce them?",
              "support": "partial",
              "answer": "The live connector enforces its connected account rights. Enterprise knowledge-sync copies are governed by nuwacom folder/agent permissions. The generic Enterprise Search permissions description is not used as proof that synced copies recheck source ACLs.",
              "evidenceIds": [
                "nuwacom:nuwacom:knowledge-20261026",
                "nuwacom:nuwacom:connections-20261026"
              ]
            },
            {
              "id": "revocation_delay",
              "question": "How quickly does a removed permission take effect?",
              "support": "unknown",
              "answer": "How quickly does a removed permission take effect? Unknown. No revocation timing fixture or Microsoft Purview/other sensitivity-label handling was established. Search on 2026-10-26: https://docs.nuwacom.ai/en/connections.md, https://docs.nuwacom.ai/en/product/knowledge.md, https://docs.nuwacom.ai/en/agent-configuration.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "admin_scope_controls",
              "question": "Can admins exclude sites, folders or labels?",
              "support": "partial",
              "answer": "Admins select files/folders to sync, enable/disable connectors and control account/folder/agent sharing; source sensitivity-label enforcement was not established.",
              "evidenceIds": [
                "nuwacom:nuwacom:knowledge-20261026",
                "nuwacom:nuwacom:settings-20261026"
              ]
            },
            {
              "id": "sensitivity_labels",
              "question": "Are Microsoft Purview or similar labels respected?",
              "support": "unknown",
              "answer": "Are Microsoft Purview or similar labels respected? Unknown. No revocation timing fixture or Microsoft Purview/other sensitivity-label handling was established. Search on 2026-10-26: https://docs.nuwacom.ai/en/connections.md, https://docs.nuwacom.ai/en/product/knowledge.md, https://docs.nuwacom.ai/en/agent-configuration.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "source_permissions_respected: Business/Enterprise personal live connections act with the connection owner's source permissions; shared/default accounts use the shared owner rights. Enterprise synced SharePoint/OneDrive/Drive knowledge uses nuwacom folder access and does not preserve source permissions, so recipients can see copied knowledge without source access.",
            "enforcement_point: The live connector enforces its connected account rights. Enterprise knowledge-sync copies are governed by nuwacom folder/agent permissions. The generic Enterprise Search permissions description is not used as proof that synced copies recheck source ACLs.",
            "revocation_delay: How quickly does a removed permission take effect? Unknown. No revocation timing fixture or Microsoft Purview/other sensitivity-label handling was established. Search on 2026-10-26: https://docs.nuwacom.ai/en/connections.md, https://docs.nuwacom.ai/en/product/knowledge.md, https://docs.nuwacom.ai/en/agent-configuration.md. No additional scoped evidence established this answer.",
            "admin_scope_controls: Admins select files/folders to sync, enable/disable connectors and control account/folder/agent sharing; source sensitivity-label enforcement was not established.",
            "sensitivity_labels: Are Microsoft Purview or similar labels respected? Unknown. No revocation timing fixture or Microsoft Purview/other sensitivity-label handling was established. Search on 2026-10-26: https://docs.nuwacom.ai/en/connections.md, https://docs.nuwacom.ai/en/product/knowledge.md, https://docs.nuwacom.ai/en/agent-configuration.md. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:connections-20261026",
            "nuwacom:nuwacom:knowledge-20261026",
            "nuwacom:nuwacom:agent-config-20261026",
            "nuwacom:nuwacom:settings-20261026",
            "nuwacom:nuwacom:docs-full-recheck-20261026",
            "nuwacom:nuwacom:pricing-20261026"
          ]
        }
      ]
    },
    {
      "id": "KNOW-05",
      "title": "Freshness and sync model",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "Record live (federated) search versus a copied index, sync interval, deletion propagation, and where the index is stored. Edit and delete one fixture document and record when answers change. A copied index adds storage location to DATA-01.",
      "questions": [
        {
          "id": "live_or_indexed",
          "question": "Is content searched live or copied into an index?"
        },
        {
          "id": "sync_interval",
          "question": "How often does an index refresh?"
        },
        {
          "id": "deletion_propagation",
          "question": "How quickly does a deleted document disappear?"
        },
        {
          "id": "index_location",
          "question": "Where is indexed content stored?"
        }
      ],
      "products": [
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:KNOW-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Request-time featured connectors and indexed Knowledge Connectors are distinct; source deletions propagate after synchronization with no published interval.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team and Enterprise hosted Vibe Work after account migration; feature-specific beta/preview and Enterprise-only controls retained below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "live_or_indexed",
              "question": "Is content searched live or copied into an index?",
              "support": "supported",
              "answer": "Featured request-time connectors fetch live without a persistent connector index. Knowledge Connectors can separately index selected files, folders or libraries; uploaded Libraries persist their own content.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026",
                "mistral-vibe:mistral-vibe:m-libraries-20261026",
                "mistral-vibe:mistral-vibe:connector-data-controls-20261026",
                "mistral-vibe:mistral-vibe:plan-matrix-20261026"
              ]
            },
            {
              "id": "sync_interval",
              "question": "How often does an index refresh?",
              "support": "unknown",
              "answer": "No universal source-sync interval was established; live connectors and manually indexed Libraries must be distinguished. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/connectors.md, https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "deletion_propagation",
              "question": "How quickly does a deleted document disappear?",
              "support": "partial",
              "answer": "The connected-tool help article says source file/folder/library deletion propagates to the Knowledge Connector index after synchronization. Disabling a Knowledge Connector removes access and schedules index deletion. No bounded propagation or purge time is stated.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:connector-data-controls-20261026"
              ]
            },
            {
              "id": "index_location",
              "question": "Where is indexed content stored?",
              "support": "partial",
              "answer": "Libraries state European cloud storage; exact country, backup and embedding-processing regions were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-libraries-20261026"
              ]
            }
          ],
          "limitations": [
            "sync_interval: No universal source-sync interval was established; live connectors and manually indexed Libraries must be distinguished. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/connectors.md, https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer.",
            "deletion_propagation: The connected-tool help article says source file/folder/library deletion propagates to the Knowledge Connector index after synchronization. Disabling a Knowledge Connector removes access and schedules index deletion. No bounded propagation or purge time is stated.",
            "index_location: Libraries state European cloud storage; exact country, backup and embedding-processing regions were not established."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-connectors-20261026",
            "mistral-vibe:mistral-vibe:m-libraries-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026",
            "mistral-vibe:mistral-vibe:connector-data-controls-20261026"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:KNOW-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Live action access is temporary; knowledge sync copies extracted content one way.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business/Enterprise live connectors; automated knowledge sync requires Enterprise",
            "addOns": [
              "Enterprise automated SharePoint/OneDrive/GoogleDrive/Confluence knowledge sync"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "live_or_indexed",
              "question": "Is content searched live or copied into an index?",
              "support": "supported",
              "answer": "Connected-email actions retrieve temporarily; knowledge sync extracts content without storing original files and indexes it for reuse; writes in nuwacom are not synced back.",
              "evidenceIds": [
                "nuwacom:nuwacom:connectors-rev2",
                "nuwacom:nuwacom:knowledge-rev2"
              ]
            },
            {
              "id": "sync_interval",
              "question": "How often does an index refresh?",
              "support": "partial",
              "answer": "Knowledge markets real-time updates but FAQ says new files can take a few minutes. No fixed refresh SLA is documented.",
              "evidenceIds": [
                "nuwacom:nuwacom:knowledge-rev2"
              ]
            },
            {
              "id": "deletion_propagation",
              "question": "How quickly does a deleted document disappear?",
              "support": "partial",
              "answer": "Deleting a synced file in nuwacom removes its folder entry without deleting source content; source-deletion-to-index delay is unknown.",
              "evidenceIds": [
                "nuwacom:nuwacom:knowledge-rev2"
              ]
            },
            {
              "id": "index_location",
              "question": "Where is indexed content stored?",
              "support": "partial",
              "answer": "Business hosted content is in Azure EU. Enterprise may select STACKIT Germany eu01 in its order form. A separate index physical-site matrix is not published; model inference is a different processing path.",
              "evidenceIds": [
                "nuwacom:nuwacom:overview-rev2",
                "nuwacom:nuwacom:plans-rev2"
              ]
            }
          ],
          "limitations": [
            "Live personal OAuth and Enterprise synchronized knowledge have separate authorization and storage behavior."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:connectors-rev2",
            "nuwacom:nuwacom:knowledge-rev2",
            "nuwacom:nuwacom:overview-rev2",
            "nuwacom:nuwacom:docs-full-recheck",
            "nuwacom:nuwacom:pricing-rev2",
            "nuwacom:nuwacom:plans-rev2"
          ]
        }
      ]
    },
    {
      "id": "KNOW-06",
      "title": "Grounding and retrieval quality",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "Run the shared question set over the fixture corpus: factual lookups, cross-document questions, German document with an English question, a question with no answer in the corpus. Record citation presence, link accuracy, correct answers and refusals to invent. Disclose model, settings, attempt count and failures. Single runs support a case study, not a ranking.",
      "questions": [
        {
          "id": "citations",
          "question": "Are answers linked to specific sources?"
        },
        {
          "id": "citation_accuracy",
          "question": "Do the cited passages support the answer?"
        },
        {
          "id": "cross_language",
          "question": "Does a question in one language find documents in another?"
        },
        {
          "id": "no_answer_behaviour",
          "question": "Does it say when the corpus has no answer?"
        },
        {
          "id": "observed_accuracy",
          "question": "How many of the question set were answered correctly?"
        }
      ],
      "products": [
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:KNOW-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Library answers document numbered footnotes; measured multilingual grounding quality remains unknown.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team and Enterprise hosted Vibe Work after account migration; feature-specific beta/preview and Enterprise-only controls retained below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "citations",
              "question": "Are answers linked to specific sources?",
              "support": "supported",
              "answer": "Library responses use numbered footnotes to source passages and a Sources panel.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-libraries-20261026"
              ]
            },
            {
              "id": "citation_accuracy",
              "question": "Do the cited passages support the answer?",
              "support": "unknown",
              "answer": "No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "cross_language",
              "question": "Does a question in one language find documents in another?",
              "support": "unknown",
              "answer": "No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "no_answer_behaviour",
              "question": "Does it say when the corpus has no answer?",
              "support": "unknown",
              "answer": "No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "observed_accuracy",
              "question": "How many of the question set were answered correctly?",
              "support": "unknown",
              "answer": "No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "citation_accuracy: No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.",
            "cross_language: No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.",
            "no_answer_behaviour: No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.",
            "observed_accuracy: No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-libraries-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:KNOW-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Chat documents clickable internal/web sources; grounding quality remains unmeasured.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business SaaS unless Enterprise, custom deployment or beta is explicitly named; documentation pages do not generally specify plan entitlement",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "citations",
              "question": "Are answers linked to specific sources?",
              "support": "supported",
              "answer": "Internal document and web sources appear below answers; clicking opens original. Source list can include uncited material that influenced generation.",
              "evidenceIds": [
                "nuwacom:nuwacom:chat"
              ]
            },
            {
              "id": "citation_accuracy",
              "question": "Do the cited passages support the answer?",
              "support": "unknown",
              "answer": "Do the cited passages support the answer? Unknown. No shared DE/FR/EN corpus fixture or no-answer/citation-accuracy test was run; cross-language retrieval and observed accuracy are unestablished.",
              "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? Unknown. No shared DE/FR/EN corpus fixture or no-answer/citation-accuracy test was run; cross-language retrieval and observed accuracy are unestablished.",
              "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? Unknown. No shared DE/FR/EN corpus fixture or no-answer/citation-accuracy test was run; cross-language retrieval and observed accuracy are unestablished.",
              "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? Unknown. No shared DE/FR/EN corpus fixture or no-answer/citation-accuracy test was run; cross-language retrieval and observed accuracy are unestablished.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified citation_accuracy, cross_language, no_answer_behaviour, observed_accuracy: No shared DE/FR/EN corpus fixture or no-answer/citation-accuracy test was run; cross-language retrieval and observed accuracy are unestablished."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:chat"
          ]
        }
      ]
    },
    {
      "id": "KNOW-07",
      "title": "Memory and personal context",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "Record personal custom instructions, cross-chat memory, project or workspace context, and user controls to view, edit, delete or disable memory. Record whether admins can disable memory organisation-wide.",
      "questions": [
        {
          "id": "custom_instructions",
          "question": "Can users set persistent instructions?"
        },
        {
          "id": "cross_chat_memory",
          "question": "Does the product remember facts across chats?"
        },
        {
          "id": "user_memory_controls",
          "question": "Can users view, edit and delete memories?"
        },
        {
          "id": "admin_memory_controls",
          "question": "Can admins turn memory off?"
        }
      ],
      "products": [
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:KNOW-07",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Migrated Work uses personal Knowledge Base and persistent instructions, with user and admin controls.",
          "availability": "beta",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Migrated Team/Enterprise hosted Work; personal Knowledge Base public preview, organization/workspace controls as documented",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "custom_instructions",
              "question": "Can users set persistent instructions?",
              "support": "supported",
              "answer": "Persistent account instructions specify role, tone and format; Projects can carry their own instructions.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-instructions-20261026",
                "mistral-vibe:mistral-vibe:m-projects-20261026"
              ]
            },
            {
              "id": "cross_chat_memory",
              "question": "Does the product remember facts across chats?",
              "support": "supported",
              "answer": "Work Knowledge Base retrieves saved knowledge across tasks; it replaces legacy Memories as accounts migrate.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-memory-20261026",
                "mistral-vibe:mistral-vibe:m-release-notes-20261026"
              ]
            },
            {
              "id": "user_memory_controls",
              "question": "Can users view, edit and delete memories?",
              "support": "supported",
              "answer": "Users can browse/edit/delete/export knowledge and disable its use; disabling does not erase saved entries.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-memory-20261026"
              ]
            },
            {
              "id": "admin_memory_controls",
              "question": "Can admins turn memory off?",
              "support": "supported",
              "answer": "Admins can disable Knowledge and constrain sensitive-data saving at organization/Workspace scope.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-memory-20261026",
                "mistral-vibe:mistral-vibe:m-adminvibe-20261026"
              ]
            }
          ],
          "limitations": [],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-instructions-20261026",
            "mistral-vibe:mistral-vibe:m-projects-20261026",
            "mistral-vibe:mistral-vibe:m-memory-20261026",
            "mistral-vibe:mistral-vibe:m-release-notes-20261026",
            "mistral-vibe:mistral-vibe:m-adminvibe-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:KNOW-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Users opt into private chat memories and can manage them; administrative memory control is not established.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "custom_instructions",
              "question": "Can users set persistent instructions?",
              "support": "partial",
              "answer": "Private preferences/context, saved Voices and agent/project/workspace guidelines are documented; a distinct persistent personal instruction field is not specified.",
              "evidenceIds": [
                "nuwacom:nuwacom:account-20261026",
                "nuwacom:nuwacom:policy-20261026"
              ]
            },
            {
              "id": "cross_chat_memory",
              "question": "Does the product remember facts across chats?",
              "support": "partial",
              "answer": "Opt-in Memories retain context across personal chats only, excluding agents/knowledge. Orchestrator documentation separately mentions persistent context without reconciling scope.",
              "evidenceIds": [
                "nuwacom:nuwacom:account-20261026",
                "nuwacom:nuwacom:orchestrator-20261026"
              ]
            },
            {
              "id": "user_memory_controls",
              "question": "Can users view, edit and delete memories?",
              "support": "supported",
              "answer": "Enable/disable and view/edit/delete individual or all memories; memory import from other tools is documented.",
              "evidenceIds": [
                "nuwacom:nuwacom:account-20261026"
              ]
            },
            {
              "id": "admin_memory_controls",
              "question": "Can admins turn memory off?",
              "support": "unknown",
              "answer": "Can admins turn memory off? Unknown. No administrator memory-disable policy was established. Search on 2026-10-26: https://docs.nuwacom.ai/en/account.md, https://docs.nuwacom.ai/en/policy-hierarchy.md, https://docs.nuwacom.ai/en/orchestrator.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "custom_instructions: Private preferences/context, saved Voices and agent/project/workspace guidelines are documented; a distinct persistent personal instruction field is not specified.",
            "cross_chat_memory: Opt-in Memories retain context across personal chats only, excluding agents/knowledge. Orchestrator documentation separately mentions persistent context without reconciling scope.",
            "admin_memory_controls: Can admins turn memory off? Unknown. No administrator memory-disable policy was established. Search on 2026-10-26: https://docs.nuwacom.ai/en/account.md, https://docs.nuwacom.ai/en/policy-hierarchy.md, https://docs.nuwacom.ai/en/orchestrator.md. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:account-20261026",
            "nuwacom:nuwacom:policy-20261026",
            "nuwacom:nuwacom:orchestrator-20261026",
            "nuwacom:nuwacom:docs-full-recheck-20261026",
            "nuwacom:nuwacom:pricing-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": "mistral-vibe",
          "claimId": "mistral-vibe:AGT-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Skills are the current reusable Work configuration; legacy Chat Agents remain migration-scoped.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web",
              "vibe-chat-legacy"
            ],
            "version": null,
            "plan": "Team/Enterprise Work Skills; legacy Chat Agents only during migration",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              },
              {
                "id": "vibe-chat-legacy",
                "name": "Legacy Vibe Chat during enterprise migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "create_assistants",
              "question": "Can users create assistants with instructions, knowledge and tools?",
              "support": "supported",
              "answer": "Work users create reusable Skills with instructions/resources. Legacy Chat Agents additionally bind instructions, tools and Libraries during migration.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-skills-20261026",
                "mistral-vibe:mistral-vibe:m-legacy-agents-20261026"
              ]
            },
            {
              "id": "creator_permissions",
              "question": "Can admins limit who creates them?",
              "support": "partial",
              "answer": "Admins govern Skills/features and may force-enable Workspace Skills; a separate per-user creator-role restriction was not fully verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-skills-20261026",
                "mistral-vibe:mistral-vibe:m-adminvibe-20261026"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can assistants be shared with users, groups or everyone?",
              "support": "supported",
              "answer": "Skills can be personal or published to a Workspace; legacy Agents have individual/group/organization sharing.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-skills-20261026",
                "mistral-vibe:mistral-vibe:m-legacy-agents-20261026"
              ]
            },
            {
              "id": "catalogue",
              "question": "Is there an internal assistant directory?",
              "support": "supported",
              "answer": "The Skills interface distinguishes built-in, personal and Workspace Skills; Studio-published resources can appear in Work.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-skills-20261026"
              ]
            },
            {
              "id": "prompt_library",
              "question": "Are shared prompt templates available?",
              "support": "supported",
              "answer": "Built-in Skills include research, extraction and onboarding, and custom Skills can encode reusable methods/templates.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-skills-20261026"
              ]
            }
          ],
          "limitations": [
            "creator_permissions: Admins govern Skills/features and may force-enable Workspace Skills; a separate per-user creator-role restriction was not fully verified."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-skills-20261026",
            "mistral-vibe:mistral-vibe:m-legacy-agents-20261026",
            "mistral-vibe:mistral-vibe:m-adminvibe-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026",
            "mistral-vibe:mistral-vibe:m-release-notes-20261026"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:AGT-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "No-code agents combine instructions, knowledge, tools and skills with controlled creation/sharing.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "create_assistants",
              "question": "Can users create assistants with instructions, knowledge and tools?",
              "support": "supported",
              "answer": "Agent Builder accepts natural-language instructions, selected files/folders, connector actions, nuwacom tools and skills.",
              "evidenceIds": [
                "nuwacom:nuwacom:agents-20261026",
                "nuwacom:nuwacom:agent-config-20261026"
              ]
            },
            {
              "id": "creator_permissions",
              "question": "Can admins limit who creates them?",
              "support": "supported",
              "answer": "Admin permission matrix controls Read/Write/Share for Agents by role/group; admins retain full access.",
              "evidenceIds": [
                "nuwacom:nuwacom:settings-20261026"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can assistants be shared with users, groups or everyone?",
              "support": "partial",
              "answer": "Private, specific people/groups or workspace sharing; published embeds use domain whitelist and separate knowledge/account permissions.",
              "evidenceIds": [
                "nuwacom:nuwacom:agent-config-20261026",
                "nuwacom:nuwacom:users-20261026"
              ]
            },
            {
              "id": "catalogue",
              "question": "Is there an internal assistant directory?",
              "support": "supported",
              "answer": "Categorized internal agent library and personal sidebar pins are documented.",
              "evidenceIds": [
                "nuwacom:nuwacom:agent-extra-20261026"
              ]
            },
            {
              "id": "prompt_library",
              "question": "Are shared prompt templates available?",
              "support": "supported",
              "answer": "Custom/standard categorized prompts share internally; Prompts are disabled by default until admin re-enables the module.",
              "evidenceIds": [
                "nuwacom:nuwacom:prompts-20261026"
              ]
            }
          ],
          "limitations": [
            "sharing_scope: Private, specific people/groups or workspace sharing; published embeds use domain whitelist and separate knowledge/account permissions."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:agents-20261026",
            "nuwacom:nuwacom:agent-config-20261026",
            "nuwacom:nuwacom:settings-20261026",
            "nuwacom:nuwacom:users-20261026",
            "nuwacom:nuwacom:agent-extra-20261026",
            "nuwacom:nuwacom:prompts-20261026",
            "nuwacom:nuwacom:docs-full-recheck-20261026",
            "nuwacom:nuwacom:pricing-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": "mistral-vibe",
          "claimId": "mistral-vibe:AGT-02",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Work provides native tools, custom remote MCP and explicit action controls.",
          "availability": "beta",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise hosted Work; connectors/custom MCP beta; Studio workflow execution separately metered",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "builtin_tools",
              "question": "Which tools are built in?",
              "support": "supported",
              "answer": "Tools include web/Open URL, Libraries, paid Code Interpreter, Canvas, image generation, Skills and connectors.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files-20261026",
                "mistral-vibe:mistral-vibe:m-web-20261026",
                "mistral-vibe:mistral-vibe:m-interpreter-20261026"
              ]
            },
            {
              "id": "custom_actions",
              "question": "Can admins add API actions?",
              "support": "supported",
              "answer": "Admins can add customer MCP tools; Studio developers can publish deterministic Workflows as callable assistants.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-mcp-20261026",
                "mistral-vibe:mistral-vibe:m-workflows-20261026"
              ]
            },
            {
              "id": "mcp_client",
              "question": "Can it use remote MCP servers, and with what admin control?",
              "support": "supported",
              "answer": "Custom HTTPS MCP servers support auto-detected no-auth, Bearer/Basic or OAuth 2.1 authentication and require administrator setup.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-mcp-20261026"
              ]
            },
            {
              "id": "tool_auth",
              "question": "Do tools act as the user or as a shared account?",
              "support": "supported",
              "answer": "Featured tools use personal OAuth, with separate organization-level GitHub/Slack bot routes and MCP credentials.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026",
                "mistral-vibe:mistral-vibe:m-admincon-20261026",
                "mistral-vibe:mistral-vibe:m-mcp-20261026"
              ]
            },
            {
              "id": "tool_approval",
              "question": "Can admins approve or block tools, and can users confirm actions before they run?",
              "support": "supported",
              "answer": "Writes pause for Continue, Always allow or Decline; users can preauthorize a function, while admins can block/restrict tools.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-safety-20261026",
                "mistral-vibe:mistral-vibe:m-admincon-20261026"
              ]
            }
          ],
          "limitations": [],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-files-20261026",
            "mistral-vibe:mistral-vibe:m-web-20261026",
            "mistral-vibe:mistral-vibe:m-interpreter-20261026",
            "mistral-vibe:mistral-vibe:m-mcp-20261026",
            "mistral-vibe:mistral-vibe:m-workflows-20261026",
            "mistral-vibe:mistral-vibe:m-connectors-20261026",
            "mistral-vibe:mistral-vibe:m-admincon-20261026",
            "mistral-vibe:mistral-vibe:m-safety-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:AGT-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Native action tools and remote MCP support personal/shared credentials and central connector enablement.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business/Enterprise native tools and workflow approvals; custom MCP plan entitlement unverified",
            "addOns": [
              "Enterprise custom integration enablement; shared credential/agent configuration as described"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "builtin_tools",
              "question": "Which tools are built in?",
              "support": "supported",
              "answer": "Knowledge/web search, document/email/slide creation, image/video generation, Python analysis and connector actions.",
              "evidenceIds": [
                "nuwacom:nuwacom:agent-config-20261026",
                "nuwacom:nuwacom:analysis-20261026"
              ]
            },
            {
              "id": "custom_actions",
              "question": "Can admins add API actions?",
              "support": "unknown",
              "answer": "The custom MCP setup guide is reachable, but neither it nor the pricing/Plans pages assigns a custom-action entitlement to Business or Enterprise. Search on 2026-10-26: https://docs.nuwacom.ai/en/agent-configuration.md, https://docs.nuwacom.ai/en/data-analysis.md, https://docs.nuwacom.ai/en/connect-mcp-server.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "mcp_client",
              "question": "Can it use remote MCP servers, and with what admin control?",
              "support": "unknown",
              "answer": "Remote MCP transport and authentication are documented, but the eligible Business/Enterprise plan or add-on is not identified. Search on 2026-10-26: https://docs.nuwacom.ai/en/agent-configuration.md, https://docs.nuwacom.ai/en/data-analysis.md, https://docs.nuwacom.ai/en/connect-mcp-server.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "tool_auth",
              "question": "Do tools act as the user or as a shared account?",
              "support": "partial",
              "answer": "Native connected accounts use personal OAuth or a shared/default account. Custom MCP authentication options are documented separately, but commercial eligibility for that module remains unknown.",
              "evidenceIds": [
                "nuwacom:nuwacom:connections-20261026",
                "nuwacom:nuwacom:mcp-20261026"
              ]
            },
            {
              "id": "tool_approval",
              "question": "Can admins approve or block tools, and can users confirm actions before they run?",
              "support": "partial",
              "answer": "Admins enable native connectors and agents select available actions. Workflows can pause at manually configured approval steps. A universal per-action confirmation requirement for chat/agent writes is not established.",
              "evidenceIds": [
                "nuwacom:nuwacom:settings-20261026",
                "nuwacom:nuwacom:workflows-20261026",
                "nuwacom:nuwacom:agent-config-20261026"
              ]
            }
          ],
          "limitations": [
            "custom_actions: The custom MCP setup guide is reachable, but neither it nor the pricing/Plans pages assigns a custom-action entitlement to Business or Enterprise. Search on 2026-10-26: https://docs.nuwacom.ai/en/agent-configuration.md, https://docs.nuwacom.ai/en/data-analysis.md, https://docs.nuwacom.ai/en/connect-mcp-server.md. No additional scoped evidence established this answer.",
            "mcp_client: Remote MCP transport and authentication are documented, but the eligible Business/Enterprise plan or add-on is not identified. Search on 2026-10-26: https://docs.nuwacom.ai/en/agent-configuration.md, https://docs.nuwacom.ai/en/data-analysis.md, https://docs.nuwacom.ai/en/connect-mcp-server.md. No additional scoped evidence established this answer.",
            "tool_auth: Native connected accounts use personal OAuth or a shared/default account. Custom MCP authentication options are documented separately, but commercial eligibility for that module remains unknown.",
            "tool_approval: Admins enable native connectors and agents select available actions. Workflows can pause at manually configured approval steps. A universal per-action confirmation requirement for chat/agent writes is not established."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:agent-config-20261026",
            "nuwacom:nuwacom:analysis-20261026",
            "nuwacom:nuwacom:mcp-20261026",
            "nuwacom:nuwacom:connections-20261026",
            "nuwacom:nuwacom:settings-20261026",
            "nuwacom:nuwacom:workflows-20261026",
            "nuwacom:nuwacom:docs-full-recheck-20261026",
            "nuwacom:nuwacom:pricing-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": "mistral-vibe",
          "claimId": "mistral-vibe:AGT-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Live web search and a Deep Research Skill produce linked sources; exact search processing regions remain unspecified.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Migrated Team/Enterprise Work web search and Deep Research Skill; limits by plan",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "web_search",
              "question": "Is web search available?",
              "support": "supported",
              "answer": "Web search and Open URL retrieve current public information; login/paywalled pages have documented limitations.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-web-20261026"
              ]
            },
            {
              "id": "admin_toggle",
              "question": "Can admins disable it per organisation or group?",
              "support": "supported",
              "answer": "Admins can disable Web Search and Deep Research per Workspace; group access can be assigned through Workspace membership.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-adminvibe-20261026",
                "mistral-vibe:mistral-vibe:m-groups-20261026"
              ]
            },
            {
              "id": "search_provider",
              "question": "Which search provider handles queries, and where?",
              "support": "partial",
              "answer": "AFP/AP supply news results. The general web-search backend and its query-processing region were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-web-20261026"
              ]
            },
            {
              "id": "deep_research",
              "question": "Is multi-step research with a report available?",
              "support": "partial",
              "answer": "Deep Research is available as a Work Skill producing multi-source cited reports; exact plan limits need the pricing/account scope.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-web-20261026",
                "mistral-vibe:mistral-vibe:m-skills-20261026"
              ]
            },
            {
              "id": "web_citations",
              "question": "Are web sources cited?",
              "support": "supported",
              "answer": "Web responses provide inline references and a Sources panel.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-web-20261026"
              ]
            }
          ],
          "limitations": [
            "search_provider: AFP/AP supply news results. The general web-search backend and its query-processing region were not established.",
            "deep_research: Deep Research is available as a Work Skill producing multi-source cited reports; exact plan limits need the pricing/account scope."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-web-20261026",
            "mistral-vibe:mistral-vibe:m-adminvibe-20261026",
            "mistral-vibe:mistral-vibe:m-groups-20261026",
            "mistral-vibe:mistral-vibe:m-skills-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026",
            "mistral-vibe:mistral-vibe:m-release-notes-20261026"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:AGT-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Web search and structured research cite sources; search-provider geography and universal toggle scope are not public.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "web_search",
              "question": "Is web search available?",
              "support": "supported",
              "answer": "Enabled by default, with per-chat source selection and agent Search Web action.",
              "evidenceIds": [
                "nuwacom:nuwacom:chat-20261026",
                "nuwacom:nuwacom:agent-config-20261026"
              ]
            },
            {
              "id": "admin_toggle",
              "question": "Can admins disable it per organisation or group?",
              "support": "partial",
              "answer": "Admin role permissions and agent action selection are documented; a specific organization/group-wide web-search kill switch is not established.",
              "evidenceIds": [
                "nuwacom:nuwacom:settings-20261026",
                "nuwacom:nuwacom:agent-config-20261026"
              ]
            },
            {
              "id": "search_provider",
              "question": "Which search provider handles queries, and where?",
              "support": "unknown",
              "answer": "Which search provider handles queries, and where? Unknown. No named underlying web-search provider/query-processing region was established. Search on 2026-10-26: https://docs.nuwacom.ai/product/chat.md, https://docs.nuwacom.ai/en/agent-configuration.md, https://docs.nuwacom.ai/en/workspacesettings.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "deep_research",
              "question": "Is multi-step research with a report available?",
              "support": "partial",
              "answer": "Research task gathers structured web/internal/app results; Orchestrator can invoke a Research Agent. No research-depth or quality fixture was run.",
              "evidenceIds": [
                "nuwacom:nuwacom:research-20261026",
                "nuwacom:nuwacom:orchestrator-20261026"
              ]
            },
            {
              "id": "web_citations",
              "question": "Are web sources cited?",
              "support": "supported",
              "answer": "Research source links and chat source list open original webpages.",
              "evidenceIds": [
                "nuwacom:nuwacom:research-20261026",
                "nuwacom:nuwacom:chat-20261026"
              ]
            }
          ],
          "limitations": [
            "admin_toggle: Admin role permissions and agent action selection are documented; a specific organization/group-wide web-search kill switch is not established.",
