{
  "schemaVersion": 1,
  "rubricVersion": "1.1",
  "kind": "pair",
  "slug": "cohere-north-vs-mistral-vibe",
  "canonicalUrl": "https://onaihq.com/compare/agents/cohere-north-vs-mistral-vibe/",
  "markdownUrl": "https://onaihq.com/compare/agents/cohere-north-vs-mistral-vibe/index.md",
  "dataUrl": "https://onaihq.com/compare/agents/cohere-north-vs-mistral-vibe/data.json",
  "generatedAt": "2026-10-27",
  "lastCheckedAt": "2026-10-26",
  "lastCrossCheckedAt": "2026-10-26",
  "nextCheckAt": "2026-12-20",
  "publisher": {
    "name": "onAI",
    "url": "https://onaihq.com",
    "marketParticipant": true,
    "editorialControl": "onAI selects the products, rubric, sources and wording, including for comparisons that do not include onAI.",
    "disclosure": "Published by onAI. onAI also sells one of the products compared here. Findings about other products link to public sources so you can check them; statements about onAI are marked as stated by onAI."
  },
  "products": [
    {
      "id": "cohere-north",
      "name": "Cohere North",
      "website": "https://cohere.com/north",
      "repository": null,
      "pageUrl": "https://onaihq.com/compare/agents/products/cohere-north/",
      "lifecycle": {
        "status": "sunset",
        "note": "Version-scoped component migration: legacy Jira removed in North 2.0; legacy Google Drive and guardrail REST slated for removal in 2.1, Salesforce legacy and Data Interpreter deprecated without a fixed date. Whole North continues.",
        "scope": "Legacy North connectors/APIs/Data Interpreter only; customer upgrade version determines removal.",
        "continuation": "New Jira/Google Drive/Salesforce tools, guardrail gRPC and Code sandbox replace legacy paths; connection recreation or application migration may be required.",
        "announcementDate": "2026-10-16",
        "serviceEndDate": null,
        "checkedAt": "2026-10-21",
        "crossCheckedAt": "2026-10-21",
        "nextCheckAt": "2026-12-20",
        "evidenceIds": [
          "cohere-north:cohere-north:n-north-changelog",
          "cohere-north:cohere-north:n-doc-36"
        ]
      },
      "surfaces": [
        {
          "id": "north-web",
          "name": "North 2 web application and Admin console",
          "type": "web"
        },
        {
          "id": "north-api",
          "name": "North instance REST API and SDK access",
          "type": "api"
        },
        {
          "id": "north-private",
          "name": "Customer-hosted North and Compass Kubernetes deployment",
          "type": "self-hosted"
        },
        {
          "id": "north-mobile",
          "name": "North iOS and alpha Android app",
          "type": "mobile"
        },
        {
          "id": "model-vault",
          "name": "Optional Cohere-managed Model Vault inference with customer-hosted North",
          "type": "api"
        },
        {
          "id": "platform-api",
          "name": "Separate Cohere Platform model API; policies scoped separately",
          "type": "api"
        }
      ],
      "sourcedClaimCount": 49,
      "statedByVendorCount": 0,
      "crossCheckedClaimCount": 49,
      "sourcedOnlyClaimCount": 0,
      "oldestCheckedAt": "2026-10-21",
      "lastCheckedAt": "2026-10-26"
    },
    {
      "id": "mistral-vibe",
      "name": "Mistral Vibe",
      "website": "https://mistral.ai/products/vibe/",
      "repository": null,
      "pageUrl": "https://onaihq.com/compare/agents/products/mistral-vibe/",
      "lifecycle": {
        "status": "sunset",
        "note": "The legacy hosted Chat tab and its Chat Agents are being removed progressively as accounts migrate to unified Vibe Work. Enterprise migration began October 1, 2026 with an approximately six-month administrator window; no fixed final end date was published in the inspected release.",
        "scope": "Legacy hosted Vibe Chat tab and Chat-created Agents only; not Vibe Work, Vibe Code, Mistral API or customer-deployed models.",
        "continuation": "Vibe Work continues with Skills; the rename preserves accounts, plans and conversations.",
        "announcementDate": "2026-09-22",
        "serviceEndDate": null,
        "checkedAt": "2026-10-21",
        "crossCheckedAt": "2026-10-26",
        "nextCheckAt": "2026-12-20",
        "evidenceIds": [
          "mistral-vibe:mistral-vibe:m-release-notes",
          "mistral-vibe:mistral-vibe:m-legacy-agents",
          "mistral-vibe:mistral-vibe:m-rename"
        ]
      },
      "surfaces": [
        {
          "id": "vibe-work-web",
          "name": "Hosted Vibe Work web app after migration",
          "type": "web"
        },
        {
          "id": "vibe-chat-legacy",
          "name": "Legacy Vibe Chat during enterprise migration",
          "type": "web"
        },
        {
          "id": "vibe-mobile",
          "name": "Vibe iOS/Android apps",
          "type": "mobile"
        },
        {
          "id": "vibe-enterprise-private",
          "name": "Enterprise private Vibe deployment",
          "type": "private-platform"
        },
        {
          "id": "vibe-code-cli",
          "name": "Vibe Code CLI, separate coding scope",
          "type": "cli"
        }
      ],
      "sourcedClaimCount": 44,
      "statedByVendorCount": 0,
      "crossCheckedClaimCount": 44,
      "sourcedOnlyClaimCount": 0,
      "oldestCheckedAt": "2026-10-21",
      "lastCheckedAt": "2026-10-26"
    }
  ],
  "coverage": {
    "totalCriteria": 51,
    "sharedCrossCheckedCriteria": 42,
    "sharedSourcedCriteria": 42,
    "crossCheckedCriteriaByProduct": {
      "cohere-north": 49,
      "mistral-vibe": 44
    },
    "sourcedOnlyCriteriaByProduct": {
      "cohere-north": 0,
      "mistral-vibe": 0
    },
    "sourcedCriteriaByProduct": {
      "cohere-north": 49,
      "mistral-vibe": 44
    },
    "crossCheckedCriterionRows": 51,
    "sourcedOnlyCriterionRows": 0,
    "sourcedCriterionRows": 51,
    "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": "cohere-north",
          "claimId": "cohere-north:MOD-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "North supports customer-configured Cohere and external providers; deployed models determine availability.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform 2.0.1; alpha model-tier aliases and direct image input; North Mini separately Beta",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "providers",
              "question": "Which model providers are available?",
              "support": "supported",
              "answer": "Provider types include customer Cohere containers, Cohere Platform/compatibility, vLLM, Azure Cohere, Bedrock, SageMaker, Azure OpenAI, OpenAI and Anthropic.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-177-20261026"
              ]
            },
            {
              "id": "current_models",
              "question": "Which current models are selectable on this plan?",
              "support": "partial",
              "answer": "The model card documents North Large 01-2026, and the October 16 release adds North Mini Beta. The Skills guide recommends additional external model identifiers, but those do not establish what any customer deployment has installed or licensed.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-32-20261026",
                "cohere-north:cohere-north:north-release-html-20261026",
                "cohere-north:cohere-north:n-doc-12-20261026",
                "cohere-north:cohere-north:n-doc-134-20261026"
              ]
            },
            {
              "id": "user_choice",
              "question": "Can users pick the model per chat?",
              "support": "supported",
              "answer": "Default-agent chat has a model picker; custom agents choose models in settings. Alpha tier picker aliases Default/Alternate/Legacy and can expose additional permitted models.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-1-20261026",
                "cohere-north:cohere-north:n-doc-134-20261026"
              ]
            },
            {
              "id": "auto_routing",
              "question": "Does the product route between models automatically, and is the chosen model shown?",
              "support": "partial",
              "answer": "Documented resolution is group default, Default alias, then deployment default; inaccessible aliases silently fall back to provider default with a log warning. Automatic task-based routing across providers and UI disclosure of that fallback remain unknown.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-134-20261026"
              ]
            },
            {
              "id": "multimodal_input",
              "question": "Which models accept images, audio or files?",
              "support": "partial",
              "answer": "North Large 01-2026 accepts text/images,256K input and32K text output. Alpha image input is Cohere-only; visual parser handles PDF/DOCX/PPTX, including OCR. Dictation uses configured ASR; complete per-model matrix unknown.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-32-20261026",
                "cohere-north:cohere-north:n-doc-14-20261026",
                "cohere-north:cohere-north:n-doc-97-20261026"
              ]
            }
          ],
          "limitations": [
            "current_models: The model card documents North Large 01-2026, and the October 16 release adds North Mini Beta. The Skills guide recommends additional external model identifiers, but those do not establish what any customer deployment has installed or licensed.",
            "auto_routing: Documented resolution is group default, Default alias, then deployment default; inaccessible aliases silently fall back to provider default with a log warning. Automatic task-based routing across providers and UI disclosure of that fallback remain unknown.",
            "multimodal_input: North Large 01-2026 accepts text/images,256K input and32K text output. Alpha image input is Cohere-only; visual parser handles PDF/DOCX/PPTX, including OCR. Dictation uses configured ASR; complete per-model matrix unknown."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-177-20261026",
            "cohere-north:cohere-north:n-doc-32-20261026",
            "cohere-north:cohere-north:north-release-html-20261026",
            "cohere-north:cohere-north:n-doc-12-20261026",
            "cohere-north:cohere-north:n-doc-134-20261026",
            "cohere-north:cohere-north:n-doc-1-20261026",
            "cohere-north:cohere-north:n-doc-14-20261026",
            "cohere-north:cohere-north:n-doc-97-20261026"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:MOD-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Hosted Work exposes task-oriented Fast/Think behavior; a complete current per-plan named chat-model catalogue was not established.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Migrated Team and Enterprise hosted Work; no arbitrary named-model picker entitlement asserted",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "providers",
              "question": "Which model providers are available?",
              "support": "partial",
              "answer": "Mistral powers core Vibe; images use Black Forest Labs and voice uses Voxtral. Named selectable core-chat models per plan were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-home-20261026",
                "mistral-vibe:mistral-vibe:m-image-20261026"
              ]
            },
            {
              "id": "current_models",
              "question": "Which current models are selectable on this plan?",
              "support": "unknown",
              "answer": "The API model list and pricing recommendations do not establish current models selectable in hosted Work/Chat for each plan. Search on 2026-10-26: https://mistral.ai/products/vibe/, https://docs.mistral.ai/vibe/work/image-generation.md, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "user_choice",
              "question": "Can users pick the model per chat?",
              "support": "partial",
              "answer": "The September 22 hosted release explicitly covers migrating Free, Pro, Teams and Enterprise accounts and documents Fast/Think choice in unified Work. These are reasoning modes, not arbitrary provider/model selection.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-release-notes-20261026",
                "mistral-vibe:mistral-vibe:plan-matrix-20261026"
              ]
            },
            {
              "id": "auto_routing",
              "question": "Does the product route between models automatically, and is the chosen model shown?",
              "support": "unknown",
              "answer": "Work chooses tools automatically, but model-routing rules and display of the chosen model were not established. Search on 2026-10-26: https://mistral.ai/products/vibe/, https://docs.mistral.ai/vibe/work/image-generation.md, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "multimodal_input",
              "question": "Which models accept images, audio or files?",
              "support": "partial",
              "answer": "Work accepts document/image and audio context; exact model-by-model capabilities were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files-20261026"
              ]
            }
          ],
          "limitations": [
            "providers: Mistral powers core Vibe; images use Black Forest Labs and voice uses Voxtral. Named selectable core-chat models per plan were not established.",
            "current_models: The API model list and pricing recommendations do not establish current models selectable in hosted Work/Chat for each plan. Search on 2026-10-26: https://mistral.ai/products/vibe/, https://docs.mistral.ai/vibe/work/image-generation.md, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
            "user_choice: The September 22 hosted release explicitly covers migrating Free, Pro, Teams and Enterprise accounts and documents Fast/Think choice in unified Work. These are reasoning modes, not arbitrary provider/model selection.",
            "auto_routing: Work chooses tools automatically, but model-routing rules and display of the chosen model were not established. Search on 2026-10-26: https://mistral.ai/products/vibe/, https://docs.mistral.ai/vibe/work/image-generation.md, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
            "multimodal_input: Work accepts document/image and audio context; exact model-by-model capabilities were not established."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-home-20261026",
            "mistral-vibe:mistral-vibe:m-image-20261026",
            "mistral-vibe:mistral-vibe:m-release-notes-20261026",
            "mistral-vibe:mistral-vibe:m-files-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "id": "MOD-02",
      "title": "Model freshness",
      "group": {
        "id": 1,
        "name": "Models"
      },
      "judgment": "Measure the days from a provider's general release to availability in the product for the last three major releases from OpenAI, Anthropic and Google (and Mistral where offered). Use dated changelogs or observation. Record deprecation notice for retired models.",
      "questions": [
        {
          "id": "release_lag_days",
          "question": "What was the lag for each of the last three major releases, per provider?"
        },
        {
          "id": "changelog",
          "question": "Is there a dated public model changelog?"
        },
        {
          "id": "deprecation_notice",
          "question": "How much notice is given before a model is removed?"