            "search_provider: Which search provider handles queries, and where? Unknown. No named underlying web-search provider/query-processing region was established. Search on 2026-10-26: https://docs.nuwacom.ai/product/chat.md, https://docs.nuwacom.ai/en/agent-configuration.md, https://docs.nuwacom.ai/en/workspacesettings.md. No additional scoped evidence established this answer.",
            "deep_research: Research task gathers structured web/internal/app results; Orchestrator can invoke a Research Agent. No research-depth or quality fixture was run."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:chat-20261026",
            "nuwacom:nuwacom:agent-config-20261026",
            "nuwacom:nuwacom:settings-20261026",
            "nuwacom:nuwacom:research-20261026",
            "nuwacom:nuwacom:orchestrator-20261026",
            "nuwacom:nuwacom:docs-full-recheck-20261026",
            "nuwacom:nuwacom:pricing-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": "mistral-vibe",
          "claimId": "mistral-vibe:AGT-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Studio developers publish Workflows for Work use, with tier entitlement unspecified; time-based Work scheduling is public preview.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise Work scheduling and workflow selection; Studio construction/hosting needs its own paid API or Enterprise entitlement",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "workflow_builder",
              "question": "Is there a workflow or chain builder?",
              "support": "supported",
              "answer": "Work does not build deterministic Workflows itself; Studio developers build and publish them for explicit selection in Work.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-workflows-20261026"
              ]
            },
            {
              "id": "scheduled_tasks",
              "question": "Can prompts or assistants run on a schedule?",
              "support": "supported",
              "answer": "Public-preview schedules run once/daily/weekly/monthly/yearly; Free advertises up to five and paid plans fair-use conditions.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-schedule-20261026",
                "mistral-vibe:mistral-vibe:plan-matrix-20261026"
              ]
            },
            {
              "id": "event_triggers",
              "question": "Can external events start a workflow?",
              "support": "unsupported",
              "answer": "The scheduling guide states triggers are time-based for now; event triggers are prospective, without a dated commitment.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-schedule-20261026"
              ]
            },
            {
              "id": "builder_audience",
              "question": "Is building aimed at business users, IT or developers?",
              "support": "supported",
              "answer": "Studio workflow construction targets developers; ordinary Work users select published workflows and schedule prompts.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-workflows-20261026",
                "mistral-vibe:mistral-vibe:m-schedule-20261026"
              ]
            }
          ],
          "limitations": [
            "Time-based scheduling remains public preview. Studio workflow creation/hosting needs a separately eligible service plan; current scheduling is not event-triggered."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-workflows-20261026",
            "mistral-vibe:mistral-vibe:m-schedule-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026",
            "mistral-vibe:mistral-vibe:m-release-notes-20261026"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:AGT-04",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Natural-language and visual workflows support automatic/event schedules and review steps.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "workflow_builder",
              "question": "Is there a workflow or chain builder?",
              "support": "supported",
              "answer": "Chat generates a multi-step canvas connecting agents, logic, integrations and output nodes.",
              "evidenceIds": [
                "nuwacom:nuwacom:workflows-20261026"
              ]
            },
            {
              "id": "scheduled_tasks",
              "question": "Can prompts or assistants run on a schedule?",
              "support": "supported",
              "answer": "Scheduled triggers support recurring automatic execution for published workflows.",
              "evidenceIds": [
                "nuwacom:nuwacom:workflows-20261026"
              ]
            },
            {
              "id": "event_triggers",
              "question": "Can external events start a workflow?",
              "support": "supported",
              "answer": "Forms, webhooks, App andnuwacom internal events such as new meeting note/file processing; event fields are passed downstream.",
              "evidenceIds": [
                "nuwacom:nuwacom:workflows-20261026"
              ]
            },
            {
              "id": "builder_audience",
              "question": "Is building aimed at business users, IT or developers?",
              "support": "supported",
              "answer": "Business users describe tasks in chat and adjust a visual editor; advanced integration/MCP setup targets admins/technical teams.",
              "evidenceIds": [
                "nuwacom:nuwacom:workflows-20261026",
                "nuwacom:nuwacom:mcp-20261026"
              ]
            }
          ],
          "limitations": [],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:workflows-20261026",
            "nuwacom:nuwacom:mcp-20261026",
            "nuwacom:nuwacom:docs-full-recheck-20261026",
            "nuwacom:nuwacom:pricing-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": "mistral-vibe",
          "claimId": "mistral-vibe:AGT-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Work is documented as a supervised multi-step agent with task progress and optional preauthorization.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise migrated Work agent execution and plan-included connectors",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "agent_mode",
              "question": "Is there an agent mode for multi-step tasks?",
              "support": "partial",
              "answer": "Work decomposes tasks and calls connectors/tools; no fixture execution or intervention count was observed.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-safety-20261026"
              ]
            },
            {
              "id": "visible_steps",
              "question": "Are steps and tool calls shown?",
              "support": "supported",
              "answer": "Longer tasks show todos, reasoning summaries and expandable tool inputs/outputs/status.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-safety-20261026"
              ]
            },
            {
              "id": "side_effect_confirmation",
              "question": "Must the user confirm actions with side effects?",
              "support": "supported",
              "answer": "External create/update/send/delete actions request approval unless the user has Always allow enabled for that function.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-safety-20261026"
              ]
            },
            {
              "id": "stop_control",
              "question": "Can the user stop a running task?",
              "support": "supported",
              "answer": "A stop button can interrupt work, but the guide warns that already-submitted external effects cannot be guaranteed stopped or undone.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-safety-20261026"
              ]
            }
          ],
          "limitations": [
            "agent_mode: Work decomposes tasks and calls connectors/tools; no fixture execution or intervention count was observed."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-safety-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026",
            "mistral-vibe:mistral-vibe:m-release-notes-20261026"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:AGT-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Orchestrator plans and executes multi-step work; approvals are configurable, not proven mandatory for every side effect.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "agent_mode",
              "question": "Is there an agent mode for multi-step tasks?",
              "support": "supported",
              "answer": "Orchestrator coordinates agents, tools, planning, loop detection and checkpoints from chat under user-enabled agent access.",
              "evidenceIds": [
                "nuwacom:nuwacom:orchestrator-20261026"
              ]
            },
            {
              "id": "visible_steps",
              "question": "Are steps and tool calls shown?",
              "support": "partial",
              "answer": "Orchestrator promises planning/checkpoints; workflows show step statuses, timing and expandable progress/history. Complete chat tool traces were not verified.",
              "evidenceIds": [
                "nuwacom:nuwacom:orchestrator-20261026",
                "nuwacom:nuwacom:workflows-20261026"
              ]
            },
            {
              "id": "side_effect_confirmation",
              "question": "Must the user confirm actions with side effects?",
              "support": "partial",
              "answer": "Manual approval nodes can pause workflows for review; agent instructions can request send-preview. No universal enforced confirm-before-write policy was established.",
              "evidenceIds": [
                "nuwacom:nuwacom:workflows-20261026",
                "nuwacom:nuwacom:agent-config-20261026"
              ]
            },
            {
              "id": "stop_control",
              "question": "Can the user stop a running task?",
              "support": "unknown",
              "answer": "Can the user stop a running task? Unknown. The cited public documentation does not establish these remaining details; no account or shared fixture was used. Search on 2026-10-26: https://docs.nuwacom.ai/en/orchestrator.md, https://docs.nuwacom.ai/en/product/workflows.md, https://docs.nuwacom.ai/en/agent-configuration.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "visible_steps: Orchestrator promises planning/checkpoints; workflows show step statuses, timing and expandable progress/history. Complete chat tool traces were not verified.",
            "side_effect_confirmation: Manual approval nodes can pause workflows for review; agent instructions can request send-preview. No universal enforced confirm-before-write policy was established.",
            "stop_control: Can the user stop a running task? Unknown. The cited public documentation does not establish these remaining details; no account or shared fixture was used. Search on 2026-10-26: https://docs.nuwacom.ai/en/orchestrator.md, https://docs.nuwacom.ai/en/product/workflows.md, https://docs.nuwacom.ai/en/agent-configuration.md. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:orchestrator-20261026",
            "nuwacom:nuwacom:workflows-20261026",
            "nuwacom:nuwacom:agent-config-20261026",
            "nuwacom:nuwacom:docs-full-recheck-20261026",
            "nuwacom:nuwacom:pricing-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": "mistral-vibe",
          "claimId": "mistral-vibe:AGT-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Studio/administration APIs are separate from the end-user Work chat; legacy Chat Agents explicitly lack API invocation.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_api",
              "question": "Is there an API for chat and assistants?",
              "support": "partial",
              "answer": "Legacy Chat-created Agents cannot be called programmatically; developers create separate Studio/API agents. A full hosted Work conversation API was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-legacy-agents"
              ]
            },
            {
              "id": "knowledge_api",
              "question": "Can documents be loaded through an API?",
              "support": "unknown",
              "answer": "Unknown. Studio/library APIs were not comprehensively retrieved to establish full Work knowledge ingestion/ACL parity.",
              "evidenceIds": []
            },
            {
              "id": "api_governance",
              "question": "Do audit, budgets and model rules apply to API use?",
              "support": "partial",
              "answer": "Enterprise Admin APIs expose usage, groups and limits; parity with every Work tool/retention/permission policy was not tested.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-usage-api",
                "mistral-vibe:mistral-vibe:m-provision"
              ]
            },
            {
              "id": "mcp_server",
              "question": "Does the product expose itself to other agents over MCP?",
              "support": "unknown",
              "answer": "Unknown. Work is documented as an MCP client; a supported Work-as-MCP-server interface was not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: knowledge_api, mcp_server."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-legacy-agents",
            "mistral-vibe:mistral-vibe:m-usage-api",
            "mistral-vibe:mistral-vibe:m-provision"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:AGT-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The September 16 release makes Agents and Skills APIs available in all workspaces; complete Assets API entitlement remains unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "api"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business/Enterprise workspaces for Agents/Skills APIs and agent chat; Assets API entitlement unverified",
            "addOns": [
              "Workspace API enablement, scoped administrator key and AI usage allowance; eligible tier and fee unknown"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              },
              {
                "id": "api",
                "name": "nuwacom completion, agents, skills and assets APIs",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_api",
              "question": "Is there an API for chat and assistants?",
              "support": "supported",
              "answer": "The September 16 release explicitly makes Agents and Skills APIs available in all workspaces and describes agent chat through OpenAI-compatible completions. Workspace admins create scoped keys.",
              "evidenceIds": [
                "nuwacom:nuwacom:changes-20261026",
                "nuwacom:nuwacom:api-20261026",
                "nuwacom:nuwacom:agent-api-20261026"
              ]
            },
            {
              "id": "knowledge_api",
              "question": "Can documents be loaded through an API?",
              "support": "unknown",
              "answer": "Assets upload/get/delete APIs are documented, but the all-workspaces announcement names Agents and Skills only. No eligible Business/Enterprise tier for Assets was established. Search on 2026-10-26: https://docs.nuwacom.ai/admin/api/introduction.md, https://docs.nuwacom.ai/admin/api/agents-overview.md, https://docs.nuwacom.ai/en/workspacesettings.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "api_governance",
              "question": "Do audit, budgets and model rules apply to API use?",
              "support": "partial",
              "answer": "API usage has analytics, scoped revocable keys, per-user model checks and pause at budget; embedded agents bypass per-user model access. Full audit/export parity was not verified.",
              "evidenceIds": [
                "nuwacom:nuwacom:settings-20261026",
                "nuwacom:nuwacom:rules-20261026",
                "nuwacom:nuwacom:analytics-20261026"
              ]
            },
            {
              "id": "mcp_server",
              "question": "Does the product expose itself to other agents over MCP?",
              "support": "unknown",
              "answer": "Does the product expose itself to other agents over MCP? Unknown. No first-party nuwacom MCP server exposing its own agents was established; incoming remote MCP client support is separate. Search on 2026-10-26: https://docs.nuwacom.ai/admin/api/introduction.md, https://docs.nuwacom.ai/admin/api/agents-overview.md, https://docs.nuwacom.ai/en/workspacesettings.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "knowledge_api: Assets upload/get/delete APIs are documented, but the all-workspaces announcement names Agents and Skills only. No eligible Business/Enterprise tier for Assets was established. Search on 2026-10-26: https://docs.nuwacom.ai/admin/api/introduction.md, https://docs.nuwacom.ai/admin/api/agents-overview.md, https://docs.nuwacom.ai/en/workspacesettings.md. No additional scoped evidence established this answer.",
            "api_governance: API usage has analytics, scoped revocable keys, per-user model checks and pause at budget; embedded agents bypass per-user model access. Full audit/export parity was not verified.",
            "mcp_server: Does the product expose itself to other agents over MCP? Unknown. No first-party nuwacom MCP server exposing its own agents was established; incoming remote MCP client support is separate. Search on 2026-10-26: https://docs.nuwacom.ai/admin/api/introduction.md, https://docs.nuwacom.ai/admin/api/agents-overview.md, https://docs.nuwacom.ai/en/workspacesettings.md. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:api-20261026",
            "nuwacom:nuwacom:agent-api-20261026",
            "nuwacom:nuwacom:settings-20261026",
            "nuwacom:nuwacom:rules-20261026",
            "nuwacom:nuwacom:analytics-20261026",
            "nuwacom:nuwacom:docs-full-recheck-20261026",
            "nuwacom:nuwacom:pricing-20261026",
            "nuwacom:nuwacom:asset-delete-20261026",
            "nuwacom:nuwacom:changes-20261026"
          ]
        }
      ]
    },
    {
      "id": "WORK-01",
      "title": "Clients and access points",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "List web, desktop (Windows, macOS), iOS, Android, mobile browser and browser extension separately. For each, record login with company SSO, feature gaps against web, and MDM/Intune deployability. An installable app is different from a mobile website.",
      "questions": [
        {
          "id": "web",
          "question": "Is a full web client available?"
        },
        {
          "id": "desktop_apps",
          "question": "Windows and macOS apps?"
        },
        {
          "id": "mobile_apps",
          "question": "iOS and Android apps with SSO?"
        },
        {
          "id": "browser_extension",
          "question": "Is there a browser extension or sidebar?"
        },
        {
          "id": "managed_deployment",
          "question": "Can IT deploy and configure clients through MDM?"
        },
        {
          "id": "client_feature_gaps",
          "question": "Which features are missing on mobile?"
        }
      ],
      "products": [
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:WORK-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Hosted Vibe is available on web and mobile; developer IDE/CLI routes have a different audience.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web",
              "vibe-mobile"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              },
              {
                "id": "vibe-mobile",
                "name": "Vibe iOS/Android apps",
                "type": "mobile"
              }
            ]
          },
          "questions": [
            {
              "id": "web",
              "question": "Is a full web client available?",
              "support": "supported",
              "answer": "The product and pricing pages list the hosted web app.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-home",
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "desktop_apps",
              "question": "Windows and macOS apps?",
              "support": "unknown",
              "answer": "Unknown. No standalone general-work Windows/macOS app was verified; CLI/IDE coding clients are recorded separately.",
              "evidenceIds": []
            },
            {
              "id": "mobile_apps",
              "question": "iOS and Android apps with SSO?",
              "support": "partial",
              "answer": "iOS and Android apps are linked in the voice guide; company-SSO mobile behavior was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-voice"
              ]
            },
            {
              "id": "browser_extension",
              "question": "Is there a browser extension or sidebar?",
              "support": "unknown",
              "answer": "Unknown. Vibe Code IDE extensions are documented, but a general browser extension/sidebar was not established.",
              "evidenceIds": []
            },
            {
              "id": "managed_deployment",
              "question": "Can IT deploy and configure clients through MDM?",
              "support": "unknown",
              "answer": "Unknown. No MDM/Intune package and managed configuration contract was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "client_feature_gaps",
              "question": "Which features are missing on mobile?",
              "support": "unknown",
              "answer": "Unknown. No complete mobile/web parity matrix or mobile Enterprise SSO fixture was obtained.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: desktop_apps, browser_extension, managed_deployment, client_feature_gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-home",
            "mistral-vibe:mistral-vibe:m-pricing",
            "mistral-vibe:mistral-vibe:m-voice"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:WORK-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A web workspace and newly launched iOS/Android apps are documented.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "mobile"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business SaaS unless Enterprise, custom deployment or beta is explicitly named; documentation pages do not generally specify plan entitlement",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              },
              {
                "id": "mobile",
                "name": "nuwacom iOS/Android",
                "type": "mobile-app"
              }
            ]
          },
          "questions": [
            {
              "id": "web",
              "question": "Is a full web client available?",
              "support": "supported",
              "answer": "Hosted Business/Enterprise workspace is available in browser.",
              "evidenceIds": [
                "nuwacom:nuwacom:chat",
                "nuwacom:nuwacom:plans"
              ]
            },
            {
              "id": "desktop_apps",
              "question": "Windows and macOS apps?",
              "support": "unknown",
              "answer": "Windows and macOS apps? Unknown. No current Windows/macOS native application, browser extension/sidebar, managed MDM deployment instructions or mobile SSO fixture was established.",
              "evidenceIds": []
            },
            {
              "id": "mobile_apps",
              "question": "iOS and Android apps with SSO?",
              "support": "partial",
              "answer": "First-party iOS/Android apps launched2026-09-29, use workspace sign-in and expose approved models, knowledge, agents, skills, projects andnotetaker. Mobile SAML/OIDC behavior was not tested.",
              "evidenceIds": [
                "nuwacom:nuwacom:mobile"
              ]
            },
            {
              "id": "browser_extension",
              "question": "Is there a browser extension or sidebar?",
              "support": "unknown",
              "answer": "Is there a browser extension or sidebar? Unknown. No current Windows/macOS native application, browser extension/sidebar, managed MDM deployment instructions or mobile SSO fixture was established.",
              "evidenceIds": []
            },
            {
              "id": "managed_deployment",
              "question": "Can IT deploy and configure clients through MDM?",
              "support": "unknown",
              "answer": "Can IT deploy and configure clients through MDM? Unknown. No current Windows/macOS native application, browser extension/sidebar, managed MDM deployment instructions or mobile SSO fixture was established.",
              "evidenceIds": []
            },
            {
              "id": "client_feature_gaps",
              "question": "Which features are missing on mobile?",
              "support": "partial",
              "answer": "Mobile article lists supported core tasks but no exhaustive parity matrix for workflows/admin/editor.",
              "evidenceIds": [
                "nuwacom:nuwacom:mobile"
              ]
            }
          ],
          "limitations": [
            "mobile_apps: First-party iOS/Android apps launched2026-09-29, use workspace sign-in and expose approved models, knowledge, agents, skills, projects andnotetaker. Mobile SAML/OIDC behavior was not tested.",
            "client_feature_gaps: Mobile article lists supported core tasks but no exhaustive parity matrix for workflows/admin/editor.",
            "Unverified desktop_apps, browser_extension, managed_deployment: No current Windows/macOS native application, browser extension/sidebar, managed MDM deployment instructions or mobile SSO fixture was established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:chat",
            "nuwacom:nuwacom:plans",
            "nuwacom:nuwacom:mobile"
          ]
        }
      ]
    },
    {
      "id": "WORK-02",
      "title": "Office suite and Teams integration",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record presence inside Word, Excel, PowerPoint, Outlook and Teams (and Google Docs, Gmail), with what the assistant can do in each: read the open document, write into it, act on mail. Record extra licences and admin consent needed. A connector that searches Office files is KNOW-03, not WORK-02.",
      "questions": [
        {
          "id": "word_excel_powerpoint",
          "question": "Does it work inside Word, Excel and PowerPoint?"
        },
        {
          "id": "outlook",
          "question": "Does it work inside Outlook?"
        },
        {
          "id": "teams",
          "question": "Is there a Teams app or bot?"
        },
        {
          "id": "google_workspace_apps",
          "question": "Does it work inside Docs, Sheets or Gmail?"
        },
        {
          "id": "licence_prerequisites",
          "question": "Which licences or consents are needed?"
        }
      ],
      "products": [
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:WORK-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Work accesses Outlook and Google services through connectors; embedded Office, Outlook or Teams add-ins remain unverified.",
          "availability": "unknown",
          "delivery": "unknown",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise hosted Work with beta connectors",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Source-account and connector route dependent",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "word_excel_powerpoint",
              "question": "Does it work inside Word, Excel and PowerPoint?",
              "support": "unknown",
              "answer": "The Work connector guide describes source retrieval/actions. It does not establish this editor/mail/Teams add-in or its separate licence/admin-consent requirements. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/voice-mode.md, https://mistral.ai/products/vibe/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "outlook",
              "question": "Does it work inside Outlook?",
              "support": "partial",
              "answer": "The featured Outlook connector reads/sends email and the Outlook Calendar connector manages events from Work. This does not establish an embedded Outlook add-in.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026",
                "mistral-vibe:mistral-vibe:plan-matrix-20261026"
              ]
            },
            {
              "id": "teams",
              "question": "Is there a Teams app or bot?",
              "support": "unknown",
              "answer": "The Work connector guide describes source retrieval/actions. It does not establish this editor/mail/Teams add-in or its separate licence/admin-consent requirements. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/voice-mode.md, https://mistral.ai/products/vibe/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "google_workspace_apps",
              "question": "Does it work inside Docs, Sheets or Gmail?",
              "support": "partial",
              "answer": "Featured Gmail and Google Calendar tools act from Work. A Google Drive task example is documented; embedded Gmail/Docs/Sheets add-ons were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026",
                "mistral-vibe:mistral-vibe:plan-matrix-20261026"
              ]
            },
            {
              "id": "licence_prerequisites",
              "question": "Which licences or consents are needed?",
              "support": "partial",
              "answer": "Featured connectors require an authorized source account and OAuth consent; custom remote MCP configuration requires an administrator. The complete source licence and tenant-admin consent matrix was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026",
                "mistral-vibe:mistral-vibe:m-mcp-20261026",
                "mistral-vibe:mistral-vibe:plan-matrix-20261026"
              ]
            }
          ],
          "limitations": [
            "word_excel_powerpoint: The Work connector guide describes source retrieval/actions. It does not establish this editor/mail/Teams add-in or its separate licence/admin-consent requirements. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/voice-mode.md, https://mistral.ai/products/vibe/. No additional scoped evidence established this answer.",
            "outlook: The featured Outlook connector reads/sends email and the Outlook Calendar connector manages events from Work. This does not establish an embedded Outlook add-in.",
            "teams: The Work connector guide describes source retrieval/actions. It does not establish this editor/mail/Teams add-in or its separate licence/admin-consent requirements. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/voice-mode.md, https://mistral.ai/products/vibe/. No additional scoped evidence established this answer.",
            "google_workspace_apps: Featured Gmail and Google Calendar tools act from Work. A Google Drive task example is documented; embedded Gmail/Docs/Sheets add-ons were not established.",
            "licence_prerequisites: Featured connectors require an authorized source account and OAuth consent; custom remote MCP configuration requires an administrator. The complete source licence and tenant-admin consent matrix was not established."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-connectors-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026",
            "mistral-vibe:mistral-vibe:m-mcp-20261026"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:WORK-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Microsoft/Google connectors work from nuwacom; embedded office add-in coverage is not established.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "meeting"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business/Enterprise workspace connectors and enabled Meeting Notetaker; embedded Office add-ins unverified",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              },
              {
                "id": "meeting",
                "name": "nuwacom Meeting Notetaker bot",
                "type": "teams-app"
              }
            ]
          },
          "questions": [
            {
              "id": "word_excel_powerpoint",
              "question": "Does it work inside Word, Excel and PowerPoint?",
              "support": "partial",
              "answer": "Excel connector reads/writes cells/formulas/charts; generated DOCX/PPTX files export. This does not establish in-Word/PowerPoint/Excel add-ins.",
              "evidenceIds": [
                "nuwacom:nuwacom:directory-20261026",
                "nuwacom:nuwacom:documents-20261026",
                "nuwacom:nuwacom:slides-20261026"
              ]
            },
            {
              "id": "outlook",
              "question": "Does it work inside Outlook?",
              "support": "partial",
              "answer": "Connected Outlook searches/drafts/sends email; nuwacom email editor opens drafts in Outlook for review/send. In-Outlook add-in not established.",
              "evidenceIds": [
                "nuwacom:nuwacom:directory-20261026",
                "nuwacom:nuwacom:emails-20261026"
              ]
            },
            {
              "id": "teams",
              "question": "Is there a Teams app or bot?",
              "support": "partial",
              "answer": "Teams connector posts/searches messages; Notetaker joins Teams calls as guest. An interactive Teams chat app/bot beyond meetings was not established.",
              "evidenceIds": [
                "nuwacom:nuwacom:directory-20261026",
                "nuwacom:nuwacom:notetaker-20261026"
              ]
            },
            {
              "id": "google_workspace_apps",
              "question": "Does it work inside Docs, Sheets or Gmail?",
              "support": "partial",
              "answer": "Gmail/Docs/Sheets/Calendar connectors and open-in-Gmail handoff; these are workspace actions rather than verified embedded add-ons.",
              "evidenceIds": [
                "nuwacom:nuwacom:directory-20261026",
                "nuwacom:nuwacom:emails-20261026"
              ]
            },
            {
              "id": "licence_prerequisites",
              "question": "Which licences or consents are needed?",
              "support": "partial",
              "answer": "OAuth account consent and appropriate source permissions; Notetaker calendar requires reading/editing events and bot meeting admission. Exact source licence/admin-consent matrix is not listed.",
              "evidenceIds": [
                "nuwacom:nuwacom:connections-20261026",
                "nuwacom:nuwacom:notetaker-20261026"
              ]
            }
          ],
          "limitations": [
            "word_excel_powerpoint: Excel connector reads/writes cells/formulas/charts; generated DOCX/PPTX files export. This does not establish in-Word/PowerPoint/Excel add-ins.",
            "outlook: Connected Outlook searches/drafts/sends email; nuwacom email editor opens drafts in Outlook for review/send. In-Outlook add-in not established.",
            "teams: Teams connector posts/searches messages; Notetaker joins Teams calls as guest. An interactive Teams chat app/bot beyond meetings was not established.",
            "google_workspace_apps: Gmail/Docs/Sheets/Calendar connectors and open-in-Gmail handoff; these are workspace actions rather than verified embedded add-ons.",
            "licence_prerequisites: OAuth account consent and appropriate source permissions; Notetaker calendar requires reading/editing events and bot meeting admission. Exact source licence/admin-consent matrix is not listed."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:directory-20261026",
            "nuwacom:nuwacom:documents-20261026",
            "nuwacom:nuwacom:slides-20261026",
            "nuwacom:nuwacom:emails-20261026",
            "nuwacom:nuwacom:notetaker-20261026",
            "nuwacom:nuwacom:connections-20261026",
            "nuwacom:nuwacom:docs-full-recheck-20261026",
            "nuwacom:nuwacom:pricing-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": "mistral-vibe",
          "claimId": "mistral-vibe:WORK-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Canvas supports instructed translation and rewriting; dedicated layout-preserving translation/glossary behavior remains untested.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "document_translation",
              "question": "Can whole documents be translated with formatting kept?",
              "support": "unknown",
              "answer": "Unknown. Canvas and legacy translation examples do not establish a dedicated translation engine, enforced glossary or tested format/de-CH fidelity; no contract translation fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "translation_engine",
              "question": "Which engine translates?",
              "support": "unknown",
              "answer": "Unknown. Canvas and legacy translation examples do not establish a dedicated translation engine, enforced glossary or tested format/de-CH fidelity; no contract translation fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "glossaries",
              "question": "Are company glossaries supported?",
              "support": "unknown",
              "answer": "Unknown. Canvas and legacy translation examples do not establish a dedicated translation engine, enforced glossary or tested format/de-CH fidelity; no contract translation fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "formality_and_variants",
              "question": "Can formality and regional variants (de-CH) be set?",
              "support": "unknown",
              "answer": "Unknown. Canvas and legacy translation examples do not establish a dedicated translation engine, enforced glossary or tested format/de-CH fidelity; no contract translation fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "writing_tools",
              "question": "Are dedicated rewrite and proofreading tools available?",
              "support": "supported",
              "answer": "Canvas offers inline rewrite/translate requests, direct edits and revisions; custom instructions set tone/style.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files",
                "mistral-vibe:mistral-vibe:m-instructions"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: document_translation, translation_engine, glossaries, formality_and_variants."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-files",
            "mistral-vibe:mistral-vibe:m-instructions"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:WORK-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Voices, writing prompts and document editors support rewriting; specialized translation fidelity is untested.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted 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? Unknown. No formatting-preserving whole-document translation, named translation engine or company glossary feature was established in writing/language/connector documentation. Search on 2026-10-26: https://docs.nuwacom.ai/en/account.md, https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/product/chat.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "translation_engine",
              "question": "Which engine translates?",
              "support": "unknown",
              "answer": "Which engine translates? Unknown. No formatting-preserving whole-document translation, named translation engine or company glossary feature was established in writing/language/connector documentation. Search on 2026-10-26: https://docs.nuwacom.ai/en/account.md, https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/product/chat.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "glossaries",
              "question": "Are company glossaries supported?",
              "support": "unknown",
              "answer": "Are company glossaries supported? Unknown. No formatting-preserving whole-document translation, named translation engine or company glossary feature was established in writing/language/connector documentation. Search on 2026-10-26: https://docs.nuwacom.ai/en/account.md, https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/product/chat.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "formality_and_variants",
              "question": "Can formality and regional variants (de-CH) be set?",
              "support": "partial",
              "answer": "Voices specify formal/informal style and workspace content languages. Dedicated de-CH/localized glossary enforcement is not specified.",
              "evidenceIds": [
                "nuwacom:nuwacom:account-20261026",
                "nuwacom:nuwacom:settings-20261026"
              ]
            },
            {
              "id": "writing_tools",
              "question": "Are dedicated rewrite and proofreading tools available?",
              "support": "supported",
              "answer": "Prompt library has grammar/spelling, TextTools and style prompts; document/email editors rewrite, shorten, rephrase and change tone.",
              "evidenceIds": [
                "nuwacom:nuwacom:chat-20261026",
                "nuwacom:nuwacom:documents-20261026",
                "nuwacom:nuwacom:emails-20261026"
              ]
            }
          ],
          "limitations": [
            "document_translation: Can whole documents be translated with formatting kept? Unknown. No formatting-preserving whole-document translation, named translation engine or company glossary feature was established in writing/language/connector documentation. Search on 2026-10-26: https://docs.nuwacom.ai/en/account.md, https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/product/chat.md. No additional scoped evidence established this answer.",
            "translation_engine: Which engine translates? Unknown. No formatting-preserving whole-document translation, named translation engine or company glossary feature was established in writing/language/connector documentation. Search on 2026-10-26: https://docs.nuwacom.ai/en/account.md, https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/product/chat.md. No additional scoped evidence established this answer.",
            "glossaries: Are company glossaries supported? Unknown. No formatting-preserving whole-document translation, named translation engine or company glossary feature was established in writing/language/connector documentation. Search on 2026-10-26: https://docs.nuwacom.ai/en/account.md, https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/product/chat.md. No additional scoped evidence established this answer.",
            "formality_and_variants: Voices specify formal/informal style and workspace content languages. Dedicated de-CH/localized glossary enforcement is not specified."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:account-20261026",
            "nuwacom:nuwacom:settings-20261026",
            "nuwacom:nuwacom:chat-20261026",
            "nuwacom:nuwacom:documents-20261026",
            "nuwacom:nuwacom:emails-20261026",
            "nuwacom:nuwacom:docs-full-recheck-20261026",
            "nuwacom:nuwacom:pricing-20261026"
          ]
        }
      ]
    },
    {
      "id": "WORK-04",
      "title": "Image generation and editing",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record available image models, editing (inpainting, reference images), admin control and per-image cost visibility, and licence or usage terms for generated images.",
      "questions": [
        {
          "id": "image_generation",
          "question": "Can users generate images, with which models?"
        },
        {
          "id": "image_editing",
          "question": "Can users edit uploaded images?"
        },
        {
          "id": "admin_control",
          "question": "Can admins restrict image generation?"
        },
        {
          "id": "usage_terms",
          "question": "What usage rights apply to output?"
        }
      ],
      "products": [
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:WORK-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Work generates and edits images using Black Forest Labs, with Workspace controls and plan limits.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team and Enterprise hosted Vibe Work after account migration; feature-specific beta/preview and Enterprise-only controls retained below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "image_generation",
              "question": "Can users generate images, with which models?",
              "support": "partial",
              "answer": "The Work guide names Black Forest Labs as image provider; the exact current model revision was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-image-20261026"
              ]
            },
            {
              "id": "image_editing",
              "question": "Can users edit uploaded images?",
              "support": "supported",
              "answer": "Users can refine generated images or upload an existing image and request changes.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-image-20261026"
              ]
            },
            {
              "id": "admin_control",
              "question": "Can admins restrict image generation?",
              "support": "supported",
              "answer": "Administrators can disable Image Generation per Workspace.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-adminvibe-20261026"
              ]
            },
            {
              "id": "usage_terms",
              "question": "What usage rights apply to output?",
              "support": "partial",
              "answer": "Commercial terms define generated-output rights subject to third-party content and usage restrictions; a model-specific image licence review was not completed.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-commercial-20261026"
              ]
            }
          ],
          "limitations": [
            "image_generation: The Work guide names Black Forest Labs as image provider; the exact current model revision was not established.",
            "usage_terms: Commercial terms define generated-output rights subject to third-party content and usage restrictions; a model-specific image licence review was not completed."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-image-20261026",
            "mistral-vibe:mistral-vibe:m-adminvibe-20261026",
            "mistral-vibe:mistral-vibe:m-commercial-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:WORK-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Image generation and reference-image edits use admin-enabled model routes; the actual default and its region remain unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "image_generation",
              "question": "Can users generate images, with which models?",
              "support": "partial",
              "answer": "Business/Enterprise image generation has selectable Gemini image, GPTImage and FLUX model routes, including EU and global locations. The image guide also lists Imagen. Actual default model/region is unknown because the models and image guides disagree; no default-residency guarantee is inferred.",
              "evidenceIds": [
                "nuwacom:nuwacom:images-20261026",
                "nuwacom:nuwacom:models-20261026"
              ]
            },
            {
              "id": "image_editing",
              "question": "Can users edit uploaded images?",
              "support": "supported",
              "answer": "Upload image references to change style, background and colors; return downloadable edited images.",
              "evidenceIds": [
                "nuwacom:nuwacom:images-20261026"
              ]
            },
            {
              "id": "admin_control",
              "question": "Can admins restrict image generation?",
              "support": "supported",
              "answer": "Workspace admins set the image-generation default, enable or disable image models, and restrict enabled image-model access to selected users. The non-restrictable exception names the default workspace model and Auto Mode models; the guide does not explicitly extend it to the default image model.",
              "evidenceIds": [
                "nuwacom:nuwacom:review-fix-image-model-access-20261026"
              ]
            },
            {
              "id": "usage_terms",
              "question": "What usage rights apply to output?",
              "support": "partial",
              "answer": "Terms preserve nuwacom IP and require output review/third-party rights compliance, but do not establish a model-by-model image-output rights grant.",
              "evidenceIds": [
                "nuwacom:nuwacom:terms"
              ]
            }
          ],
          "limitations": [
            "image_generation: Business/Enterprise image generation has selectable Gemini image, GPTImage and FLUX model routes, including EU and global locations. The image guide also lists Imagen. Actual default model/region is unknown because the models and image guides disagree; no default-residency guarantee is inferred.",
            "usage_terms: Terms preserve nuwacom IP and require output review/third-party rights compliance, but do not establish a model-by-model image-output rights grant.",
            "The guide does not establish a default-image-model access exception. The separate disagreement between the models and images guides about the current image default remains unresolved."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:models-20261026",
            "nuwacom:nuwacom:images-20261026",
            "nuwacom:nuwacom:settings-20261026",
            "nuwacom:nuwacom:terms",
            "nuwacom:nuwacom:docs-full-recheck-20261026",
            "nuwacom:nuwacom:pricing-20261026",
            "nuwacom:nuwacom:review-fix-image-model-access-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": "mistral-vibe",
          "claimId": "mistral-vibe:WORK-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Voice transcription and uploaded meeting analysis are documented; live voice and Swiss German performance remain open.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web",
              "vibe-mobile"
            ],
            "version": null,
            "plan": "All plans for dictation, explicitly stated by the Work voice guide; uploaded-meeting analysis unspecified plan",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              },
              {
                "id": "vibe-mobile",
                "name": "Vibe iOS/Android apps",
                "type": "mobile"
              }
            ]
          },
          "questions": [
            {
              "id": "dictation",
              "question": "Can users dictate prompts?",
              "support": "supported",
              "answer": "Web and iOS/Android voice transcribes a prompt for review or autosend; DE/FR/IT are listed languages.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-voice",
                "mistral-vibe:mistral-vibe:m-voice-entitlement-correction"
              ]
            },
            {
              "id": "read_aloud",
              "question": "Can answers be read aloud?",
              "support": "unknown",
              "answer": "Unknown. A supported end-user answer read-aloud control was not established in the retrieved Work voice guide.",
              "evidenceIds": []
            },
            {
              "id": "voice_conversation",
              "question": "Is a live voice mode available?",
              "support": "unknown",
              "answer": "Unknown. The voice guide has a conversation-mode heading but does not provide sufficient behavior/plan detail to establish live bidirectional voice.",
              "evidenceIds": []
            },
            {
              "id": "meeting_summaries",
              "question": "Are meetings transcribed and summarised?",
              "support": "partial",
              "answer": "Uploaded recordings can be transcribed and summarized with action items; a live meeting-bot integration was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files"
              ]
            },
            {
              "id": "swiss_german_speech",
              "question": "Is Swiss German speech recognised?",
              "support": "unknown",
              "answer": "Unknown. No de-CH/Swiss German transcription evidence or fixture was obtained.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: read_aloud, voice_conversation, swiss_german_speech.",
            "The general Work/Workspace documentation does not establish Team or Enterprise entitlement for every feature here. Unspecified-plan findings remain candidates; no plan inheritance is assumed."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-voice",
            "mistral-vibe:mistral-vibe:m-files",
            "mistral-vibe:mistral-vibe:m-voice-entitlement-correction"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:WORK-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business/Enterprise Notetaker documents meeting transcripts and summaries; retained audio/video format and duration require configuration-specific confirmation.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "meeting",
              "mobile"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business/Enterprise Meeting Notetaker and chat dictation; meeting feature enabled by workspace admin",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              },
              {
                "id": "meeting",
                "name": "nuwacom Meeting Notetaker bot",
                "type": "teams-app"
              },
              {
                "id": "mobile",
                "name": "nuwacom iOS/Android",
                "type": "mobile-app"
              }
            ]
          },
          "questions": [
            {
              "id": "dictation",
              "question": "Can users dictate prompts?",
              "support": "supported",
              "answer": "Chat microphone converts spoken requests into prompts; mobile voice capture makes structured notes.",
              "evidenceIds": [
                "nuwacom:nuwacom:chat-20261026",
                "nuwacom:nuwacom:mobile-20261026"
              ]
            },
            {
              "id": "read_aloud",
              "question": "Can answers be read aloud?",
              "support": "unknown",
              "answer": "Can answers be read aloud? Unknown. No read-aloud/live voice mode or Swiss German recognition fixture/explicit language guarantee was established. Meeting FAQ still says Team plans, while current pricing calls it Business. Search on 2026-10-26: https://docs.nuwacom.ai/product/chat.md, https://nuwacom.com/en/resources/blog/nuwacom-mobile-app, https://docs.nuwacom.ai/en/product/notetaker.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "voice_conversation",
              "question": "Is a live voice mode available?",
              "support": "unknown",
              "answer": "Is a live voice mode available? Unknown. No read-aloud/live voice mode or Swiss German recognition fixture/explicit language guarantee was established. Meeting FAQ still says Team plans, while current pricing calls it Business. Search on 2026-10-26: https://docs.nuwacom.ai/product/chat.md, https://nuwacom.com/en/resources/blog/nuwacom-mobile-app, https://docs.nuwacom.ai/en/product/notetaker.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "meeting_summaries",
              "question": "Are meetings transcribed and summarised?",
              "support": "partial",
              "answer": "Meeting Notetaker joins Teams/Meet/Zoom/Webex via calendar or meeting link and creates searchable transcripts, summaries and action items with customer consent. The DPA section3(3) permits customer-enabled recording and temporary or permanent audio/video storage. Actual media retention is unknown: the feature guide claims text-only retention and does not establish which configuration the DPA permits.",
              "evidenceIds": [
                "nuwacom:nuwacom:notetaker-20261026",
                "nuwacom:nuwacom:dpa-rev2"
              ]
            },
            {
              "id": "swiss_german_speech",
              "question": "Is Swiss German speech recognised?",
              "support": "unknown",
              "answer": "Is Swiss German speech recognised? Unknown. No read-aloud/live voice mode or Swiss German recognition fixture/explicit language guarantee was established. Meeting FAQ still says Team plans, while current pricing calls it Business. Search on 2026-10-26: https://docs.nuwacom.ai/product/chat.md, https://nuwacom.com/en/resources/blog/nuwacom-mobile-app, https://docs.nuwacom.ai/en/product/notetaker.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "read_aloud: Can answers be read aloud? Unknown. No read-aloud/live voice mode or Swiss German recognition fixture/explicit language guarantee was established. Meeting FAQ still says Team plans, while current pricing calls it Business. Search on 2026-10-26: https://docs.nuwacom.ai/product/chat.md, https://nuwacom.com/en/resources/blog/nuwacom-mobile-app, https://docs.nuwacom.ai/en/product/notetaker.md. No additional scoped evidence established this answer.",
            "voice_conversation: Is a live voice mode available? Unknown. No read-aloud/live voice mode or Swiss German recognition fixture/explicit language guarantee was established. Meeting FAQ still says Team plans, while current pricing calls it Business. Search on 2026-10-26: https://docs.nuwacom.ai/product/chat.md, https://nuwacom.com/en/resources/blog/nuwacom-mobile-app, https://docs.nuwacom.ai/en/product/notetaker.md. No additional scoped evidence established this answer.",
            "meeting_summaries: Meeting Notetaker joins Teams/Meet/Zoom/Webex via calendar or meeting link and creates searchable transcripts, summaries and action items with customer consent. The DPA section3(3) permits customer-enabled recording and temporary or permanent audio/video storage. Actual media retention is unknown: the feature guide claims text-only retention and does not establish which configuration the DPA permits.",
            "swiss_german_speech: Is Swiss German speech recognised? Unknown. No read-aloud/live voice mode or Swiss German recognition fixture/explicit language guarantee was established. Meeting FAQ still says Team plans, while current pricing calls it Business. Search on 2026-10-26: https://docs.nuwacom.ai/product/chat.md, https://nuwacom.com/en/resources/blog/nuwacom-mobile-app, https://docs.nuwacom.ai/en/product/notetaker.md. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:chat-20261026",
            "nuwacom:nuwacom:mobile-20261026",
            "nuwacom:nuwacom:notetaker-20261026",
            "nuwacom:nuwacom:docs-full-recheck-20261026",
            "nuwacom:nuwacom:pricing-20261026",
            "nuwacom:nuwacom:dpa-rev2"
          ]
        }
      ]
    },
    {
      "id": "WORK-06",
      "title": "Data analysis and document output",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record code execution for data analysis, charts, and generation of downloadable Word, Excel, PowerPoint and PDF files. Analyse the fixture Excel and request a PowerPoint summary. Record where code runs and whether files are editable.",
      "questions": [
        {
          "id": "data_analysis",
          "question": "Can it analyse spreadsheets with executed code?"
        },
        {
          "id": "charts",
          "question": "Can it produce charts?"
        },
        {
          "id": "office_file_output",
          "question": "Can it create Word, Excel or PowerPoint files?"
        },
        {
          "id": "canvas_editing",
          "question": "Is there a document or canvas editor for iterating on output?"
        }
      ],
      "products": [
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:WORK-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Paid Work executes code, charts data and generates editable spreadsheet/slide artifacts.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "data_analysis",
              "question": "Can it analyse spreadsheets with executed code?",
              "support": "partial",
              "answer": "Code Interpreter executes Python/TypeScript in an isolated no-internet sandbox; workbook accuracy was not tested.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-interpreter"
              ]
            },
            {
              "id": "charts",
              "question": "Can it produce charts?",
              "support": "supported",
              "answer": "The interpreter supports matplotlib/TypeScript charts from user data.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-interpreter"
              ]
            },
            {
              "id": "office_file_output",
              "question": "Can it create Word, Excel or PowerPoint files?",
              "support": "partial",
              "answer": "Paid spreadsheets export XLSX and Canvas exports PowerPoint and tables; DOCX generation was not fully verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-sheets",
                "mistral-vibe:mistral-vibe:m-files"
              ]
            },
            {
              "id": "canvas_editing",
              "question": "Is there a document or canvas editor for iterating on output?",
              "support": "supported",
              "answer": "Canvas supports direct edits, inline AI requests, version navigation and file exports.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files"
              ]
            }
          ],
          "limitations": [
            "Hosted paid-plan documentation does not establish equivalent behavior in every private Enterprise deployment."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-interpreter",
            "mistral-vibe:mistral-vibe:m-sheets",
            "mistral-vibe:mistral-vibe:m-files"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:WORK-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Python analysis and collaborative document/slide editors create office outputs.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "data_analysis",
              "question": "Can it analyse spreadsheets with executed code?",
              "support": "partial",
              "answer": "Integrated Python interpreter processes Excel, CSV andGoogleSheets data; actual execution accuracy and workbook fidelity untested.",
              "evidenceIds": [
                "nuwacom:nuwacom:analysis-20261026"
              ]
            },
            {
              "id": "charts",
              "question": "Can it produce charts?",
              "support": "supported",
              "answer": "Python creates visualizations/charts and downloadable files.",
              "evidenceIds": [
                "nuwacom:nuwacom:analysis-20261026"
              ]
            },
            {
              "id": "office_file_output",
              "question": "Can it create Word, Excel or PowerPoint files?",
              "support": "supported",
              "answer": "DOCX/PDF document, email exports; PPTX/PDF presentations; XLSX/CSV and other Python output files.",
              "evidenceIds": [
                "nuwacom:nuwacom:documents-20261026",
                "nuwacom:nuwacom:slides-20261026",
                "nuwacom:nuwacom:emails-20261026",
                "nuwacom:nuwacom:analysis-20261026"
              ]
            },
            {
              "id": "canvas_editing",
              "question": "Is there a document or canvas editor for iterating on output?",
              "support": "supported",
              "answer": "Inline/chat document and slide editors support versions, layout, images and team refinement. Slide layouts may differ from uploaded masters.",
              "evidenceIds": [
                "nuwacom:nuwacom:documents-20261026",
                "nuwacom:nuwacom:slides-20261026"
              ]
            }
          ],
          "limitations": [
            "data_analysis: Integrated Python interpreter processes Excel, CSV andGoogleSheets data; actual execution accuracy and workbook fidelity untested."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:analysis-20261026",
            "nuwacom:nuwacom:documents-20261026",
            "nuwacom:nuwacom:slides-20261026",
            "nuwacom:nuwacom:emails-20261026",
            "nuwacom:nuwacom:docs-full-recheck-20261026",
            "nuwacom:nuwacom:pricing-20261026"
          ]
        }
      ]
    },
    {
      "id": "WORK-07",
      "title": "Sharing and team spaces",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record chat sharing (link, user, group), shared projects or team spaces, channels or group chat with AI, and commenting. Test sharing a chat with a colleague in another group and record what the recipient sees, including knowledge they lack access to.",
      "questions": [
        {
          "id": "share_chats",
          "question": "Can chats be shared inside the organisation?"
        },
        {
          "id": "team_spaces",
          "question": "Are shared projects or workspaces available?"
        },
        {
          "id": "group_chat",
          "question": "Can several people chat together with the AI?"
        },
        {
          "id": "share_permission_boundary",
          "question": "Does sharing respect the recipient's access to sources?"
        }
      ],
      "products": [
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:WORK-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Workspaces and Projects scope context; share links are output snapshots, with recipient source-access behavior still untested.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team and Enterprise hosted Vibe Work after account migration; feature-specific beta/preview and Enterprise-only controls retained below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "share_chats",
              "question": "Can chats be shared inside the organisation?",
              "support": "supported",
              "answer": "Canvas documentation describes sharing the full chat including Canvas content.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files-20261026"
              ]
            },
            {
              "id": "team_spaces",
              "question": "Are shared projects or workspaces available?",
              "support": "partial",
              "answer": "Workspaces scope conversations/resources and access; Projects group task context. Collaborative project membership was not fully established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-workspace-20261026",
                "mistral-vibe:mistral-vibe:m-projects-20261026"
              ]
            },
            {
              "id": "group_chat",
              "question": "Can several people chat together with the AI?",
              "support": "unknown",
              "answer": "No simultaneous multi-person chat-with-AI workflow was established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/admin/workspaces/your-first-workspace.md, https://docs.mistral.ai/vibe/work/projects.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "share_permission_boundary",
              "question": "Does sharing respect the recipient's access to sources?",
              "support": "unknown",
              "answer": "No two-recipient sharing fixture established whether a shared output reveals content the recipient lacks in source systems. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/admin/workspaces/your-first-workspace.md, https://docs.mistral.ai/vibe/work/projects.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "team_spaces: Workspaces scope conversations/resources and access; Projects group task context. Collaborative project membership was not fully established.",
            "group_chat: No simultaneous multi-person chat-with-AI workflow was established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/admin/workspaces/your-first-workspace.md, https://docs.mistral.ai/vibe/work/projects.md. No additional scoped evidence established this answer.",
            "share_permission_boundary: No two-recipient sharing fixture established whether a shared output reveals content the recipient lacks in source systems. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/admin/workspaces/your-first-workspace.md, https://docs.mistral.ai/vibe/work/projects.md. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-files-20261026",
            "mistral-vibe:mistral-vibe:m-workspace-20261026",
            "mistral-vibe:mistral-vibe:m-projects-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:WORK-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Chats, documents and project spaces share internally with explicit access expansion through knowledge/accounts.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business/Enterprise chat/project collaboration; Enterprise synchronized knowledge access treated separately",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "share_chats",
              "question": "Can chats be shared inside the organisation?",
              "support": "supported",
              "answer": "Chats/results share with individuals or workspace/team.",
              "evidenceIds": [
                "nuwacom:nuwacom:chat-20261026"
              ]
            },
            {
              "id": "team_spaces",
              "question": "Are shared projects or workspaces available?",
              "support": "supported",
              "answer": "Shared projects combine chats, documents, knowledge and guidelines; user groups control access.",
              "evidenceIds": [
                "nuwacom:nuwacom:projects-20261026",
                "nuwacom:nuwacom:users-20261026"
              ]
            },
            {
              "id": "group_chat",
              "question": "Can several people chat together with the AI?",
              "support": "partial",
              "answer": "Pricing describes real-time collaboration, and chat/project docs describe shared continuation; simultaneous multi-user conversation semantics were not explicitly established.",
              "evidenceIds": [
                "nuwacom:nuwacom:pricing-20261026",
                "nuwacom:nuwacom:chat-20261026"
              ]
            },
            {
              "id": "share_permission_boundary",
              "question": "Does sharing respect the recipient's access to sources?",
              "support": "partial",
              "answer": "Sharing an agent shares attached knowledge; shared/default connections use the owner rights. Synced knowledge can reach recipients lacking source access. Recipient source ACLs are not universally rechecked.",
              "evidenceIds": [
                "nuwacom:nuwacom:agent-config-20261026",
                "nuwacom:nuwacom:connections-20261026",
                "nuwacom:nuwacom:knowledge-20261026"
              ]
            }
          ],
          "limitations": [
            "group_chat: Pricing describes real-time collaboration, and chat/project docs describe shared continuation; simultaneous multi-user conversation semantics were not explicitly established.",
            "share_permission_boundary: Sharing an agent shares attached knowledge; shared/default connections use the owner rights. Synced knowledge can reach recipients lacking source access. Recipient source ACLs are not universally rechecked."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:chat-20261026",
            "nuwacom:nuwacom:projects-20261026",
            "nuwacom:nuwacom:users-20261026",
            "nuwacom:nuwacom:pricing-20261026",
            "nuwacom:nuwacom:agent-config-20261026",
            "nuwacom:nuwacom:connections-20261026",
            "nuwacom:nuwacom:knowledge-20261026",
            "nuwacom:nuwacom:docs-full-recheck-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": "mistral-vibe",
          "claimId": "mistral-vibe:WORK-08",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:WORK-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Account settings document German, English andFrench interfaces; no independent quality/accessibility audit was run.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "ui_languages",
              "question": "Which UI languages are offered?",
              "support": "partial",
              "answer": "Preferences explicitly give German, English orFrench as interface-language examples, not an exhaustive list.",
              "evidenceIds": [
                "nuwacom:nuwacom:account-20261026"
              ]
            },
            {
              "id": "dach_language_quality",
              "question": "Are German, French and Italian UIs complete and natural?",
              "support": "unknown",
              "answer": "Are German, French and Italian UIs complete and natural? Unknown. Italian UI coverage, complete DE/FR/IT translation quality, German admin-interface completeness and a current WCAG conformance statement were not established. Content languages in workspace settings are not the same as interface languages. Search on 2026-10-26: https://docs.nuwacom.ai/en/account.md, https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/llms-full.txt. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "accessibility_statement",
              "question": "Is there a WCAG conformance statement?",
              "support": "unknown",
              "answer": "Is there a WCAG conformance statement? Unknown. Italian UI coverage, complete DE/FR/IT translation quality, German admin-interface completeness and a current WCAG conformance statement were not established. Content languages in workspace settings are not the same as interface languages. Search on 2026-10-26: https://docs.nuwacom.ai/en/account.md, https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/llms-full.txt. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "admin_ui_languages",
              "question": "Is the admin interface available in German?",
              "support": "unknown",
              "answer": "Is the admin interface available in German? Unknown. Italian UI coverage, complete DE/FR/IT translation quality, German admin-interface completeness and a current WCAG conformance statement were not established. Content languages in workspace settings are not the same as interface languages. Search on 2026-10-26: https://docs.nuwacom.ai/en/account.md, https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/llms-full.txt. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "ui_languages: Preferences explicitly give German, English orFrench as interface-language examples, not an exhaustive list.",
            "dach_language_quality: Are German, French and Italian UIs complete and natural? Unknown. Italian UI coverage, complete DE/FR/IT translation quality, German admin-interface completeness and a current WCAG conformance statement were not established. Content languages in workspace settings are not the same as interface languages. Search on 2026-10-26: https://docs.nuwacom.ai/en/account.md, https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/llms-full.txt. No additional scoped evidence established this answer.",
            "accessibility_statement: Is there a WCAG conformance statement? Unknown. Italian UI coverage, complete DE/FR/IT translation quality, German admin-interface completeness and a current WCAG conformance statement were not established. Content languages in workspace settings are not the same as interface languages. Search on 2026-10-26: https://docs.nuwacom.ai/en/account.md, https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/llms-full.txt. No additional scoped evidence established this answer.",
            "admin_ui_languages: Is the admin interface available in German? Unknown. Italian UI coverage, complete DE/FR/IT translation quality, German admin-interface completeness and a current WCAG conformance statement were not established. Content languages in workspace settings are not the same as interface languages. Search on 2026-10-26: https://docs.nuwacom.ai/en/account.md, https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/llms-full.txt. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:account-20261026",
            "nuwacom:nuwacom:docs-full-recheck-20261026",
            "nuwacom:nuwacom:pricing-20261026"
          ]
        }
      ]
    },
    {
      "id": "ADM-01",
      "title": "Single sign-on and authentication",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record SAML, OIDC, Microsoft Entra ID, Google, LDAP, MFA enforcement, conditional-access compatibility, domain verification and plan restrictions. Test one SSO login on a trial where possible.",
      "questions": [
        {
          "id": "sso_protocols",
          "question": "Which SSO protocols and identity providers work?"
        },
        {
          "id": "sso_plan",
          "question": "Which plan includes SSO?"
        },
        {
          "id": "mfa",
          "question": "Can MFA be enforced?"
        },
        {
          "id": "conditional_access",
          "question": "Do Entra conditional-access policies apply?"
        },
        {
          "id": "domain_capture",
          "question": "Can the company claim its email domain?"
        }
      ],
      "products": [
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:ADM-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise organization SSO is SAML 2.0 with verified domains and first-login provisioning.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "sso_protocols",
              "question": "Which SSO protocols and identity providers work?",
              "support": "supported",
              "answer": "Enterprise organization SSO supports SAML 2.0 identity providers; the guide explicitly says OIDC is not supported for organization SSO.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-sso-20261026"
              ]
            },
            {
              "id": "sso_plan",
              "question": "Which plan includes SSO?",
              "support": "supported",
              "answer": "SAML SSO requires Enterprise; domain verification is listed on Team.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-sso-20261026",
                "mistral-vibe:mistral-vibe:plan-matrix-20261026"
              ]
            },
            {
              "id": "mfa",
              "question": "Can MFA be enforced?",
              "support": "partial",
              "answer": "Individual accounts can enable TOTP two-factor authentication and generate recovery codes. A mandatory organization-wide policy or IdP enforcement matrix was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:account-mfa-20261026"
              ]
            },
            {
              "id": "conditional_access",
              "question": "Do Entra conditional-access policies apply?",
              "support": "unknown",
              "answer": "No Entra conditional-access compatibility test or precise policy guarantee was retrieved. Search on 2026-10-26: https://docs.mistral.ai/admin/set-up-organization/sign-in-method/saml-sso.md, https://mistral.ai/pricing/, https://docs.mistral.ai/admin/workspaces/workspaces-in-vibe.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "domain_capture",
              "question": "Can the company claim its email domain?",
              "support": "supported",
              "answer": "A matching verified-domain email routes to the configured IdP, with first-sign-in organization provisioning.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-sso-20261026"
              ]
            }
          ],
          "limitations": [
            "mfa: Individual accounts can enable TOTP two-factor authentication and generate recovery codes. A mandatory organization-wide policy or IdP enforcement matrix was not established.",
            "conditional_access: No Entra conditional-access compatibility test or precise policy guarantee was retrieved. Search on 2026-10-26: https://docs.mistral.ai/admin/set-up-organization/sign-in-method/saml-sso.md, https://mistral.ai/pricing/, https://docs.mistral.ai/admin/workspaces/workspaces-in-vibe.md. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-sso-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026",
            "mistral-vibe:mistral-vibe:account-mfa-20261026"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:ADM-01",
          "verificationStatus": "sourced",
          "support": "partial",
          "answer": "The public security page claims MFA. SAML/OIDC setup is documented, but its eligible Business/Enterprise plan remains unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business/Enterprise public security description; SSO plan entitlement not established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "sso_protocols",
              "question": "Which SSO protocols and identity providers work?",
              "support": "unknown",
              "answer": "The SSO guide documents SAML 2.0/OIDC, but pricing, Plans and the guide do not establish a named Business/Enterprise entitlement. Search on 2026-10-26: https://docs.nuwacom.ai/en/sso-and-usersync.md, https://nuwacom.com/en/secure-ai-for-business, https://docs.nuwacom.ai/en/security/measures.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "sso_plan",
              "question": "Which plan includes SSO?",
              "support": "unknown",
              "answer": "Which plan includes SSO? Unknown. Exact plan entitlement for SSO, first-login behavior and tested Entra Conditional Access behavior were not established. Self-service availability explicitly excludes single-tenant standard setup. Search on 2026-10-26: https://docs.nuwacom.ai/en/sso-and-usersync.md, https://nuwacom.com/en/secure-ai-for-business, https://docs.nuwacom.ai/en/security/measures.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "mfa",
              "question": "Can MFA be enforced?",
              "support": "partial",
              "answer": "Measures/security pages claim MFA support; an enforceable tenant-level MFA setting or exact IdP policy mapping is not documented.",
              "evidenceIds": [
                "nuwacom:nuwacom:measures-20261026",
                "nuwacom:nuwacom:security-rev2"
              ]
            },
            {
              "id": "conditional_access",
              "question": "Do Entra conditional-access policies apply?",
              "support": "unknown",
              "answer": "Do Entra conditional-access policies apply? Unknown. Exact plan entitlement for SSO, first-login behavior and tested Entra Conditional Access behavior were not established. Self-service availability explicitly excludes single-tenant standard setup. Search on 2026-10-26: https://docs.nuwacom.ai/en/sso-and-usersync.md, https://nuwacom.com/en/secure-ai-for-business, https://docs.nuwacom.ai/en/security/measures.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "domain_capture",
              "question": "Can the company claim its email domain?",
              "support": "unknown",
              "answer": "Domain routing is described in the SSO guide, but the eligible plan and domain ownership/account-capture guarantees remain unverified. Search on 2026-10-26: https://docs.nuwacom.ai/en/sso-and-usersync.md, https://nuwacom.com/en/secure-ai-for-business, https://docs.nuwacom.ai/en/security/measures.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "sso_protocols: The SSO guide documents SAML 2.0/OIDC, but pricing, Plans and the guide do not establish a named Business/Enterprise entitlement. Search on 2026-10-26: https://docs.nuwacom.ai/en/sso-and-usersync.md, https://nuwacom.com/en/secure-ai-for-business, https://docs.nuwacom.ai/en/security/measures.md. No additional scoped evidence established this answer.",
            "sso_plan: Which plan includes SSO? Unknown. Exact plan entitlement for SSO, first-login behavior and tested Entra Conditional Access behavior were not established. Self-service availability explicitly excludes single-tenant standard setup. Search on 2026-10-26: https://docs.nuwacom.ai/en/sso-and-usersync.md, https://nuwacom.com/en/secure-ai-for-business, https://docs.nuwacom.ai/en/security/measures.md. No additional scoped evidence established this answer.",
            "mfa: Measures/security pages claim MFA support; an enforceable tenant-level MFA setting or exact IdP policy mapping is not documented.",
            "conditional_access: Do Entra conditional-access policies apply? Unknown. Exact plan entitlement for SSO, first-login behavior and tested Entra Conditional Access behavior were not established. Self-service availability explicitly excludes single-tenant standard setup. Search on 2026-10-26: https://docs.nuwacom.ai/en/sso-and-usersync.md, https://nuwacom.com/en/secure-ai-for-business, https://docs.nuwacom.ai/en/security/measures.md. No additional scoped evidence established this answer.",
            "domain_capture: Domain routing is described in the SSO guide, but the eligible plan and domain ownership/account-capture guarantees remain unverified. Search on 2026-10-26: https://docs.nuwacom.ai/en/sso-and-usersync.md, https://nuwacom.com/en/secure-ai-for-business, https://docs.nuwacom.ai/en/security/measures.md. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": null,
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:sso-20261026",
            "nuwacom:nuwacom:security-rev2",
            "nuwacom:nuwacom:measures-20261026",
            "nuwacom:nuwacom:docs-full-recheck-20261026",
            "nuwacom:nuwacom:pricing-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": "mistral-vibe",
          "claimId": "mistral-vibe:ADM-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "JIT seats, user/group administration and external identity sync are documented; leaver data outcomes remain untested.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "scim",
              "question": "Is SCIM provisioning supported?",
              "support": "partial",
              "answer": "The groups guide recognizes SCIM-managed identities/groups, but a complete supported SCIM setup/plan matrix was not retrieved.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-groups"
              ]
            },
            {
              "id": "group_sync",
              "question": "Are identity-provider groups synced?",
              "support": "partial",
              "answer": "Externally managed group fields are controlled by the IdP and updated on sync; delay was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-groups"
              ]
            },
            {
              "id": "jit_provisioning",
              "question": "Are users created at first login?",
              "support": "supported",
              "answer": "Enterprise SAML first login provisions users and can assign available product seats automatically.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-sso"
              ]
            },
            {
              "id": "deprovisioning",
              "question": "What happens to a removed user's data and shared assets?",
              "support": "partial",
              "answer": "User removal revokes organization/Workspace permissions. Content ownership transfer and deletion were not tested.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-users",
                "mistral-vibe:mistral-vibe:m-provision"
              ]
            },
            {
              "id": "seat_assignment",
              "question": "Can admins assign and reclaim seats?",
              "support": "supported",
              "answer": "Admins assign/reclaim Vibe/product seats in member subscription settings.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-users"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-groups",
            "mistral-vibe:mistral-vibe:m-sso",
            "mistral-vibe:mistral-vibe:m-users",
            "mistral-vibe:mistral-vibe:m-provision"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:ADM-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business/Enterprise seat assignment is documented; SCIM/group-sync/JIT entitlements and leaver asset handling remain unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business/Enterprise seat administration; SSO/SCIM commercial entitlement unverified",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "scim",
              "question": "Is SCIM provisioning supported?",
              "support": "unknown",
              "answer": "The public SSO/User Sync guide describes this technical configuration, but no named Business/Enterprise entitlement was established in Plans or pricing. Search on 2026-10-26: https://docs.nuwacom.ai/en/sso-and-usersync.md, https://docs.nuwacom.ai/en/overviewdatasecurity.md, https://docs.nuwacom.ai/en/workspacesettings.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "group_sync",
              "question": "Are identity-provider groups synced?",
              "support": "unknown",
              "answer": "The public SSO/User Sync guide describes this technical configuration, but no named Business/Enterprise entitlement was established in Plans or pricing. Search on 2026-10-26: https://docs.nuwacom.ai/en/sso-and-usersync.md, https://docs.nuwacom.ai/en/overviewdatasecurity.md, https://docs.nuwacom.ai/en/workspacesettings.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "jit_provisioning",
              "question": "Are users created at first login?",
              "support": "unknown",
              "answer": "The public SSO/User Sync guide describes this technical configuration, but no named Business/Enterprise entitlement was established in Plans or pricing. Search on 2026-10-26: https://docs.nuwacom.ai/en/sso-and-usersync.md, https://docs.nuwacom.ai/en/overviewdatasecurity.md, https://docs.nuwacom.ai/en/workspacesettings.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "deprovisioning",
              "question": "What happens to a removed user's data and shared assets?",
              "support": "unknown",
              "answer": "The security overview assigns identity deactivation to customers who use SCIM, but commercial entitlement and the fate of chats, agents, shared knowledge and connections after removal are not established. Search on 2026-10-26: https://docs.nuwacom.ai/en/sso-and-usersync.md, https://docs.nuwacom.ai/en/overviewdatasecurity.md, https://docs.nuwacom.ai/en/workspacesettings.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "seat_assignment",
              "question": "Can admins assign and reclaim seats?",
              "support": "partial",
              "answer": "Admins assign/reassign Standard/Premium/Power seats and additional usage; price/billing reclamation on leaver removal is not specified.",
              "evidenceIds": [
                "nuwacom:nuwacom:settings-20261026",
                "nuwacom:nuwacom:usage-20261026"
              ]
            }
          ],
          "limitations": [
            "scim: The public SSO/User Sync guide describes this technical configuration, but no named Business/Enterprise entitlement was established in Plans or pricing. Search on 2026-10-26: https://docs.nuwacom.ai/en/sso-and-usersync.md, https://docs.nuwacom.ai/en/overviewdatasecurity.md, https://docs.nuwacom.ai/en/workspacesettings.md. No additional scoped evidence established this answer.",
            "group_sync: The public SSO/User Sync guide describes this technical configuration, but no named Business/Enterprise entitlement was established in Plans or pricing. Search on 2026-10-26: https://docs.nuwacom.ai/en/sso-and-usersync.md, https://docs.nuwacom.ai/en/overviewdatasecurity.md, https://docs.nuwacom.ai/en/workspacesettings.md. No additional scoped evidence established this answer.",
            "jit_provisioning: The public SSO/User Sync guide describes this technical configuration, but no named Business/Enterprise entitlement was established in Plans or pricing. Search on 2026-10-26: https://docs.nuwacom.ai/en/sso-and-usersync.md, https://docs.nuwacom.ai/en/overviewdatasecurity.md, https://docs.nuwacom.ai/en/workspacesettings.md. No additional scoped evidence established this answer.",
            "deprovisioning: The security overview assigns identity deactivation to customers who use SCIM, but commercial entitlement and the fate of chats, agents, shared knowledge and connections after removal are not established. Search on 2026-10-26: https://docs.nuwacom.ai/en/sso-and-usersync.md, https://docs.nuwacom.ai/en/overviewdatasecurity.md, https://docs.nuwacom.ai/en/workspacesettings.md. No additional scoped evidence established this answer.",
            "seat_assignment: Admins assign/reassign Standard/Premium/Power seats and additional usage; price/billing reclamation on leaver removal is not specified."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:sso-20261026",
            "nuwacom:nuwacom:overview-20261026",
            "nuwacom:nuwacom:settings-20261026",
            "nuwacom:nuwacom:usage-20261026",
            "nuwacom:nuwacom:docs-full-recheck-20261026",
            "nuwacom:nuwacom:pricing-20261026"
          ]
        }
      ]
    },
    {
      "id": "ADM-03",
      "title": "Roles, groups and feature permissions",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record admin roles, delegated admins, groups, per-feature permissions (web search, image generation, connectors, file upload, agents), separation of subsidiaries or departments, and enforcement. Test one disabled feature for one group.",
      "questions": [
        {
          "id": "admin_roles",
          "question": "Which admin roles exist, and can admin rights be delegated?"
        },
        {
          "id": "groups",
          "question": "Can permissions be set per group?"
        },
        {
          "id": "feature_toggles",
          "question": "Which features can be switched on or off per group?"
        },
        {
          "id": "multi_entity",
          "question": "Can subsidiaries or departments be separated within one contract?"