        },
        {
          "id": "version_pinning",
          "question": "Can an admin keep an older model version?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:MOD-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dated platform notes and operator-pinned model artifacts exist; provider release lag is unknown.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "release_lag_days",
              "question": "What was the lag for each of the last three major releases, per provider?",
              "support": "unknown",
              "answer": "Unknown for release_lag_days. No matched provider/product dates for the last three releases or contractual model-removal notice period was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "changelog",
              "question": "Is there a dated public model changelog?",
              "support": "supported",
              "answer": "Public North release notes through October 20 v2.0.1 include model and feature changes.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-north-changelog"
              ]
            },
            {
              "id": "deprecation_notice",
              "question": "How much notice is given before a model is removed?",
              "support": "unknown",
              "answer": "Unknown for deprecation_notice. No matched provider/product dates for the last three releases or contractual model-removal notice period was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "version_pinning",
              "question": "Can an admin keep an older model version?",
              "support": "partial",
              "answer": "Self-hosted serving images/model artifacts are versioned independently; operators select image tags/digests. This does not guarantee retention of external API model versions.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-168"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: release_lag_days, deprecation_notice."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-north-changelog",
            "cohere-north:cohere-north:n-doc-168"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:MOD-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public product and model changelogs exist; Vibe model lag and version-pinning remain unverified.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "release_lag_days",
              "question": "What was the lag for each of the last three major releases, per provider?",
              "support": "unknown",
              "answer": "Unknown. The API/model lifecycle pages cannot establish hosted Vibe chat release lag, notice guarantees or admin model pinning; no three-release app availability dataset was obtained.",
              "evidenceIds": []
            },
            {
              "id": "changelog",
              "question": "Is there a dated public model changelog?",
              "support": "supported",
              "answer": "Mistral publishes dated model/API changes and separate shipped Vibe/Admin release notes.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-releases",
                "mistral-vibe:mistral-vibe:m-release-notes"
              ]
            },
            {
              "id": "deprecation_notice",
              "question": "How much notice is given before a model is removed?",
              "support": "unknown",
              "answer": "Unknown. The API/model lifecycle pages cannot establish hosted Vibe chat release lag, notice guarantees or admin model pinning; no three-release app availability dataset was obtained.",
              "evidenceIds": []
            },
            {
              "id": "version_pinning",
              "question": "Can an admin keep an older model version?",
              "support": "unknown",
              "answer": "Unknown. The API/model lifecycle pages cannot establish hosted Vibe chat release lag, notice guarantees or admin model pinning; no three-release app availability dataset was obtained.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: release_lag_days, deprecation_notice, version_pinning."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-releases",
            "mistral-vibe:mistral-vibe:m-release-notes"
          ]
        }
      ]
    },
    {
      "id": "MOD-03",
      "title": "Bring-your-own keys and provider contracts",
      "group": {
        "id": 1,
        "name": "Models"
      },
      "judgment": "Record customer-held API keys, customer cloud accounts (Azure OpenAI, Bedrock, Vertex), and aggregator routes (OpenRouter, LiteLLM) as separate routes. Record what still works without a vendor-provided model, whether prices change with BYO, and documented restrictions. API-key support does not imply support for the customer's own Azure contract.",
      "questions": [
        {
          "id": "own_api_keys",
          "question": "Can the customer use its own provider API keys?"
        },
        {
          "id": "own_cloud_contract",
          "question": "Can it use its own Azure OpenAI, Bedrock or Vertex deployment?"
        },
        {
          "id": "custom_endpoint",
          "question": "Can an admin add any OpenAI-compatible endpoint?"
        },
        {
          "id": "byo_pricing",
          "question": "Does BYO change the licence price?"
        },
        {
          "id": "byo_restrictions",
          "question": "Which features stop working with BYO?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:MOD-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "North documents own keys, cloud deployments and OpenAI-compatible endpoints.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform 2.0.1; alpha direct image input restriction; provider registration is separately scoped",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "own_api_keys",
              "question": "Can the customer use its own provider API keys?",
              "support": "supported",
              "answer": "Provider registration accepts customer API keys or identity tokens; declarative providers reference Kubernetes Secrets.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-134-20261026",
                "cohere-north:cohere-north:n-doc-177-20261026"
              ]
            },
            {
              "id": "own_cloud_contract",
              "question": "Can it use its own Azure OpenAI, Bedrock or Vertex deployment?",
              "support": "partial",
              "answer": "Own Azure OpenAI, Bedrock Cohere/Anthropic and SageMaker endpoints documented. Foundry can bill supported inference to customer Azure subscription; Vertex integration not established.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-177-20261026",
                "cohere-north:cohere-north:n-doc-135-20261026",
                "cohere-north:cohere-north:n-doc-218-20261026"
              ]
            },
            {
              "id": "custom_endpoint",
              "question": "Can an admin add any OpenAI-compatible endpoint?",
              "support": "supported",
              "answer": "OpenAI provider base_url can point at compatible endpoints; vLLM and Cohere compatibility provider types also supported. Actual compatibility still depends on model/tool schema.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-177-20261026"
              ]
            },
            {
              "id": "byo_pricing",
              "question": "Does BYO change the licence price?",
              "support": "unknown",
              "answer": "Unknown for byo_pricing. Provider configuration is documented; commercial BYO discounts and complete feature parity across every provider remain unknown. Search on 2026-10-26: https://private.docs.cohere.com/north/docs/admin/models?format=html, https://private.docs.cohere.com/north/docs/advanced/headless-configuration/model-providers?format=html, https://private.docs.cohere.com/north/docs/admin/bedrock-anthropic?format=html. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "byo_restrictions",
              "question": "Which features stop working with BYO?",
              "support": "partial",
              "answer": "Alpha direct image input currently requires Cohere models. Foundry lacks North Large/sparse and Compass keyless model authentication; complete per-provider feature parity remains unknown.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-14-20261026",
                "cohere-north:cohere-north:n-doc-218-20261026"
              ]
            }
          ],
          "limitations": [
            "own_cloud_contract: Own Azure OpenAI, Bedrock Cohere/Anthropic and SageMaker endpoints documented. Foundry can bill supported inference to customer Azure subscription; Vertex integration not established.",
            "byo_pricing: Unknown for byo_pricing. Provider configuration is documented; commercial BYO discounts and complete feature parity across every provider remain unknown. Search on 2026-10-26: https://private.docs.cohere.com/north/docs/admin/models?format=html, https://private.docs.cohere.com/north/docs/advanced/headless-configuration/model-providers?format=html, https://private.docs.cohere.com/north/docs/admin/bedrock-anthropic?format=html. No additional scoped evidence established this answer.",
            "byo_restrictions: Alpha direct image input currently requires Cohere models. Foundry lacks North Large/sparse and Compass keyless model authentication; complete per-provider feature parity remains unknown."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-134-20261026",
            "cohere-north:cohere-north:n-doc-177-20261026",
            "cohere-north:cohere-north:n-doc-135-20261026",
            "cohere-north:cohere-north:n-doc-218-20261026",
            "cohere-north:cohere-north:n-doc-14-20261026"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:MOD-03",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "MOD-04",
      "title": "Local and self-hosted models",
      "group": {
        "id": 1,
        "name": "Models"
      },
      "judgment": "Record support for models running in the customer's environment (vLLM, Ollama, TGI or similar) and which features work with them: chat, RAG, tools, embeddings. Distinguish a documented, supported route from a generic endpoint that happens to work.",
      "questions": [
        {
          "id": "self_hosted_chat",
          "question": "Can chat use a customer-hosted model?"
        },
        {
          "id": "self_hosted_embeddings",
          "question": "Can retrieval use customer-hosted embeddings?"
        },
        {
          "id": "feature_parity",
          "question": "Which features fail with self-hosted models?"
        },
        {
          "id": "vendor_hosted_open_models",
          "question": "Does the vendor host open-weight models in EU/CH?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:MOD-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "North chat and retrieval models can run in customer infrastructure.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "self_hosted_chat",
              "question": "Can chat use a customer-hosted model?",
              "support": "supported",
              "answer": "Customer Cohere serving containers and vLLM endpoints are supported; independent model chart deploys generative services in customer GPU clusters.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-177",
                "cohere-north:cohere-north:n-doc-168"
              ]
            },
            {
              "id": "self_hosted_embeddings",
              "question": "Can retrieval use customer-hosted embeddings?",
              "support": "partial",
              "answer": "Packed Compass provides local dense embeddings, sparse and rerank. Operator connects North/Compass to these services; arbitrary embedding model compatibility was not established.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-168"
              ]
            },
            {
              "id": "feature_parity",
              "question": "Which features fail with self-hosted models?",
              "support": "partial",
              "answer": "Local visual processing needs parser/GPU deployment; hosted search/MCP needs egress. Foundry lacks sparse/North Large, so mixed inference required there. No full disconnected parity matrix retrieved.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-14",
                "cohere-north:cohere-north:n-doc-126",
                "cohere-north:cohere-north:n-doc-218"
              ]
            },
            {
              "id": "vendor_hosted_open_models",
              "question": "Does the vendor host open-weight models in EU/CH?",
              "support": "unknown",
              "answer": "Unknown for vendor_hosted_open_models. Self-hosted Cohere models and Compass are documented; arbitrary embedding-model compatibility and a Cohere-operated EU/CH open-model hosting SKU were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: vendor_hosted_open_models."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-177",
            "cohere-north:cohere-north:n-doc-168",
            "cohere-north:cohere-north:n-doc-14",
            "cohere-north:cohere-north:n-doc-126",
            "cohere-north:cohere-north:n-doc-218"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:MOD-04",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "MOD-05",
      "title": "Model control and usage limits",
      "group": {
        "id": 1,
        "name": "Models"
      },
      "judgment": "Record admin allow-lists per group, default models, restrictions on which models may see which data, and per-user rate or fair-use limits. Test one restriction with two users in different groups. Record limits as enforced stops, warnings or undocumented fair use.",
      "questions": [
        {
          "id": "model_allowlist_by_group",
          "question": "Can admins limit models per group?"
        },
        {
          "id": "data_bound_models",
          "question": "Can admins restrict which models receive connector or knowledge content?"
        },
        {
          "id": "default_model",
          "question": "Can admins set the default model?"
        },
        {
          "id": "user_limits",
          "question": "What per-user message or token limits apply, and are they published?"
        },
        {
          "id": "limit_behaviour",
          "question": "What happens when a limit is reached?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:MOD-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Group model controls have additive and shared-agent exceptions; alpha limits require deployment.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform 2.0.1; alpha model RBAC and Flow control; Models UI separately Beta",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "model_allowlist_by_group",
              "question": "Can admins limit models per group?",
              "support": "supported",
              "answer": "Beta Models UI configures provider/model user/group access; alpha model RBAC must be enabled. Provider OR model grants access, admins bypass; shared agents use owner permissions, not each recipient.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-134-20261026",
                "cohere-north:cohere-north:n-doc-18-20261026"
              ]
            },
            {
              "id": "data_bound_models",
              "question": "Can admins restrict which models receive connector or knowledge content?",
              "support": "unknown",
              "answer": "Unknown for data_bound_models. Model RBAC and alpha rate limits are documented; content-bound model exclusion and measured enforcement were not tested. Search on 2026-10-26: https://private.docs.cohere.com/north/docs/admin/models?format=html, https://private.docs.cohere.com/north/docs/get-started/agents/creating-custom-agents?format=html, https://private.docs.cohere.com/north/docs/admin/flow-control?format=html. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "default_model",
              "question": "Can admins set the default model?",
              "support": "supported",
              "answer": "Group defaults precede Default tier and deployment default. Aliases are per deployment and initially empty.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-134-20261026"
              ]
            },
            {
              "id": "user_limits",
              "question": "What per-user message or token limits apply, and are they published?",
              "support": "partial",
              "answer": "Alpha Flow control supports requests/input/output tokens by user/group/model/source/provider and time window. Limits default unlimited; no fixed commercial message allowance was retrieved.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-137-20261026"
              ]
            },
            {
              "id": "limit_behaviour",
              "question": "What happens when a limit is reached?",
              "support": "partial",
              "answer": "Configured limits block until window resets. Enforcement requires Helm proxy services; UI alone does nothing. Failure policy may allow or deny requests and token estimation is optional; actual overshoot untested.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-137-20261026"
              ]
            }
          ],
          "limitations": [
            "data_bound_models: Unknown for data_bound_models. Model RBAC and alpha rate limits are documented; content-bound model exclusion and measured enforcement were not tested. Search on 2026-10-26: https://private.docs.cohere.com/north/docs/admin/models?format=html, https://private.docs.cohere.com/north/docs/get-started/agents/creating-custom-agents?format=html, https://private.docs.cohere.com/north/docs/admin/flow-control?format=html. No additional scoped evidence established this answer.",
            "user_limits: Alpha Flow control supports requests/input/output tokens by user/group/model/source/provider and time window. Limits default unlimited; no fixed commercial message allowance was retrieved.",
            "limit_behaviour: Configured limits block until window resets. Enforcement requires Helm proxy services; UI alone does nothing. Failure policy may allow or deny requests and token estimation is optional; actual overshoot untested."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-134-20261026",
            "cohere-north:cohere-north:n-doc-18-20261026",
            "cohere-north:cohere-north:n-doc-137-20261026"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:MOD-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Vibe publishes relative plan allowances and some fixed limits; per-group model policies remain open.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "model_allowlist_by_group",
              "question": "Can admins limit models per group?",
              "support": "unknown",
              "answer": "Unknown. Admin Workspace/tool controls were checked, but an enforced group-to-model allowlist, data-to-model rule or admin default chat model was not established.",
              "evidenceIds": []
            },
            {
              "id": "data_bound_models",
              "question": "Can admins restrict which models receive connector or knowledge content?",
              "support": "unknown",
              "answer": "Unknown. Admin Workspace/tool controls were checked, but an enforced group-to-model allowlist, data-to-model rule or admin default chat model was not established.",
              "evidenceIds": []
            },
            {
              "id": "default_model",
              "question": "Can admins set the default model?",
              "support": "unknown",
              "answer": "Unknown. Admin Workspace/tool controls were checked, but an enforced group-to-model allowlist, data-to-model rule or admin default chat model was not established.",
              "evidenceIds": []
            },
            {
              "id": "user_limits",
              "question": "What per-user message or token limits apply, and are they published?",
              "support": "partial",
              "answer": "The page gives relative multipliers and Team Flash Answers at 200/day versus Pro 150/day. An exhaustive exact Work limit table was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "limit_behaviour",
              "question": "What happens when a limit is reached?",
              "support": "partial",
              "answer": "Library processing exhaustion pauses new uploads while existing content stays usable; paid API/Code usage can stop or consume prepaid PAYG.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-libraries",
                "mistral-vibe:mistral-vibe:m-subscription"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: model_allowlist_by_group, data_bound_models, default_model."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-pricing",
            "mistral-vibe:mistral-vibe:m-libraries",
            "mistral-vibe:mistral-vibe:m-subscription"
          ]
        }
      ]
    },
    {
      "id": "KNOW-01",
      "title": "Files in chat",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "Record supported formats, size and count limits, scanned-PDF OCR, tables and spreadsheets, images inside documents, and whether a file is read in full or retrieved in chunks. Upload the shared fixture set (long German PDF, scanned contract, Excel with formulas, PowerPoint) and record failures.",
      "questions": [
        {
          "id": "formats",
          "question": "Which formats are accepted?"