        }
      ],
      "products": [
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:ADM-03",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:ADM-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Role/group permissions and separate workspaces are documented with a contractual affiliate restriction.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_roles",
              "question": "Which admin roles exist, and can admin rights be delegated?",
              "support": "partial",
              "answer": "Admin, Editor, Reader/Viewer roles, plus superadmin administration references. Admin permissions cannot be restricted; formal delegated custom-admin role design is unspecified.",
              "evidenceIds": [
                "nuwacom:nuwacom:settings-20261026",
                "nuwacom:nuwacom:users-20261026"
              ]
            },
            {
              "id": "groups",
              "question": "Can permissions be set per group?",
              "support": "supported",
              "answer": "Groups drive sharing of chats, documents, projects, agents andknowledge; permission matrices govern role/group access.",
              "evidenceIds": [
                "nuwacom:nuwacom:settings-20261026"
              ]
            },
            {
              "id": "feature_toggles",
              "question": "Which features can be switched on or off per group?",
              "support": "supported",
              "answer": "Read/Write/Share permissions by role/group for Agents, Workflows, Projects, Skills, Prompts, Orchestrator and content modules; connector/model controls are separate.",
              "evidenceIds": [
                "nuwacom:nuwacom:settings-20261026",
                "nuwacom:nuwacom:changes-20261026"
              ]
            },
            {
              "id": "multi_entity",
              "question": "Can subsidiaries or departments be separated within one contract?",
              "support": "partial",
              "answer": "Users are invited per workspace and organization SSO applies across them; terms say affiliates are not automatically entitled to use. Multi-entity contracts need separate permission.",
              "evidenceIds": [
                "nuwacom:nuwacom:settings-20261026",
                "nuwacom:nuwacom:sso-20261026",
                "nuwacom:nuwacom:terms"
              ]
            }
          ],
          "limitations": [
            "admin_roles: Admin, Editor, Reader/Viewer roles, plus superadmin administration references. Admin permissions cannot be restricted; formal delegated custom-admin role design is unspecified.",
            "multi_entity: Users are invited per workspace and organization SSO applies across them; terms say affiliates are not automatically entitled to use. Multi-entity contracts need separate permission."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:settings-20261026",
            "nuwacom:nuwacom:users-20261026",
            "nuwacom:nuwacom:changes-20261026",
            "nuwacom:nuwacom:sso-20261026",
            "nuwacom:nuwacom:terms",
            "nuwacom:nuwacom:docs-full-recheck-20261026",
            "nuwacom:nuwacom:pricing-20261026"
          ]
        }
      ]
    },
    {
      "id": "ADM-04",
      "title": "Usage and adoption analytics",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record dashboards for active users, usage by feature, model, group and assistant, export, and privacy controls (aggregation, pseudonymisation, works-council-friendly settings). Distinguish aggregate adoption metrics from per-person monitoring.",
      "questions": [
        {
          "id": "adoption_dashboard",
          "question": "Is there an adoption dashboard?"
        },
        {
          "id": "breakdowns",
          "question": "Can usage be broken down by group, model, feature and assistant?"
        },
        {
          "id": "export",
          "question": "Can usage data be exported?"
        },
        {
          "id": "privacy_modes",
          "question": "Can per-person reporting be limited or pseudonymised?"
        }
      ],
      "products": [
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:ADM-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise usage APIs expose user/agent activity and billing metrics; anonymized reporting controls remain unknown.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Enterprise Admin API activity export; Team/Enterprise Workspace UI as documented",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "adoption_dashboard",
              "question": "Is there an adoption dashboard?",
              "support": "partial",
              "answer": "The Admin API documents product activity including user message/file/image counts and last activity; end-user UI completeness was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-usage-api-20261026"
              ]
            },
            {
              "id": "breakdowns",
              "question": "Can usage be broken down by group, model, feature and assistant?",
              "support": "partial",
              "answer": "Documented API breakdowns include user/agent activity and Workspace model/token/capability consumption; a complete group/feature matrix was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-usage-api-20261026",
                "mistral-vibe:mistral-vibe:m-limits-20261026"
              ]
            },
            {
              "id": "export",
              "question": "Can usage data be exported?",
              "support": "supported",
              "answer": "Enterprise usage endpoints return machine-readable metrics with an Admin API key; access requires separately enabled Enterprise administration.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-usage-api-20261026"
              ]
            },
            {
              "id": "privacy_modes",
              "question": "Can per-person reporting be limited or pseudonymised?",
              "support": "unknown",
              "answer": "A user-report pseudonymization, aggregation-only or works-council privacy mode was not established. Search on 2026-10-26: https://docs.mistral.ai/admin/admin-api/usage-metrics.md, https://docs.mistral.ai/admin/workspaces/usage-limits.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "adoption_dashboard: The Admin API documents product activity including user message/file/image counts and last activity; end-user UI completeness was not verified.",
            "breakdowns: Documented API breakdowns include user/agent activity and Workspace model/token/capability consumption; a complete group/feature matrix was not established.",
            "privacy_modes: A user-report pseudonymization, aggregation-only or works-council privacy mode was not established. Search on 2026-10-26: https://docs.mistral.ai/admin/admin-api/usage-metrics.md, https://docs.mistral.ai/admin/workspaces/usage-limits.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-usage-api-20261026",
            "mistral-vibe:mistral-vibe:m-limits-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:ADM-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Admin analytics are aggregated, with model/feature/agent breakdowns and CSV charts.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business/Enterprise workspace analytics; API analytics apply only to enabled API integration module",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "adoption_dashboard",
              "question": "Is there an adoption dashboard?",
              "support": "supported",
              "answer": "Active users, messages, agents, workflows anddocuments with date/day/week/month grouping.",
              "evidenceIds": [
                "nuwacom:nuwacom:analytics-20261026"
              ]
            },
            {
              "id": "breakdowns",
              "question": "Can usage be broken down by group, model, feature and assistant?",
              "support": "partial",
              "answer": "Chat/model/knowledge-search, agent users/messages/model, workflow completion/failure/cancel andAPI calls; group-level breakdown not established.",
              "evidenceIds": [
                "nuwacom:nuwacom:analytics-20261026"
              ]
            },
            {
              "id": "export",
              "question": "Can usage data be exported?",
              "support": "supported",
              "answer": "Each chart exports aggregated CSV.",
              "evidenceIds": [
                "nuwacom:nuwacom:analytics-20261026"
              ]
            },
            {
              "id": "privacy_modes",
              "question": "Can per-person reporting be limited or pseudonymised?",
              "support": "partial",
              "answer": "Overview says only aggregated/anonymized service statistics and no vendor employee-performance analysis. A customer toggle to restrict individual reporting is not specified.",
              "evidenceIds": [
                "nuwacom:nuwacom:overview-20261026"
              ]
            }
          ],
          "limitations": [
            "breakdowns: Chat/model/knowledge-search, agent users/messages/model, workflow completion/failure/cancel andAPI calls; group-level breakdown not established.",
            "privacy_modes: Overview says only aggregated/anonymized service statistics and no vendor employee-performance analysis. A customer toggle to restrict individual reporting is not specified."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:analytics-20261026",
            "nuwacom:nuwacom:overview-20261026",
            "nuwacom:nuwacom:docs-full-recheck-20261026",
            "nuwacom:nuwacom:pricing-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": "mistral-vibe",
          "claimId": "mistral-vibe:ADM-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Workspace and organization spending caps are documented, with explicit API suspension behavior and incomplete Vibe UI enforcement detail.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise Workspace usage and limits; API cap behavior does not establish a Work-chat hard stop",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_visibility",
              "question": "Can admins see cost or consumption per user and group?",
              "support": "partial",
              "answer": "Workspace usage shows month-to-date spend, token/model and capability usage; per-person complete cost allocation was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-limits-20261026"
              ]
            },
            {
              "id": "budgets",
              "question": "Can budgets be set per user or group?",
              "support": "supported",
              "answer": "Admins can set Workspace monthly spending limits bounded by the organization cap; defaults have no Workspace cap.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-limits-20261026",
                "mistral-vibe:mistral-vibe:m-billing-20261026"
              ]
            },
            {
              "id": "budget_enforcement",
              "question": "Does reaching a budget alert, block or downgrade?",
              "support": "unknown",
              "answer": "Unknown for hosted Vibe Work. The guide specifies API suspension at the cap, which does not establish Work chat enforcement; no Work budget-stop fixture was run. Search on 2026-10-26: https://docs.mistral.ai/admin/workspaces/usage-limits.md, https://docs.mistral.ai/admin/billing-usage/billing.md, https://docs.mistral.ai/admin/admin-api/usage-metrics.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "chargeback",
              "question": "Can costs be exported per cost centre?",
              "support": "partial",
              "answer": "Enterprise usage APIs provide billing/Workspace data for allocation; a native cost-centre export schema was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-usage-api-20261026"
              ]
            }
          ],
          "limitations": [
            "cost_visibility: Workspace usage shows month-to-date spend, token/model and capability usage; per-person complete cost allocation was not established.",
            "budget_enforcement: Unknown for hosted Vibe Work. The guide specifies API suspension at the cap, which does not establish Work chat enforcement; no Work budget-stop fixture was run. Search on 2026-10-26: https://docs.mistral.ai/admin/workspaces/usage-limits.md, https://docs.mistral.ai/admin/billing-usage/billing.md, https://docs.mistral.ai/admin/admin-api/usage-metrics.md. No additional scoped evidence established this answer.",
            "chargeback: Enterprise usage APIs provide billing/Workspace data for allocation; a native cost-centre export schema was not established."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-limits-20261026",
            "mistral-vibe:mistral-vibe:m-billing-20261026",
            "mistral-vibe:mistral-vibe:m-usage-api-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:ADM-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Seats and additional AI usage act as budgets; costs pause/fallback without automatic overage billing.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business/Enterprise Seats and Additional AI Usage; API/automation budget controls apply to enabled modules",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_visibility",
              "question": "Can admins see cost or consumption per user and group?",
              "support": "partial",
              "answer": "Admins see workspace/per-user consumption, assigned seat type andAdditional AI Usage. Monetary/cost-centre detail is not fully specified.",
              "evidenceIds": [
                "nuwacom:nuwacom:settings-20261026"
              ]
            },
            {
              "id": "budgets",
              "question": "Can budgets be set per user or group?",
              "support": "partial",
              "answer": "Seat1x/2x/5x allowance and central Additional AI Usage assigned to individuals/use cases. Independent group monetary hard caps are not established.",
              "evidenceIds": [
                "nuwacom:nuwacom:usage-20261026",
                "nuwacom:nuwacom:pricing-20261026"
              ]
            },
            {
              "id": "budget_enforcement",
              "question": "Does reaching a budget alert, block or downgrade?",
              "support": "supported",
              "answer": "High-use notifications; interactive Instant fallback; workflows/API/chatbots pause until approved extra budget or monthly reset.",
              "evidenceIds": [
                "nuwacom:nuwacom:rules-20261026"
              ]
            },
            {
              "id": "chargeback",
              "question": "Can costs be exported per cost centre?",
              "support": "unknown",
              "answer": "Can costs be exported per cost centre? Unknown. No finance-ready cost-centre chargeback export was established; analytics CSV is not necessarily cost allocation. Search on 2026-10-26: https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/en/ai-usage.md, https://nuwacom.com/en/pricing. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "cost_visibility: Admins see workspace/per-user consumption, assigned seat type andAdditional AI Usage. Monetary/cost-centre detail is not fully specified.",
            "budgets: Seat1x/2x/5x allowance and central Additional AI Usage assigned to individuals/use cases. Independent group monetary hard caps are not established.",
            "chargeback: Can costs be exported per cost centre? Unknown. No finance-ready cost-centre chargeback export was established; analytics CSV is not necessarily cost allocation. Search on 2026-10-26: https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/en/ai-usage.md, https://nuwacom.com/en/pricing. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:settings-20261026",
            "nuwacom:nuwacom:usage-20261026",
            "nuwacom:nuwacom:pricing-20261026",
            "nuwacom:nuwacom:rules-20261026",
            "nuwacom:nuwacom:docs-full-recheck-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": "mistral-vibe",
          "claimId": "mistral-vibe:ADM-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise event logs have a defined event taxonomy but no verified retention/integrity model; the overview explicitly excludes export.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_events",
              "question": "Are admin and security events logged?",
              "support": "supported",
              "answer": "Enterprise automatically records authentication, user/role changes, API-key and organization/Workspace events plus conversation lifecycle events.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-audit",
                "mistral-vibe:mistral-vibe:m-audit-ref"
              ]
            },
            {
              "id": "content_logging",
              "question": "Can prompts and answers be retained for compliance, and is it configurable?",
              "support": "unknown",
              "answer": "Unknown. Conversation tracing exists, but exact prompt/response compliance capture and integrity configuration were not verified.",
              "evidenceIds": []
            },
            {
              "id": "siem_export",
              "question": "Can logs stream to a SIEM or be exported?",
              "support": "unsupported",
              "answer": "The audit overview explicitly says log export is not supported; no SIEM streaming route was verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-audit"
              ]
            },
            {
              "id": "ediscovery",
              "question": "Are eDiscovery and legal hold supported?",
              "support": "unknown",
              "answer": "Unknown. A legal-hold/eDiscovery feature was not established.",
              "evidenceIds": []
            },
            {
              "id": "log_retention",
              "question": "How long are logs kept?",
              "support": "unknown",
              "answer": "Unknown. The public event guide/reference does not establish a current retention duration and tamper-resistance model.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: content_logging, ediscovery, log_retention."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-audit",
            "mistral-vibe:mistral-vibe:m-audit-ref"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:ADM-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Vendor documents audit/access logs and exportable interactions; compliance retention controls remain incomplete.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_events",
              "question": "Are admin and security events logged?",
              "support": "partial",
              "answer": "Security site promises timestamped, user-attributed interaction audit logs; overview calls audit logs tamper-resistant. Complete admin event taxonomy/integrity implementation was not verified.",
              "evidenceIds": [
                "nuwacom:nuwacom:security-rev2",
                "nuwacom:nuwacom:overview-rev2"
              ]
            },
            {
              "id": "content_logging",
              "question": "Can prompts and answers be retained for compliance, and is it configurable?",
              "support": "partial",
              "answer": "User prompts/chats and interaction logs are stored; specific configurable full-content compliance archive/legal hold is not established.",
              "evidenceIds": [
                "nuwacom:nuwacom:overview-rev2",
                "nuwacom:nuwacom:security-rev2"
              ]
            },
            {
              "id": "siem_export",
              "question": "Can logs stream to a SIEM or be exported?",
              "support": "partial",
              "answer": "Security site says audit data exportable for auditing/reporting; no SIEM stream protocol/API setup was established.",
              "evidenceIds": [
                "nuwacom:nuwacom:security-rev2"
              ]
            },
            {
              "id": "ediscovery",
              "question": "Are eDiscovery and legal hold supported?",
              "support": "unknown",
              "answer": "Are eDiscovery and legal hold supported? Unknown. No eDiscovery or legal-hold interface was established.",
              "evidenceIds": []
            },
            {
              "id": "log_retention",
              "question": "How long are logs kept?",
              "support": "partial",
              "answer": "Overview sets audit/access logs30–90 days then deletion; which plan/configuration chooses each duration is unspecified.",
              "evidenceIds": [
                "nuwacom:nuwacom:overview-rev2"
              ]
            }
          ],
          "limitations": [
            "admin_events: Security site promises timestamped, user-attributed interaction audit logs; overview calls audit logs tamper-resistant. Complete admin event taxonomy/integrity implementation was not verified.",
            "content_logging: User prompts/chats and interaction logs are stored; specific configurable full-content compliance archive/legal hold is not established.",
            "siem_export: Security site says audit data exportable for auditing/reporting; no SIEM stream protocol/API setup was established.",
            "ediscovery: Are eDiscovery and legal hold supported? Unknown. No eDiscovery or legal-hold interface was established.",
            "log_retention: Overview sets audit/access logs30–90 days then deletion; which plan/configuration chooses each duration is unspecified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:security-rev2",
            "nuwacom:nuwacom:overview-rev2",
            "nuwacom:nuwacom:docs-full-recheck",
            "nuwacom:nuwacom:pricing-rev2"
          ]
        }
      ]
    },
    {
      "id": "ADM-07",
      "title": "Data loss prevention and personal data",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record detection and handling of personal and confidential data before it reaches a model: redaction, masking, blocking, warning. Record integration with Purview, Netskope or similar, and whether filtering runs locally or at a third party. Send a fixture prompt with a Swiss AHV number and IBAN and record the outcome.",
      "questions": [
        {
          "id": "pii_detection",
          "question": "Is personal data detected in prompts and files?"
        },
        {
          "id": "pii_action",
          "question": "Is it redacted, masked, blocked or only warned?"
        },
        {
          "id": "custom_patterns",
          "question": "Can admins add custom patterns or terms?"
        },
        {
          "id": "dlp_integration",
          "question": "Does it integrate with an existing DLP product?"
        },
        {
          "id": "filter_location",
          "question": "Where does filtering run?"
        }
      ],
      "products": [
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:ADM-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Knowledge Base has sensitive-memory controls; general pre-model PII/DLP redaction remains unverified.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Migrated Team/Enterprise Knowledge Base public preview; sensitive-memory policy only",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "pii_detection",
              "question": "Is personal data detected in prompts and files?",
              "support": "partial",
              "answer": "Knowledge Base documents exclusions for government IDs, banking details and credentials; this is memory storage policy rather than tested prompt/file PII screening.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-memory-20261026"
              ]
            },
            {
              "id": "pii_action",
              "question": "Is it redacted, masked, blocked or only warned?",
              "support": "partial",
              "answer": "Admins can prevent sensitive knowledge saving; whole-prompt redaction/masking/blocking before model inference was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-memory-20261026"
              ]
            },
            {
              "id": "custom_patterns",
              "question": "Can admins add custom patterns or terms?",
              "support": "unknown",
              "answer": "No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "dlp_integration",
              "question": "Does it integrate with an existing DLP product?",
              "support": "unknown",
              "answer": "No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "filter_location",
              "question": "Where does filtering run?",
              "support": "unknown",
              "answer": "No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "pii_detection: Knowledge Base documents exclusions for government IDs, banking details and credentials; this is memory storage policy rather than tested prompt/file PII screening.",
            "pii_action: Admins can prevent sensitive knowledge saving; whole-prompt redaction/masking/blocking before model inference was not established.",
            "custom_patterns: No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
            "dlp_integration: No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
            "filter_location: No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-memory-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026",
            "mistral-vibe:mistral-vibe:m-release-notes-20261026"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:ADM-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise open-beta Privacy Mode reversibly masks personal data before external inference.",
          "availability": "beta",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Enterprise Privacy Mode module, customer-success enablement required; open beta documented2026-09-21",
            "addOns": [
              "Enterprise Privacy Mode; commercial terms after introductory access unknown"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "pii_detection",
              "question": "Is personal data detected in prompts and files?",
              "support": "partial",
              "answer": "Names, email, phone, identifiers andfinancial/contact attributes in chat input anduploaded documents; IBAN is a settings example. Detection accuracy/AHV was not tested.",
              "evidenceIds": [
                "nuwacom:nuwacom:pii-rev2",
                "nuwacom:nuwacom:settings-rev2"
              ]
            },
            {
              "id": "pii_action",
              "question": "Is it redacted, masked, blocked or only warned?",
              "support": "supported",
              "answer": "Neutral placeholders replace clear text, protected internal mapping restores responses. This is reversible pseudonymization; no block-on-hit behavior is documented.",
              "evidenceIds": [
                "nuwacom:nuwacom:pii-rev2"
              ]
            },
            {
              "id": "custom_patterns",
              "question": "Can admins add custom patterns or terms?",
              "support": "partial",
              "answer": "Documentation mentions configurable attributes but no self-service regex/custom dictionary syntax or exact administrator controls.",
              "evidenceIds": [
                "nuwacom:nuwacom:pii-rev2"
              ]
            },
            {
              "id": "dlp_integration",
              "question": "Does it integrate with an existing DLP product?",
              "support": "unknown",
              "answer": "Does it integrate with an existing DLP product? Unknown. No Microsoft Purview/third-party DLP integration or AHV/IBAN bounded fixture was established.",
              "evidenceIds": []
            },
            {
              "id": "filter_location",
              "question": "Where does filtering run?",
              "support": "partial",
              "answer": "A locally operated detection model runs inside controlled nuwacom environment before external LLM transmission. Physical site per deployment is not specified.",
              "evidenceIds": [
                "nuwacom:nuwacom:pii-rev2"
              ]
            }
          ],
          "limitations": [
            "The dated security overview explicitly says open beta. The undated pricing list is an entitlement listing, not a general-availability announcement. No GA finding is made."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:pii-rev2",
            "nuwacom:nuwacom:settings-rev2",
            "nuwacom:nuwacom:overview-rev2",
            "nuwacom:nuwacom:docs-full-recheck",
            "nuwacom:nuwacom:pricing-rev2"
          ]
        }
      ]
    },
    {
      "id": "ADM-08",
      "title": "AI policy and guardrails",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record organisation-wide system instructions, acceptable-use notices and acknowledgement, content filters, topic restrictions, AI-output labelling, and admin visibility of policy violations. Separate enforced policy from instructions the model is expected to follow.",
      "questions": [
        {
          "id": "org_instructions",
          "question": "Can admins set organisation-wide instructions?"
        },
        {
          "id": "usage_notice",
          "question": "Can users be required to accept a usage policy?"
        },
        {
          "id": "content_filters",
          "question": "Are content filters configurable?"
        },
        {
          "id": "violation_reporting",
          "question": "Are policy hits visible to admins?"
        }
      ],
      "products": [
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:ADM-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Admins can force-enable Skills and disable tools; global policy acknowledgements and enforced topical controls need verification.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise Work Skills and Workspace settings; no global policy-acceptance entitlement established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "org_instructions",
              "question": "Can admins set organisation-wide instructions?",
              "support": "partial",
              "answer": "Admins may force-enable Workspace Skills with reusable instructions. Model compliance with instructions is not an independently enforced boundary.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-skills-20261026"
              ]
            },
            {
              "id": "usage_notice",
              "question": "Can users be required to accept a usage policy?",
              "support": "unknown",
              "answer": "No mandatory company acceptable-use acknowledgement flow was established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://docs.mistral.ai/vibe/work/image-generation.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "content_filters",
              "question": "Are content filters configurable?",
              "support": "partial",
              "answer": "Images may be safety-filtered, but an administrator-configurable organization-wide content-filter matrix was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-image-20261026"
              ]
            },
            {
              "id": "violation_reporting",
              "question": "Are policy hits visible to admins?",
              "support": "unknown",
              "answer": "No central policy-hit reporting feature was established from audit/tracing docs. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://docs.mistral.ai/vibe/work/image-generation.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "org_instructions: Admins may force-enable Workspace Skills with reusable instructions. Model compliance with instructions is not an independently enforced boundary.",
            "usage_notice: No mandatory company acceptable-use acknowledgement flow was established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://docs.mistral.ai/vibe/work/image-generation.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer.",
            "content_filters: Images may be safety-filtered, but an administrator-configurable organization-wide content-filter matrix was not established.",
            "violation_reporting: No central policy-hit reporting feature was established from audit/tracing docs. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://docs.mistral.ai/vibe/work/image-generation.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-skills-20261026",
            "mistral-vibe:mistral-vibe:m-image-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:ADM-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Workspace guidelines/Voices shape content, while stricter policy acceptance/enforcement is unspecified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business/Enterprise model/feature controls; Enterprise-only Privacy Mode in open beta with customer-success enablement",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "org_instructions",
              "question": "Can admins set organisation-wide instructions?",
              "support": "partial",
              "answer": "Markdown workspace Guidelines apply to responses, with project/agent/style layers. Agent/system instructions and Tone of Voice can take precedence, so this is not a guaranteed immutable safety policy.",
              "evidenceIds": [
                "nuwacom:nuwacom:settings-20261026",
                "nuwacom:nuwacom:policy-20261026"
              ]
            },
            {
              "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? Unknown. No required AI policy acceptance, runtime policy-violation reporting or general prompt-safety filter configuration was established. Search on 2026-10-26: https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/en/policy-hierarchy.md, https://docs.nuwacom.ai/llms-full.txt. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "content_filters",
              "question": "Are content filters configurable?",
              "support": "partial",
              "answer": "Business/Enterprise model and feature controls are documented. Privacy Mode requires Enterprise and customer-success enablement, and is described as open beta. Organization-wide configurable topical/content-safety filters remain unverified.",
              "evidenceIds": [
                "nuwacom:nuwacom:settings-20261026",
                "nuwacom:nuwacom:pii-20261026",
                "nuwacom:nuwacom:pricing-20261026",
                "nuwacom:nuwacom:overview-20261026"
              ]
            },
            {
              "id": "violation_reporting",
              "question": "Are policy hits visible to admins?",
              "support": "unknown",
              "answer": "Are policy hits visible to admins? Unknown. No required AI policy acceptance, runtime policy-violation reporting or general prompt-safety filter configuration was established. Search on 2026-10-26: https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/en/policy-hierarchy.md, https://docs.nuwacom.ai/llms-full.txt. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "org_instructions: Markdown workspace Guidelines apply to responses, with project/agent/style layers. Agent/system instructions and Tone of Voice can take precedence, so this is not a guaranteed immutable safety policy.",
            "usage_notice: Can users be required to accept a usage policy? Unknown. No required AI policy acceptance, runtime policy-violation reporting or general prompt-safety filter configuration was established. Search on 2026-10-26: https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/en/policy-hierarchy.md, https://docs.nuwacom.ai/llms-full.txt. No additional scoped evidence established this answer.",
            "content_filters: Business/Enterprise model and feature controls are documented. Privacy Mode requires Enterprise and customer-success enablement, and is described as open beta. Organization-wide configurable topical/content-safety filters remain unverified.",
            "violation_reporting: Are policy hits visible to admins? Unknown. No required AI policy acceptance, runtime policy-violation reporting or general prompt-safety filter configuration was established. Search on 2026-10-26: https://docs.nuwacom.ai/en/workspacesettings.md, https://docs.nuwacom.ai/en/policy-hierarchy.md, https://docs.nuwacom.ai/llms-full.txt. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:settings-20261026",
            "nuwacom:nuwacom:policy-20261026",
            "nuwacom:nuwacom:docs-full-recheck-20261026",
            "nuwacom:nuwacom:pricing-20261026",
            "nuwacom:nuwacom:pii-20261026",
            "nuwacom:nuwacom:overview-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": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Mistral states EU hosting by default with feature-specific foreign transfers; private Enterprise locations are contract-scoped.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "storage_region",
              "question": "Where are chats, files and indexes stored?",
              "support": "partial",
              "answer": "The official help article states EU default hosting, and Libraries say European cloud storage; exact countries/backups were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-location",
                "mistral-vibe:mistral-vibe:m-libraries"
              ]
            },
            {
              "id": "inference_region",
              "question": "Where do model calls run, per provider?",
              "support": "partial",
              "answer": "The help article warns feature data may temporarily leave the EU; exact chat/image/search/provider inference regions were not fully established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-location"
              ]
            },
            {
              "id": "backups_logs_region",
              "question": "Where are backups, logs and telemetry?",
              "support": "unknown",
              "answer": "Unknown. A complete backup/log/telemetry regional map was not obtained.",
              "evidenceIds": []
            },
            {
              "id": "support_access_region",
              "question": "From where can vendor staff access data?",
              "support": "unknown",
              "answer": "Unknown. Default EU hosting does not establish a European-only staff access rule; no such boundary was verified.",
              "evidenceIds": []
            },
            {
              "id": "swiss_hosting",
              "question": "Is Swiss hosting available?",
              "support": "unknown",
              "answer": "Unknown. No named Swiss managed-hosting region or offer was established.",
              "evidenceIds": []
            },
            {
              "id": "residency_plan",
              "question": "Which plan or option provides residency?",
              "support": "partial",
              "answer": "Enterprise can disable some transfer-triggering features and is offered private/on-prem deployment; exact location guarantees require its order.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-location",
                "mistral-vibe:mistral-vibe:m-home"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: backups_logs_region, support_access_region, swiss_hosting."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-location",
            "mistral-vibe:mistral-vibe:m-libraries",
            "mistral-vibe:mistral-vibe:m-home"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:DATA-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business stores platform content in Azure EU; Enterprise may select Germany STACKIT. Inference location depends on an explicitly configured model allowlist; detailed backup/log mapping remains unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Azure EU storage; Enterprise selectable STACKIT Germany; explicitly configured EU model routes only for EU-only inference",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "storage_region",
              "question": "Where are chats, files and indexes stored?",
              "support": "partial",
              "answer": "Customer data at rest in Azure EU, or customer-selected STACKIT eu01 Germany under order form. Separate chat/file/index sites are not itemized.",
              "evidenceIds": [
                "nuwacom:nuwacom:overview-rev2"
              ]
            },
            {
              "id": "inference_region",
              "question": "Where do model calls run, per provider?",
              "support": "partial",
              "answer": "Inference follows the enabled model route, not the platform storage region. The model table contains EU, US and Global routes. Administrators can centrally allow only EEA-hosted models and disable other regions. No unconfigured-default EU-only processing claim is made.",
              "evidenceIds": [
                "nuwacom:nuwacom:overview-rev2",
                "nuwacom:nuwacom:models-rev2",
                "nuwacom:nuwacom:settings-rev2"
              ]
            },
            {
              "id": "backups_logs_region",
              "question": "Where are backups, logs and telemetry?",
              "support": "unknown",
              "answer": "Unknown detailed backup/log geography for a particular contract. Public documents agree on EU backups but differ between same-region zone redundancy and a physically separate Azure location. Exact region, site, telemetry and support mapping was not established.",
              "evidenceIds": []
            },
            {
              "id": "support_access_region",
              "question": "From where can vendor staff access data?",
              "support": "partial",
              "answer": "Technical support access only on customer instruction/request and logged, per overview. Staff access geography was not specified.",
              "evidenceIds": [
                "nuwacom:nuwacom:overview-rev2"
              ]
            },
            {
              "id": "swiss_hosting",
              "question": "Is Swiss hosting available?",
              "support": "unknown",
              "answer": "Is Swiss hosting available? Unknown. No Swiss full-platform hosting option or staff/telemetry-residency matrix was established.",
              "evidenceIds": []
            },
            {
              "id": "residency_plan",
              "question": "Which plan or option provides residency?",
              "support": "partial",
              "answer": "Business platform storage is Azure Europe; Enterprise can order Germany STACKIT eu01. EU-only inference requires an explicit EEA model allowlist. The image default is unknown and global/US routes remain possible unless disabled.",
              "evidenceIds": [
                "nuwacom:nuwacom:overview-rev2",
                "nuwacom:nuwacom:settings-rev2",
                "nuwacom:nuwacom:models-rev2",
                "nuwacom:nuwacom:plans-rev2"
              ]
            }
          ],
          "limitations": [
            "storage_region: Customer data at rest in Azure EU, or customer-selected STACKIT eu01 Germany under order form. Separate chat/file/index sites are not itemized.",
            "inference_region: Inference follows the enabled model route, not the platform storage region. The model table contains EU, US and Global routes. Administrators can centrally allow only EEA-hosted models and disable other regions. No unconfigured-default EU-only processing claim is made.",
            "backups_logs_region: Unknown detailed backup/log geography for a particular contract. Public documents agree on EU backups but differ between same-region zone redundancy and a physically separate Azure location. Exact region, site, telemetry and support mapping was not established.",
            "support_access_region: Technical support access only on customer instruction/request and logged, per overview. Staff access geography was not specified.",
            "swiss_hosting: Is Swiss hosting available? Unknown. No Swiss full-platform hosting option or staff/telemetry-residency matrix was established.",
            "residency_plan: Business platform storage is Azure Europe; Enterprise can order Germany STACKIT eu01. EU-only inference requires an explicit EEA model allowlist. The image default is unknown and global/US routes remain possible unless disabled."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:overview-rev2",
            "nuwacom:nuwacom:models-rev2",
            "nuwacom:nuwacom:measures-rev2",
            "nuwacom:nuwacom:pricing-rev2",
            "nuwacom:nuwacom:docs-full-recheck",
            "nuwacom:nuwacom:settings-rev2",
            "nuwacom:nuwacom:plans-rev2"
          ]
        }
      ]
    },
    {
      "id": "DATA-02",
      "title": "Deployment options",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record multi-tenant SaaS, dedicated single-tenant instance, deployment in the customer's cloud account, on-premise and air-gapped as separate options with plan and availability. Record which features are missing in each mode, who operates it, and the documented seat or contract threshold for each mode, which can differ from the enterprise plan threshold (e.g. dedicated SaaS from 2,000 seats, own cloud from 5,000). A local-network connector or gateway that reaches on-prem data from a vendor-hosted platform is KNOW-03, not on-premise deployment.",
      "questions": [
        {
          "id": "multi_tenant_saas",
          "question": "Is a shared SaaS offered?"
        },
        {
          "id": "dedicated_instance",
          "question": "Is a dedicated single-tenant instance offered, from what size?"
        },
        {
          "id": "customer_cloud",
          "question": "Can it run in the customer's own cloud account, from what size?"
        },
        {
          "id": "on_premise",
          "question": "Can the whole platform run on customer infrastructure, from what size?"
        },
        {
          "id": "air_gapped",
          "question": "Can it run without internet access?"
        },
        {
          "id": "mode_feature_gaps",
          "question": "Which features are missing outside SaaS?"
        }
      ],
      "products": [
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise explicitly offers private cloud and on-premise Vibe; deployment thresholds and hosted/private parity are not public in the inspected sources.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web",
              "vibe-enterprise-private"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": null,
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              },
              {
                "id": "vibe-enterprise-private",
                "name": "Enterprise private Vibe deployment",
                "type": "private-platform"
              }
            ]
          },
          "questions": [
            {
              "id": "multi_tenant_saas",
              "question": "Is a shared SaaS offered?",
              "support": "supported",
              "answer": "Self-serve Free/Pro/Team use hosted Vibe; Enterprise may also use Mistral Cloud.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:m-home"
              ]
            },
            {
              "id": "dedicated_instance",
              "question": "Is a dedicated single-tenant instance offered, from what size?",
              "support": "partial",
              "answer": "Enterprise markets private deployments, but a distinct single-tenant SaaS configuration and seat threshold were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "customer_cloud",
              "question": "Can it run in the customer's own cloud account, from what size?",
              "support": "partial",
              "answer": "The product FAQ offers Enterprise private-cloud deployment; operator, supported clouds and minimum size were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-home"
              ]
            },
            {
              "id": "on_premise",
              "question": "Can the whole platform run on customer infrastructure, from what size?",
              "support": "partial",
              "answer": "Enterprise on-premise deployment is explicitly offered, with no public seat threshold in the retrieved page.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-home"
              ]
            },
            {
              "id": "air_gapped",
              "question": "Can it run without internet access?",
              "support": "unknown",
              "answer": "Unknown. The coding CLI supports offline operation, but whole-platform air-gapped Vibe Work was not established.",
              "evidenceIds": []
            },
            {
              "id": "mode_feature_gaps",
              "question": "Which features are missing outside SaaS?",
              "support": "unknown",
              "answer": "Unknown. No supported feature/connector/model parity matrix or operating responsibility for private deployments was obtained.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: air_gapped, mode_feature_gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-pricing",
            "mistral-vibe:mistral-vibe:m-home"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:DATA-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Deployment thresholds are1000 dedicated,2000 own cloud and4000 on-premise, distinct from 20-user Enterprise entry.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "self-managed"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business shared Azure EU; quoted Enterprise for STACKIT and custom deployment at1000/2000/4000-user thresholds",
            "addOns": [
              "Dedicated/own-cloud/on-premise quotation required"
            ],
            "deploymentMode": null,
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              },
              {
                "id": "self-managed",
                "name": "nuwacom Self-Managed Hosting",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "multi_tenant_saas",
              "question": "Is a shared SaaS offered?",
              "support": "partial",
              "answer": "Business shared SaaS runs in Azure EU. Enterprise can select Germany STACKIT. The generic all-plans shared-SaaS statement is not used to promise STACKIT on Business.",
              "evidenceIds": [
                "nuwacom:nuwacom:pricing-20261026",
                "nuwacom:nuwacom:security-rev2",
                "nuwacom:nuwacom:plans-20261026"
              ]
            },
            {
              "id": "dedicated_instance",
              "question": "Is a dedicated single-tenant instance offered, from what size?",
              "support": "supported",
              "answer": "Dedicated isolated single-tenant from 1000 users.",
              "evidenceIds": [
                "nuwacom:nuwacom:security-rev2"
              ]
            },
            {
              "id": "customer_cloud",
              "question": "Can it run in the customer's own cloud account, from what size?",
              "support": "partial",
              "answer": "Bring Your Own Cloud in customer cloud environment from 2000 users. Public infrastructure/operator matrix not specified.",
              "evidenceIds": [
                "nuwacom:nuwacom:security-rev2"
              ]
            },
            {
              "id": "on_premise",
              "question": "Can the whole platform run on customer infrastructure, from what size?",
              "support": "partial",
              "answer": "Whole-platform Kubernetes/on-own-infrastructure from 4000 users; Enterprise Self-Managed Hosting rents platform in customer environment.",
              "evidenceIds": [
                "nuwacom:nuwacom:security-rev2",
                "nuwacom:nuwacom:enterprise-20261026"
              ]
            },
            {
              "id": "air_gapped",
              "question": "Can it run without internet access?",
              "support": "unknown",
              "answer": "Can it run without internet access? Unknown. No air-gapped operational mode or detailed external dependency matrix was established. Search on 2026-10-26: https://nuwacom.com/en/secure-ai-for-business, https://nuwacom.com/en/enterprise-terms-of-service, https://docs.nuwacom.ai/en/sso-and-usersync.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "mode_feature_gaps",
              "question": "Which features are missing outside SaaS?",
              "support": "partial",
              "answer": "The SSO/UserSync configuration guide supports multi-tenant app.nuwacom.ai/app-de.nuwacom.ai only. Single-tenant SSO uses a custom arrangement. Enterprise Self-Managed customers operate and secure their deployment; the hosted Enterprise SLA excludes Self-Managed. Full mode parity is unverified.",
              "evidenceIds": [
                "nuwacom:nuwacom:sso-20261026",
                "nuwacom:nuwacom:enterprise-20261026"
              ]
            }
          ],
          "limitations": [
            "multi_tenant_saas: Business shared SaaS runs in Azure EU. Enterprise can select Germany STACKIT. The generic all-plans shared-SaaS statement is not used to promise STACKIT on Business.",
            "customer_cloud: Bring Your Own Cloud in customer cloud environment from 2000 users. Public infrastructure/operator matrix not specified.",
            "on_premise: Whole-platform Kubernetes/on-own-infrastructure from 4000 users; Enterprise Self-Managed Hosting rents platform in customer environment.",
            "air_gapped: Can it run without internet access? Unknown. No air-gapped operational mode or detailed external dependency matrix was established. Search on 2026-10-26: https://nuwacom.com/en/secure-ai-for-business, https://nuwacom.com/en/enterprise-terms-of-service, https://docs.nuwacom.ai/en/sso-and-usersync.md. No additional scoped evidence established this answer.",
            "mode_feature_gaps: The SSO/UserSync configuration guide supports multi-tenant app.nuwacom.ai/app-de.nuwacom.ai only. Single-tenant SSO uses a custom arrangement. Enterprise Self-Managed customers operate and secure their deployment; the hosted Enterprise SLA excludes Self-Managed. Full mode parity is unverified."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:security-rev2",
            "nuwacom:nuwacom:enterprise-20261026",
            "nuwacom:nuwacom:sso-20261026",
            "nuwacom:nuwacom:docs-full-recheck-20261026",
            "nuwacom:nuwacom:pricing-20261026",
            "nuwacom:nuwacom:plans-20261026"
          ]
        }
      ]
    },
    {
      "id": "DATA-03",
      "title": "Training use and provider retention",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record whether customer content trains vendor or provider models, by plan and default; zero-data-retention arrangements with model providers; abuse-monitoring retention and human review; and the model provider's terms that apply. A \"no training\" claim on a marketing page is `vendor-claimed` until the contract or DPA says so.",
      "questions": [
        {
          "id": "vendor_training",
          "question": "Does the vendor train on customer content?"
        },
        {
          "id": "provider_training",
          "question": "Do model providers train on it under this product's contracts?"
        },
        {
          "id": "provider_retention",
          "question": "How long do model providers keep prompts, including for abuse monitoring?"
        },
        {
          "id": "zero_retention",
          "question": "Is zero data retention available, and on which plan?"
        },
        {
          "id": "human_review",
          "question": "Can provider staff review content?"
        }
      ],
      "products": [
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise general-content opt-out and Team/Enterprise voice opt-out are separately documented. Team general-chat training defaults remain unknown; Work/Chat has no ZDR entitlement.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Enterprise for the general-content training default; Team voice only where explicitly stated; Team general-content default unknown",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "vendor_training",
              "question": "Does the vendor train on customer content?",
              "support": "partial",
              "answer": "Enterprise is opted out by default, subject to the commercial opt-in, feedback, order and Labs/Preview exceptions. The voice guide separately excludes Team/Enterprise voice messages by default; that does not establish Team text/file defaults. Team admins can disable training, but the general-content default remains unknown.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-commercial",
                "mistral-vibe:mistral-vibe:m-training",
                "mistral-vibe:mistral-vibe:m-optout",
                "mistral-vibe:mistral-vibe:m-voice-entitlement-correction"
              ]
            },
            {
              "id": "provider_training",
              "question": "Do model providers train on it under this product's contracts?",
              "support": "partial",
              "answer": "Featured connector source content is described as excluded from training, while conversations using it follow plan policies; third-party image/MCP terms need separate review.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors"
              ]
            },
            {
              "id": "provider_retention",
              "question": "How long do model providers keep prompts, including for abuse monitoring?",
              "support": "unknown",
              "answer": "Unknown. The API default 30-day abuse window is not assumed to cover every hosted Work tool/provider; a full provider matrix was not obtained.",
              "evidenceIds": []
            },
            {
              "id": "zero_retention",
              "question": "Is zero data retention available, and on which plan?",
              "support": "unsupported",
              "answer": "The ZDR guide explicitly excludes Vibe Work and Chat, Libraries, agents and conversations. Approved stateless API/CLI routes are separate.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-zdr"
              ]
            },
            {
              "id": "human_review",
              "question": "Can provider staff review content?",
              "support": "unknown",
              "answer": "Unknown. Complete plan/provider-specific human content review conditions were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: provider_retention, human_review.",
            "The general Work/Workspace documentation does not establish Team or Enterprise entitlement for every feature here. Unspecified-plan findings remain candidates; no plan inheritance is assumed.",
            "The Team voice rule is not generalized to text, files, Libraries or Knowledge Base. Their default remains a gap rather than an inferred no-training promise."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-commercial",
            "mistral-vibe:mistral-vibe:m-training",
            "mistral-vibe:mistral-vibe:m-optout",
            "mistral-vibe:mistral-vibe:m-connectors",
            "mistral-vibe:mistral-vibe:m-zdr",
            "mistral-vibe:mistral-vibe:m-voice-entitlement-correction"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:DATA-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "No vendor/provider general model training is promised; route-specific retention and abuse review are not fully published.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "vendor_training",
              "question": "Does the vendor train on customer content?",
              "support": "partial",
              "answer": "Overview excludes using customer data to train general AI models or for own content analysis. Terms allow anonymized service-improvement data and a broad service-purpose data licence; do not confuse it with a general-model training right.",
              "evidenceIds": [
                "nuwacom:nuwacom:overview-rev2",
                "nuwacom:nuwacom:terms"
              ]
            },
            {
              "id": "provider_training",
              "question": "Do model providers train on it under this product's contracts?",
              "support": "partial",
              "answer": "Overview and measures exclude provider model training under nuwacom processor contracts. Full individual provider contract texts were not verified.",
              "evidenceIds": [
                "nuwacom:nuwacom:overview-rev2",
                "nuwacom:nuwacom:measures-rev2"
              ]
            },
            {
              "id": "provider_retention",
              "question": "How long do model providers keep prompts, including for abuse monitoring?",
              "support": "partial",
              "answer": "Overview excludes permanent model-provider storage but gives no per-provider temporary/abuse-monitoring duration or model exceptions.",
              "evidenceIds": [
                "nuwacom:nuwacom:overview-rev2"
              ]
            },
            {
              "id": "zero_retention",
              "question": "Is zero data retention available, and on which plan?",
              "support": "unknown",
              "answer": "Is zero data retention available, and on which plan? Unknown. Zero-retention eligibility/duration and abuse-monitoring exceptions per model/provider are not established by no-training or no-permanent-storage statements.",
              "evidenceIds": []
            },
            {
              "id": "human_review",
              "question": "Can provider staff review content?",
              "support": "unknown",
              "answer": "Unknown provider/model-specific human-review exceptions. A no-training statement and a broad no-provider-access statement do not establish an abuse/security review policy for every inference route.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "vendor_training: Overview excludes using customer data to train general AI models or for own content analysis. Terms allow anonymized service-improvement data and a broad service-purpose data licence; do not confuse it with a general-model training right.",
            "provider_training: Overview and measures exclude provider model training under nuwacom processor contracts. Full individual provider contract texts were not verified.",
            "provider_retention: Overview excludes permanent model-provider storage but gives no per-provider temporary/abuse-monitoring duration or model exceptions.",
            "zero_retention: Is zero data retention available, and on which plan? Unknown. Zero-retention eligibility/duration and abuse-monitoring exceptions per model/provider are not established by no-training or no-permanent-storage statements.",
            "human_review: Unknown provider/model-specific human-review exceptions. A no-training statement and a broad no-provider-access statement do not establish an abuse/security review policy for every inference route."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:overview-rev2",
            "nuwacom:nuwacom:terms",
            "nuwacom:nuwacom:measures-rev2",
            "nuwacom:nuwacom:docs-full-recheck"
          ]
        }
      ]
    },
    {
      "id": "DATA-04",
      "title": "Retention and deletion",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record default retention for chats, files, indexes and logs; admin-configured retention; user deletion; deletion after contract end; and deletion confirmation.",
      "questions": [
        {
          "id": "default_retention",
          "question": "What is retained and for how long by default?"
        },
        {
          "id": "admin_retention",
          "question": "Can admins set retention periods?"
        },
        {
          "id": "user_deletion",
          "question": "Can users delete their chats and files permanently?"
        },
        {
          "id": "contract_end_deletion",
          "question": "What is deleted at contract end, and when?"
        }
      ],
      "products": [
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Admins can set Workspace chat retention and users delete content, with legal/backend retention exceptions.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise hosted Work under commercial DPA; Workspace retention configuration documented separately",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "default_retention",
              "question": "What is retained and for how long by default?",
              "support": "partial",
              "answer": "Library content persists while the Library/account is active; hosted chat is retained for history, but an exact universal default chat/log term was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-libraries-20261026",
                "mistral-vibe:mistral-vibe:m-delete-20261026"
              ]
            },
            {
              "id": "admin_retention",
              "question": "Can admins set retention periods?",
              "support": "supported",
              "answer": "Workspace chat/artifact retention can be 30, 90, 180 or 365 days, or never, subject to organization restrictions.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-adminvibe-20261026"
              ]
            },
            {
              "id": "user_deletion",
              "question": "Can users delete their chats and files permanently?",
              "support": "supported",
              "answer": "Users can delete chats/Libraries/knowledge; user-visible chat removal does not promise immediate purge of backend/legal copies.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-delete-20261026",
                "mistral-vibe:mistral-vibe:m-libraries-20261026"
              ]
            },
            {
              "id": "contract_end_deletion",
              "question": "What is deleted at contract end, and when?",
              "support": "supported",
              "answer": "DPA section 10 provides return/deletion under its policies and says personal data is inaccessible after 30 days following product-access termination; legal records may persist.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-dpa-20261026",
                "mistral-vibe:mistral-vibe:m-retention-20261026"
              ]
            }
          ],
          "limitations": [
            "default_retention: Library content persists while the Library/account is active; hosted chat is retained for history, but an exact universal default chat/log term was not established."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-libraries-20261026",
            "mistral-vibe:mistral-vibe:m-delete-20261026",
            "mistral-vibe:mistral-vibe:m-adminvibe-20261026",
            "mistral-vibe:mistral-vibe:m-dpa-20261026",
            "mistral-vibe:mistral-vibe:m-retention-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:DATA-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Published DPA requires customer-data deletion30days after end and backup deletion within90days; persistent-chat/file defaults remain unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "api"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business/Enterprise published DPA contractual deletion schedule; runtime defaults excluded",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              },
              {
                "id": "api",
                "name": "nuwacom completion, agents, skills and assets APIs",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "default_retention",
              "question": "What is retained and for how long by default?",
              "support": "unknown",
              "answer": "Unknown applicable default for persistent chats/files. The September21 overview describes30-day rolling data,12-month snapshots and30-90-day backups without a contract/runtime mapping; these are not asserted as a coherent platform policy. Search on 2026-10-26: https://docs.nuwacom.ai/en/overviewdatasecurity.md, https://docs.nuwacom.ai/admin/api/introduction.md, https://nuwacom.com/en/data-processing-agreement. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "admin_retention",
              "question": "Can admins set retention periods?",
              "support": "partial",
              "answer": "Meeting transcript retention is customer-configured; a universal chat/file retention policy setting and range are not established.",
              "evidenceIds": [
                "nuwacom:nuwacom:overview-20261026"
              ]
            },
            {
              "id": "user_deletion",
              "question": "Can users delete their chats and files permanently?",
              "support": "partial",
              "answer": "The data-security overview says deleted meeting transcripts are removed from active systems and backups within 30 days. The Assets DELETE endpoint documents file/embedding deletion, but its plan eligibility is unknown, so no Business/Enterprise Assets entitlement or universal chat deletion guarantee is asserted.",
              "evidenceIds": [
                "nuwacom:nuwacom:overview-20261026"
              ]
            },
            {
              "id": "contract_end_deletion",
              "question": "What is deleted at contract end, and when?",
              "support": "supported",
              "answer": "DPA section9 requires deletion of customer data/copies30days after the agreement ends and deletion of backup copies no later than90days. Legal proof-of-processing documentation may remain under applicable retention periods. This states the published contract obligation, not an independently tested deletion result.",
              "evidenceIds": [
                "nuwacom:nuwacom:dpa-rev2"
              ]
            }
          ],
          "limitations": [
            "default_retention: Unknown applicable default for persistent chats/files. The September21 overview describes30-day rolling data,12-month snapshots and30-90-day backups without a contract/runtime mapping; these are not asserted as a coherent platform policy. Search on 2026-10-26: https://docs.nuwacom.ai/en/overviewdatasecurity.md, https://docs.nuwacom.ai/admin/api/introduction.md, https://nuwacom.com/en/data-processing-agreement. No additional scoped evidence established this answer.",
            "admin_retention: Meeting transcript retention is customer-configured; a universal chat/file retention policy setting and range are not established.",
            "user_deletion: The data-security overview says deleted meeting transcripts are removed from active systems and backups within 30 days. The Assets DELETE endpoint documents file/embedding deletion, but its plan eligibility is unknown, so no Business/Enterprise Assets entitlement or universal chat deletion guarantee is asserted."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:overview-20261026",
            "nuwacom:nuwacom:api-20261026",
            "nuwacom:nuwacom:dpa-rev2",
            "nuwacom:nuwacom:docs-full-recheck-20261026",
            "nuwacom:nuwacom:asset-delete-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": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Mistral contracts under a French entity and uses contractual transfer safeguards; the complete current subprocessor table was not readable.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "subprocessor_list",
              "question": "Is a dated sub-processor list published?",
              "support": "unknown",
              "answer": "The Trust Center/subprocessors endpoint returned a client-rendered non-substantive page; a dated complete list was not obtained. Search on 2026-10-26: https://legal.mistral.ai/terms/data-processing-addendum/, https://legal.mistral.ai/terms/commercial-terms-of-service/, https://help.mistral.ai/en/articles/347629-where-do-you-store-my-data-or-my-organization-s-data. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "subprocessor_countries",
              "question": "Which countries do sub-processors operate in?",
              "support": "unknown",
              "answer": "Foreign feature transfers are acknowledged, but the complete provider/country mapping was not obtained. Search on 2026-10-26: https://legal.mistral.ai/terms/data-processing-addendum/, https://legal.mistral.ai/terms/commercial-terms-of-service/, https://help.mistral.ai/en/articles/347629-where-do-you-store-my-data-or-my-organization-s-data. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "change_notification",
              "question": "Are customers notified of sub-processor changes?",
              "support": "supported",
              "answer": "DPA provides reasonable prior subprocessor-change notice and a 10-day written objection window on data-protection grounds.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-dpa-20261026"
              ]
            },
            {
              "id": "parent_jurisdiction",
              "question": "Which jurisdiction governs the vendor and its parent?",
              "support": "supported",
              "answer": "Commercial terms name Mistral AI, a French corporation in Paris, or an order-specified affiliate. No ownership change was established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-commercial-20261026"
              ]
            },
            {
              "id": "transfer_mechanism",
              "question": "Which transfer mechanism applies to non-EU/CH processing?",
              "support": "partial",
              "answer": "The location help describes GDPR Article 46 safeguards/SCCs for non-adequate-country providers; complete Swiss-specific adaptations were not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-location-20261026",
                "mistral-vibe:mistral-vibe:m-dpa-20261026"
              ]
            },
            {
              "id": "government_access_policy",
              "question": "Is there a published government-access or transparency policy?",
              "support": "partial",
              "answer": "DPA section 3.1 requires notice of legally required processing unless notification is prohibited or an important public-interest ground applies. A complete public law-enforcement request/transparency policy was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-dpa-20261026"
              ]
            }
          ],
          "limitations": [
            "subprocessor_list: The Trust Center/subprocessors endpoint returned a client-rendered non-substantive page; a dated complete list was not obtained. Search on 2026-10-26: https://legal.mistral.ai/terms/data-processing-addendum/, https://legal.mistral.ai/terms/commercial-terms-of-service/, https://help.mistral.ai/en/articles/347629-where-do-you-store-my-data-or-my-organization-s-data. No additional scoped evidence established this answer.",
            "subprocessor_countries: Foreign feature transfers are acknowledged, but the complete provider/country mapping was not obtained. Search on 2026-10-26: https://legal.mistral.ai/terms/data-processing-addendum/, https://legal.mistral.ai/terms/commercial-terms-of-service/, https://help.mistral.ai/en/articles/347629-where-do-you-store-my-data-or-my-organization-s-data. No additional scoped evidence established this answer.",
            "transfer_mechanism: The location help describes GDPR Article 46 safeguards/SCCs for non-adequate-country providers; complete Swiss-specific adaptations were not verified.",
            "government_access_policy: DPA section 3.1 requires notice of legally required processing unless notification is prohibited or an important public-interest ground applies. A complete public law-enforcement request/transparency policy was not established."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-dpa-20261026",
            "mistral-vibe:mistral-vibe:m-commercial-20261026",
            "mistral-vibe:mistral-vibe:m-location-20261026"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:DATA-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Subprocessor register is linked through client-rendered Trust Center; contracts disclose transfer and change rules.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "subprocessor_list",
              "question": "Is a dated sub-processor list published?",
              "support": "partial",
              "answer": "DPA/overview point to current Trust Center register with location/service/transfer basis; the retrieved HTML provided no usable list, so its date/completeness was not verified.",
              "evidenceIds": [
                "nuwacom:nuwacom:dpa-rev2",
                "nuwacom:nuwacom:overview-rev2",
                "nuwacom:nuwacom:trust"
              ]
            },
            {
              "id": "subprocessor_countries",
              "question": "Which countries do sub-processors operate in?",
              "support": "partial",
              "answer": "Azure EU andSTACKIT Germany hosting are named; model/connector provider brands are known, but the legal subprocessor entities, countries and support subprocessors were not verified.",
              "evidenceIds": [
                "nuwacom:nuwacom:overview-rev2",
                "nuwacom:nuwacom:models-rev2"
              ]
            },
            {
              "id": "change_notification",
              "question": "Are customers notified of sub-processor changes?",
              "support": "supported",
              "answer": "DPA section 10 provides general notice of subprocessor changes and 15 days after receipt to object on reasonable data-protection grounds, without a minimum lead time in that clause. For restricted transfers under SCC Module 2, DPA section 7.4 specifies 15 days of prior notice of subprocessor changes.",
              "evidenceIds": [
                "nuwacom:nuwacom:dpa-rev2"
              ]
            },
            {
              "id": "parent_jurisdiction",
              "question": "Which jurisdiction governs the vendor and its parent?",
              "support": "partial",
              "answer": "Germany Enterprise customers contract nuwacom GmbH, Koblenz; all others nuwacom Sàrl, Luxembourg. Ultimate ownership/parent chain not established.",
              "evidenceIds": [
                "nuwacom:nuwacom:terms"
              ]
            },
            {
              "id": "transfer_mechanism",
              "question": "Which transfer mechanism applies to non-EU/CH processing?",
              "support": "supported",
              "answer": "EEA processing default; permitted non-EEA needs controller instruction/safeguards, EU SCC Module 2 or adequacy/DPF. Swiss/UK modifications are described.",
              "evidenceIds": [
                "nuwacom:nuwacom:dpa-rev2",
                "nuwacom:nuwacom:overview-rev2"
              ]
            },
            {
              "id": "government_access_policy",
              "question": "Is there a published government-access or transparency policy?",
              "support": "unknown",
              "answer": "Is there a published government-access or transparency policy? Unknown. No separately verified government-access/transparency policy or complete current named processor register was obtained.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "subprocessor_list: DPA/overview point to current Trust Center register with location/service/transfer basis; the retrieved HTML provided no usable list, so its date/completeness was not verified.",
            "subprocessor_countries: Azure EU andSTACKIT Germany hosting are named; model/connector provider brands are known, but the legal subprocessor entities, countries and support subprocessors were not verified.",
            "parent_jurisdiction: Germany Enterprise customers contract nuwacom GmbH, Koblenz; all others nuwacom Sàrl, Luxembourg. Ultimate ownership/parent chain not established.",
            "government_access_policy: Is there a published government-access or transparency policy? Unknown. No separately verified government-access/transparency policy or complete current named processor register was obtained.",
            "change_notification: Section 10 specifies no minimum lead time; section 7.4 provides 15 days of prior notice for SCC Module 2 restricted transfers."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:dpa-rev2",
            "nuwacom:nuwacom:overview-rev2",
            "nuwacom:nuwacom:trust",
            "nuwacom:nuwacom:models-rev2",
            "nuwacom:nuwacom:terms",
            "nuwacom:nuwacom:docs-full-recheck"
          ]
        }
      ]
    },
    {
      "id": "DATA-06",
      "title": "Contracts and regulatory coverage",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record DPA availability and form (click-through, negotiable), reference to Swiss revDSG and GDPR, governing law and court, EU AI Act documentation (provider or deployer role, transparency materials), and sector-specific materials (FINMA outsourcing, banking secrecy, public sector). No compliance verdict.",
      "questions": [
        {
          "id": "dpa",
          "question": "Is a DPA available, and is it negotiable?"
        },
        {
          "id": "revdsg_gdpr",
          "question": "Does the DPA cover revDSG and GDPR?"
        },
        {
          "id": "governing_law",
          "question": "Which law and court govern the contract?"
        },
        {
          "id": "ai_act_materials",
          "question": "Is EU AI Act documentation provided?"
        },
        {
          "id": "sector_materials",
          "question": "Are FINMA or other sector materials provided?"
        }
      ],
      "products": [
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A public commercial DPA and France/Paris governing-law clause exist; Swiss secrecy and sector assurances remain unverified.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "dpa",
              "question": "Is a DPA available, and is it negotiable?",
              "support": "partial",
              "answer": "A public Data Processing Addendum supplements commercial terms. Negotiability/offline execution was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-dpa"
              ]
            },
            {
              "id": "revdsg_gdpr",
              "question": "Does the DPA cover revDSG and GDPR?",
              "support": "partial",
              "answer": "The DPA explicitly defines GDPR. A specific Swiss revDSG/FADP undertaking was not identified in the inspected text.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-dpa"
              ]
            },
            {
              "id": "governing_law",
              "question": "Which law and court govern the contract?",
              "support": "supported",
              "answer": "For customers outside Americas/APAC, the commercial terms specify French law and exclusive Paris courts, subject to the applicable order.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-commercial"
              ]
            },
            {
              "id": "ai_act_materials",
              "question": "Is EU AI Act documentation provided?",
              "support": "unknown",
              "answer": "Unknown. No Vibe-specific EU AI Act provider/deployer document pack was obtained.",
              "evidenceIds": []
            },
            {
              "id": "sector_materials",
              "question": "Are FINMA or other sector materials provided?",
              "support": "unknown",
              "answer": "Unknown. No FINMA, banking-secrecy or scoped sector-contract package was obtained; generic confidentiality is not professional secrecy.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: ai_act_materials, sector_materials."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-dpa",
            "mistral-vibe:mistral-vibe:m-commercial"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:DATA-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Published DPA and terms provide GDPR/Swiss references and agreement priorities. The sensitive-data restriction cited here is meeting-specific; regulated-workload permissions require separate contract evidence.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "dpa",
              "question": "Is a DPA available, and is it negotiable?",
              "support": "partial",
              "answer": "Public DPA forms part of terms, with written instructions and order-form priority; individualized negotiability not promised.",
              "evidenceIds": [
                "nuwacom:nuwacom:dpa-rev2",
                "nuwacom:nuwacom:terms"
              ]
            },
            {
              "id": "revdsg_gdpr",
              "question": "Does the DPA cover revDSG and GDPR?",
              "support": "partial",
              "answer": "GDPR, UK GDPR and Swiss data protection included, but DPA definition still cites Swiss Federal Act 1992 rather than expressly confirming revised DSG; current Swiss coverage needs review.",
              "evidenceIds": [
                "nuwacom:nuwacom:dpa-rev2"
              ]
            },
            {
              "id": "governing_law",
              "question": "Which law and court govern the contract?",
              "support": "partial",
              "answer": "General/DPA Luxembourg law and Luxembourg City courts; Enterprise terms identify German entity customers with German law/court at company seat. Exact order/work order controls.",
              "evidenceIds": [
                "nuwacom:nuwacom:terms",
                "nuwacom:nuwacom:dpa-rev2",
                "nuwacom:nuwacom:enterprise"
              ]
            },
            {
              "id": "ai_act_materials",
              "question": "Is EU AI Act documentation provided?",
              "support": "partial",
              "answer": "Public AI Act article/webinars; terms prohibit high-risk AI use absent written agreement. No product conformity/technical compliance pack verified.",
              "evidenceIds": [
                "nuwacom:nuwacom:ai-act",
                "nuwacom:nuwacom:webinars",
                "nuwacom:nuwacom:terms"
              ]
            },
            {
              "id": "sector_materials",
              "question": "Are FINMA or other sector materials provided?",
              "support": "partial",
              "answer": "Enterprise publicly offers DORA and §203 supplementary documentation. DPA Appendix1 restricts sensitive-data processing in the meeting-recording/transcription subsection; this is not treated as a universal platform prohibition. Specific regulated-workload permissions and any supplementary agreement remain unverified; no FINMA attestation established.",
              "evidenceIds": [
                "nuwacom:nuwacom:pricing-rev2",
                "nuwacom:nuwacom:dpa-rev2",
                "nuwacom:nuwacom:secrecy-announcement",
                "nuwacom:nuwacom:dpa-rev2"
              ]
            }
          ],
          "limitations": [
            "dpa: Public DPA forms part of terms, with written instructions and order-form priority; individualized negotiability not promised.",
            "revdsg_gdpr: GDPR, UK GDPR and Swiss data protection included, but DPA definition still cites Swiss Federal Act 1992 rather than expressly confirming revised DSG; current Swiss coverage needs review.",
            "governing_law: General/DPA Luxembourg law and Luxembourg City courts; Enterprise terms identify German entity customers with German law/court at company seat. Exact order/work order controls.",
            "ai_act_materials: Public AI Act article/webinars; terms prohibit high-risk AI use absent written agreement. No product conformity/technical compliance pack verified.",
            "sector_materials: Enterprise publicly offers DORA and §203 supplementary documentation. DPA Appendix1 restricts sensitive-data processing in the meeting-recording/transcription subsection; this is not treated as a universal platform prohibition. Specific regulated-workload permissions and any supplementary agreement remain unverified; no FINMA attestation established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:dpa-rev2",
            "nuwacom:nuwacom:terms",
            "nuwacom:nuwacom:enterprise",
            "nuwacom:nuwacom:ai-act",
            "nuwacom:nuwacom:webinars",
            "nuwacom:nuwacom:pricing-rev2",
            "nuwacom:nuwacom:overview-rev2",
            "nuwacom:nuwacom:docs-full-recheck",
            "nuwacom:nuwacom:secrecy-announcement"
          ]
        }
      ]
    },
    {
      "id": "DATA-07",
      "title": "Certifications and attestations",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record each certificate or report separately: ISO 27001, 27017, 27018, 27701, 42001; SOC 2 Type I/II with period; BSI C5; TISAX; national schemes. Record issuer, scope (which product and entity), validity and access route. A cloud provider's certificate does not certify the product.",
      "questions": [
        {
          "id": "iso_27001",
          "question": "ISO 27001 with scope and validity?"
        },
        {
          "id": "soc2",
          "question": "SOC 2 type, period and covered service?"
        },
        {
          "id": "c5",
          "question": "BSI C5 attestation?"
        },
        {
          "id": "other_certifications",
          "question": "Which other certificates (27701, 42001, TISAX)?"
        },
        {
          "id": "report_access",
          "question": "How can customers obtain reports?"
        },
        {
          "id": "pentest",
          "question": "Are independent penetration test summaries available?"
        }
      ],
      "products": [
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "SOC 2 II and ISO 27001/27701 are vendor claims until reports, entity scope and validity are inspected.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "iso_27001",
              "question": "ISO 27001 with scope and validity?",
              "support": "partial",
              "answer": "Mistral claims ISO 27001; certificate issuer, exact product/entity scope and validity were not retrieved.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-cert"
              ]
            },
            {
              "id": "soc2",
              "question": "SOC 2 type, period and covered service?",
              "support": "partial",
              "answer": "Mistral claims SOC 2 Type II; audit period and scoped report were not inspected.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-cert"
              ]
            },
            {
              "id": "c5",
              "question": "BSI C5 attestation?",
              "support": "unknown",
              "answer": "Unknown. No current product-scoped C5 attestation was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "other_certifications",
              "question": "Which other certificates (27701, 42001, TISAX)?",
              "support": "partial",
              "answer": "ISO 27701 is also claimed, without an inspected certificate and validity.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-cert"
              ]
            },
            {
              "id": "report_access",
              "question": "How can customers obtain reports?",
              "support": "partial",
              "answer": "The official help directs compliance-report requests to the Trust Center, whose client-rendered reports were not accessible in this pass.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-cert"
              ]
            },
            {
              "id": "pentest",
              "question": "Are independent penetration test summaries available?",
              "support": "unknown",
              "answer": "Unknown. No independent penetration-test summary was retrieved.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: c5, pentest."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-cert"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:DATA-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "ISO certification is vendor-claimed; certificate scope, expiry and other report coverage were not verified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "iso_27001",
              "question": "ISO 27001 with scope and validity?",
              "support": "partial",
              "answer": "Overview claims ISO/IEC 27001:2022, SOCOTEC,27 October 2025. Without accessible certificate scope/expiry this is not certificate-verified.",
              "evidenceIds": [
                "nuwacom:nuwacom:overview-rev2"
              ]
            },
            {
              "id": "soc2",
              "question": "SOC 2 type, period and covered service?",
              "support": "unknown",
              "answer": "Unknown product-specific SOC2 TypeII status, report period and scope. The current public Measures page links general Azure/AWS compliance material but supplies no nuwacom SOC2 report; infrastructure references are not a product attestation.",
              "evidenceIds": []
            },
            {
              "id": "c5",
              "question": "BSI C5 attestation?",
              "support": "partial",
              "answer": "Security site says aligned with BSI C5 and displays badge; no dated nuwacom attestation/type/scope was obtained.",
              "evidenceIds": [
                "nuwacom:nuwacom:security-rev2"
              ]
            },
            {
              "id": "other_certifications",
              "question": "Which other certificates (27701, 42001, TISAX)?",
              "support": "unknown",
              "answer": "Which other certificates (27701, 42001, TISAX)? Unknown. No ISO 27701/42001/TISAX certificate or verified product-specificSOC 2/C5 period/scope was established.",
              "evidenceIds": []
            },
            {
              "id": "report_access",
              "question": "How can customers obtain reports?",
              "support": "partial",
              "answer": "Trust Center is the linked location for certification/TOM information, but the public HTML did not expose reports. NDA/access requirements not verified.",
              "evidenceIds": [
                "nuwacom:nuwacom:overview-rev2",
                "nuwacom:nuwacom:trust"
              ]
            },
            {
              "id": "pentest",
              "question": "Are independent penetration test summaries available?",
              "support": "partial",
              "answer": "Overview says annual pentests, security site says independent OWASP Top 10/LLM Top 10 testing; actual report/summary not obtained.",
              "evidenceIds": [
                "nuwacom:nuwacom:overview-rev2",
                "nuwacom:nuwacom:security-rev2"
              ]
            }
          ],
          "limitations": [
            "iso_27001: Overview claims ISO/IEC 27001:2022, SOCOTEC,27 October 2025. Without accessible certificate scope/expiry this is not certificate-verified.",
            "soc2: Measures refer to SOC 2-certified data centres, not a verified nuwacom SOC 2 Type II report. Vendor-specific type/period/service unknown.",
            "c5: Security site says aligned with BSI C5 and displays badge; no dated nuwacom attestation/type/scope was obtained.",
            "other_certifications: Which other certificates (27701, 42001, TISAX)? Unknown. No ISO 27701/42001/TISAX certificate or verified product-specificSOC 2/C5 period/scope was established.",
            "report_access: Trust Center is the linked location for certification/TOM information, but the public HTML did not expose reports. NDA/access requirements not verified.",
            "pentest: Overview says annual pentests, security site says independent OWASP Top 10/LLM Top 10 testing; actual report/summary not obtained.",
            "soc2: No product attestation is inferred from general cloud-infrastructure compliance links."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:overview-rev2",
            "nuwacom:nuwacom:measures-rev2",
            "nuwacom:nuwacom:security-rev2",
            "nuwacom:nuwacom:trust",
            "nuwacom:nuwacom:docs-full-recheck"
          ]
        }
      ]
    },
    {
      "id": "DATA-08",
      "title": "Encryption and key control",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record encryption at rest and in transit, customer-managed keys (BYOK/HYOK), key location, and private networking (private link, IP allow-lists, VPN).",
      "questions": [
        {
          "id": "encryption_at_rest",
          "question": "Is data encrypted at rest?"