        },
        {
          "id": "limits",
          "question": "What size and count limits apply per file and chat?"
        },
        {
          "id": "ocr",
          "question": "Are scanned PDFs read?"
        },
        {
          "id": "spreadsheets",
          "question": "Are Excel tables read with structure intact?"
        },
        {
          "id": "full_vs_chunked",
          "question": "Is the whole file used or only retrieved parts, and does the user see which?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:KNOW-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Broad file formats and optional OCR are documented; the effective My files size limit for a deployment remains unknown.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "formats",
              "question": "Which formats are accepted?",
              "support": "supported",
              "answer": "Office/PDF/text/HTML/email/JSON/XML/EPUB and tabular formats; common images, audio/video with parser enabled. Upload/index support differs from preview and individual vision model support.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-73-20261026",
                "cohere-north:cohere-north:n-doc-14-20261026"
              ]
            },
            {
              "id": "limits",
              "question": "What size and count limits apply per file and chat?",
              "support": "partial",
              "answer": "The effective My files default is unknown: its dedicated guide states 50 MB/file subject to configuration, while Supported files describes a 100 MB limit across all files. Neither is asserted as the verified deployment limit. Separately, chat images are limited to 20/message, 5 MB/image and 20 MB total; the supported-files guide lists 500 MB for SharePoint/OneDrive.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-66-20261026",
                "cohere-north:cohere-north:n-doc-73-20261026",
                "cohere-north:cohere-north:n-doc-1-20261026"
              ]
            },
            {
              "id": "ocr",
              "question": "Are scanned PDFs read?",
              "support": "partial",
              "answer": "Vision parser can OCR scanned PDFs and extract visual tables; alpha setup requires smart parser and hosted vision parser. More than500 visual pages fall back to pure text processing. No scan test run.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-14-20261026",
                "cohere-north:cohere-north:n-doc-100-20261026"
              ]
            },
            {
              "id": "spreadsheets",
              "question": "Are Excel tables read with structure intact?",
              "support": "partial",
              "answer": "The supported-files guide says spreadsheet rows are not indexed for ordinary search and requires Data Interpreter for tabular prompts. Beta Skills also provide spreadsheet/CSV file operations through the code sandbox. Workbook formula/structure fidelity has not been tested.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-73-20261026",
                "cohere-north:cohere-north:n-doc-12-20261026",
                "cohere-north:cohere-north:north-release-html-20261026"
              ]
            },
            {
              "id": "full_vs_chunked",
              "question": "Is the whole file used or only retrieved parts, and does the user see which?",
              "support": "unknown",
              "answer": "The SharePoint and OneDrive implementation guides remain inaccessible in Markdown, HTML and page-level index forms on 2026-10-26. Retrieved My files and multimodality guides do not establish universal full-file/chunk thresholds or prompt-context disclosure. Search on 2026-10-26: https://private.docs.cohere.com/north/docs/get-started/supported-files?format=html, https://private.docs.cohere.com/north/docs/get-started/north-automations/building-automations/north-multimodality?format=html, https://private.docs.cohere.com/north/docs/get-started/tools/my-files/home?format=html. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "limits: The effective My files default is unknown: its dedicated guide states 50 MB/file subject to configuration, while Supported files describes a 100 MB limit across all files. Neither is asserted as the verified deployment limit. Separately, chat images are limited to 20/message, 5 MB/image and 20 MB total; the supported-files guide lists 500 MB for SharePoint/OneDrive.",
            "ocr: Vision parser can OCR scanned PDFs and extract visual tables; alpha setup requires smart parser and hosted vision parser. More than500 visual pages fall back to pure text processing. No scan test run.",
            "spreadsheets: The supported-files guide says spreadsheet rows are not indexed for ordinary search and requires Data Interpreter for tabular prompts. Beta Skills also provide spreadsheet/CSV file operations through the code sandbox. Workbook formula/structure fidelity has not been tested.",
            "full_vs_chunked: The SharePoint and OneDrive implementation guides remain inaccessible in Markdown, HTML and page-level index forms on 2026-10-26. Retrieved My files and multimodality guides do not establish universal full-file/chunk thresholds or prompt-context disclosure. Search on 2026-10-26: https://private.docs.cohere.com/north/docs/get-started/supported-files?format=html, https://private.docs.cohere.com/north/docs/get-started/north-automations/building-automations/north-multimodality?format=html, https://private.docs.cohere.com/north/docs/get-started/tools/my-files/home?format=html. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-73-20261026",
            "cohere-north:cohere-north:n-doc-14-20261026",
            "cohere-north:cohere-north:n-doc-66-20261026",
            "cohere-north:cohere-north:n-doc-1-20261026",
            "cohere-north:cohere-north:n-doc-100-20261026",
            "cohere-north:cohere-north:n-doc-12-20261026",
            "cohere-north:cohere-north:north-release-html-20261026"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:KNOW-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Work accepts documents, tables, images and recordings; documentation does not replace a file-fidelity test.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "formats",
              "question": "Which formats are accepted?",
              "support": "supported",
              "answer": "PDF, Word, PowerPoint, Excel/CSV/ODS/Numbers, common images/text/code and email formats are listed.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files"
              ]
            },
            {
              "id": "limits",
              "question": "What size and count limits apply per file and chat?",
              "support": "unknown",
              "answer": "Unknown. The 100 MB/100-file limits are for Libraries; exact per-chat file byte/count limits were not established and were not copied across.",
              "evidenceIds": []
            },
            {
              "id": "ocr",
              "question": "Are scanned PDFs read?",
              "support": "partial",
              "answer": "Work describes extracting text from scanned-page images; complete multi-page scanned-PDF fidelity was not tested.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files"
              ]
            },
            {
              "id": "spreadsheets",
              "question": "Are Excel tables read with structure intact?",
              "support": "partial",
              "answer": "Excel/CSV analysis and paid spreadsheet editing are documented; formulas/structure were not tested against the shared workbook.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files",
                "mistral-vibe:mistral-vibe:m-sheets"
              ]
            },
            {
              "id": "full_vs_chunked",
              "question": "Is the whole file used or only retrieved parts, and does the user see which?",
              "support": "unknown",
              "answer": "Unknown. Files persist for the chat and Libraries are indexed, but exact full-file versus chunk selection and user-visible coverage were not verified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: limits, full_vs_chunked."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-files",
            "mistral-vibe:mistral-vibe:m-sheets"
          ]
        }
      ]
    },
    {
      "id": "KNOW-02",
      "title": "Knowledge bases and shared collections",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "Record curated document collections that persist across chats, who can create and share them, size limits, and how they attach to assistants. Distinguish personal, group and organisation-wide scope.",
      "questions": [
        {
          "id": "persistent_collections",
          "question": "Can users keep document collections across chats?"
        },
        {
          "id": "sharing_scope",
          "question": "Can collections be shared with users, groups or the whole organisation?"
        },
        {
          "id": "size_limits",
          "question": "What are the collection limits?"
        },
        {
          "id": "assistant_binding",
          "question": "Can collections be bound to an assistant?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:KNOW-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Beta Libraries persist shared source collections; alpha Projects are separate private workspaces.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform 2.0.1; alpha Projects; Libraries separately Beta",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "persistent_collections",
              "question": "Can users keep document collections across chats?",
              "support": "supported",
              "answer": "Libraries reuse uploaded/My files/Google/Microsoft collections across agents/chats/nodes. Alpha Projects index separate private project files.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-42-20261026",
                "cohere-north:cohere-north:n-doc-11-20261026"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can collections be shared with users, groups or the whole organisation?",
              "support": "supported",
              "answer": "Libraries support user/group/company access with source-dependent roles; Outlook/Exchange remain private. Attaching library to shared agent does not grant library access.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-42-20261026",
                "cohere-north:cohere-north:n-doc-133-20261026"
              ]
            },
            {
              "id": "size_limits",
              "question": "What are the collection limits?",
              "support": "partial",
              "answer": "Alpha Projects default to a 2 GiB aggregate allowance per user across projects. Beta Libraries/uploads use administrator-configured file-size/count settings; complete effective deployment limits were not retrieved.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-11-20261026",
                "cohere-north:cohere-north:n-doc-42-20261026",
                "cohere-north:cohere-north:n-doc-66-20261026"
              ]
            },
            {
              "id": "assistant_binding",
              "question": "Can collections be bound to an assistant?",
              "support": "supported",
              "answer": "Agent Resources bind persistent libraries; composer attachment applies to one chat only. Shared recipients must already have library Viewer access.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-42-20261026",
                "cohere-north:cohere-north:n-doc-18-20261026"
              ]
            }
          ],
          "limitations": [
            "size_limits: Alpha Projects default to a 2 GiB aggregate allowance per user across projects. Beta Libraries/uploads use administrator-configured file-size/count settings; complete effective deployment limits were not retrieved."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-42-20261026",
            "cohere-north:cohere-north:n-doc-11-20261026",
            "cohere-north:cohere-north:n-doc-133-20261026",
            "cohere-north:cohere-north:n-doc-66-20261026",
            "cohere-north:cohere-north:n-doc-18-20261026"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:KNOW-02",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "KNOW-03",
      "title": "Enterprise connectors",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "List each connector separately with plan, availability and setup owner: SharePoint, OneDrive, Outlook, Teams, Google Drive, Gmail, Confluence, Jira, Notion, Box, Salesforce, ServiceNow, file shares. Record whether the vendor or a third party (or the customer via MCP) provides it, and whether it needs admin consent. A connector listed on a roadmap or partner page is `announced`. An on-prem connector or gateway proves access to local data, not a self-hosted platform (DATA-02).",
      "questions": [
        {
          "id": "microsoft_365",
          "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?"
        },
        {
          "id": "google_workspace",
          "question": "Which Google sources are connected?"
        },
        {
          "id": "atlassian",
          "question": "Confluence and Jira?"
        },
        {
          "id": "other_systems",
          "question": "Which other business systems?"
        },
        {
          "id": "on_prem_sources",
          "question": "Can on-prem file shares or databases be connected?"