        },
        {
          "id": "customer_managed_keys",
          "question": "Can the customer manage or hold the keys?"
        },
        {
          "id": "private_networking",
          "question": "Is private connectivity or IP restriction available?"
        },
        {
          "id": "tenant_isolation",
          "question": "How are customers separated in shared SaaS?"
        }
      ],
      "products": [
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-08",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:DATA-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Shared SaaS documents encryption and logical tenant separation; dedicated hardware is outside the shared-plan finding.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business/Enterprise multi-tenant SaaS encryption and logical isolation; dedicated hardware not claimed for shared plans",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "encryption_at_rest",
              "question": "Is data encrypted at rest?",
              "support": "supported",
              "answer": "AES256 at rest; TLS 1.2/1.3 in transit. Algorithms are documented claims, not independent cryptographic audit.",
              "evidenceIds": [
                "nuwacom:nuwacom:overview-rev2"
              ]
            },
            {
              "id": "customer_managed_keys",
              "question": "Can the customer manage or hold the keys?",
              "support": "unknown",
              "answer": "Can the customer manage or hold the keys? Unknown. No customer-managed/held-key configuration or native private-network/IP-allowlist controls were established.",
              "evidenceIds": []
            },
            {
              "id": "private_networking",
              "question": "Is private connectivity or IP restriction available?",
              "support": "unknown",
              "answer": "Is private connectivity or IP restriction available? Unknown. No customer-managed/held-key configuration or native private-network/IP-allowlist controls were established.",
              "evidenceIds": []
            },
            {
              "id": "tenant_isolation",
              "question": "How are customers separated in shared SaaS?",
              "support": "partial",
              "answer": "The security overview describes a logically segregated tenant with row-level security, and the public security page confirms strict tenant separation. These are the scoped shared-SaaS controls. A separate dedicated deployment is advertised from1000users; no exclusive hardware promise is inferred for Business.",
              "evidenceIds": [
                "nuwacom:nuwacom:overview-rev2",
                "nuwacom:nuwacom:security-rev2",
                "nuwacom:nuwacom:security-rev2"
              ]
            }
          ],
          "limitations": [
            "customer_managed_keys: Can the customer manage or hold the keys? Unknown. No customer-managed/held-key configuration or native private-network/IP-allowlist controls were established.",
            "private_networking: Is private connectivity or IP restriction available? Unknown. No customer-managed/held-key configuration or native private-network/IP-allowlist controls were established.",
            "tenant_isolation: The security overview describes a logically segregated tenant with row-level security, and the public security page confirms strict tenant separation. These are the scoped shared-SaaS controls. A separate dedicated deployment is advertised from1000users; no exclusive hardware promise is inferred for Business."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:overview-rev2",
            "nuwacom:nuwacom:measures-rev2",
            "nuwacom:nuwacom:security-rev2",
            "nuwacom:nuwacom:docs-full-recheck"
          ]
        }
      ]
    },
    {
      "id": "DATA-09",
      "title": "Professional secrecy",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "For professional secrecy holders (Berufsgeheimnisträger: lawyers, doctors, auditors, tax advisers) under § 203 StGB (DE) and Art. 321 StGB (CH), record whether the vendor signs a contractual secrecy undertaking or a § 203 agreement that binds its staff and its sub-processors; whether this comes as a dedicated offering or a paid add-on, and on which plan; who can access content in plain text (vendor staff, sub-processors, model providers); and the documentation provided. A DPA or a no-training clause alone is not a secrecy undertaking. Banking secrecy and FINMA outsourcing belong to DATA-06, not here. Record contract facts, not a legal assessment.",
      "questions": [
        {
          "id": "secrecy_undertaking",
          "question": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff?"
        },
        {
          "id": "subprocessor_coverage",
          "question": "Does the undertaking extend to its sub-processors, and is that documented?"
        },
        {
          "id": "secrecy_offering",
          "question": "Is it a dedicated offering or add-on, and on which plan?"
        },
        {
          "id": "content_access",
          "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?"
        },
        {
          "id": "secrecy_documentation",
          "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?"
        }
      ],
      "products": [
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-09",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Profession-specific secrecy undertaking and add-on remain unknown; general confidentiality and scoped content-access controls do not establish §203 StGB or Art.321 StGB coverage.",
          "availability": "unknown",
          "delivery": "unknown",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Work Team/Enterprise; private/partner-served support access scoped separately",
            "addOns": [],
            "deploymentMode": null,
            "region": "No profession-specific DE/CH contractual scope verified; deployment/provider regions follow the other scoped claims.",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "secrecy_undertaking",
              "question": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff?",
              "support": "unknown",
              "answer": "Unknown. Reviewed Mistral commercial terms, DPA, Vibe security/deployment documentation and targeted first-party searches for professional secrecy, secret professionnel, §203 and Art.321. No Vibe-specific secrecy contract template, dedicated plan/add-on or flow-down undertaking was retrieved. A DPA or no-training clause alone does not answer whether a profession-specific undertaking is signed.",
              "evidenceIds": []
            },
            {
              "id": "subprocessor_coverage",
              "question": "Does the undertaking extend to its sub-processors, and is that documented?",
              "support": "unknown",
              "answer": "Unknown. No retrieved §203/Art.321 undertaking establishes flow-down to all relevant subcontractors/model providers. General DPA confidentiality is not equivalent.",
              "evidenceIds": []
            },
            {
              "id": "secrecy_offering",
              "question": "Is it a dedicated offering or add-on, and on which plan?",
              "support": "unknown",
              "answer": "Unknown. No documented profession-specific plan, dedicated instance option or paid secrecy add-on and its entitlements/pricing were established.",
              "evidenceIds": []
            },
            {
              "id": "content_access",
              "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?",
              "support": "partial",
              "answer": "DPA3.1 binds authorised Mistral personnel and subprocessors to confidentiality. Annex1 includes debugging/testing and partner-served support processing. The exact role-by-role plaintext-access matrix, private-deployment support controls and external model-provider access were not established; confidentiality is not a profession-specific undertaking.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-dpa"
              ]
            },
            {
              "id": "secrecy_documentation",
              "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?",
              "support": "unknown",
              "answer": "Unknown. Reviewed Mistral commercial terms, DPA, Vibe security/deployment documentation and targeted first-party searches for professional secrecy, secret professionnel, §203 and Art.321. No Vibe-specific secrecy contract template, dedicated plan/add-on or flow-down undertaking was retrieved. General data-flow/security pages are available but do not document such a secrecy offering.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Contract facts only; no legal suitability assessment. No profession-specific commitment or paid option inferred from generic confidentiality, hosting, encryption or no-training terms.",
            "Public, unauthenticated source pass only; no sales contact, NDA request or authenticated access-control test."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-dpa"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:DATA-09",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise advertises §203 supplementary secrecy documentation; the signed agreement and downstream flow-down clauses remain inaccessible in this pass.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked2026-10-21",
            "plan": "Quoted Enterprise from20users; separate §203 supplementary agreement, contract-dependent",
            "addOns": [
              "Enterprise professional-secrecy addendum; fee and executed terms unknown"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany/EU platform; model route and deployment exceptions apply",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted 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": "partial",
              "answer": "June19 announcement and September21 security overview offer a separate §203 agreement for professional secrecy holders. Full template/signed staff obligations and SwissArt321 wording were not retrieved.",
              "evidenceIds": [
                "nuwacom:nuwacom:secrecy-announcement",
                "nuwacom:nuwacom:overview-rev2"
              ]
            },
            {
              "id": "subprocessor_coverage",
              "question": "Does the undertaking extend to its sub-processors, and is that documented?",
              "support": "unknown",
              "answer": "Does the undertaking extend to its sub-processors, and is that documented? Unknown. subprocessor_coverage:Actual §203 addendum and downstream undertaking texts were not retrieved from client-rendered Trust Center. Staff clause details,SwissArt321 coverage and agreement-specific access restrictions remain unknown. Ordinary DPA confidentiality is not treated as proof of professional-secrecy flow-down.",
              "evidenceIds": []
            },
            {
              "id": "secrecy_offering",
              "question": "Is it a dedicated offering or add-on, and on which plan?",
              "support": "partial",
              "answer": "Current pricing places §203/confidentiality compliance in quoted Enterprise,starting20 users. Agreement is separately described; no standalone add-on fee is published.",
              "evidenceIds": [
                "nuwacom:nuwacom:pricing-rev2",
                "nuwacom:nuwacom:secrecy-announcement"
              ]
            },
            {
              "id": "content_access",
              "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?",
              "support": "partial",
              "answer": "The security overview limits vendor support access to customer-requested, logged support. Optional Enterprise Privacy Mode is documented as open beta. These ordinary operating controls do not establish the separate secrecy agreement's plaintext restrictions or downstream model-provider obligations.",
              "evidenceIds": [
                "nuwacom:nuwacom:overview-rev2",
                "nuwacom:nuwacom:pii-rev2"
              ]
            },
            {
              "id": "secrecy_documentation",
              "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?",
              "support": "partial",
              "answer": "Public dated §203 announcement and overview link the agreement through TrustCenter. Actual agreement text,provider undertakings and Swiss professional-body guidance were not retrieved.",
              "evidenceIds": [
                "nuwacom:nuwacom:secrecy-announcement",
                "nuwacom:nuwacom:overview-rev2",
                "nuwacom:nuwacom:trust"
              ]
            }
          ],
          "limitations": [
            "secrecy_undertaking: June19 announcement and September21 security overview offer a separate §203 agreement for professional secrecy holders. Full template/signed staff obligations and SwissArt321 wording were not retrieved.",
            "subprocessor_coverage: Does the undertaking extend to its sub-processors, and is that documented? Unknown. subprocessor_coverage:Actual §203 addendum and downstream undertaking texts were not retrieved from client-rendered Trust Center. Staff clause details,SwissArt321 coverage and agreement-specific access restrictions remain unknown. Ordinary DPA confidentiality is not treated as proof of professional-secrecy flow-down.",
            "secrecy_offering: Current pricing places §203/confidentiality compliance in quoted Enterprise,starting20 users. Agreement is separately described; no standalone add-on fee is published.",
            "content_access: The security overview limits vendor support access to customer-requested, logged support. Optional Enterprise Privacy Mode is documented as open beta. These ordinary operating controls do not establish the separate secrecy agreement's plaintext restrictions or downstream model-provider obligations.",
            "secrecy_documentation: Public dated §203 announcement and overview link the agreement through TrustCenter. Actual agreement text,provider undertakings and Swiss professional-body guidance were not retrieved."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:secrecy-announcement",
            "nuwacom:nuwacom:overview-rev2",
            "nuwacom:nuwacom:pricing-rev2",
            "nuwacom:nuwacom:pii-rev2",
            "nuwacom:nuwacom:dpa-rev2",
            "nuwacom:nuwacom:trust",
            "nuwacom:nuwacom:docs-full-recheck"
          ]
        }
      ]
    },
    {
      "id": "VEN-01",
      "title": "Pricing model and list prices",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Record pricing unit (per seat, per active user, usage-based, platform fee, hybrid), list prices per plan in original currency with date, included usage and credits, add-on prices (connectors, agents, image generation) and overage rates. Cite public prices or dated quotes. Per-seat versus usage is a fact, not a quality judgment.",
      "questions": [
        {
          "id": "pricing_unit",
          "question": "What is the pricing unit?"
        },
        {
          "id": "list_prices",
          "question": "What are list prices per plan, with date and currency?"
        },
        {
          "id": "included_usage",
          "question": "What usage is included?"
        },
        {
          "id": "add_ons",
          "question": "Which features cost extra?"
        },
        {
          "id": "overage",
          "question": "What do usage beyond limits and premium models cost?"
        }
      ],
      "products": [
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:VEN-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The public USD page lists Team at USD 24.99/user/month and Enterprise custom. Exact Pro checkout price and API-credit allowance are not established from conflicting rendered variants.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Free / Pro / Team public pricing as rendered in USD on 2026-10-21; Enterprise quote-only; Pro checkout variants unverified",
            "addOns": [
              "Optional prepaid usage; private Enterprise/custom-model costs unknown"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "pricing_unit",
              "question": "What is the pricing unit?",
              "support": "supported",
              "answer": "Pro is per account, Team per user/month, Enterprise custom; included usage and prepaid usage extension span named product routes.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:m-subscription"
              ]
            },
            {
              "id": "list_prices",
              "question": "What are list prices per plan, with date and currency?",
              "support": "partial",
              "answer": "Team is displayed at USD 24.99/user/month excluding taxes and Enterprise is custom. The Pro page mixes education/card variants and a normal-price FAQ; the applicable Pro checkout price, currency and billing selection were not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "included_usage",
              "question": "What usage is included?",
              "support": "partial",
              "answer": "Team advertises up to 30 GB/user and relative allowances. A fixed Pro API-credit entitlement is unknown: the rendered card includes USD 25.5 and USD 15 monthly variants without an established selection. No Pro credit amount is credited.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "add_ons",
              "question": "Which features cost extra?",
              "support": "supported",
              "answer": "PAYG prepaid credits extend eligible usage after included allowances; Enterprise private services and custom models are separately scoped.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-billing",
                "mistral-vibe:mistral-vibe:m-home"
              ]
            },
            {
              "id": "overage",
              "question": "What do usage beyond limits and premium models cost?",
              "support": "partial",
              "answer": "PAYG uses model/API rates for eligible routes, but no exact default Work model tariff and allowance sufficiency for the shared workload were established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-subscription",
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits.",
            "The general Work/Workspace documentation does not establish Team or Enterprise entitlement for every feature here. Unspecified-plan findings remain candidates; no plan inheritance is assumed.",
            "Pro price and included-credit selection remain explicit gaps; neither rendered variant is treated as the purchased entitlement."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-pricing",
            "mistral-vibe:mistral-vibe:m-subscription",
            "mistral-vibe:mistral-vibe:m-billing",
            "mistral-vibe:mistral-vibe:m-home"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:VEN-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Annual Business list prices are EUR25/49/99 per seat, with relative usage and quoted Enterprise/extras.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "pricing_unit",
              "question": "What is the pricing unit?",
              "support": "supported",
              "answer": "Per named user per month by Standard, Premium or Power seat type within Business or Enterprise; optional central AI budget.",
              "evidenceIds": [
                "nuwacom:nuwacom:pricing-20261026",
                "nuwacom:nuwacom:plans-20261026"
              ]
            },
            {
              "id": "list_prices",
              "question": "What are list prices per plan, with date and currency?",
              "support": "partial",
              "answer": "As of 2026-10-21: Business Standard EUR25, Premium EUR49, Power EUR99 per user/month billed annually, excluding VAT under terms. Enterprise quote-only from 20 users. Monthly option advertises16% annual discount; exact monthly tariffs were not verified.",
              "evidenceIds": [
                "nuwacom:nuwacom:pricing-20261026",
                "nuwacom:nuwacom:terms"
              ]
            },
            {
              "id": "included_usage",
              "question": "What usage is included?",
              "support": "partial",
              "answer": "Standard1x, Premium2x, Power5x relative monthly AI usage; same features within a plan. Business modules are included; absolute usage allowance is unpublished.",
              "evidenceIds": [
                "nuwacom:nuwacom:usage-20261026",
                "nuwacom:nuwacom:plans-20261026"
              ]
            },
            {
              "id": "add_ons",
              "question": "Which features cost extra?",
              "support": "partial",
              "answer": "Enterprise adds automated knowledge sync, Privacy Mode, custom integrations, onboarding and SLA. Additional AI Usage can be purchased separately in annual packages listed by Plans from EUR1500 through EUR48000 or individual arrangements; package allowance conversion and contractual entitlement remain unknown. Privacy Mode introductory access requires Enterprise customer-success enablement.",
              "evidenceIds": [
                "nuwacom:nuwacom:pricing-20261026",
                "nuwacom:nuwacom:plans-20261026",
                "nuwacom:nuwacom:pii-20261026"
              ]
            },
            {
              "id": "overage",
              "question": "What do usage beyond limits and premium models cost?",
              "support": "partial",
              "answer": "No automatic additional spend is incurred without approved purchases. Chat falls back to the configured Auto Mode Instant model when included use is exhausted; workflows/external chatbots/API pause at budget. Additional AI Usage package prices do not disclose per-token conversion, so a workload tariff is not verified.",
              "evidenceIds": [
                "nuwacom:nuwacom:usage-20261026",
                "nuwacom:nuwacom:plans-20261026",
                "nuwacom:nuwacom:rules-20261026"
              ]
            }
          ],
          "limitations": [
            "list_prices: As of 2026-10-21: Business Standard EUR25, Premium EUR49, Power EUR99 per user/month billed annually, excluding VAT under terms. Enterprise quote-only from 20 users. Monthly option advertises16% annual discount; exact monthly tariffs were not verified.",
            "included_usage: Standard1x, Premium2x, Power5x relative monthly AI usage; same features within a plan. Business modules are included; absolute usage allowance is unpublished.",
            "add_ons: Enterprise adds automated knowledge sync, Privacy Mode, custom integrations, onboarding and SLA. Additional AI Usage can be purchased separately in annual packages listed by Plans from EUR1500 through EUR48000 or individual arrangements; package allowance conversion and contractual entitlement remain unknown. Privacy Mode introductory access requires Enterprise customer-success enablement.",
            "overage: No automatic additional spend is incurred without approved purchases. Chat falls back to the configured Auto Mode Instant model when included use is exhausted; workflows/external chatbots/API pause at budget. Additional AI Usage package prices do not disclose per-token conversion, so a workload tariff is not verified."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:pricing-20261026",
            "nuwacom:nuwacom:plans-20261026",
            "nuwacom:nuwacom:terms",
            "nuwacom:nuwacom:usage-20261026",
            "nuwacom:nuwacom:pii-20261026",
            "nuwacom:nuwacom:rules-20261026",
            "nuwacom:nuwacom:model-web",
            "nuwacom:nuwacom:docs-full-recheck-20261026"
          ]
        }
      ]
    },
    {
      "id": "VEN-02",
      "title": "Scenario cost",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Price three workloads for 12 months: 200, 1,000 and 5,000 users with a disclosed light/regular/power usage mix, in CHF and EUR excluding VAT. Include licences, platform fees, add-ons, model usage and, for self-hosted options, a stated operating assumption. Separate fixed, variable, included and unknown costs. No invented discounts.",
      "questions": [
        {
          "id": "cost_200",
          "question": "Year-one cost at 200 users?"
        },
        {
          "id": "cost_1000",
          "question": "Year-one cost at 1,000 users?"
        },
        {
          "id": "cost_5000",
          "question": "Year-one cost at 5,000 users?"
        },
        {
          "id": "variable_share",
          "question": "Which part depends on usage?"
        },
        {
          "id": "unknown_parts",
          "question": "Which costs could not be priced?"
        }
      ],
      "products": [
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:VEN-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21: Team licence illustrations plus unknown variable/enterprise costs; no complete total is claimed.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team displayed USD rate, 12 months, excluding VAT; Enterprise quote separate",
            "addOns": [
              "Unknown usage extension, support/implementation; no bulk discount assumed"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_200",
              "question": "Year-one cost at 200 users?",
              "support": "partial",
              "answer": "Team displayed-rate licence illustration: USD 59,976.00 = EUR 53,478.38 = CHF 49,397.98 for 200 seats × 12 × USD 24.99, excluding VAT, plus unknown usage/support/implementation. Enterprise/private deployment and SAML terms require their own quote; applicability of Team at this size was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:fx-ecb"
              ]
            },
            {
              "id": "cost_1000",
              "question": "Year-one cost at 1,000 users?",
              "support": "partial",
              "answer": "Team displayed-rate licence illustration: USD 299,880.00 = EUR 267,391.89 = CHF 246,989.88 for 1,000 seats × 12 × USD 24.99, excluding VAT, plus unknown usage/support/implementation. Enterprise/private deployment and SAML terms require their own quote; applicability of Team at this size was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:fx-ecb"
              ]
            },
            {
              "id": "cost_5000",
              "question": "Year-one cost at 5,000 users?",
              "support": "partial",
              "answer": "Team displayed-rate licence illustration: USD 1,499,400.00 = EUR 1,336,959.43 = CHF 1,234,949.42 for 5,000 seats × 12 × USD 24.99, excluding VAT, plus unknown usage/support/implementation. Enterprise/private deployment and SAML terms require their own quote; applicability of Team at this size was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:fx-ecb"
              ]
            },
            {
              "id": "variable_share",
              "question": "Which part depends on usage?",
              "support": "partial",
              "answer": "Included allowance is consumed before eligible prepaid PAYG; exact Work default model/tariff, fair-use sufficiency and tool charges remain unknown.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-subscription",
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "unknown_parts",
              "question": "Which costs could not be priced?",
              "support": "partial",
              "answer": "Unknown: Enterprise/private licence quote, bulk eligibility/commitment, exact included credits, separately charged Work usage at the shared mix, deployment/operations, support and implementation. No tariff proxy or discount is invented.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:m-subscription"
              ]
            }
          ],
          "limitations": [
            "Mix: 60% at 100, 30% at 400 and 10% at 1,500 messages/user/month, 330 average. Separately billed messages assume 3,000 input + 600 output tokens; no product-tariff proxy used.",
            "ECB 2026-10-20: EUR 1 = USD 1.1215 = CHF 0.9237; EUR = USD / 1.1215, CHF = EUR × 0.9237.",
            "These are displayed-rate Team licence illustrations; complete Enterprise/private totals remain unknown."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-pricing",
            "mistral-vibe:mistral-vibe:fx-ecb",
            "mistral-vibe:mistral-vibe:m-subscription"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:VEN-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Shared v1.4 costs use Business Standard seat floors plus unknown workload/Enterprise components at each requested size.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below",
            "addOns": [
              "No automatic Premium/Power allocation; optional features and extra AI budget unpriced"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_200",
              "question": "Year-one cost at 200 users?",
              "support": "partial",
              "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. Business Standard seat floor at 200 users: from EUR60000.00 / CHF55422.00 + unknown over12months,VAT excluded. ECB2026-10-20 EUR1=USD1.1215=CHF0.9237; USD1=EUR0.89166206. Retrieved2026-10-21. All seats Standard; Premium/Power upgrades are not inferred from the common user mix because absolute allowances are unpublished. ALM-14 shared cost assumptions v1.4, 2026-10-21:12 months at public list prices, excluding VAT and invented discounts.60% light at100 messages/user/month,30% regular at400,10% power at1500;3000 input+600 output tokens/message including retrieval context,weighted330 messages and0.99M input/0.198M output per seat/month. Use this token mix only where usage is billed separately. Unknown quoted components remain unknown. Base chat may fall back to Instant; model-preserving workload fit,extra AI budget and Enterprise/deployment features remain unknown.",
              "evidenceIds": [
                "nuwacom:nuwacom:pricing-rev2",
                "nuwacom:nuwacom:usage-rev2",
                "nuwacom:nuwacom:rules-rev2",
                "nuwacom:nuwacom:ecb-fx"
              ]
            },
            {
              "id": "cost_1000",
              "question": "Year-one cost at 1,000 users?",
              "support": "partial",
              "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. Business Standard seat floor at 1000 users: from EUR300000.00 / CHF277110.00 + unknown over12months,VAT excluded. ECB2026-10-20 EUR1=USD1.1215=CHF0.9237; USD1=EUR0.89166206. Retrieved2026-10-21. All seats Standard; Premium/Power upgrades are not inferred from the common user mix because absolute allowances are unpublished. ALM-14 shared cost assumptions v1.4, 2026-10-21:12 months at public list prices, excluding VAT and invented discounts.60% light at100 messages/user/month,30% regular at400,10% power at1500;3000 input+600 output tokens/message including retrieval context,weighted330 messages and0.99M input/0.198M output per seat/month. Use this token mix only where usage is billed separately. Unknown quoted components remain unknown. Base chat may fall back to Instant; model-preserving workload fit,extra AI budget and Enterprise/deployment features remain unknown.",
              "evidenceIds": [
                "nuwacom:nuwacom:pricing-rev2",
                "nuwacom:nuwacom:usage-rev2",
                "nuwacom:nuwacom:rules-rev2",
                "nuwacom:nuwacom:ecb-fx"
              ]
            },
            {
              "id": "cost_5000",
              "question": "Year-one cost at 5,000 users?",
              "support": "partial",
              "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. Business Standard seat floor at 5000 users: from EUR1500000.00 / CHF1385550.00 + unknown over12months,VAT excluded. ECB2026-10-20 EUR1=USD1.1215=CHF0.9237; USD1=EUR0.89166206. Retrieved2026-10-21. All seats Standard; Premium/Power upgrades are not inferred from the common user mix because absolute allowances are unpublished. ALM-14 shared cost assumptions v1.4, 2026-10-21:12 months at public list prices, excluding VAT and invented discounts.60% light at100 messages/user/month,30% regular at400,10% power at1500;3000 input+600 output tokens/message including retrieval context,weighted330 messages and0.99M input/0.198M output per seat/month. Use this token mix only where usage is billed separately. Unknown quoted components remain unknown. Base chat may fall back to Instant; model-preserving workload fit,extra AI budget and Enterprise/deployment features remain unknown.",
              "evidenceIds": [
                "nuwacom:nuwacom:pricing-rev2",
                "nuwacom:nuwacom:usage-rev2",
                "nuwacom:nuwacom:rules-rev2",
                "nuwacom:nuwacom:ecb-fx"
              ]
            },
            {
              "id": "variable_share",
              "question": "Which part depends on usage?",
              "support": "partial",
              "answer": "Business Standard base is EUR25/user/month annual.1x/2x/5x seat allowances and extra company budget respond to workload,model/tool mix. Absolute allowance and extra-budget rate are not public; no vendor-usage proxy or arbitrary Premium/Power seat allocation is applied.",
              "evidenceIds": [
                "nuwacom:nuwacom:pricing-rev2",
                "nuwacom:nuwacom:usage-rev2"
              ]
            },
            {
              "id": "unknown_parts",
              "question": "Which costs could not be priced?",
              "support": "supported",
              "answer": "Workload fit,purchased AI budget,needed seat upgrades,Enterprise terms,sync/PII/custom deployment,volume rates and services are unknown. The Business seat floor is not an Enterprise quote.",
              "evidenceIds": [
                "nuwacom:nuwacom:pricing-rev2",
                "nuwacom:nuwacom:usage-rev2",
                "nuwacom:nuwacom:enterprise"
              ]
            }
          ],
          "limitations": [
            "cost_200: ALM-14 shared cost assumptions v1.4, 2026-10-21. Business Standard seat floor at 200 users: from EUR60000.00 / CHF55422.00 + unknown over12months,VAT excluded. ECB2026-10-20 EUR1=USD1.1215=CHF0.9237; USD1=EUR0.89166206. Retrieved2026-10-21. All seats Standard; Premium/Power upgrades are not inferred from the common user mix because absolute allowances are unpublished. ALM-14 shared cost assumptions v1.4, 2026-10-21:12 months at public list prices, excluding VAT and invented discounts.60% light at100 messages/user/month,30% regular at400,10% power at1500;3000 input+600 output tokens/message including retrieval context,weighted330 messages and0.99M input/0.198M output per seat/month. Use this token mix only where usage is billed separately. Unknown quoted components remain unknown. Base chat may fall back to Instant; model-preserving workload fit,extra AI budget and Enterprise/deployment features remain unknown.",
            "cost_1000: ALM-14 shared cost assumptions v1.4, 2026-10-21. Business Standard seat floor at 1000 users: from EUR300000.00 / CHF277110.00 + unknown over12months,VAT excluded. ECB2026-10-20 EUR1=USD1.1215=CHF0.9237; USD1=EUR0.89166206. Retrieved2026-10-21. All seats Standard; Premium/Power upgrades are not inferred from the common user mix because absolute allowances are unpublished. ALM-14 shared cost assumptions v1.4, 2026-10-21:12 months at public list prices, excluding VAT and invented discounts.60% light at100 messages/user/month,30% regular at400,10% power at1500;3000 input+600 output tokens/message including retrieval context,weighted330 messages and0.99M input/0.198M output per seat/month. Use this token mix only where usage is billed separately. Unknown quoted components remain unknown. Base chat may fall back to Instant; model-preserving workload fit,extra AI budget and Enterprise/deployment features remain unknown.",
            "cost_5000: ALM-14 shared cost assumptions v1.4, 2026-10-21. Business Standard seat floor at 5000 users: from EUR1500000.00 / CHF1385550.00 + unknown over12months,VAT excluded. ECB2026-10-20 EUR1=USD1.1215=CHF0.9237; USD1=EUR0.89166206. Retrieved2026-10-21. All seats Standard; Premium/Power upgrades are not inferred from the common user mix because absolute allowances are unpublished. ALM-14 shared cost assumptions v1.4, 2026-10-21:12 months at public list prices, excluding VAT and invented discounts.60% light at100 messages/user/month,30% regular at400,10% power at1500;3000 input+600 output tokens/message including retrieval context,weighted330 messages and0.99M input/0.198M output per seat/month. Use this token mix only where usage is billed separately. Unknown quoted components remain unknown. Base chat may fall back to Instant; model-preserving workload fit,extra AI budget and Enterprise/deployment features remain unknown.",
            "variable_share: Business Standard base is EUR25/user/month annual.1x/2x/5x seat allowances and extra company budget respond to workload,model/tool mix. Absolute allowance and extra-budget rate are not public; no vendor-usage proxy or arbitrary Premium/Power seat allocation is applied."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:pricing-rev2",
            "nuwacom:nuwacom:usage-rev2",
            "nuwacom:nuwacom:rules-rev2",
            "nuwacom:nuwacom:ecb-fx",
            "nuwacom:nuwacom:enterprise",
            "nuwacom:nuwacom:docs-full-recheck"
          ]
        }
      ]
    },
    {
      "id": "VEN-03",
      "title": "Evaluation access",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Distinguish free tier, self-serve trial, sales-led pilot, paid proof of concept and open-source self-install. Record card requirement, duration, seat limit, and which features (SSO, connectors, admin) the trial includes. Map which shared scenarios can be run without sales approval.",
      "questions": [
        {
          "id": "free_tier",
          "question": "Is there a free tier for business use?"
        },
        {
          "id": "self_serve_trial",
          "question": "Is a self-serve business trial available?"
        },
        {
          "id": "trial_scope",
          "question": "Do trials include SSO, connectors and admin features?"
        },
        {
          "id": "sales_gate",
          "question": "Does meaningful evaluation require sales contact?"
        }
      ],
      "products": [
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:VEN-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Free self-serve exploration exists; SAML, private deployments and gated administration cannot be assumed included.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "free_tier",
              "question": "Is there a free tier for business use?",
              "support": "partial",
              "answer": "The public Free plan offers limited chat/search/tools; business contractual suitability and enterprise controls were not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "self_serve_trial",
              "question": "Is a self-serve business trial available?",
              "support": "unknown",
              "answer": "Unknown. No time-limited business-plan trial duration, card or seat limit was verified; the Free plan is a different access route.",
              "evidenceIds": []
            },
            {
              "id": "trial_scope",
              "question": "Do trials include SSO, connectors and admin features?",
              "support": "unknown",
              "answer": "Unknown. No trial verified Enterprise SSO, admin, connectors and fixture entitlement together.",
              "evidenceIds": []
            },
            {
              "id": "sales_gate",
              "question": "Does meaningful evaluation require sales contact?",
              "support": "supported",
              "answer": "Free/paid self-service exploration is offered, while private Enterprise and Admin API activation require contact. No contact was made.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:m-provision"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: self_serve_trial, trial_scope."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-pricing",
            "mistral-vibe:mistral-vibe:m-provision"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:VEN-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Seven-day self-serve Business trial exists; Enterprise-only evaluation remains gated.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "free_tier",
              "question": "Is there a free tier for business use?",
              "support": "partial",
              "answer": "EUR0 trial is limited to seven days; permanent business free access was not established.",
              "evidenceIds": [
                "nuwacom:nuwacom:pricing-rev2"
              ]
            },
            {
              "id": "self_serve_trial",
              "question": "Is a self-serve business trial available?",
              "support": "supported",
              "answer": "Seven days, no credit card, all Business features and basic AI usage.",
              "evidenceIds": [
                "nuwacom:nuwacom:pricing-rev2"
              ]
            },
            {
              "id": "trial_scope",
              "question": "Do trials include SSO, connectors and admin features?",
              "support": "partial",
              "answer": "The public7-day trial includes Business features. Enterprise automated sync, Privacy Mode, SSO/API integration and custom deployment are not established trial entitlements. The Notetaker FAQ still names a legacy Team plan; a binding current Business meeting quota was not established.",
              "evidenceIds": [
                "nuwacom:nuwacom:pricing-rev2",
                "nuwacom:nuwacom:notetaker-rev2"
              ]
            },
            {
              "id": "sales_gate",
              "question": "Does meaningful evaluation require sales contact?",
              "support": "partial",
              "answer": "Base Business signup/trial is self-serve; Enterprise/custom terms and Privacy Mode activation require an expert/CSM. No contact was made.",
              "evidenceIds": [
                "nuwacom:nuwacom:pricing-rev2",
                "nuwacom:nuwacom:pii-rev2"
              ]
            }
          ],
          "limitations": [
            "free_tier: EUR0 trial is limited to seven days; permanent business free access was not established.",
            "trial_scope: The public7-day trial includes Business features. Enterprise automated sync, Privacy Mode, SSO/API integration and custom deployment are not established trial entitlements. The Notetaker FAQ still names a legacy Team plan; a binding current Business meeting quota was not established.",
            "sales_gate: Base Business signup/trial is self-serve; Enterprise/custom terms and Privacy Mode activation require an expert/CSM. No contact was made."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:pricing-rev2",
            "nuwacom:nuwacom:notetaker-rev2",
            "nuwacom:nuwacom:pii-rev2",
            "nuwacom:nuwacom:docs-full-recheck"
          ]
        }
      ]
    },
    {
      "id": "VEN-04",
      "title": "Contract terms and pricing transparency",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Record minimum seats or commitment, contract length, monthly versus annual billing, price-change rules, cancellation and downgrade terms, and invoicing in CHF/EUR. Classify pricing as transparent, partially specified, quote-only or unknown, naming the missing fields. Quote-only pricing is a disclosed constraint.",
      "questions": [
        {
          "id": "minimum_commitment",
          "question": "What seat or spend minimum applies?"
        },
        {
          "id": "contract_length",
          "question": "What contract lengths are offered?"
        },
        {
          "id": "cancellation",
          "question": "How can the contract be cancelled or reduced?"
        },
        {
          "id": "local_invoicing",
          "question": "Can it be invoiced in CHF or EUR from a European entity?"
        },
        {
          "id": "transparency_class",
          "question": "Is pricing transparent, partial, quote-only or unknown?"
        }
      ],
      "products": [
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:VEN-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Self-serve prices are partly public; enterprise terms and commitment/pricing details require the applicable order.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "minimum_commitment",
              "question": "What seat or spend minimum applies?",
              "support": "unknown",
              "answer": "Unknown. The rendered Team calculator shows a subtotal but does not establish an exact contractual minimum or maximum for the requested seat sizes.",
              "evidenceIds": []
            },
            {
              "id": "contract_length",
              "question": "What contract lengths are offered?",
              "support": "partial",
              "answer": "Commercial terms charge as provided by the order/confirmation; exact Team monthly/annual commitment alternatives were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-commercial"
              ]
            },
            {
              "id": "cancellation",
              "question": "How can the contract be cancelled or reduced?",
              "support": "partial",
              "answer": "Commercial terms make paid amounts non-refundable/non-cancellable; a complete self-serve downgrade/cancellation workflow was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-commercial"
              ]
            },
            {
              "id": "local_invoicing",
              "question": "Can it be invoiced in CHF or EUR from a European entity?",
              "support": "partial",
              "answer": "A French contracting entity and USD/EUR price selector are public; actual CHF/EUR enterprise invoicing terms were not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-commercial",
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "transparency_class",
              "question": "Is pricing transparent, partial, quote-only or unknown?",
              "support": "supported",
              "answer": "Partially specified: self-serve displayed prices exist, while Enterprise/private quotes, exact credits and scenario usage charges remain unresolved.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:m-subscription"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: minimum_commitment."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-commercial",
            "mistral-vibe:mistral-vibe:m-pricing",
            "mistral-vibe:mistral-vibe:m-subscription"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:VEN-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Monthly/annual contracts renew automatically; Enterprise starts at 20 users and contracting entity depends on customer.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business and Enterprise hosted workspace; advanced modules only where explicitly scoped below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "minimum_commitment",
              "question": "What seat or spend minimum applies?",
              "support": "partial",
              "answer": "Enterprise starts at 20 users; Business minimum seat/spend was not verified.1000/2000/4000-user thresholds refer to deployment.",
              "evidenceIds": [
                "nuwacom:nuwacom:pricing-rev2",
                "nuwacom:nuwacom:security-rev2"
              ]
            },
            {
              "id": "contract_length",
              "question": "What contract lengths are offered?",
              "support": "supported",
              "answer": "Monthly or annual, renewing for the same period;16% annual discount advertised.",
              "evidenceIds": [
                "nuwacom:nuwacom:terms",
                "nuwacom:nuwacom:pricing-rev2"
              ]
            },
            {
              "id": "cancellation",
              "question": "How can the contract be cancelled or reduced?",
              "support": "partial",
              "answer": "Monthly: at least 7 days before period end. Annual: at least 3 months before term end. Seat-reduction timing was not fully specified.",
              "evidenceIds": [
                "nuwacom:nuwacom:terms"
              ]
            },
            {
              "id": "local_invoicing",
              "question": "Can it be invoiced in CHF or EUR from a European entity?",
              "support": "partial",
              "answer": "EUR public prices and electronic invoices due within 14 days. German Enterprise customers contract the GmbH, others the Luxembourg Sàrl. CHF invoicing was not established.",
              "evidenceIds": [
                "nuwacom:nuwacom:terms"
              ]
            },
            {
              "id": "transparency_class",
              "question": "Is pricing transparent, partial, quote-only or unknown?",
              "support": "partial",
              "answer": "Partial: seat prices and limit behavior are public; absolute included allowances, extra AI budget and Enterprise/deployment rates are not.",
              "evidenceIds": [
                "nuwacom:nuwacom:pricing-rev2",
                "nuwacom:nuwacom:usage-rev2"
              ]
            }
          ],
          "limitations": [
            "minimum_commitment: Enterprise starts at 20 users; Business minimum seat/spend was not verified.1000/2000/4000-user thresholds refer to deployment.",
            "cancellation: Monthly: at least 7 days before period end. Annual: at least 3 months before term end. Seat-reduction timing was not fully specified.",
            "local_invoicing: EUR public prices and electronic invoices due within 14 days. German Enterprise customers contract the GmbH, others the Luxembourg Sàrl. CHF invoicing was not established.",
            "transparency_class: Partial: seat prices and limit behavior are public; absolute included allowances, extra AI budget and Enterprise/deployment rates are not."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:pricing-rev2",
            "nuwacom:nuwacom:security-rev2",
            "nuwacom:nuwacom:terms",
            "nuwacom:nuwacom:usage-rev2",
            "nuwacom:nuwacom:docs-full-recheck"
          ]
        }
      ]
    },
    {
      "id": "VEN-05",
      "title": "Source licence",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Record licence per component (client, server, connectors, hosted extensions) and revision. Distinguish OSI open source, source-available with restrictions (branding clauses, user caps), and closed. Repository visibility is not a licence classification. Licences change between releases: record the current terms, and never carry a fork's historical licence over to the upstream product or the reverse.",
      "questions": [
        {
          "id": "licence_type",
          "question": "Which licence applies to each component?"
        },
        {
          "id": "branding_restrictions",
          "question": "Do licence terms restrict branding or user counts?"
        },
        {
          "id": "enterprise_features_closed",
          "question": "Are enterprise features in a separate closed edition?"
        }
      ],
      "products": [
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:VEN-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Hosted Work is a commercial service; separate CLI/model licences do not license the whole workspace.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "licence_type",
              "question": "Which licence applies to each component?",
              "support": "partial",
              "answer": "Commercial terms reserve Mistral product IP and grant limited service use. Open-weight model/CLI component terms are separate and were not exhaustively audited.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-commercial"
              ]
            },
            {
              "id": "branding_restrictions",
              "question": "Do licence terms restrict branding or user counts?",
              "support": "partial",
              "answer": "Enterprise pricing lists white label/dedicated hostname; contractual branding rights and seat restrictions require that order.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "enterprise_features_closed",
              "question": "Are enterprise features in a separate closed edition?",
              "support": "partial",
              "answer": "Enterprise lists custom deployment, SAML and audit features under commercial terms; component-by-component source availability was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:m-commercial"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-commercial",
            "mistral-vibe:mistral-vibe:m-pricing"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:VEN-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Platform is proprietary SaaS or rented self-managed software.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business SaaS unless Enterprise, custom deployment or beta is explicitly named; documentation pages do not generally specify plan entitlement",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "licence_type",
              "question": "Which licence applies to each component?",
              "support": "partial",
              "answer": "Terms reserve platform/software/documentation IP, prohibit reverse engineering and disclaim source-code delivery. Self-Managed Hosting supplies confidential deployment files under commercial rights; no component source-licence matrix is published.",
              "evidenceIds": [
                "nuwacom:nuwacom:terms",
                "nuwacom:nuwacom:enterprise"
              ]
            },
            {
              "id": "branding_restrictions",
              "question": "Do licence terms restrict branding or user counts?",
              "support": "supported",
              "answer": "Customers cannot remove proprietary notices/brands or resell/sublicense without permission; named authorized-user subscriptions apply.",
              "evidenceIds": [
                "nuwacom:nuwacom:terms"
              ]
            },
            {
              "id": "enterprise_features_closed",
              "question": "Are enterprise features in a separate closed edition?",
              "support": "partial",
              "answer": "Business and Enterprise are commercial plans; self-managed platform rights are rented. A separate open-core edition was not established.",
              "evidenceIds": [
                "nuwacom:nuwacom:plans",
                "nuwacom:nuwacom:enterprise"
              ]
            }
          ],
          "limitations": [
            "licence_type: Terms reserve platform/software/documentation IP, prohibit reverse engineering and disclaim source-code delivery. Self-Managed Hosting supplies confidential deployment files under commercial rights; no component source-licence matrix is published.",
            "enterprise_features_closed: Business and Enterprise are commercial plans; self-managed platform rights are rented. A separate open-core edition was not established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:terms",
            "nuwacom:nuwacom:enterprise",
            "nuwacom:nuwacom:plans"
          ]
        }
      ]
    },
    {
      "id": "VEN-06",
      "title": "Data export and exit",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Record admin export of chats, assistants, knowledge bases, prompts and audit logs, formats, export completeness, user self-export, and what survives contract end. Run an admin export on a trial. Exported chats alone do not make assistants and knowledge portable.",
      "questions": [
        {
          "id": "chat_export",
          "question": "Can admins export all chats?"
        },
        {
          "id": "assistant_export",
          "question": "Can assistants and prompts be exported in a reusable format?"
        },
        {
          "id": "knowledge_export",
          "question": "Can knowledge bases and their sources be exported?"
        },
        {
          "id": "export_format",
          "question": "Are formats documented and machine-readable?"
        },
        {
          "id": "post_termination_window",
          "question": "How long can data be retrieved after termination?"
        }
      ],
      "products": [
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:VEN-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Personal exports and original Library downloads are documented; full administrator portability remains untested.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise personal Data Export and Library/Knowledge downloads; complete administrator portability unverified",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_export",
              "question": "Can admins export all chats?",
              "support": "partial",
              "answer": "A personal data export tool is documented; all-user administrator chat export completeness was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-export-20261026"
              ]
            },
            {
              "id": "assistant_export",
              "question": "Can assistants and prompts be exported in a reusable format?",
              "support": "unknown",
              "answer": "Legacy agents can be duplicated and Skills contain reusable files, but a complete portable assistant/tool/knowledge export package was not verified. Search on 2026-10-26: https://help.mistral.ai/en/articles/347623-how-do-i-export-my-data-from-vibe, https://docs.mistral.ai/vibe/work/libraries.md, https://docs.mistral.ai/vibe/work/knowledge.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "knowledge_export",
              "question": "Can knowledge bases and their sources be exported?",
              "support": "partial",
              "answer": "Users can download original Library documents and export personal Knowledge Base data; complete admin index/ACL export was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-libraries-20261026",
                "mistral-vibe:mistral-vibe:m-memory-20261026"
              ]
            },
            {
              "id": "export_format",
              "question": "Are formats documented and machine-readable?",
              "support": "partial",
              "answer": "Canvas offers PPTX/table files and spreadsheets XLSX, but the full personal-data/agent/index export schema was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files-20261026",
                "mistral-vibe:mistral-vibe:m-sheets-20261026",
                "mistral-vibe:mistral-vibe:m-export-20261026"
              ]
            },
            {
              "id": "post_termination_window",
              "question": "How long can data be retrieved after termination?",
              "support": "partial",
              "answer": "The DPA says personal data is no longer accessible 30 days after access/use termination; a guaranteed complete post-termination export service was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-dpa-20261026"
              ]
            }
          ],
          "limitations": [
            "chat_export: A personal data export tool is documented; all-user administrator chat export completeness was not verified.",
            "assistant_export: Legacy agents can be duplicated and Skills contain reusable files, but a complete portable assistant/tool/knowledge export package was not verified. Search on 2026-10-26: https://help.mistral.ai/en/articles/347623-how-do-i-export-my-data-from-vibe, https://docs.mistral.ai/vibe/work/libraries.md, https://docs.mistral.ai/vibe/work/knowledge.md. No additional scoped evidence established this answer.",
            "knowledge_export: Users can download original Library documents and export personal Knowledge Base data; complete admin index/ACL export was not verified.",
            "export_format: Canvas offers PPTX/table files and spreadsheets XLSX, but the full personal-data/agent/index export schema was not established.",
            "post_termination_window: The DPA says personal data is no longer accessible 30 days after access/use termination; a guaranteed complete post-termination export service was not established."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-export-20261026",
            "mistral-vibe:mistral-vibe:m-libraries-20261026",
            "mistral-vibe:mistral-vibe:m-memory-20261026",
            "mistral-vibe:mistral-vibe:m-files-20261026",
            "mistral-vibe:mistral-vibe:m-sheets-20261026",
            "mistral-vibe:mistral-vibe:m-dpa-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:VEN-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Native workflow and Skill exports and original uploaded-file downloads are documented; complete administrator workspace export remains unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "api"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business/Enterprise native exports; Agents/Skills APIs announced for all workspaces; Assets API eligibility unverified",
            "addOns": [
              "API enablement, key and space permissions for programmatic exports; eligible tier and fee unknown"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              },
              {
                "id": "api",
                "name": "nuwacom completion, agents, skills and assets APIs",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_export",
              "question": "Can admins export all chats?",
              "support": "unknown",
              "answer": "Can admins export all chats? Unknown. No administrator export-all-chats endpoint or independent exit fixture was established. Search on 2026-10-26: https://docs.nuwacom.ai/admin/api/agents-overview.md, https://docs.nuwacom.ai/en/product/workflows.md, https://docs.nuwacom.ai/en/product/knowledge.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "assistant_export",
              "question": "Can assistants and prompts be exported in a reusable format?",
              "support": "partial",
              "answer": "Workflow JSON can be exported/imported and Skills exported as .md, .zip or .skill. The September 16 announcement makes Agents/Skills APIs available in all workspaces. A complete portable assistant package including credentials and knowledge was not verified.",
              "evidenceIds": [
                "nuwacom:nuwacom:workflows-20261026",
                "nuwacom:nuwacom:changes-20261026",
                "nuwacom:nuwacom:agent-api-20261026"
              ]
            },
            {
              "id": "knowledge_export",
              "question": "Can knowledge bases and their sources be exported?",
              "support": "partial",
              "answer": "Knowledge permits selecting and downloading uploaded files. Synchronized sources retain extracted content rather than original files. No complete index/ACL export bundle or eligible-tier Assets API export entitlement was established.",
              "evidenceIds": [
                "nuwacom:nuwacom:knowledge-20261026"
              ]
            },
            {
              "id": "export_format",
              "question": "Are formats documented and machine-readable?",
              "support": "partial",
              "answer": "Native workflow JSON, Skill .md/.zip/.skill, DOCX/PDF/PPTX/XLSX/CSV outputs and aggregated analytics CSV are documented. These do not establish one complete administrator workspace archive.",
              "evidenceIds": [
                "nuwacom:nuwacom:workflows-20261026",
                "nuwacom:nuwacom:changes-20261026",
                "nuwacom:nuwacom:documents-20261026",
                "nuwacom:nuwacom:slides-20261026",
                "nuwacom:nuwacom:analysis-20261026",
                "nuwacom:nuwacom:analytics-20261026"
              ]
            },
            {
              "id": "post_termination_window",
              "question": "How long can data be retrieved after termination?",
              "support": "supported",
              "answer": "DPA requires export/backup before contract end and gives no access afterward; its30-day deletion period is not an export window. Trial data may be deleted at end.",
              "evidenceIds": [
                "nuwacom:nuwacom:dpa-rev2",
                "nuwacom:nuwacom:terms"
              ]
            }
          ],
          "limitations": [
            "chat_export: Can admins export all chats? Unknown. No administrator export-all-chats endpoint or independent exit fixture was established. Search on 2026-10-26: https://docs.nuwacom.ai/admin/api/agents-overview.md, https://docs.nuwacom.ai/en/product/workflows.md, https://docs.nuwacom.ai/en/product/knowledge.md. No additional scoped evidence established this answer.",
            "assistant_export: Workflow JSON can be exported/imported and Skills exported as .md, .zip or .skill. The September 16 announcement makes Agents/Skills APIs available in all workspaces. A complete portable assistant package including credentials and knowledge was not verified.",
            "knowledge_export: Knowledge permits selecting and downloading uploaded files. Synchronized sources retain extracted content rather than original files. No complete index/ACL export bundle or eligible-tier Assets API export entitlement was established.",
            "export_format: Native workflow JSON, Skill .md/.zip/.skill, DOCX/PDF/PPTX/XLSX/CSV outputs and aggregated analytics CSV are documented. These do not establish one complete administrator workspace archive."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:agent-api-20261026",
            "nuwacom:nuwacom:workflows-20261026",
            "nuwacom:nuwacom:knowledge-20261026",
            "nuwacom:nuwacom:api-20261026",
            "nuwacom:nuwacom:documents-20261026",
            "nuwacom:nuwacom:slides-20261026",
            "nuwacom:nuwacom:analysis-20261026",
            "nuwacom:nuwacom:analytics-20261026",
            "nuwacom:nuwacom:dpa-rev2",
            "nuwacom:nuwacom:terms",
            "nuwacom:nuwacom:docs-full-recheck-20261026",
            "nuwacom:nuwacom:changes-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": "mistral-vibe",
          "claimId": "mistral-vibe:VEN-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public support routes and custom Enterprise SLA marketing exist; status access and concrete service terms remain gaps.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "support_channels",
              "question": "Which support channels are available on each plan?",
              "support": "supported",
              "answer": "Pro/Team pricing lists chat/email support and Enterprise advertises dedicated support.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "support_languages",
              "question": "Is support available in German, French or Italian?",
              "support": "unknown",
              "answer": "Unknown. German/French/Italian support language/hours commitments were not retrieved.",
              "evidenceIds": []
            },
            {
              "id": "regional_presence",
              "question": "Is there a DACH or Swiss entity, team or partner?",
              "support": "unknown",
              "answer": "Unknown. The commercial entity is Paris-based; a named DACH/Swiss implementation team/partner was not verified.",
              "evidenceIds": []
            },
            {
              "id": "uptime_sla",
              "question": "Is there an uptime SLA with credits?",
              "support": "partial",
              "answer": "Enterprise advertises custom SLAs; uptime percentage, exclusions, response times and credits were not obtained.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "status_page",
              "question": "Is there a public status page with history?",
              "support": "unknown",
              "answer": "Unknown. The public status endpoint returned HTTP 403 to direct retrieval; no incident history was independently read.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: support_languages, regional_presence, status_page."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-pricing"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:VEN-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise 99.9% SLA has defined service-day credits; public status history is available.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business general support; hosted Enterprise support/SLA under Enterprise terms; Self-Managed excluded",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "support_channels",
              "question": "Which support channels are available on each plan?",
              "support": "supported",
              "answer": "General email support on business days. Enterprise email/service desk M–F09–18 CET/CEST excluding Luxembourg/German holidays; critical2 h, high8 h, low16 h first response in business hours.",
              "evidenceIds": [
                "nuwacom:nuwacom:terms",
                "nuwacom:nuwacom:enterprise"
              ]
            },
            {
              "id": "support_languages",
              "question": "Is support available in German, French or Italian?",
              "support": "unknown",
              "answer": "Is support available in German, French or Italian? Unknown. Contracted DE/FR/IT support delivery languages were not specified.",
              "evidenceIds": []
            },
            {
              "id": "regional_presence",
              "question": "Is there a DACH or Swiss entity, team or partner?",
              "support": "supported",
              "answer": "nuwacom GmbH in Koblenz, Germany and nuwacom Sàrl in Luxembourg. A Swiss entity was not established.",
              "evidenceIds": [
                "nuwacom:nuwacom:terms",
                "nuwacom:nuwacom:imprint"
              ]
            },
            {
              "id": "uptime_sla",
              "question": "Is there an uptime SLA with credits?",
              "support": "supported",
              "answer": "Hosted Enterprise terms set99.9% monthly uptime, with3service-day credits below99.9%,7below99%,15below95%, capped15days/month. Maintenance and third-party AI are excluded; Self-Managed has no hosted SLA. The generic Measures99.99% statement is excluded from this contractual SLA finding.",
              "evidenceIds": [
                "nuwacom:nuwacom:enterprise"
              ]
            },
            {
              "id": "status_page",
              "question": "Is there a public status page with history?",
              "support": "supported",
              "answer": "Public history separates standard/Germany applications, login, AI, API, integrations, files and workflows. October 15 incident records slow Germany responses.",
              "evidenceIds": [
                "nuwacom:nuwacom:status"
              ]
            }
          ],
          "limitations": [
            "support_languages: Is support available in German, French or Italian? Unknown. Contracted DE/FR/IT support delivery languages were not specified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:terms",
            "nuwacom:nuwacom:enterprise",
            "nuwacom:nuwacom:imprint",
            "nuwacom:nuwacom:measures-rev2",
            "nuwacom:nuwacom:status",
            "nuwacom:nuwacom:docs-full-recheck"
          ]
        }
      ]
    },
    {
      "id": "VEN-08",
      "title": "Onboarding, training and adoption",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Record vendor-led onboarding, admin training, end-user training (live, e-learning, languages), use-case libraries, champion programmes, change-management materials and their cost. Distinguish included services from paid professional services and partner offerings.",
      "questions": [
        {
          "id": "onboarding_service",
          "question": "Is guided onboarding included?"
        },
        {
          "id": "user_training",
          "question": "Is end-user training offered, in which languages?"
        },
        {
          "id": "use_case_library",
          "question": "Are role-based use cases and templates provided?"
        },
        {
          "id": "adoption_programme",
          "question": "Is there a champion or adoption programme?"
        },
        {
          "id": "service_cost",
          "question": "Which services cost extra?"
        }
      ],
      "products": [
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:VEN-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Built-in onboarding and reusable role/task Skills support self-service adoption; service entitlements and prices remain open.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise plan-included Work Skills and public self-service documentation; managed services unverified",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "onboarding_service",
              "question": "Is guided onboarding included?",
              "support": "unknown",
              "answer": "Vendor-led onboarding inclusion was not established; no sales/demo contact was made. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "user_training",
              "question": "Is end-user training offered, in which languages?",
              "support": "partial",
              "answer": "A built-in vibe-work-onboarding Skill and public guides exist; live training and language coverage were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-skills-20261026"
              ]
            },
            {
              "id": "use_case_library",
              "question": "Are role-based use cases and templates provided?",
              "support": "supported",
              "answer": "Built-in Skills and examples cover research, extraction, onboarding, stakeholder communication and repeated procedures.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-skills-20261026"
              ]
            },
            {
              "id": "adoption_programme",
              "question": "Is there a champion or adoption programme?",
              "support": "unknown",
              "answer": "No scoped champion or change-management programme entitlement was retrieved. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "service_cost",
              "question": "Which services cost extra?",
              "support": "unknown",
              "answer": "Implementation/partner/training service prices were not obtained. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "onboarding_service: Vendor-led onboarding inclusion was not established; no sales/demo contact was made. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer.",
            "user_training: A built-in vibe-work-onboarding Skill and public guides exist; live training and language coverage were not established.",
            "adoption_programme: No scoped champion or change-management programme entitlement was retrieved. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer.",
            "service_cost: Implementation/partner/training service prices were not obtained. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-skills-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        },
        {
          "productId": "nuwacom",
          "claimId": "nuwacom:VEN-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise includes success/onboarding; public training and champion guidance are available.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business self-service guidance; Enterprise onboarding/consultancy only under its contract",
            "addOns": [
              "Enterprise consultancy or development services by work order"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU hosted workspace; optional Germany STACKIT and model-specific global routes",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "nuwacom hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "onboarding_service",
              "question": "Is guided onboarding included?",
              "support": "supported",
              "answer": "Enterprise advertises a dedicated success team and custom onboarding; Business is self-serve.",
              "evidenceIds": [
                "nuwacom:nuwacom:pricing-20261026"
              ]
            },
            {
              "id": "user_training",
              "question": "Is end-user training offered, in which languages?",
              "support": "partial",
              "answer": "German webinar recordings cover Skills, MCP, Apps, AI Act and knowledge. Included live-training volume and languages were not defined.",
              "evidenceIds": [
                "nuwacom:nuwacom:webinars"
              ]
            },
            {
              "id": "use_case_library",
              "question": "Are role-based use cases and templates provided?",
              "support": "supported",
              "answer": "Standard/custom shared prompts, categorized agents and workflow task examples; rollout guides recommend seeding role-based examples.",
              "evidenceIds": [
                "nuwacom:nuwacom:prompts-20261026",
                "nuwacom:nuwacom:agents-20261026",
                "nuwacom:nuwacom:playbook-20261026"
              ]
            },
            {
              "id": "adoption_programme",
              "question": "Is there a champion or adoption programme?",
              "support": "partial",
              "answer": "Rollout guides recommend an AI owner, department champions, train-the-trainer, pilots, community events and success measurement. Delivery as an included managed programme was not established.",
              "evidenceIds": [
                "nuwacom:nuwacom:rollout-20261026",
                "nuwacom:nuwacom:playbook-20261026"
              ]
            },
            {
              "id": "service_cost",
              "question": "Which services cost extra?",
              "support": "partial",
              "answer": "Enterprise consulting/technical services are separately ordered under Enterprise terms; public rates were not verified.",
              "evidenceIds": [
                "nuwacom:nuwacom:enterprise-20261026"
              ]
            }
          ],
          "limitations": [
            "user_training: German webinar recordings cover Skills, MCP, Apps, AI Act and knowledge. Included live-training volume and languages were not defined.",
            "adoption_programme: Rollout guides recommend an AI owner, department champions, train-the-trainer, pilots, community events and success measurement. Delivery as an included managed programme was not established.",
            "service_cost: Enterprise consulting/technical services are separately ordered under Enterprise terms; public rates were not verified."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "nuwacom:nuwacom:pricing-20261026",
            "nuwacom:nuwacom:webinars",
            "nuwacom:nuwacom:prompts-20261026",
            "nuwacom:nuwacom:agents-20261026",
            "nuwacom:nuwacom:playbook-20261026",
            "nuwacom:nuwacom:rollout-20261026",
            "nuwacom:nuwacom:enterprise-20261026",
            "nuwacom:nuwacom:docs-full-recheck-20261026"
          ]
        }
      ]
    }
  ],
  "sources": [
    {
      "id": "mistral-vibe:mistral-vibe:plan-matrix-20261026",
      "productId": "mistral-vibe",
      "kind": "vendor-claimed",
      "url": "https://mistral.ai/pricing/",
      "title": "Mistral Vibe public plan comparison",
      "locator": "Vibe comparison table, ordered Free / Pro / Team / Enterprise columns, including inclusion and exclusion SVG icons rather than text-only extraction; HTTP 200, body SHA256 650153212b270213cd4e18baa9d973a2dceb5fe2af5403ca421efadcd9a723dd",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The table includes Skills, web, connectors and custom MCP on Team/Enterprise, labels connectors beta, gives Team 30 GB/user Libraries, and includes Canvas, scheduling, workflows, image generation and data export. Knowledge connectors are Team/Enterprise; Admin API, audit logs, SAML SSO and custom deployment are Enterprise. Enterprise infinity icons are not fixed quotas."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-release-notes-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/resources/release-notes.md",
      "title": "Mistral release notes",
      "locator": "2026-09-22: simpler Vibe experience; Knowledge Base; spreadsheets; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 2e5b0d700fa3426538fedfdd02bc63bbab6d2b97b91c1f72c6460a3a6ea0d07b on 2026-10-26",
      "sourceDate": "2026-09-22",
      "retrievedAt": "2026-10-26",
      "finding": "Chat-to-Work migration is phased, with Enterprise migration starting October 1 and an approximate six-month administrator window."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-home-20261026",
      "productId": "mistral-vibe",
      "kind": "vendor-claimed",
      "url": "https://mistral.ai/products/vibe/",
      "title": "Mistral Vibe product",
      "locator": "FAQ: name, deployment, voice and integrations; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 0246e627184ac60f05c6672201cd99be89752c34cae3e7b4a1e899be9508869b on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Mistral combines Work/Chat and coding under Vibe and offers Enterprise on-premise/private-cloud deployments."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-image-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/image-generation.md",
      "title": "Generate images",
      "locator": "Model provider; editing; limits; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 ea76aed6c7b591368c3ae678e2e772ed8be592a7d01931f63e5cc001ab915f23 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Image generation uses Black Forest Labs models and supports uploaded-image edits with plan limits."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-files-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/files-and-canvas.md",
      "title": "Work with Files and Canvas",
      "locator": "Supported formats; image/audio/spreadsheet analysis; Canvas exports; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 69c16ff45099cba600e79f8ed219a4765adc73d4b015f332be1f4fc28b3fb6b6 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Files and Canvas support documents, scanned images, audio analysis, editable outputs and PowerPoint/table export."
    },
    {
      "id": "nuwacom:nuwacom:models",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/aimodels.md",
      "title": "AI Models",
      "locator": "Auto Mode, model tables, image and video defaults",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The model table identifies providers, text/image/video models and EU/global regions."
    },
    {
      "id": "nuwacom:nuwacom:model-web",
      "productId": "nuwacom",
      "kind": "vendor-claimed",
      "url": "https://nuwacom.com/en/all-ai-models-in-nuwacom",
      "title": "Performance and usage of AI Models in nuwacom | nuwacom.com",
      "locator": "Model comparison table",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The public model table lists hosted regions, capabilities and provider list-price indicators."
    },
    {
      "id": "nuwacom:nuwacom:chat",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/product/chat.md",
      "title": "Chat",
      "locator": "Model selection, files, Enterprise Search, Source references and outputs",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Chat supports model routing, file/context selection, dictation, citations, sharing and document tools."
    },
    {
      "id": "nuwacom:nuwacom:changes",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/product/releasenotes.md",
      "title": "Release Notes",
      "locator": "October16/7 2026 and previous releases",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dated release notes add per-user/group model access and design systems on October 16."
    },
    {
      "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": "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": "nuwacom:nuwacom:changes-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/product/releasenotes.md",
      "title": "Release Notes",
      "locator": "October16/7 2026 and previous releases; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 f8f028d62aa482bb5113c42f219c4904802f35228aaad805bdeff7453dbaaf69 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Dated release notes add per-user/group model access and design systems on October 16."
    },
    {
      "id": "nuwacom:nuwacom:settings-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/workspacesettings.md",
      "title": "Workspace settings",
      "locator": "Models, API Keys, Permissions, Connectors and AI Guardrails; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 405bee8d1964a0a505a1732391db4ad97ecbf52ac10a07cea2c009ba50f31241 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Admin settings govern models, permissions, connector sharing, keys, usage, analytics and Privacy Mode."
    },
    {
      "id": "nuwacom:nuwacom:overview-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/overviewdatasecurity.md",
      "title": "Overview Data Security",
      "locator": "Sections 1–12; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 7029b43e958933d57ffdd540b2a3ca8c4bcd01f08cd6a8531c11a605ed26b045 on 2026-10-26",
      "sourceDate": "2026-09-21",
      "retrievedAt": "2026-10-26",
      "finding": "Security overview describes tenant isolation, EU-only configuration, no training and data-specific retention."
    },
    {
      "id": "nuwacom:nuwacom:models-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/aimodels.md",
      "title": "AI Models",
      "locator": "Auto Mode, model tables, image and video defaults; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 8348b4d2f90cd6f42ba6791de9f5521917f4dc5195f68153f9ec570f18bc04d3 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The model table identifies providers, text/image/video models and EU/global regions."
    },
    {
      "id": "nuwacom:nuwacom:account-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/account.md",
      "title": "Account",
      "locator": "Preferences, Memories, Orchestrator and Voices; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 dfc18c122e2ad169ae01163d0568fe65ca5b909a645424bc00557a488c6e3950 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Account preferences list German/English/French UI and private opt-in chat memory controls."
    },
    {
      "id": "nuwacom:nuwacom:usage-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/ai-usage.md",
      "title": "AI Usage",
      "locator": "Seat types, Additional AI Usage and usage limits; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 428303677ead94cb2ddc529da317910ffa11bdb63d540a03b716915183997f68 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Standard/Premium/Power provide 1x/2x/5x relative usage plus optional centrally allocated usage."
    },
    {
      "id": "nuwacom:nuwacom:rules-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/usage-rules.md",
      "title": "Usage Rules",
      "locator": "Included usage and limit behavior; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 eee127131ed311135910bacc727ef9102ff3155d82ab64dac0f11f1ab08ac0e3 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "At usage limits interactive chats fall back to Instant while workflows, API and chatbots pause without automatic charges."
    },
    {
      "id": "nuwacom:nuwacom:docs-full-recheck-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/llms-full.txt",
      "title": "nuwacom complete public documentation",
      "locator": "Document headings and Source URLs; public bulk Markdown; retrieved HTTP200; SHA256 8bc6fd239ea8cb6bee5693ca53d17aba1348270a0a2977b4bdeb65e3569415be; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 6af793cb8c205bbfc5ba3ad0d5fbe82607e35635d29132e4ad41c3c9af779caf on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The vendor publishes a retrievable bulk Markdown copy of its product, admin and developer documentation; individual canonical Markdown pages were also re-read with HTTP200 responses."