        },
        {
          "id": "connector_provider",
          "question": "Who builds and maintains each connector?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:KNOW-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "North has first-party connectors, custom MCP and an on-prem SharePoint Server path.",
          "availability": "unknown",
          "delivery": "official-integration",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North 2.0.1; Notion/Linear first-party MCP Beta; SharePoint Server Alpha; other connector states per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "microsoft_365",
              "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?",
              "support": "partial",
              "answer": "The North 2 announcement names SharePoint, OneDrive, Outlook and Exchange. The October 16 release separately documents read-only Outlook Calendar as alpha. Teams connector entitlement was not established.",
              "evidenceIds": [
                "cohere-north:cohere-north:north2-launch-20261026",
                "cohere-north:cohere-north:north-release-html-20261026"
              ]
            },
            {
              "id": "google_workspace",
              "question": "Which Google sources are connected?",
              "support": "partial",
              "answer": "The retrieved sync guide distinguishes indexed Google Drive Libraries from live Full Access Drive queries. Gmail is documented, but its storage/sync behavior remains unknown because the Syncing and Sharing guides disagree. Google Calendar was not established.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-151-20261026",
                "cohere-north:cohere-north:n-doc-152-20261026",
                "cohere-north:cohere-north:north-release-html-20261026"
              ]
            },
            {
              "id": "atlassian",
              "question": "Confluence and Jira?",
              "support": "partial",
              "answer": "North 2 names Jira among its connectors. Versioned release notes remove the legacy Jira path in 2.0; no Confluence connector entitlement was established.",
              "evidenceIds": [
                "cohere-north:cohere-north:north2-launch-20261026",
                "cohere-north:cohere-north:north-release-html-20261026"
              ]
            },
            {
              "id": "other_systems",
              "question": "Which other business systems?",
              "support": "partial",
              "answer": "The current North 2 announcement names Slack, Linear, Notion and GitHub. The October 16 release describes Salesforce and PitchBook as alpha features. Customer/third-party MCP connections remain separately configured and licensed.",
              "evidenceIds": [
                "cohere-north:cohere-north:north2-launch-20261026",
                "cohere-north:cohere-north:north-release-html-20261026",
                "cohere-north:cohere-north:n-doc-126-20261026"
              ]
            },
            {
              "id": "on_prem_sources",
              "question": "Can on-prem file shares or databases be connected?",
              "support": "partial",
              "answer": "The SharePoint Server connector setup is explicitly Alpha. Customer in-network MCP may expose other systems; a native SMB/database inventory and its source-permission guarantees remain unverified.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-53-20261026",
                "cohere-north:cohere-north:n-doc-126-20261026"
              ]
            },
            {
              "id": "connector_provider",
              "question": "Who builds and maintains each connector?",
              "support": "partial",
              "answer": "Cohere documents its North connector families and a distinct customer/third-party remote MCP setup. Exact connector-specific maintenance and service commitments require the applicable contract.",
              "evidenceIds": [
                "cohere-north:cohere-north:north2-launch-20261026",
                "cohere-north:cohere-north:n-doc-126-20261026"
              ]
            }
          ],
          "limitations": [
            "microsoft_365: The North 2 announcement names SharePoint, OneDrive, Outlook and Exchange. The October 16 release separately documents read-only Outlook Calendar as alpha. Teams connector entitlement was not established.",
            "google_workspace: The retrieved sync guide distinguishes indexed Google Drive Libraries from live Full Access Drive queries. Gmail is documented, but its storage/sync behavior remains unknown because the Syncing and Sharing guides disagree. Google Calendar was not established.",
            "atlassian: North 2 names Jira among its connectors. Versioned release notes remove the legacy Jira path in 2.0; no Confluence connector entitlement was established.",
            "other_systems: The current North 2 announcement names Slack, Linear, Notion and GitHub. The October 16 release describes Salesforce and PitchBook as alpha features. Customer/third-party MCP connections remain separately configured and licensed.",
            "on_prem_sources: The SharePoint Server connector setup is explicitly Alpha. Customer in-network MCP may expose other systems; a native SMB/database inventory and its source-permission guarantees remain unverified.",
            "connector_provider: Cohere documents its North connector families and a distinct customer/third-party remote MCP setup. Exact connector-specific maintenance and service commitments require the applicable contract."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:north2-launch-20261026",
            "cohere-north:cohere-north:north-release-html-20261026",
            "cohere-north:cohere-north:n-doc-151-20261026",
            "cohere-north:cohere-north:n-doc-152-20261026",
            "cohere-north:cohere-north:n-doc-126-20261026",
            "cohere-north:cohere-north:n-doc-53-20261026"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:KNOW-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Named featured connectors and a third-party MCP directory connect external data and actions; current pricing labels connectors beta.",
          "availability": "beta",
          "delivery": "official-integration",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team and Enterprise hosted Vibe Work after account migration; feature-specific beta/preview and Enterprise-only controls retained below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "microsoft_365",
              "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?",
              "support": "partial",
              "answer": "Featured sources list Outlook, Outlook Calendar and SharePoint Search API. Separate OneDrive/Teams connector entitlements were not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026"
              ]
            },
            {
              "id": "google_workspace",
              "question": "Which Google sources are connected?",
              "support": "partial",
              "answer": "The guide names Gmail, Google Calendar and Google Drive in Work context; exact Google Drive setup scope was not fully verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026",
                "mistral-vibe:mistral-vibe:m-files-20261026"
              ]
            },
            {
              "id": "atlassian",
              "question": "Confluence and Jira?",
              "support": "supported",
              "answer": "The featured Atlassian connector supports Confluence and Jira.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026"
              ]
            },
            {
              "id": "other_systems",
              "question": "Which other business systems?",
              "support": "supported",
              "answer": "Featured examples include Box, GitHub, Linear, Notion, Slack and Stripe; the remaining MCP directory is third-party.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026",
                "mistral-vibe:mistral-vibe:m-mcp-20261026"
              ]
            },
            {
              "id": "on_prem_sources",
              "question": "Can on-prem file shares or databases be connected?",
              "support": "unknown",
              "answer": "Custom MCP can point at reachable tools, but a supported on-prem file-share/database connector with verified network prerequisites was not established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/connectors.md, https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/connectors/mcp-connectors.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "connector_provider",
              "question": "Who builds and maintains each connector?",
              "support": "supported",
              "answer": "Featured integrations are Mistral-managed; custom/directory MCP servers are third-party/customer-operated and need admin setup.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026",
                "mistral-vibe:mistral-vibe:m-mcp-20261026"
              ]
            }
          ],
          "limitations": [
            "microsoft_365: Featured sources list Outlook, Outlook Calendar and SharePoint Search API. Separate OneDrive/Teams connector entitlements were not verified.",
            "google_workspace: The guide names Gmail, Google Calendar and Google Drive in Work context; exact Google Drive setup scope was not fully verified.",
            "on_prem_sources: Custom MCP can point at reachable tools, but a supported on-prem file-share/database connector with verified network prerequisites was not established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/connectors.md, https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/connectors/mcp-connectors.md. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-connectors-20261026",
            "mistral-vibe:mistral-vibe:m-files-20261026",
            "mistral-vibe:mistral-vibe:m-mcp-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "id": "KNOW-04",
      "title": "Permission-aware retrieval",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "Using two test users, verify that a restricted document in the fixture tenant is never cited or summarised for the user without access, including after a permission change. Record whether permissions are enforced at query time by the source system, mirrored into an index, or not enforced. Record the propagation delay of a revocation.",
      "questions": [
        {
          "id": "source_permissions_respected",
          "question": "Are source permissions enforced per user?"
        },
        {
          "id": "enforcement_point",
          "question": "Does the source system, a mirrored index or nothing enforce them?"
        },
        {
          "id": "revocation_delay",
          "question": "How quickly does a removed permission take effect?"
        },
        {
          "id": "admin_scope_controls",
          "question": "Can admins exclude sites, folders or labels?"
        },
        {
          "id": "sensitivity_labels",
          "question": "Are Microsoft Purview or similar labels respected?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:KNOW-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Indexed retrieval adds runtime source checks; shared snapshots have a separate visibility boundary.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "source_permissions_respected",
              "question": "Are source permissions enforced per user?",
              "support": "partial",
              "answer": "Atlas retrieval checks agent scope and user source access; permission-check errors exclude files. This does not re-protect already generated shared chat snapshots; no ACL fixture run.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-152",
                "cohere-north:cohere-north:n-doc-4"
              ]
            },
            {
              "id": "enforcement_point",
              "question": "Does the source system, a mirrored index or nothing enforce them?",
              "support": "supported",
              "answer": "Compass retrieves indexed candidates, then Atlas/source API checks filter permissioned documents. Google Drive Full Access queries source directly; local uploads use North sharing rules.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-152",
                "cohere-north:cohere-north:n-doc-151"
              ]
            },
            {
              "id": "revocation_delay",
              "question": "How quickly does a removed permission take effect?",
              "support": "partial",
              "answer": "Authorization guide claims external permission changes apply immediately; token/group membership refresh and caches are separate. No measured revocation SLA or fixture.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-149",
                "cohere-north:cohere-north:n-doc-111"
              ]
            },
            {
              "id": "admin_scope_controls",
              "question": "Can admins exclude sites, folders or labels?",
              "support": "partial",
              "answer": "Selected sites/folders/files scope Atlas ingestion; library and tool grants scope users/groups. Label-based exclusions not established.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-64",
                "cohere-north:cohere-north:n-doc-42",
                "cohere-north:cohere-north:n-doc-126"
              ]
            },
            {
              "id": "sensitivity_labels",
              "question": "Are Microsoft Purview or similar labels respected?",
              "support": "unknown",
              "answer": "Unknown for sensitivity_labels. No two-user ACL revocation or sensitivity-label fixture was run; source API permission claims remain documented, not observed.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: sensitivity_labels."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-152",
            "cohere-north:cohere-north:n-doc-4",
            "cohere-north:cohere-north:n-doc-151",
            "cohere-north:cohere-north:n-doc-149",
            "cohere-north:cohere-north:n-doc-111",
            "cohere-north:cohere-north:n-doc-64",
            "cohere-north:cohere-north:n-doc-42",
            "cohere-north:cohere-north:n-doc-126"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:KNOW-04",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "KNOW-05",
      "title": "Freshness and sync model",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "Record live (federated) search versus a copied index, sync interval, deletion propagation, and where the index is stored. Edit and delete one fixture document and record when answers change. A copied index adds storage location to DATA-01.",
      "questions": [
        {
          "id": "live_or_indexed",
          "question": "Is content searched live or copied into an index?"
        },
        {
          "id": "sync_interval",
          "question": "How often does an index refresh?"
        },
        {
          "id": "deletion_propagation",
          "question": "How quickly does a deleted document disappear?"
        },
        {
          "id": "index_location",
          "question": "Where is indexed content stored?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:KNOW-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Atlas file connectors copy selected content to Compass; Drive Full Access uses live API calls. Effective Gmail storage/sync behavior remains unknown.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "live_or_indexed",
              "question": "Is content searched live or copied into an index?",
              "support": "partial",
              "answer": "Atlas file connectors copy selected files to Compass. Google Drive Full Access calls the live API instead. Gmail storage is unknown: the Data Syncing guide says no Compass copy by default, while Data Sharing and the tools overview describe stored/synced email. No live-only Gmail guarantee is asserted.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-151-20261026",
                "cohere-north:cohere-north:n-doc-152-20261026",
                "cohere-north:cohere-north:n-doc-33"
              ]
            },
            {
              "id": "sync_interval",
              "question": "How often does an index refresh?",
              "support": "partial",
              "answer": "The accessible Data Syncing guide describes periodic Atlas updates and source changes appearing within minutes to hours depending on volume. Drive Full Access is request-time. The previously cited SharePoint/OneDrive 10-minute implementation detail could not be re-retrieved and is not asserted.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-151-20261026"
              ]
            },
            {
              "id": "deletion_propagation",
              "question": "How quickly does a deleted document disappear?",
              "support": "unknown",
              "answer": "The source-specific SharePoint/OneDrive implementation and Data Deletion pages remain inaccessible in public Markdown/HTML/index forms. General sync documentation does not establish a bounded delete-to-answer or purge interval. Search on 2026-10-26: https://private.docs.cohere.com/north/docs/security/data-syncing?format=html, https://private.docs.cohere.com/north/docs/security/data-sharing?format=html, https://private.docs.cohere.com/north/docs/get-started/tools-overview.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "index_location",
              "question": "Where is indexed content stored?",
              "support": "partial",
              "answer": "Compass runs with the customer-controlled North deployment, whose cloud/on-premise placement is selected by the operator. Foundry inference is separately routed to the customer Azure subscription. A universal vendor-hosted index country is not established.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-165-20261026",
                "cohere-north:cohere-north:n-doc-218-20261026"
              ]
            }
          ],
          "limitations": [
            "live_or_indexed: Atlas file connectors copy selected files to Compass. Google Drive Full Access calls the live API instead. Gmail storage is unknown: the Data Syncing guide says no Compass copy by default, while Data Sharing and the tools overview describe stored/synced email. No live-only Gmail guarantee is asserted.",
            "sync_interval: The accessible Data Syncing guide describes periodic Atlas updates and source changes appearing within minutes to hours depending on volume. Drive Full Access is request-time. The previously cited SharePoint/OneDrive 10-minute implementation detail could not be re-retrieved and is not asserted.",
            "deletion_propagation: The source-specific SharePoint/OneDrive implementation and Data Deletion pages remain inaccessible in public Markdown/HTML/index forms. General sync documentation does not establish a bounded delete-to-answer or purge interval. Search on 2026-10-26: https://private.docs.cohere.com/north/docs/security/data-syncing?format=html, https://private.docs.cohere.com/north/docs/security/data-sharing?format=html, https://private.docs.cohere.com/north/docs/get-started/tools-overview.md. No additional scoped evidence established this answer.",
            "index_location: Compass runs with the customer-controlled North deployment, whose cloud/on-premise placement is selected by the operator. Foundry inference is separately routed to the customer Azure subscription. A universal vendor-hosted index country is not established."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-151-20261026",
            "cohere-north:cohere-north:n-doc-152-20261026",
            "cohere-north:cohere-north:n-doc-33",
            "cohere-north:cohere-north:n-doc-165-20261026",
            "cohere-north:cohere-north:n-doc-218-20261026"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:KNOW-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Request-time featured connectors and indexed Knowledge Connectors are distinct; source deletions propagate after synchronization with no published interval.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team and Enterprise hosted Vibe Work after account migration; feature-specific beta/preview and Enterprise-only controls retained below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "live_or_indexed",
              "question": "Is content searched live or copied into an index?",
              "support": "supported",
              "answer": "Featured request-time connectors fetch live without a persistent connector index. Knowledge Connectors can separately index selected files, folders or libraries; uploaded Libraries persist their own content.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026",
                "mistral-vibe:mistral-vibe:m-libraries-20261026",
                "mistral-vibe:mistral-vibe:connector-data-controls-20261026",
                "mistral-vibe:mistral-vibe:plan-matrix-20261026"
              ]
            },
            {
              "id": "sync_interval",
              "question": "How often does an index refresh?",
              "support": "unknown",
              "answer": "No universal source-sync interval was established; live connectors and manually indexed Libraries must be distinguished. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/connectors.md, https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "deletion_propagation",
              "question": "How quickly does a deleted document disappear?",
              "support": "partial",
              "answer": "The connected-tool help article says source file/folder/library deletion propagates to the Knowledge Connector index after synchronization. Disabling a Knowledge Connector removes access and schedules index deletion. No bounded propagation or purge time is stated.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:connector-data-controls-20261026"
              ]
            },
            {
              "id": "index_location",
              "question": "Where is indexed content stored?",
              "support": "partial",
              "answer": "Libraries state European cloud storage; exact country, backup and embedding-processing regions were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-libraries-20261026"
              ]
            }
          ],
          "limitations": [
            "sync_interval: No universal source-sync interval was established; live connectors and manually indexed Libraries must be distinguished. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/connectors.md, https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer.",
            "deletion_propagation: The connected-tool help article says source file/folder/library deletion propagates to the Knowledge Connector index after synchronization. Disabling a Knowledge Connector removes access and schedules index deletion. No bounded propagation or purge time is stated.",
            "index_location: Libraries state European cloud storage; exact country, backup and embedding-processing regions were not established."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-connectors-20261026",
            "mistral-vibe:mistral-vibe:m-libraries-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026",
            "mistral-vibe:mistral-vibe:connector-data-controls-20261026"
          ]
        }
      ]
    },
    {
      "id": "KNOW-06",
      "title": "Grounding and retrieval quality",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "Run the shared question set over the fixture corpus: factual lookups, cross-document questions, German document with an English question, a question with no answer in the corpus. Record citation presence, link accuracy, correct answers and refusals to invent. Disclose model, settings, attempt count and failures. Single runs support a case study, not a ranking.",
      "questions": [
        {
          "id": "citations",
          "question": "Are answers linked to specific sources?"