    },
    {
      "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": "nuwacom:nuwacom:chat-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/product/chat.md",
      "title": "Chat",
      "locator": "Model selection, files, Enterprise Search, Source references and outputs; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 d1138f9daa51ff9fc61b0b5561d6ccd72efbfec31acf4b0bc8e77eed01d53380 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Chat supports model routing, file/context selection, dictation, citations, sharing and document tools."
    },
    {
      "id": "nuwacom:nuwacom:documents-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/documents.md",
      "title": "Documents",
      "locator": "Templates, Edit document and Export; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 49a503c132b5c55c0ec550578ac78b7132720134d4ca507687cd451fb8d8a65a on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "A document editor uses templates and exports DOCX/PDF; template uploads are capped50MB."
    },
    {
      "id": "nuwacom:nuwacom:slides-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/slides.md",
      "title": "Slides",
      "locator": "Templates, editing and export; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 7b992117140c0ee636c7cd7e519d60dd95aef819059b7dde2104a3dac646348a on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Presentation editor uses corporate design references and exports PPTX/PDF, with documented layout deviations."
    },
    {
      "id": "nuwacom:nuwacom:analysis-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/data-analysis.md",
      "title": "Data Analysis",
      "locator": "Overview, Python explanation and outputs; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 44fd2389a3b19521ed4b82b2dfc9d195a8a6a2c8b12d3ef8ecdecfdec9c20f65 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "An integrated Python interpreter analyzes Excel/CSV/Sheets and generates charts and downloadable outputs."
    },
    {
      "id": "nuwacom:nuwacom:knowledge-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/product/knowledge.md",
      "title": "Knowledge",
      "locator": "Sharing, Sync external connectors FAQ, formats and file operations; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 136d0a20646ab0edf189d7b4a97af31fbf24c828b09d9930ad0493c924600a72 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Persistent folders can sync extracted content; source permissions are explicitly not transferred to knowledge folders."
    },
    {
      "id": "nuwacom:nuwacom:pricing-20261026",
      "productId": "nuwacom",
      "kind": "vendor-claimed",
      "url": "https://nuwacom.com/en/pricing",
      "title": "AI for your team. Transparently priced. | nuwacom.com",
      "locator": "Business/Enterprise features and annual seat prices; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 992ac84ee649d106b90fad9edfed769aa26077296894aee56a2a875cf7a73bf4 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Business lists EUR25/49/99 annual seat prices; Enterprise20+ adds automated source sync, Privacy Mode, custom integrations, §203 compliance and SLA. No SSO/API tier entitlement is stated here."
    },
    {
      "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": "nuwacom:nuwacom:directory-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/connector-directory.md",
      "title": "Connector Directory",
      "locator": "Connector directory entries; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 bbfc04744fde970838420689ccd8b19a641cdcaa4da9238e0a544d319a29cff8 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Native connector directory lists Microsoft, Google, Atlassian, CRM, BI and HR actions."
    },
    {
      "id": "nuwacom:nuwacom:connectors-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/product/connectors.md",
      "title": "Introduction to Connectors",
      "locator": "Overview, management and FAQ; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 df72b28814395c52cb00f4d83048ecd1991052d2bba51d25e22473c8e3460392 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Admins manage native/MCP connectors; sharing an account grants recipients its available data."
    },
    {
      "id": "nuwacom:nuwacom:mcp-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/connect-mcp-server.md",
      "title": "Connect an MCP Server",
      "locator": "Wizard, Authentication methods and OAuth modes; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 777ab4cff0de14efe6fda229586834769e6a825a176845be2bb88dfb3ab7f33f on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Custom remote MCP supports StreamableHTTP/SSE, tool selection and OAuth/token/M2 M authentication."
    },
    {
      "id": "nuwacom:nuwacom:agent-config-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/agent-configuration.md",
      "title": "Agent Configuration",
      "locator": "Actions, Knowledge, Settings, Publish externally and Save/share; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 c9aaa442627de5d16cc603cc7bfb613c1e1793df99d087f5cf2292027c8744bd on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Agents bind instructions, files/folders, connectors and skills, and can be privately or externally published."
    },
    {
      "id": "nuwacom:nuwacom:connections-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/connections.md",
      "title": "Connections",
      "locator": "Who Can Use a Connection; Default Account in an Agent; Apps; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 85363bb53be84272eb7b54a76dd787ef26cae0e60a5ed96dd17f4c815677116c on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Personal OAuth enforces the owner rights, while shared/default accounts lend owner access to other users."
    },
    {
      "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": "nuwacom:nuwacom:overview-rev2",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/overviewdatasecurity.md",
      "title": "Overview Data Security",
      "locator": "Sections 1–12; canonical Markdown retrieved HTTP200 with Python requests on2026-10-21; body SHA256 7029b43e958933d57ffdd540b2a3ca8c4bcd01f08cd6a8531c11a605ed26b045",
      "sourceDate": "2026-09-21",
      "retrievedAt": "2026-10-21",
      "finding": "Security overview describes tenant isolation, EU-only configuration, no training and data-specific retention."
    },
    {
      "id": "nuwacom:nuwacom:plans-rev2",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/plans.md",
      "title": "Plans",
      "locator": "Plans and Seats; canonical Markdown retrieved HTTP200 with Python requests on2026-10-21; body SHA256 a29c7eb20e666c52a8f37f999667a47aff38bdb5d920810a4516708928c9f9b3",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Two plans have three seat types, with same feature scope within a plan and quoted Enterprise from 20 users."
    },
    {
      "id": "nuwacom:nuwacom:knowledge-rev2",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/product/knowledge.md",
      "title": "Knowledge",
      "locator": "Sharing, Sync external connectors FAQ, formats and file operations; canonical Markdown retrieved HTTP200 with Python requests on2026-10-21; body SHA256 67347cb093589a2fb67b0cfd8f074df6eb2c8efee17155b26d7b8b1d82400087",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Persistent folders can sync extracted content; source permissions are explicitly not transferred to knowledge folders."
    },
    {
      "id": "nuwacom:nuwacom:connectors-rev2",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/product/connectors.md",
      "title": "Introduction to Connectors",
      "locator": "Overview, management and FAQ; canonical Markdown retrieved HTTP200 with Python requests on2026-10-21; body SHA256 1e953066732c4619cb2edcb7cb8152e9cae5a86094de9c5e8b4d863326c5b45a",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins manage native/MCP connectors; sharing an account grants recipients its available data."
    },
    {
      "id": "nuwacom:nuwacom:docs-full-recheck",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/llms-full.txt",
      "title": "nuwacom complete public documentation",
      "locator": "Document headings and Source URLs; public bulk Markdown; retrieved HTTP200; SHA256 8bc6fd239ea8cb6bee5693ca53d17aba1348270a0a2977b4bdeb65e3569415be",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The vendor publishes a retrievable bulk Markdown copy of its product, admin and developer documentation; individual canonical Markdown pages were also re-read with HTTP200 responses."
    },
    {
      "id": "nuwacom:nuwacom:pricing-rev2",
      "productId": "nuwacom",
      "kind": "vendor-claimed",
      "url": "https://nuwacom.com/en/pricing",
      "title": "AI for your team. Transparently priced. | nuwacom.com",
      "locator": "Business/Enterprise features and annual seat prices",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Business lists EUR25/49/99 annual seat prices; Enterprise20+ adds automated source sync, Privacy Mode, custom integrations, §203 compliance and SLA. No SSO/API tier entitlement is stated here."
    },
    {
      "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": "nuwacom:nuwacom:policy-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/policy-hierarchy.md",
      "title": "Policy Hierarchy",
      "locator": "Order of Precedence and Conflict Resolution; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 c884cb37e3d28b64d3ab25a8fbf3a5c0c3eb9edba127ab27471864fa58398ee2 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "System/agent instructions and tone take precedence over workspace guidelines; memory/context layers are described."
    },
    {
      "id": "nuwacom:nuwacom:orchestrator-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/orchestrator.md",
      "title": "Orchestrator",
      "locator": "Planning, How it works, agents and Access; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 431eaaaf3849b9943c5fa11a2f66c1a85b3a799704053c01fb9e5aba542f3728 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Orchestrator coordinates agents, planning and checkpoints under per-user selected agents."
    },
    {
      "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": "nuwacom:nuwacom:users-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/usermanagement.md",
      "title": "User management",
      "locator": "Roles, Users and User Groups; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 0ded58243f5a335237e50b9d9050574a574c511124780fbaa293a24f970fb776 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Admin, Editor and Reader/Viewer roles, user groups and per-workspace invitations are documented."
    },
    {
      "id": "nuwacom:nuwacom:agents-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/introduction-to-agents.md",
      "title": "Introduction to Agents",
      "locator": "Overview, benefits and use cases; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 a42a940724ec020394b430029797f1d4144ec79b59e2a2c0284f2b69cbe864e7 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Agents are created using natural language and combine knowledge, skills and actions."
    },
    {
      "id": "nuwacom:nuwacom:agent-extra-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/agent-advanced-features.md",
      "title": "Agent Advanced Features",
      "locator": "Categories, Pinning and Duplication; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 4fdf01c48854376b733008376f848165970126d8def51de9ca37a4ac1626d7cd on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "A categorized agent library supports pinning and duplication with shared settings reset."
    },
    {
      "id": "nuwacom:nuwacom:prompts-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/product/prompts.md",
      "title": "Prompts",
      "locator": "Availability note, library and creation; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 1020b25da4f98f7cdf6877f36fa81d5109887595d9d45bd9f807ca4fe18675c7 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Shared/custom prompt library is disabled by default and can be re-enabled by administrators."
    },
    {
      "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": "nuwacom:nuwacom:workflows-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/product/workflows.md",
      "title": "Workflows",
      "locator": "Run Progress, triggers, human-in-the-loop and Export/Import; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 70f2eedb5aa17a1c576ad9f698d16e6d96be453d97c8b92bd538d66e825b5a32 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Chat-created visual workflows support schedules, forms, webhooks, app/internal triggers and manual approvals, with JSON export/import."
    },
    {
      "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": "nuwacom:nuwacom:research-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/research.md",
      "title": "Research",
      "locator": "Source selection, results and follow-ups; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 92f870ac9b32ed3430df745a13cb8c62e6c2ea8a63e96ad4dcfbd91455aa4614 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Research produces structured results with traceable web/internal/app sources and follow-ups."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-schedule-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/scheduled-tasks.md",
      "title": "Schedule tasks",
      "locator": "Public Preview; time-based triggers; approvals; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 e4c6a01ef68d7989ed26518a38cc835790d8f3215240c678de3434f6223a1e44 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Work scheduling is public preview and time-triggered; unattended writes need preauthorization and no current event-trigger support is promised."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-legacy-agents",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/chat-legacy/agents.md",
      "title": "Agents, legacy Chat",
      "locator": "Migration warning; configuration; sharing; Agents and API",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Legacy Chat Agents have instructions/knowledge/tools and sharing, but cannot be called programmatically and are being replaced by Skills."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-provision",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/admin-api/user-provisioning.md",
      "title": "User provisioning with the Admin API",
      "locator": "Enterprise access gate; users; groups; removal",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "An Enterprise Admin API supports user/group/Workspace lifecycle actions but requires separately enabled access."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-usage-api",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/admin-api/usage-metrics.md",
      "title": "Usage metrics with the Admin API",
      "locator": "Billing usage; lechat per-user/per-agent metrics",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise API endpoints expose billing and product usage, including messages/files/images and agent activity by user or agent."
    },
    {
      "id": "nuwacom:nuwacom:api-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/admin/api/introduction.md",
      "title": "API Introduction",
      "locator": "Available APIs, base URL and authentication; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 028b11af1405e17fa0836292df06ec2d975633746bc564c7460fe25bfd0cefad on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "OpenAI-compatible completion, agent and asset APIs use admin-managed scoped bearer tokens."
    },
    {
      "id": "nuwacom:nuwacom:agent-api-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/admin/api/agents-overview.md",
      "title": "Agents API Overview",
      "locator": "Before you start and endpoints; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 c9db742d173acf262c4ebf948fbdcfeb6326a6dc6830664a611f194cfc0378aa on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Agents API exposes custom draft/published configuration with space feature permissions."
    },
    {
      "id": "nuwacom:nuwacom:analytics-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/analytics.md",
      "title": "Analytics",
      "locator": "Analytics areas, filters and Export; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 689838a1f756d9b1da2110e4877c578ebb681b31fca521871fd12c7ca3f0025b on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Aggregated adoption charts cover Chat/Agents/Workflows/API and export CSV."
    },
    {
      "id": "nuwacom:nuwacom:asset-delete-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/api-reference/assets/delete-an-asset",
      "title": "Delete an asset - nuwacom Documentation",
      "locator": "DELETE /api/kb/assets/{spaceId}/{assetId}; operation description, authorization and204 response; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 d3663c6297a16c46c54a7ae3e5bb720348d318b71525c4dd0a81233462d37eea on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The exact operation permanently deletes the stored file and derived embeddings, requires bearer authentication and checks space/asset delete permission; documented behavior was not tested."
    },
    {
      "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": "nuwacom:nuwacom:plans",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/plans.md",
      "title": "Plans",
      "locator": "Plans and Seats",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Two plans have three seat types, with same feature scope within a plan and quoted Enterprise from 20 users."
    },
    {
      "id": "nuwacom:nuwacom:mobile",
      "productId": "nuwacom",
      "kind": "vendor-claimed",
      "url": "https://nuwacom.com/en/resources/blog/nuwacom-mobile-app",
      "title": "nuwacom app for iOS and Android: your workspace, mobile | nuwacom.com",
      "locator": "Feature list and downloads",
      "sourceDate": "2026-09-29",
      "retrievedAt": "2026-10-21",
      "finding": "iOS/Android apps launched September 29 with chat, company knowledge, agents, skills, projects and recording notes."
    },
    {
      "id": "nuwacom:nuwacom:emails-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/emails.md",
      "title": "Emails",
      "locator": "Connect Outlook or Gmail and Open/send; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 901ff75f74840baebe6e627e64a808f9f691e0bcf5e98508c28308d9cebbbd3a on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Email drafts are edited in nuwacom then opened in Outlook/Gmail; connectors retrieve account context."
    },
    {
      "id": "nuwacom:nuwacom:notetaker-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/product/notetaker.md",
      "title": "Notetaker",
      "locator": "Supported Platforms, consent, summary, security and FAQ; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 444a074f84b2df8b4a5a34e45c9c3ce64431e84745a886d10e3a32acf63732fc on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Meeting guest bot transcribes Teams/Meet/Zoom/Webex with calendar/link joins, consent and EU processing."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-instructions",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/custom-instructions.md",
      "title": "Set custom instructions",
      "locator": "Persistent preferences; tone; limitations",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Users set persistent role/tone/output instructions; these are instructions to the model, not an independently enforced policy."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-commercial-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://legal.mistral.ai/terms/commercial-terms-of-service/",
      "title": "Commercial terms of service",
      "locator": "4 Training; 5 Rights; fees; regional governing law; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 cf72086a4255c8704eadbc59bb26581dcaf2c3c4d5af8fd3f51261313e66d390 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Commercial terms apply to Vibe and reserve product IP, with conditional training permissions and feedback/Labs exceptions."
    },
    {
      "id": "nuwacom:nuwacom:terms",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://nuwacom.com/en/terms-of-service",
      "title": "Terms of Service | nuwacom.com",
      "locator": "Sections 2–4/7/9/10/13–15; page updated September9, general terms July9",
      "sourceDate": "2026-09-09",
      "retrievedAt": "2026-10-21",
      "finding": "General terms define German Enterprise versus Luxembourg counterparties, proprietary rights, sensitive-use restrictions and cancellation."
    },
    {
      "id": "nuwacom:nuwacom:images-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/images.md",
      "title": "Images",
      "locator": "Reference images and Models; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 efd2ba852f1fe226c0eb4af9fc14e810c6c1b4a56cdc7da8ee7fbc94833ece7f on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Image generation/editing uses uploaded references and configurable Google model choices."
    },
    {
      "id": "nuwacom:nuwacom:review-fix-image-model-access-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/workspacesettings.md",
      "title": "Workspace settings: image-model access and named exceptions",
      "locator": "Models > Image Generation Model; Enabled Image Models; Model Access, lines 125–160; direct public GET HTTP200 2026-10-26, body SHA256 405bee8d1964a0a505a1732391db4ad97ecbf52ac10a07cea2c009ba50f31241",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Admins choose the image-generation default, enable image models and restrict enabled language or image models to selected users. The non-restrictable exception names the default workspace model and Auto Mode models; it does not explicitly name the default image model."
    },
    {
      "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": "nuwacom:nuwacom:dpa-rev2",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://nuwacom.com/en/data-processing-agreement",
      "title": "Data Processing Agreement | nuwacom.com",
      "locator": "Sections3(3),9; Appendix1 meeting subsection; precedence clause",
      "sourceDate": "2026-09-09",
      "retrievedAt": "2026-10-21",
      "finding": "DPA allows customer-enabled temporary/permanent meeting audio/video retention, requires data deletion30days after end and backup deletion within90days, and restricts sensitive data in the meeting-processing subsection."
    },
    {
      "id": "nuwacom:nuwacom:mobile-20261026",
      "productId": "nuwacom",
      "kind": "vendor-claimed",
      "url": "https://nuwacom.com/en/resources/blog/nuwacom-mobile-app",
      "title": "nuwacom app for iOS and Android: your workspace, mobile | nuwacom.com",
      "locator": "Feature list and downloads; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 c7d6af9f43b830e6aaaa6d502d1bb7de96409d87acf0f464e1b69e299c369e53 on 2026-10-26",
      "sourceDate": "2026-09-29",
      "retrievedAt": "2026-10-26",
      "finding": "iOS/Android apps launched September 29 with chat, company knowledge, agents, skills, projects and recording notes."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-interpreter",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/code-interpreter.md",
      "title": "Code Interpreter",
      "locator": "Paid plans; isolated Python/TypeScript sandbox",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Paid Work can execute Python/TypeScript without sandbox internet access and return charts and downloadable transformed files."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-workspace-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/workspaces/your-first-workspace.md",
      "title": "Create your first Workspace",
      "locator": "Workspace boundary; cap; administrator access; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 38dc85c7eccf438f1cf95c4ed94a21825fb86886403c46946b1a124710c71c02 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "An organization can have up to 500 active Workspaces; organization admins retain access to each Workspace."
    },
    {
      "id": "nuwacom:nuwacom:projects-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/product/projects.md",
      "title": "Projects",
      "locator": "Overview, examples and sharing; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 04b1db486d0b43956f76f32029ed516bc8c46945fbb54c797aaa204dbfa3ed46 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Shared projects combine documents, chats, knowledge and guidelines with team collaboration."
    },
    {
      "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": "nuwacom:nuwacom:security-rev2",
      "productId": "nuwacom",
      "kind": "vendor-claimed",
      "url": "https://nuwacom.com/en/secure-ai-for-business",
      "title": "Secure AI for Business - Sovereign EU AI Infrastructure | nuwacom.com",
      "locator": "Hosting deployment thresholds; encryption; tenant separation; logging",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Public security page distinguishes shared SaaS from dedicated1000+, customer cloud2000+ and on-premise4000+; it states AES256/TLS1.3 and audit export."
    },
    {
      "id": "nuwacom:nuwacom:sso-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/sso-and-usersync.md",
      "title": "SSO & User Sync",
      "locator": "Availability, protocols, mapping, SCIM and role/group synchronization; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 2904e582e1fa03e4206829162035996fe11141398c08dee215177f3727d88ce6 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Self-service SAML/OIDC and SCIM are documented only for multi-tenant workspaces; single-tenant uses custom setup."
    },
    {
      "id": "nuwacom:nuwacom:measures-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/security/measures.md",
      "title": "Measures",
      "locator": "Cloud hosting, Client separation and Authentication; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 d346bf7b4b71498368e7aa9339d996ec15b76dbc9b11dd5ae119a816434ad65a on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Older-style measures table describes Azure EU, MFA, encryption and dedicated hardware per client."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-groups",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/identity-access/groups.md",
      "title": "User groups",
      "locator": "Enterprise availability; externally managed groups",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise groups assign roles/access to Workspaces, including externally managed identity-provider groups."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-sso",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/set-up-organization/sign-in-method/saml-sso.md",
      "title": "Single sign-on",
      "locator": "Enterprise requirement; SAML 2.0; first sign-in",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise SSO uses SAML 2.0, explicitly not OIDC, and provisions users at first sign-in with optional seat assignment."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-users",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/identity-access/user-management.md",
      "title": "User management",
      "locator": "Seats; removal; roles",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins invite/remove members and assign product seats; removal from the organization removes Workspace permissions."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-usage-api-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/admin-api/usage-metrics.md",
      "title": "Usage metrics with the Admin API",
      "locator": "Billing usage; lechat per-user/per-agent metrics; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 406f6ae09c2762cf72a004e5ed3c1f7d1065c3e72c2bc4ee89e5066f52b92a74 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Enterprise API endpoints expose billing and product usage, including messages/files/images and agent activity by user or agent."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-limits-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/workspaces/usage-limits.md",
      "title": "Workspace usage and limits",
      "locator": "Spending cap; rate limits; usage breakdown; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 4c54c5e3d67d54e6a75d2c311603fb83246e6f5f93cbfa61cdc00345fc4d3066 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Workspace caps default to none and support model/token/spend reporting; the defined limit action suspends API access."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-billing-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/billing-usage/billing.md",
      "title": "Billing",
      "locator": "Credits; 402 exhaustion; monthly spending limit; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 4c4d5c9b62f949224e58d971fb6d0049ae350e3fc53662164f43725f08cd1f3d on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Billing supports prepaid credits, organizational limits and invoice downloads; API/Code credit exhaustion has documented failure behavior."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-audit",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/monitor-comply/audit-logs/overview.md",
      "title": "Audit logs overview",
      "locator": "Enterprise availability; captured activities; limitations",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise audit records administrative/authentication and conversation lifecycle events; this guide explicitly says log export is unsupported."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-audit-ref",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/monitor-comply/audit-logs/reference.md",
      "title": "Audit logs reference",
      "locator": "Event types and response fields",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The reference defines actor, target and event fields, but event names do not prove full prompt-body capture or retention."
    },
    {
      "id": "nuwacom:nuwacom:settings-rev2",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/workspacesettings.md",
      "title": "Workspace settings",
      "locator": "Models, API Keys, Permissions, Connectors and AI Guardrails; canonical Markdown retrieved HTTP200 with Python requests on2026-10-21; body SHA256 f615dae10d38c17aa9ab09f3083792bc81d07affc271eb51e018ba5296a9369d",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admin settings govern models, permissions, connector sharing, keys, usage, analytics and Privacy Mode."
    },
    {
      "id": "nuwacom:nuwacom:pii-rev2",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/privacymode.md",
      "title": "Privacy Mode",
      "locator": "Availability, operation, configuration and activation; canonical Markdown retrieved HTTP200 with Python requests on2026-10-21; body SHA256 28c6a3eb081d23679cc894436d549c44322c11143078b4e615bd25fb2cdb173e",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Privacy Mode reversibly masks personal information before model processing and supports enforced or user-optional activation."
    },
    {
      "id": "nuwacom:nuwacom:pii-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/privacymode.md",
      "title": "Privacy Mode",
      "locator": "Availability, operation, configuration and activation; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 28c6a3eb081d23679cc894436d549c44322c11143078b4e615bd25fb2cdb173e on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Privacy Mode reversibly masks personal information before model processing and supports enforced or user-optional activation."
    },
    {
      "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": "nuwacom:nuwacom:models-rev2",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/aimodels.md",
      "title": "AI Models",
      "locator": "Auto Mode, model tables, image and video defaults; canonical Markdown retrieved HTTP200 with Python requests on2026-10-21; body SHA256 8348b4d2f90cd6f42ba6791de9f5521917f4dc5195f68153f9ec570f18bc04d3",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The model table identifies providers, text/image/video models and EU/global regions."
    },
    {
      "id": "nuwacom:nuwacom:measures-rev2",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/security/measures.md",
      "title": "Measures",
      "locator": "Cloud hosting, Client separation and Authentication; canonical Markdown retrieved HTTP200 with Python requests on2026-10-21; body SHA256 bbc08c87e57317052b5e516d4d6d2fca9cb4e45b7d2ec6ab2636bc316a6aab68",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Older-style measures table describes Azure EU, MFA, encryption and dedicated hardware per client."
    },
    {
      "id": "nuwacom:nuwacom:enterprise-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://nuwacom.com/en/enterprise-terms-of-service",
      "title": "Enterprise Terms of Service | nuwacom.com",
      "locator": "Sections B–E and General provisions; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 3048ff6c8661c3739be68617f82270baab91ecfb19141780247fea50928c7e7d on 2026-10-26",
      "sourceDate": "2025-10-27",
      "retrievedAt": "2026-10-26",
      "finding": "Enterprise terms specify support/SLA credits and customer-operated Self-Managed Hosting."
    },
    {
      "id": "nuwacom:nuwacom:plans-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/plans.md",
      "title": "Plans",
      "locator": "Plans and Seats; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 6764f853a7547b067e9bde34f216df30cb1aa70c11d5ce5969a59f52b5a1e62d on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Two plans have three seat types, with same feature scope within a plan and quoted Enterprise from 20 users."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-connectors",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/connectors.md",
      "title": "Connect tools with Connectors",
      "locator": "Featured connectors; approval; data and privacy",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Featured connectors use OAuth and live retrieval; source content and conversations have separately stated storage/training policies."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-zdr",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/admin/monitor-comply/zero-data-retention.md",
      "title": "Zero data retention",
      "locator": "Coverage; exclusions; request",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "ZDR covers approved stateless paid API routes and explicitly excludes Vibe Work/Chat, libraries, conversations and agents."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-training",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://help.mistral.ai/en/articles/347617-do-you-use-my-user-data-to-train-your-artificial-intelligence-models",
      "title": "Do you use user data for model training?",
      "locator": "Controls on Vibe; Enterprise; feedback",
      "sourceDate": "2026-08-31",
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise defaults to training opt-out, generic Vibe defaults differ, and submitted feedback can authorize related-data use."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-optout",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://help.mistral.ai/en/articles/455207-can-i-opt-out-of-my-input-or-output-data-being-used-for-training",
      "title": "Training opt-out controls",
      "locator": "Vibe, Team and Enterprise; separate API toggle",
      "sourceDate": "2026-09-03",
      "retrievedAt": "2026-10-21",
      "finding": "The September article says Team admins may disable training and Enterprise defaults to opt-out; Vibe and API controls are separate."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-commercial",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://legal.mistral.ai/terms/commercial-terms-of-service/",
      "title": "Commercial terms of service",
      "locator": "4 Training; 5 Rights; fees; regional governing law",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Commercial terms apply to Vibe and reserve product IP, with conditional training permissions and feedback/Labs exceptions."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-delete-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://help.mistral.ai/en/articles/347613-can-i-delete-a-chat-conversation",
      "title": "Can I delete a chat conversation?",
      "locator": "Manual deletion; backend retention; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 e5e32e605a4886b543b62a4efcbe743bcb55a66a560c26540fd49b38269172e5 on 2026-10-26",
      "sourceDate": "2026-08-12",
      "retrievedAt": "2026-10-26",
      "finding": "User-visible deletion is irreversible but backend copies can remain for legal, policy and monitoring purposes."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-dpa-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://legal.mistral.ai/terms/data-processing-addendum/",
      "title": "Data Processing Addendum",
      "locator": "Definitions; subprocessors; 10 Return/destruction; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 b578ac8d9fbe2ccebf7a70e127c5b3052d24219c6195cf7ffb97a71d051552f7 on 2026-10-26",
      "sourceDate": "2026-07-27",
      "retrievedAt": "2026-10-26",
      "finding": "The DPA defines GDPR processing, prior subprocessor notice with a 10-day objection period and loss of data access 30 days after termination."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-retention-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://help.mistral.ai/en/articles/347628-how-long-do-you-store-my-data",
      "title": "How long is data stored?",
      "locator": "Account/technical/legal retention examples; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 2c1a0e2ffbc481905cedc6f24e4831034ae1eec0dfc566ceecbcf8633390f8fe on 2026-10-26",
      "sourceDate": "2026-08-12",
      "retrievedAt": "2026-10-26",
      "finding": "Retention differs by data type; account identity, technical and invoicing records can outlast the user contract."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-location-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://help.mistral.ai/en/articles/347629-where-do-you-store-my-data-or-my-organization-s-data",
      "title": "Where is data stored?",
      "locator": "EU default; feature transfers; Enterprise controls; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 6e6c908ef3d6f98376804f8bc0da9a4869329875eca81dff6fc211c329412509 on 2026-10-26",
      "sourceDate": "2026-08-12",
      "retrievedAt": "2026-10-26",
      "finding": "Mistral states default EU hosting with feature-dependent extra-EU transfers; some Enterprise features can be disabled to reduce transfers."
    },
    {
      "id": "nuwacom:nuwacom:trust",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://trust.nuwacom.ai/",
      "title": "nuwacom Trust Center",
      "locator": "HTML metadata and client-only body",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Public Vanta Trust Center identifies nuwacom but the retrieved HTML is a client-rendered shell, so no complete provider register or certificate was verified."
    },
    {
      "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": "nuwacom:nuwacom:enterprise",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://nuwacom.com/en/enterprise-terms-of-service",
      "title": "Enterprise Terms of Service | nuwacom.com",
      "locator": "Sections B–E and General provisions",
      "sourceDate": "2025-10-27",
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise terms specify support/SLA credits and customer-operated Self-Managed Hosting."
    },
    {
      "id": "nuwacom:nuwacom:webinars",
      "productId": "nuwacom",
      "kind": "vendor-claimed",
      "url": "https://nuwacom.com/en/resources/webinars",
      "title": "nuwacom Webinars | nuwacom.com",
      "locator": "Previous webinars",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Official webinar archive includes German recordings about skills, MCP, apps and the EU AI Act."
    },
    {
      "id": "nuwacom:nuwacom:ai-act",
      "productId": "nuwacom",
      "kind": "vendor-claimed",
      "url": "https://nuwacom.com/en/resources/blog/ai-act-is-becoming-reality",
      "title": "The EU AI Act Becomes Reality: What Businesses Must Do Now to Stay Compliant | nuwacom Blog | nuwacom.com",
      "locator": "Article and glossary",
      "sourceDate": "2026-06-15",
      "retrievedAt": "2026-10-21",
      "finding": "Vendor provides public AI Act deployment/governance guidance; it is not a product conformity assessment."
    },
    {
      "id": "nuwacom:nuwacom:secrecy-announcement",
      "productId": "nuwacom",
      "kind": "vendor-claimed",
      "url": "https://nuwacom.com/de/ressourcen/blog/nuwacom-erfuellt-203-stgb-dora-compliance-regulierte-branchen",
      "title": "nuwacom §203 professional-secrecy agreement",
      "locator": "Eine Zusatzvereinbarung für Berufsgeheimnisträger",
      "sourceDate": "2026-06-19",
      "retrievedAt": "2026-10-21",
      "finding": "June19 announcement says a professional-secrecy supplementary agreement is available via Trust Center,separate from ordinary GDPR DPA."
    },
    {
      "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": "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": "nuwacom:nuwacom:ecb-fx",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml",
      "title": "ECB historical euro reference rates, 20 October 2026",
      "locator": "Cube time=2026-10-20, USD and CHF currency entries",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "ECB2026-10-20 reference rates:EUR1=USD1.1215=CHF0.9237, implying USD1=EUR0.89166206."
    },
    {
      "id": "nuwacom:nuwacom:rules-rev2",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/usage-rules.md",
      "title": "Usage Rules",
      "locator": "Included usage and limit behavior; canonical Markdown retrieved HTTP200 with Python requests on2026-10-21; body SHA256 eee127131ed311135910bacc727ef9102ff3155d82ab64dac0f11f1ab08ac0e3",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "At usage limits interactive chats fall back to Instant while workflows, API and chatbots pause without automatic charges."
    },
    {
      "id": "nuwacom:nuwacom:usage-rev2",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/ai-usage.md",
      "title": "AI Usage",
      "locator": "Seat types, Additional AI Usage and usage limits; canonical Markdown retrieved HTTP200 with Python requests on2026-10-21; body SHA256 18ed9eca4883669d559f7d55fad141516df8015cf88219fd68ea0a03b78bf7af",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Standard/Premium/Power provide 1x/2x/5x relative usage plus optional centrally allocated usage."
    },
    {
      "id": "nuwacom:nuwacom:notetaker-rev2",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/product/notetaker.md",
      "title": "Notetaker",
      "locator": "Supported Platforms, consent, summary, security and FAQ; canonical Markdown retrieved HTTP200 with Python requests on2026-10-21; body SHA256 444a074f84b2df8b4a5a34e45c9c3ce64431e84745a886d10e3a32acf63732fc",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Meeting guest bot transcribes Teams/Meet/Zoom/Webex with calendar/link joins, consent and EU processing."
    },
    {
      "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": "nuwacom:nuwacom:status",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://status.nuwacom.ai/",
      "title": "nuwacom platform Status",
      "locator": "Components and past incidents",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Public status history separates standard/Germany applications and components."
    },
    {
      "id": "nuwacom:nuwacom:imprint",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://nuwacom.com/de/impressum",
      "title": "imprint",
      "locator": "Company and legal information",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Imprint identifies the Koblenz and Luxembourg nuwacom entities."
    },
    {
      "id": "nuwacom:nuwacom:playbook-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/aiadoption/rolloutplaybook.md",
      "title": "Rollout Playbook",
      "locator": "Phases1–5; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 138e1abda4b5fc20be5c5ede39a2b4cd19ae4ccb60e2ce202afc71fd41f8f004 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Rollout playbook describes kickoffs, train-the-trainer, library seeding and long-term adoption."
    },
    {
      "id": "nuwacom:nuwacom:rollout-20261026",
      "productId": "nuwacom",
      "kind": "documented",
      "url": "https://docs.nuwacom.ai/en/aiadoption/rolloutsetup.md",
      "title": "Rollout Setup",
      "locator": "AI responsibility, Champions and Training; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 10c0b60b05661e9474a1e212bcbd412dd12c6c391a8990c79e42d455572ad4b9 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Public adoption guide recommends AI owners, department champions and role-based enablement."
    },
    {
      "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."
    }
  ]
}