        },
        {
          "id": "citation_accuracy",
          "question": "Do the cited passages support the answer?"
        },
        {
          "id": "cross_language",
          "question": "Does a question in one language find documents in another?"
        },
        {
          "id": "no_answer_behaviour",
          "question": "Does it say when the corpus has no answer?"
        },
        {
          "id": "observed_accuracy",
          "question": "How many of the question set were answered correctly?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:KNOW-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Citations are documented but have model-specific limitations; quality remains unmeasured.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "citations",
              "question": "Are answers linked to specific sources?",
              "support": "partial",
              "answer": "Chat highlights open source previews and Project citations exact passages. North Large card acknowledges missing citations in long multi-turn chats and Document Mode. Correctness not tested.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-1",
                "cohere-north:cohere-north:n-doc-11",
                "cohere-north:cohere-north:n-doc-32"
              ]
            },
            {
              "id": "citation_accuracy",
              "question": "Do the cited passages support the answer?",
              "support": "unknown",
              "answer": "Unknown for citation_accuracy. Shared DE/FR/EN fixture was not run; citation accuracy, cross-language retrieval, abstention and measured accuracy remain unobserved.",
              "evidenceIds": []
            },
            {
              "id": "cross_language",
              "question": "Does a question in one language find documents in another?",
              "support": "unknown",
              "answer": "Unknown for cross_language. Shared DE/FR/EN fixture was not run; citation accuracy, cross-language retrieval, abstention and measured accuracy remain unobserved.",
              "evidenceIds": []
            },
            {
              "id": "no_answer_behaviour",
              "question": "Does it say when the corpus has no answer?",
              "support": "unknown",
              "answer": "Unknown for no_answer_behaviour. Shared DE/FR/EN fixture was not run; citation accuracy, cross-language retrieval, abstention and measured accuracy remain unobserved.",
              "evidenceIds": []
            },
            {
              "id": "observed_accuracy",
              "question": "How many of the question set were answered correctly?",
              "support": "unknown",
              "answer": "Unknown for observed_accuracy. Shared DE/FR/EN fixture was not run; citation accuracy, cross-language retrieval, abstention and measured accuracy remain unobserved.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: citation_accuracy, cross_language, no_answer_behaviour, observed_accuracy."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-1",
            "cohere-north:cohere-north:n-doc-11",
            "cohere-north:cohere-north:n-doc-32"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:KNOW-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Library answers document numbered footnotes; measured multilingual grounding quality remains unknown.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team and Enterprise hosted Vibe Work after account migration; feature-specific beta/preview and Enterprise-only controls retained below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "citations",
              "question": "Are answers linked to specific sources?",
              "support": "supported",
              "answer": "Library responses use numbered footnotes to source passages and a Sources panel.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-libraries-20261026"
              ]
            },
            {
              "id": "citation_accuracy",
              "question": "Do the cited passages support the answer?",
              "support": "unknown",
              "answer": "No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "cross_language",
              "question": "Does a question in one language find documents in another?",
              "support": "unknown",
              "answer": "No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "no_answer_behaviour",
              "question": "Does it say when the corpus has no answer?",
              "support": "unknown",
              "answer": "No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "observed_accuracy",
              "question": "How many of the question set were answered correctly?",
              "support": "unknown",
              "answer": "No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "citation_accuracy: No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.",
            "cross_language: No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.",
            "no_answer_behaviour: No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer.",
            "observed_accuracy: No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-libraries-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "id": "KNOW-07",
      "title": "Memory and personal context",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "Record personal custom instructions, cross-chat memory, project or workspace context, and user controls to view, edit, delete or disable memory. Record whether admins can disable memory organisation-wide.",
      "questions": [
        {
          "id": "custom_instructions",
          "question": "Can users set persistent instructions?"
        },
        {
          "id": "cross_chat_memory",
          "question": "Does the product remember facts across chats?"
        },
        {
          "id": "user_memory_controls",
          "question": "Can users view, edit and delete memories?"
        },
        {
          "id": "admin_memory_controls",
          "question": "Can admins turn memory off?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:KNOW-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Alpha memory separates editable personal memories from inaccessible agent archival memory.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "custom_instructions",
              "question": "Can users set persistent instructions?",
              "support": "supported",
              "answer": "Agents persist instructions; optional company preamble applies across models.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-18",
                "cohere-north:cohere-north:n-doc-86"
              ]
            },
            {
              "id": "cross_chat_memory",
              "question": "Does the product remember facts across chats?",
              "support": "supported",
              "answer": "Alpha personal memory learns across chats; archival memory per agent is generated in background, typically daily.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-8",
                "cohere-north:cohere-north:n-doc-96"
              ]
            },
            {
              "id": "user_memory_controls",
              "question": "Can users view, edit and delete memories?",
              "support": "partial",
              "answer": "Personal categories can be viewed/edited; pause retains or Delete removes memory. Archival memories cannot be viewed/edited; manual personal edits can be overwritten by later extraction.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-8"
              ]
            },
            {
              "id": "admin_memory_controls",
              "question": "Can admins turn memory off?",
              "support": "supported",
              "answer": "Instance admin can jointly toggle core/archival/conversation memory and configure extraction frequency.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-96"
              ]
            }
          ],
          "limitations": [
            "The vendor marks this control alpha. The catalogue availability field stays unknown because its enum has no alpha value; this does not mean unsupported."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-18",
            "cohere-north:cohere-north:n-doc-86",
            "cohere-north:cohere-north:n-doc-8",
            "cohere-north:cohere-north:n-doc-96"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:KNOW-07",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Migrated Work uses personal Knowledge Base and persistent instructions, with user and admin controls.",
          "availability": "beta",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Migrated Team/Enterprise hosted Work; personal Knowledge Base public preview, organization/workspace controls as documented",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "custom_instructions",
              "question": "Can users set persistent instructions?",
              "support": "supported",
              "answer": "Persistent account instructions specify role, tone and format; Projects can carry their own instructions.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-instructions-20261026",
                "mistral-vibe:mistral-vibe:m-projects-20261026"
              ]
            },
            {
              "id": "cross_chat_memory",
              "question": "Does the product remember facts across chats?",
              "support": "supported",
              "answer": "Work Knowledge Base retrieves saved knowledge across tasks; it replaces legacy Memories as accounts migrate.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-memory-20261026",
                "mistral-vibe:mistral-vibe:m-release-notes-20261026"
              ]
            },
            {
              "id": "user_memory_controls",
              "question": "Can users view, edit and delete memories?",
              "support": "supported",
              "answer": "Users can browse/edit/delete/export knowledge and disable its use; disabling does not erase saved entries.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-memory-20261026"
              ]
            },
            {
              "id": "admin_memory_controls",
              "question": "Can admins turn memory off?",
              "support": "supported",
              "answer": "Admins can disable Knowledge and constrain sensitive-data saving at organization/Workspace scope.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-memory-20261026",
                "mistral-vibe:mistral-vibe:m-adminvibe-20261026"
              ]
            }
          ],
          "limitations": [],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-instructions-20261026",
            "mistral-vibe:mistral-vibe:m-projects-20261026",
            "mistral-vibe:mistral-vibe:m-memory-20261026",
            "mistral-vibe:mistral-vibe:m-release-notes-20261026",
            "mistral-vibe:mistral-vibe:m-adminvibe-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "id": "AGT-01",
      "title": "Custom assistants",
      "group": {
        "id": 3,
        "name": "Assistants and agents"
      },
      "judgment": "Record creation of assistants with instructions, model, knowledge and tools; who can create; sharing scope; versioning; and an internal catalogue or directory. Build one HR policy assistant on the fixture and share it with one group. Prompt templates and a prompt library are recorded here.",
      "questions": [
        {
          "id": "create_assistants",
          "question": "Can users create assistants with instructions, knowledge and tools?"
        },
        {
          "id": "creator_permissions",
          "question": "Can admins limit who creates them?"
        },
        {
          "id": "sharing_scope",
          "question": "Can assistants be shared with users, groups or everyone?"
        },
        {
          "id": "catalogue",
          "question": "Is there an internal assistant directory?"
        },
        {
          "id": "prompt_library",
          "question": "Are shared prompt templates available?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:AGT-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "North offers versioned custom agents, scoped sharing and an internal catalogue.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "create_assistants",
              "question": "Can users create assistants with instructions, knowledge and tools?",
              "support": "supported",
              "answer": "Users create agents with instructions, model, tools, libraries and output modes; drafts publish as versioned releases with restore/evaluations.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-18"
              ]
            },
            {
              "id": "creator_permissions",
              "question": "Can admins limit who creates them?",
              "support": "supported",
              "answer": "Can create agents and separate sharing grants control creation/publication audiences.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-18",
                "cohere-north:cohere-north:n-doc-114"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can assistants be shared with users, groups or everyone?",
              "support": "supported",
              "answer": "Published agents share to users/groups/company subject to grants; libraries need separate recipient access and email libraries remain private.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-18",
                "cohere-north:cohere-north:n-doc-114",
                "cohere-north:cohere-north:n-doc-42"
              ]
            },
            {
              "id": "catalogue",
              "question": "Is there an internal assistant directory?",
              "support": "supported",
              "answer": "Agent directory has Starred/My/Shared with me/Company tabs, search and duplication.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-21"
              ]
            },
            {
              "id": "prompt_library",
              "question": "Are shared prompt templates available?",
              "support": "partial",
              "answer": "Agents expose up to four starter prompts and reusable Skills; a separate central prompt-template catalogue not established.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-18",
                "cohere-north:cohere-north:n-doc-12"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-18",
            "cohere-north:cohere-north:n-doc-114",
            "cohere-north:cohere-north:n-doc-42",
            "cohere-north:cohere-north:n-doc-21",
            "cohere-north:cohere-north:n-doc-12"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:AGT-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Skills are the current reusable Work configuration; legacy Chat Agents remain migration-scoped.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web",
              "vibe-chat-legacy"
            ],
            "version": null,
            "plan": "Team/Enterprise Work Skills; legacy Chat Agents only during migration",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              },
              {
                "id": "vibe-chat-legacy",
                "name": "Legacy Vibe Chat during enterprise migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "create_assistants",
              "question": "Can users create assistants with instructions, knowledge and tools?",
              "support": "supported",
              "answer": "Work users create reusable Skills with instructions/resources. Legacy Chat Agents additionally bind instructions, tools and Libraries during migration.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-skills-20261026",
                "mistral-vibe:mistral-vibe:m-legacy-agents-20261026"
              ]
            },
            {
              "id": "creator_permissions",
              "question": "Can admins limit who creates them?",
              "support": "partial",
              "answer": "Admins govern Skills/features and may force-enable Workspace Skills; a separate per-user creator-role restriction was not fully verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-skills-20261026",
                "mistral-vibe:mistral-vibe:m-adminvibe-20261026"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can assistants be shared with users, groups or everyone?",
              "support": "supported",
              "answer": "Skills can be personal or published to a Workspace; legacy Agents have individual/group/organization sharing.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-skills-20261026",
                "mistral-vibe:mistral-vibe:m-legacy-agents-20261026"
              ]
            },
            {
              "id": "catalogue",
              "question": "Is there an internal assistant directory?",
              "support": "supported",
              "answer": "The Skills interface distinguishes built-in, personal and Workspace Skills; Studio-published resources can appear in Work.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-skills-20261026"
              ]
            },
            {
              "id": "prompt_library",
              "question": "Are shared prompt templates available?",
              "support": "supported",
              "answer": "Built-in Skills include research, extraction and onboarding, and custom Skills can encode reusable methods/templates.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-skills-20261026"
              ]
            }
          ],
          "limitations": [
            "creator_permissions: Admins govern Skills/features and may force-enable Workspace Skills; a separate per-user creator-role restriction was not fully verified."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-skills-20261026",
            "mistral-vibe:mistral-vibe:m-legacy-agents-20261026",
            "mistral-vibe:mistral-vibe:m-adminvibe-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026",
            "mistral-vibe:mistral-vibe:m-release-notes-20261026"
          ]
        }
      ]
    },
    {
      "id": "AGT-02",
      "title": "Tools, actions and MCP",
      "group": {
        "id": 3,
        "name": "Assistants and agents"
      },
      "judgment": "Record built-in tools, custom actions (OpenAPI), MCP client support (local and remote servers), authentication model per tool (shared service account or per-user OAuth), and admin approval of tools. Verify one external-tool call and its access boundary.",
      "questions": [
        {
          "id": "builtin_tools",
          "question": "Which tools are built in?"
        },
        {
          "id": "custom_actions",
          "question": "Can admins add API actions?"
        },
        {
          "id": "mcp_client",
          "question": "Can it use remote MCP servers, and with what admin control?"
        },
        {
          "id": "tool_auth",
          "question": "Do tools act as the user or as a shared account?"
        },
        {
          "id": "tool_approval",
          "question": "Can admins approve or block tools, and can users confirm actions before they run?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:AGT-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "MCP, code and enterprise tools have scoped authentication and configurable approvals.",
          "availability": "unknown",
          "delivery": "official-integration",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform 2.0.1; always-on MCP policies are Alpha; guide recommends testing/staging initially",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "builtin_tools",
              "question": "Which tools are built in?",
              "support": "supported",
              "answer": "Built-in search, source connectors, code sandbox, Skills and output capabilities documented with individual states.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-33",
                "cohere-north:cohere-north:n-doc-34"
              ]
            },
            {
              "id": "custom_actions",
              "question": "Can admins add API actions?",
              "support": "supported",
              "answer": "Custom MCP servers expose APIs/actions; admin configures tools and auth, with action hints for approval.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-126",
                "cohere-north:cohere-north:n-doc-150"
              ]
            },
            {
              "id": "mcp_client",
              "question": "Can it use remote MCP servers, and with what admin control?",
              "support": "supported",
              "answer": "North registers custom/remote MCP; remote OAuth dynamic registration needs outbound access and is unavailable fully air-gapped. Tool access policies can target groups. Always-on MCP policies are Alpha; the guide recommends enabling them only in testing/staging until the organization is ready for broader adoption.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-126"
              ]
            },
            {
              "id": "tool_auth",
              "question": "Do tools act as the user or as a shared account?",
              "support": "supported",
              "answer": "Static headers, per-user ID/connector tokens, OAuth client credentials or remote OAuth supported. Shared/static credentials require separate source-policy assessment.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-126"
              ]
            },
            {
              "id": "tool_approval",
              "question": "Can admins approve or block tools, and can users confirm actions before they run?",
              "support": "partial",
              "answer": "Destructive-hint tools can pause for approval or denial, and the modal offers parameter editing. Whether edited values execute is unknown: the guide says both that modifications replace the original request and that original keys/values are submitted. Allow Always and advance automation action permissions can bypass later prompts; universal per-action confirmation is not guaranteed.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-150",
                "cohere-north:cohere-north:n-doc-30"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits.",
            "Approval-parameter editing is an interface affordance only in this finding. No execution guarantee is credited without a corrected guide or a bounded tool-call fixture.",
            "Always-on MCP configuration is Alpha with a testing/staging recommendation until the organization is ready for broader adoption. Criterion availability remains unknown; this subfact does not establish production readiness."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-33",
            "cohere-north:cohere-north:n-doc-34",
            "cohere-north:cohere-north:n-doc-126",
            "cohere-north:cohere-north:n-doc-150",
            "cohere-north:cohere-north:n-doc-30"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:AGT-02",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Work provides native tools, custom remote MCP and explicit action controls.",
          "availability": "beta",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise hosted Work; connectors/custom MCP beta; Studio workflow execution separately metered",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "builtin_tools",
              "question": "Which tools are built in?",
              "support": "supported",
              "answer": "Tools include web/Open URL, Libraries, paid Code Interpreter, Canvas, image generation, Skills and connectors.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files-20261026",
                "mistral-vibe:mistral-vibe:m-web-20261026",
                "mistral-vibe:mistral-vibe:m-interpreter-20261026"
              ]
            },
            {
              "id": "custom_actions",
              "question": "Can admins add API actions?",
              "support": "supported",
              "answer": "Admins can add customer MCP tools; Studio developers can publish deterministic Workflows as callable assistants.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-mcp-20261026",
                "mistral-vibe:mistral-vibe:m-workflows-20261026"
              ]
            },
            {
              "id": "mcp_client",
              "question": "Can it use remote MCP servers, and with what admin control?",
              "support": "supported",
              "answer": "Custom HTTPS MCP servers support auto-detected no-auth, Bearer/Basic or OAuth 2.1 authentication and require administrator setup.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-mcp-20261026"
              ]
            },
            {
              "id": "tool_auth",
              "question": "Do tools act as the user or as a shared account?",
              "support": "supported",
              "answer": "Featured tools use personal OAuth, with separate organization-level GitHub/Slack bot routes and MCP credentials.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026",
                "mistral-vibe:mistral-vibe:m-admincon-20261026",
                "mistral-vibe:mistral-vibe:m-mcp-20261026"
              ]
            },
            {
              "id": "tool_approval",
              "question": "Can admins approve or block tools, and can users confirm actions before they run?",
              "support": "supported",
              "answer": "Writes pause for Continue, Always allow or Decline; users can preauthorize a function, while admins can block/restrict tools.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-safety-20261026",
                "mistral-vibe:mistral-vibe:m-admincon-20261026"
              ]
            }
          ],
          "limitations": [],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-files-20261026",
            "mistral-vibe:mistral-vibe:m-web-20261026",
            "mistral-vibe:mistral-vibe:m-interpreter-20261026",
            "mistral-vibe:mistral-vibe:m-mcp-20261026",
            "mistral-vibe:mistral-vibe:m-workflows-20261026",
            "mistral-vibe:mistral-vibe:m-connectors-20261026",
            "mistral-vibe:mistral-vibe:m-admincon-20261026",
            "mistral-vibe:mistral-vibe:m-safety-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "id": "AGT-03",
      "title": "Web search and deep research",
      "group": {
        "id": 3,
        "name": "Assistants and agents"
      },
      "judgment": "Record web search on/off control per organisation and group, search provider, citation of web sources, deep or multi-step research, and whether queries leave the residency boundary. Admins of regulated companies often need web search off.",
      "questions": [
        {
          "id": "web_search",
          "question": "Is web search available?"
        },
        {
          "id": "admin_toggle",
          "question": "Can admins disable it per organisation or group?"
        },
        {
          "id": "search_provider",
          "question": "Which search provider handles queries, and where?"
        },
        {
          "id": "deep_research",
          "question": "Is multi-step research with a report available?"
        },
        {
          "id": "web_citations",
          "question": "Are web sources cited?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:AGT-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "GA web search and alpha Deep Research are distinct capabilities.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "web_search",
              "question": "Is web search available?",
              "support": "supported",
              "answer": "GA web search supports live URL/search retrieval; text-only and no authenticated websites.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-74"
              ]
            },
            {
              "id": "admin_toggle",
              "question": "Can admins disable it per organisation or group?",
              "support": "partial",
              "answer": "Admins enable provider/tool; Deep Research additionally needs user/group grants. Complete group-specific web-search matrix unverified.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-74",
                "cohere-north:cohere-north:n-doc-15"
              ]
            },
            {
              "id": "search_provider",
              "question": "Which search provider handles queries, and where?",
              "support": "partial",
              "answer": "Tavily defaultGA; Brave/LinkUp alpha, own API keys and one active provider. Provider processing countries not retrieved.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-74"
              ]
            },
            {
              "id": "deep_research",
              "question": "Is multi-step research with a report available?",
              "support": "supported",
              "answer": "Alpha Deep Research delegates multi-step subqueries and creates reports; requires enabled sources, admin/user grants and may queue.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-15"
              ]
            },
            {
              "id": "web_citations",
              "question": "Are web sources cited?",
              "support": "supported",
              "answer": "Live web and Deep Research include source citations; quality untested.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-74",
                "cohere-north:cohere-north:n-doc-15"
              ]
            }
          ],
          "limitations": [
            "Web search GA; Deep Research alpha."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-74",
            "cohere-north:cohere-north:n-doc-15"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:AGT-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Live web search and a Deep Research Skill produce linked sources; exact search processing regions remain unspecified.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Migrated Team/Enterprise Work web search and Deep Research Skill; limits by plan",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "web_search",
              "question": "Is web search available?",
              "support": "supported",
              "answer": "Web search and Open URL retrieve current public information; login/paywalled pages have documented limitations.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-web-20261026"
              ]
            },
            {
              "id": "admin_toggle",
              "question": "Can admins disable it per organisation or group?",
              "support": "supported",
              "answer": "Admins can disable Web Search and Deep Research per Workspace; group access can be assigned through Workspace membership.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-adminvibe-20261026",
                "mistral-vibe:mistral-vibe:m-groups-20261026"
              ]
            },
            {
              "id": "search_provider",
              "question": "Which search provider handles queries, and where?",
              "support": "partial",
              "answer": "AFP/AP supply news results. The general web-search backend and its query-processing region were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-web-20261026"
              ]
            },
            {
              "id": "deep_research",
              "question": "Is multi-step research with a report available?",
              "support": "partial",
              "answer": "Deep Research is available as a Work Skill producing multi-source cited reports; exact plan limits need the pricing/account scope.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-web-20261026",
                "mistral-vibe:mistral-vibe:m-skills-20261026"
              ]
            },
            {
              "id": "web_citations",
              "question": "Are web sources cited?",
              "support": "supported",
              "answer": "Web responses provide inline references and a Sources panel.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-web-20261026"
              ]
            }
          ],
          "limitations": [
            "search_provider: AFP/AP supply news results. The general web-search backend and its query-processing region were not established.",
            "deep_research: Deep Research is available as a Work Skill producing multi-source cited reports; exact plan limits need the pricing/account scope."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-web-20261026",
            "mistral-vibe:mistral-vibe:m-adminvibe-20261026",
            "mistral-vibe:mistral-vibe:m-groups-20261026",
            "mistral-vibe:mistral-vibe:m-skills-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026",
            "mistral-vibe:mistral-vibe:m-release-notes-20261026"
          ]
        }
      ]
    },
    {
      "id": "AGT-04",
      "title": "Workflows and automation",
      "group": {
        "id": 3,
        "name": "Assistants and agents"
      },
      "judgment": "Record no-code or low-code workflows, scheduled prompts, triggers from email, forms or business systems, and multi-step chains. Name where they run and who can build them. A shared prompt template is not a workflow.",
      "questions": [
        {
          "id": "workflow_builder",
          "question": "Is there a workflow or chain builder?"
        },
        {
          "id": "scheduled_tasks",
          "question": "Can prompts or assistants run on a schedule?"
        },
        {
          "id": "event_triggers",
          "question": "Can external events start a workflow?"
        },
        {
          "id": "builder_audience",
          "question": "Is building aimed at business users, IT or developers?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:AGT-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Node workflows support schedules, API invocation and human review.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "workflow_builder",
              "question": "Is there a workflow or chain builder?",
              "support": "supported",
              "answer": "Visual node builder combines LLM/agent/tool/conditional/loop steps, versioning and JSON import/export.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-16",
                "cohere-north:cohere-north:n-doc-29"
              ]
            },
            {
              "id": "scheduled_tasks",
              "question": "Can prompts or assistants run on a schedule?",
              "support": "supported",
              "answer": "Users schedule hourly/daily/weekly or cron; optional natural-language suggestions require confirmation. Repeated failure can disable schedules.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-30"
              ]
            },
            {
              "id": "event_triggers",
              "question": "Can external events start a workflow?",
              "support": "partial",
              "answer": "Authenticated execute API enables custom external event integrations. A native inbox/file-change webhook listener was not established.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-api-run"
              ]
            },
            {
              "id": "builder_audience",
              "question": "Is building aimed at business users, IT or developers?",
              "support": "supported",
              "answer": "Business builders use visual/natural-language tools and Human Review; IT provisions connectors/models and developers call APIs.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-16",
                "cohere-north:cohere-north:n-doc-26",
                "cohere-north:cohere-north:n-api-run"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-16",
            "cohere-north:cohere-north:n-doc-29",
            "cohere-north:cohere-north:n-doc-30",
            "cohere-north:cohere-north:n-api-run",
            "cohere-north:cohere-north:n-doc-26"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:AGT-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Studio developers publish Workflows for Work use, with tier entitlement unspecified; time-based Work scheduling is public preview.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise Work scheduling and workflow selection; Studio construction/hosting needs its own paid API or Enterprise entitlement",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "workflow_builder",
              "question": "Is there a workflow or chain builder?",
              "support": "supported",
              "answer": "Work does not build deterministic Workflows itself; Studio developers build and publish them for explicit selection in Work.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-workflows-20261026"
              ]
            },
            {
              "id": "scheduled_tasks",
              "question": "Can prompts or assistants run on a schedule?",
              "support": "supported",
              "answer": "Public-preview schedules run once/daily/weekly/monthly/yearly; Free advertises up to five and paid plans fair-use conditions.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-schedule-20261026",
                "mistral-vibe:mistral-vibe:plan-matrix-20261026"
              ]
            },
            {
              "id": "event_triggers",
              "question": "Can external events start a workflow?",
              "support": "unsupported",
              "answer": "The scheduling guide states triggers are time-based for now; event triggers are prospective, without a dated commitment.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-schedule-20261026"
              ]
            },
            {
              "id": "builder_audience",
              "question": "Is building aimed at business users, IT or developers?",
              "support": "supported",
              "answer": "Studio workflow construction targets developers; ordinary Work users select published workflows and schedule prompts.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-workflows-20261026",
                "mistral-vibe:mistral-vibe:m-schedule-20261026"
              ]
            }
          ],
          "limitations": [
            "Time-based scheduling remains public preview. Studio workflow creation/hosting needs a separately eligible service plan; current scheduling is not event-triggered."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-workflows-20261026",
            "mistral-vibe:mistral-vibe:m-schedule-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026",
            "mistral-vibe:mistral-vibe:m-release-notes-20261026"
          ]
        }
      ]
    },
    {
      "id": "AGT-05",
      "title": "Agentic task execution",
      "group": {
        "id": 3,
        "name": "Assistants and agents"
      },
      "judgment": "Record an agent mode that plans and carries out multi-step tasks with tools (browser, files, connectors), with visible steps, user confirmation of side effects and stop control. Run one fixture task (gather three documents, draft a summary, propose an email). Record interventions and what ran. A final claim of success is not proof.",
      "questions": [
        {
          "id": "agent_mode",
          "question": "Is there an agent mode for multi-step tasks?"
        },
        {
          "id": "visible_steps",
          "question": "Are steps and tool calls shown?"
        },
        {
          "id": "side_effect_confirmation",
          "question": "Must the user confirm actions with side effects?"
        },
        {
          "id": "stop_control",
          "question": "Can the user stop a running task?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:AGT-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "North executes multi-step work with visible tasks, approval options and workflow cancellation.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "agent_mode",
              "question": "Is there an agent mode for multi-step tasks?",
              "support": "supported",
              "answer": "Agents use tools/code; Deep Research decomposes tasks and delegates subagents; automations execute multiple nodes.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-15",
                "cohere-north:cohere-north:n-doc-34",
                "cohere-north:cohere-north:n-doc-16"
              ]
            },
            {
              "id": "visible_steps",
              "question": "Are steps and tool calls shown?",
              "support": "supported",
              "answer": "Sandbox activity expands executed code; automation run viewer shows node inputs/outputs; shared chat includes thinking trace.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-34",
                "cohere-north:cohere-north:n-doc-30",
                "cohere-north:cohere-north:n-doc-4"
              ]
            },
            {
              "id": "side_effect_confirmation",
              "question": "Must the user confirm actions with side effects?",
              "support": "partial",
              "answer": "Tool hints trigger approval; global Allow Always bypasses it and workflows accept action permissions at launch. Human Review nodes can add deliberate checkpoints.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-150",
                "cohere-north:cohere-north:n-doc-30",
                "cohere-north:cohere-north:n-doc-26"
              ]
            },
            {
              "id": "stop_control",
              "question": "Can the user stop a running task?",
              "support": "partial",
              "answer": "Running automations have Cancel. General chat stop behavior and rollback of already executed external actions were not tested.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-30"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-15",
            "cohere-north:cohere-north:n-doc-34",
            "cohere-north:cohere-north:n-doc-16",
            "cohere-north:cohere-north:n-doc-30",
            "cohere-north:cohere-north:n-doc-4",
            "cohere-north:cohere-north:n-doc-150",
            "cohere-north:cohere-north:n-doc-26"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:AGT-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Work is documented as a supervised multi-step agent with task progress and optional preauthorization.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise migrated Work agent execution and plan-included connectors",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "agent_mode",
              "question": "Is there an agent mode for multi-step tasks?",
              "support": "partial",
              "answer": "Work decomposes tasks and calls connectors/tools; no fixture execution or intervention count was observed.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-safety-20261026"
              ]
            },
            {
              "id": "visible_steps",
              "question": "Are steps and tool calls shown?",
              "support": "supported",
              "answer": "Longer tasks show todos, reasoning summaries and expandable tool inputs/outputs/status.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-safety-20261026"
              ]
            },
            {
              "id": "side_effect_confirmation",
              "question": "Must the user confirm actions with side effects?",
              "support": "supported",
              "answer": "External create/update/send/delete actions request approval unless the user has Always allow enabled for that function.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-safety-20261026"
              ]
            },
            {
              "id": "stop_control",
              "question": "Can the user stop a running task?",
              "support": "supported",
              "answer": "A stop button can interrupt work, but the guide warns that already-submitted external effects cannot be guaranteed stopped or undone.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-safety-20261026"
              ]
            }
          ],
          "limitations": [
            "agent_mode: Work decomposes tasks and calls connectors/tools; no fixture execution or intervention count was observed."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-safety-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026",
            "mistral-vibe:mistral-vibe:m-release-notes-20261026"
          ]
        }
      ]
    },
    {
      "id": "AGT-06",
      "title": "Programmable access",
      "group": {
        "id": 3,
        "name": "Assistants and agents"
      },
      "judgment": "Record a public API for chat, assistants and knowledge, SDKs, API authentication, rate limits and whether API use counts against the same governance (audit, budgets, model restrictions). Being an MCP client is different from exposing the product over MCP.",
      "questions": [
        {
          "id": "chat_api",
          "question": "Is there an API for chat and assistants?"
        },
        {
          "id": "knowledge_api",
          "question": "Can documents be loaded through an API?"
        },
        {
          "id": "api_governance",
          "question": "Do audit, budgets and model rules apply to API use?"
        },
        {
          "id": "mcp_server",
          "question": "Does the product expose itself to other agents over MCP?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:AGT-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "North has its own authenticated REST APIs for responses, agents, files, libraries and workflows.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-api"
            ],
            "version": "North 2.0.1 docs",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-api",
                "name": "North instance REST API and SDK access",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_api",
              "question": "Is there an API for chat and assistants?",
              "support": "supported",
              "answer": "Instance REST API supports chat/agents/automations; response endpoint exposes models/tools and SDK access. Separate from Cohere model Platform API.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-north-api",
                "cohere-north:cohere-north:n-api-response"
              ]
            },
            {
              "id": "knowledge_api",
              "question": "Can documents be loaded through an API?",
              "support": "supported",
              "answer": "Authenticated file upload stores content with IDs; library APIs create collections under library permissions.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-api-upload",
                "cohere-north:cohere-north:n-api-libraries",
                "cohere-north:cohere-north:n-doc-114"
              ]
            },
            {
              "id": "api_governance",
              "question": "Do audit, budgets and model rules apply to API use?",
              "support": "partial",
              "answer": "APIs return permission/rate-limit errors and use North identities; sharing restrictions cover API, audit GET exists. Full guardrail/budget/content logging parity not tested.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-api-response",
                "cohere-north:cohere-north:n-doc-89",
                "cohere-north:cohere-north:n-doc-140"
              ]
            },
            {
              "id": "mcp_server",
              "question": "Does the product expose itself to other agents over MCP?",
              "support": "unknown",
              "answer": "Unknown for mcp_server. North REST APIs are public. Full API guardrail/audit/rate-limit parity and a turnkey North-as-MCP server were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: mcp_server."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-north-api",
            "cohere-north:cohere-north:n-api-response",
            "cohere-north:cohere-north:n-api-upload",
            "cohere-north:cohere-north:n-api-libraries",
            "cohere-north:cohere-north:n-doc-114",
            "cohere-north:cohere-north:n-doc-89",
            "cohere-north:cohere-north:n-doc-140"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:AGT-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Studio/administration APIs are separate from the end-user Work chat; legacy Chat Agents explicitly lack API invocation.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_api",
              "question": "Is there an API for chat and assistants?",
              "support": "partial",
              "answer": "Legacy Chat-created Agents cannot be called programmatically; developers create separate Studio/API agents. A full hosted Work conversation API was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-legacy-agents"
              ]
            },
            {
              "id": "knowledge_api",
              "question": "Can documents be loaded through an API?",
              "support": "unknown",
              "answer": "Unknown. Studio/library APIs were not comprehensively retrieved to establish full Work knowledge ingestion/ACL parity.",
              "evidenceIds": []
            },
            {
              "id": "api_governance",
              "question": "Do audit, budgets and model rules apply to API use?",
              "support": "partial",
              "answer": "Enterprise Admin APIs expose usage, groups and limits; parity with every Work tool/retention/permission policy was not tested.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-usage-api",
                "mistral-vibe:mistral-vibe:m-provision"
              ]
            },
            {
              "id": "mcp_server",
              "question": "Does the product expose itself to other agents over MCP?",
              "support": "unknown",
              "answer": "Unknown. Work is documented as an MCP client; a supported Work-as-MCP-server interface was not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: knowledge_api, mcp_server."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-legacy-agents",
            "mistral-vibe:mistral-vibe:m-usage-api",
            "mistral-vibe:mistral-vibe:m-provision"
          ]
        }
      ]
    },
    {
      "id": "WORK-01",
      "title": "Clients and access points",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "List web, desktop (Windows, macOS), iOS, Android, mobile browser and browser extension separately. For each, record login with company SSO, feature gaps against web, and MDM/Intune deployability. An installable app is different from a mobile website.",
      "questions": [
        {
          "id": "web",
          "question": "Is a full web client available?"
        },
        {
          "id": "desktop_apps",
          "question": "Windows and macOS apps?"
        },
        {
          "id": "mobile_apps",
          "question": "iOS and Android apps with SSO?"
        },
        {
          "id": "browser_extension",
          "question": "Is there a browser extension or sidebar?"
        },
        {
          "id": "managed_deployment",
          "question": "Can IT deploy and configure clients through MDM?"
        },
        {
          "id": "client_feature_gaps",
          "question": "Which features are missing on mobile?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:WORK-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "North has web and mobile access; desktop/MDM coverage is unknown.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-mobile"
            ],
            "version": null,
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-mobile",
                "name": "North iOS and alpha Android app",
                "type": "mobile"
              }
            ]
          },
          "questions": [
            {
              "id": "web",
              "question": "Is a full web client available?",
              "support": "supported",
              "answer": "Full browser chat, Admin and builders documented.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-1",
                "cohere-north:cohere-north:n-doc-18"
              ]
            },
            {
              "id": "desktop_apps",
              "question": "Windows and macOS apps?",
              "support": "unknown",
              "answer": "Unknown for desktop_apps. Web and alpha mobile are documented; no desktop package, browser extension, MDM deployment matrix or mobile SSO test was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "mobile_apps",
              "question": "iOS and Android apps with SSO?",
              "support": "partial",
              "answer": "October 16 release documents Android alpha with iOS feature parity for agents/automations/record/translate. Mobile SSO/installation workflow not tested.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-north-changelog"
              ]
            },
            {
              "id": "browser_extension",
              "question": "Is there a browser extension or sidebar?",
              "support": "unknown",
              "answer": "Unknown for browser_extension. Web and alpha mobile are documented; no desktop package, browser extension, MDM deployment matrix or mobile SSO test was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "managed_deployment",
              "question": "Can IT deploy and configure clients through MDM?",
              "support": "unknown",
              "answer": "Unknown for managed_deployment. Web and alpha mobile are documented; no desktop package, browser extension, MDM deployment matrix or mobile SSO test was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "client_feature_gaps",
              "question": "Which features are missing on mobile?",
              "support": "partial",
              "answer": "Mobile record/translate and document review are documented; complete web/admin/builders parity and managed-client matrix not retrieved.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-north-changelog",
                "cohere-north:cohere-north:n-doc-97"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: desktop_apps, browser_extension, managed_deployment."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-1",
            "cohere-north:cohere-north:n-doc-18",
            "cohere-north:cohere-north:n-north-changelog",
            "cohere-north:cohere-north:n-doc-97"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:WORK-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Hosted Vibe is available on web and mobile; developer IDE/CLI routes have a different audience.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web",
              "vibe-mobile"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              },
              {
                "id": "vibe-mobile",
                "name": "Vibe iOS/Android apps",
                "type": "mobile"
              }
            ]
          },
          "questions": [
            {
              "id": "web",
              "question": "Is a full web client available?",
              "support": "supported",
              "answer": "The product and pricing pages list the hosted web app.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-home",
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "desktop_apps",
              "question": "Windows and macOS apps?",
              "support": "unknown",
              "answer": "Unknown. No standalone general-work Windows/macOS app was verified; CLI/IDE coding clients are recorded separately.",
              "evidenceIds": []
            },
            {
              "id": "mobile_apps",
              "question": "iOS and Android apps with SSO?",
              "support": "partial",
              "answer": "iOS and Android apps are linked in the voice guide; company-SSO mobile behavior was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-voice"
              ]
            },
            {
              "id": "browser_extension",
              "question": "Is there a browser extension or sidebar?",
              "support": "unknown",
              "answer": "Unknown. Vibe Code IDE extensions are documented, but a general browser extension/sidebar was not established.",
              "evidenceIds": []
            },
            {
              "id": "managed_deployment",
              "question": "Can IT deploy and configure clients through MDM?",
              "support": "unknown",
              "answer": "Unknown. No MDM/Intune package and managed configuration contract was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "client_feature_gaps",
              "question": "Which features are missing on mobile?",
              "support": "unknown",
              "answer": "Unknown. No complete mobile/web parity matrix or mobile Enterprise SSO fixture was obtained.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: desktop_apps, browser_extension, managed_deployment, client_feature_gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-home",
            "mistral-vibe:mistral-vibe:m-pricing",
            "mistral-vibe:mistral-vibe:m-voice"
          ]
        }
      ]
    },
    {
      "id": "WORK-02",
      "title": "Office suite and Teams integration",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record presence inside Word, Excel, PowerPoint, Outlook and Teams (and Google Docs, Gmail), with what the assistant can do in each: read the open document, write into it, act on mail. Record extra licences and admin consent needed. A connector that searches Office files is KNOW-03, not WORK-02.",
      "questions": [
        {
          "id": "word_excel_powerpoint",
          "question": "Does it work inside Word, Excel and PowerPoint?"
        },
        {
          "id": "outlook",
          "question": "Does it work inside Outlook?"
        },
        {
          "id": "teams",
          "question": "Is there a Teams app or bot?"
        },
        {
          "id": "google_workspace_apps",
          "question": "Does it work inside Docs, Sheets or Gmail?"
        },
        {
          "id": "licence_prerequisites",
          "question": "Which licences or consents are needed?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:WORK-02",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:WORK-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Work accesses Outlook and Google services through connectors; embedded Office, Outlook or Teams add-ins remain unverified.",
          "availability": "unknown",
          "delivery": "unknown",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise hosted Work with beta connectors",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Source-account and connector route dependent",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "word_excel_powerpoint",
              "question": "Does it work inside Word, Excel and PowerPoint?",
              "support": "unknown",
              "answer": "The Work connector guide describes source retrieval/actions. It does not establish this editor/mail/Teams add-in or its separate licence/admin-consent requirements. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/voice-mode.md, https://mistral.ai/products/vibe/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "outlook",
              "question": "Does it work inside Outlook?",
              "support": "partial",
              "answer": "The featured Outlook connector reads/sends email and the Outlook Calendar connector manages events from Work. This does not establish an embedded Outlook add-in.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026",
                "mistral-vibe:mistral-vibe:plan-matrix-20261026"
              ]
            },
            {
              "id": "teams",
              "question": "Is there a Teams app or bot?",
              "support": "unknown",
              "answer": "The Work connector guide describes source retrieval/actions. It does not establish this editor/mail/Teams add-in or its separate licence/admin-consent requirements. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/voice-mode.md, https://mistral.ai/products/vibe/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "google_workspace_apps",
              "question": "Does it work inside Docs, Sheets or Gmail?",
              "support": "partial",
              "answer": "Featured Gmail and Google Calendar tools act from Work. A Google Drive task example is documented; embedded Gmail/Docs/Sheets add-ons were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026",
                "mistral-vibe:mistral-vibe:plan-matrix-20261026"
              ]
            },
            {
              "id": "licence_prerequisites",
              "question": "Which licences or consents are needed?",
              "support": "partial",
              "answer": "Featured connectors require an authorized source account and OAuth consent; custom remote MCP configuration requires an administrator. The complete source licence and tenant-admin consent matrix was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors-20261026",
                "mistral-vibe:mistral-vibe:m-mcp-20261026",
                "mistral-vibe:mistral-vibe:plan-matrix-20261026"
              ]
            }
          ],
          "limitations": [
            "word_excel_powerpoint: The Work connector guide describes source retrieval/actions. It does not establish this editor/mail/Teams add-in or its separate licence/admin-consent requirements. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/voice-mode.md, https://mistral.ai/products/vibe/. No additional scoped evidence established this answer.",
            "outlook: The featured Outlook connector reads/sends email and the Outlook Calendar connector manages events from Work. This does not establish an embedded Outlook add-in.",
            "teams: The Work connector guide describes source retrieval/actions. It does not establish this editor/mail/Teams add-in or its separate licence/admin-consent requirements. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/voice-mode.md, https://mistral.ai/products/vibe/. No additional scoped evidence established this answer.",
            "google_workspace_apps: Featured Gmail and Google Calendar tools act from Work. A Google Drive task example is documented; embedded Gmail/Docs/Sheets add-ons were not established.",
            "licence_prerequisites: Featured connectors require an authorized source account and OAuth consent; custom remote MCP configuration requires an administrator. The complete source licence and tenant-admin consent matrix was not established."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-connectors-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026",
            "mistral-vibe:mistral-vibe:m-mcp-20261026"
          ]
        }
      ]
    },
    {
      "id": "WORK-03",
      "title": "Translation and writing",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record document translation preserving layout, the translation engine (LLM or dedicated such as DeepL), glossaries, formality control, supported languages including Swiss German conventions (no ß), and rewriting/proofreading tools. Translate the shared German contract into French and Italian and record layout and glossary results.",
      "questions": [
        {
          "id": "document_translation",
          "question": "Can whole documents be translated with formatting kept?"
        },
        {
          "id": "translation_engine",
          "question": "Which engine translates?"
        },
        {
          "id": "glossaries",
          "question": "Are company glossaries supported?"
        },
        {
          "id": "formality_and_variants",
          "question": "Can formality and regional variants (de-CH) be set?"
        },
        {
          "id": "writing_tools",
          "question": "Are dedicated rewrite and proofreading tools available?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:WORK-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Document mode supports translation and writing; controlled layout-preserving translation is unverified.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "document_translation",
              "question": "Can whole documents be translated with formatting kept?",
              "support": "partial",
              "answer": "Document mode can translate whole generated documents or selections; shortcut is alpha. Preservation of uploaded document layout, tables and glossary terms untested.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-9"
              ]
            },
            {
              "id": "translation_engine",
              "question": "Which engine translates?",
              "support": "unknown",
              "answer": "Unknown for translation_engine. Document mode supports translation/rewriting. Layout-preserving file translation, managed glossary, dedicated engine and de-CH controls were not established.",
              "evidenceIds": []
            },
            {
              "id": "glossaries",
              "question": "Are company glossaries supported?",
              "support": "unknown",
              "answer": "Unknown for glossaries. Document mode supports translation/rewriting. Layout-preserving file translation, managed glossary, dedicated engine and de-CH controls were not established.",
              "evidenceIds": []
            },
            {
              "id": "formality_and_variants",
              "question": "Can formality and regional variants (de-CH) be set?",
              "support": "partial",
              "answer": "Tone actions include professional/friendly/concise/persuasive and prompts can request formal rewrites. Dedicated de-CH/regional controls not established.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-9"
              ]
            },
            {
              "id": "writing_tools",
              "question": "Are dedicated rewrite and proofreading tools available?",
              "support": "supported",
              "answer": "Document editor supports rewriting, tone/length actions, manual edits and prompt-guided revision with history.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-9"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: translation_engine, glossaries."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-9"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:WORK-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Canvas supports instructed translation and rewriting; dedicated layout-preserving translation/glossary behavior remains untested.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "document_translation",
              "question": "Can whole documents be translated with formatting kept?",
              "support": "unknown",
              "answer": "Unknown. Canvas and legacy translation examples do not establish a dedicated translation engine, enforced glossary or tested format/de-CH fidelity; no contract translation fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "translation_engine",
              "question": "Which engine translates?",
              "support": "unknown",
              "answer": "Unknown. Canvas and legacy translation examples do not establish a dedicated translation engine, enforced glossary or tested format/de-CH fidelity; no contract translation fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "glossaries",
              "question": "Are company glossaries supported?",
              "support": "unknown",
              "answer": "Unknown. Canvas and legacy translation examples do not establish a dedicated translation engine, enforced glossary or tested format/de-CH fidelity; no contract translation fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "formality_and_variants",
              "question": "Can formality and regional variants (de-CH) be set?",
              "support": "unknown",
              "answer": "Unknown. Canvas and legacy translation examples do not establish a dedicated translation engine, enforced glossary or tested format/de-CH fidelity; no contract translation fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "writing_tools",
              "question": "Are dedicated rewrite and proofreading tools available?",
              "support": "supported",
              "answer": "Canvas offers inline rewrite/translate requests, direct edits and revisions; custom instructions set tone/style.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files",
                "mistral-vibe:mistral-vibe:m-instructions"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: document_translation, translation_engine, glossaries, formality_and_variants."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-files",
            "mistral-vibe:mistral-vibe:m-instructions"
          ]
        }
      ]
    },
    {
      "id": "WORK-04",
      "title": "Image generation and editing",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record available image models, editing (inpainting, reference images), admin control and per-image cost visibility, and licence or usage terms for generated images.",
      "questions": [
        {
          "id": "image_generation",
          "question": "Can users generate images, with which models?"
        },
        {
          "id": "image_editing",
          "question": "Can users edit uploaded images?"
        },
        {
          "id": "admin_control",
          "question": "Can admins restrict image generation?"
        },
        {
          "id": "usage_terms",
          "question": "What usage rights apply to output?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:WORK-04",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:WORK-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Work generates and edits images using Black Forest Labs, with Workspace controls and plan limits.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team and Enterprise hosted Vibe Work after account migration; feature-specific beta/preview and Enterprise-only controls retained below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "image_generation",
              "question": "Can users generate images, with which models?",
              "support": "partial",
              "answer": "The Work guide names Black Forest Labs as image provider; the exact current model revision was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-image-20261026"
              ]
            },
            {
              "id": "image_editing",
              "question": "Can users edit uploaded images?",
              "support": "supported",
              "answer": "Users can refine generated images or upload an existing image and request changes.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-image-20261026"
              ]
            },
            {
              "id": "admin_control",
              "question": "Can admins restrict image generation?",
              "support": "supported",
              "answer": "Administrators can disable Image Generation per Workspace.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-adminvibe-20261026"
              ]
            },
            {
              "id": "usage_terms",
              "question": "What usage rights apply to output?",
              "support": "partial",
              "answer": "Commercial terms define generated-output rights subject to third-party content and usage restrictions; a model-specific image licence review was not completed.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-commercial-20261026"
              ]
            }
          ],
          "limitations": [
            "image_generation: The Work guide names Black Forest Labs as image provider; the exact current model revision was not established.",
            "usage_terms: Commercial terms define generated-output rights subject to third-party content and usage restrictions; a model-specific image licence review was not completed."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-image-20261026",
            "mistral-vibe:mistral-vibe:m-adminvibe-20261026",
            "mistral-vibe:mistral-vibe:m-commercial-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "id": "WORK-05",
      "title": "Voice and meetings",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record dictation, read-aloud, live voice conversation, meeting transcription and summarisation, supported languages including Swiss German speech, and where audio is processed.",
      "questions": [
        {
          "id": "dictation",
          "question": "Can users dictate prompts?"
        },
        {
          "id": "read_aloud",
          "question": "Can answers be read aloud?"
        },
        {
          "id": "voice_conversation",
          "question": "Is a live voice mode available?"
        },
        {
          "id": "meeting_summaries",
          "question": "Are meetings transcribed and summarised?"
        },
        {
          "id": "swiss_german_speech",
          "question": "Is Swiss German speech recognised?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:WORK-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Alpha dictation and beta long-form mobile recording are documented.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-mobile"
            ],
            "version": null,
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-mobile",
                "name": "North iOS and alpha Android app",
                "type": "mobile"
              }
            ]
          },
          "questions": [
            {
              "id": "dictation",
              "question": "Can users dictate prompts?",
              "support": "supported",
              "answer": "Off-by-default alpha dictation supports web/mobile prompts and some instruction/automation fields; configured ASR and microphone permission required.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-97",
                "cohere-north:cohere-north:n-doc-1"
              ]
            },
            {
              "id": "read_aloud",
              "question": "Can answers be read aloud?",
              "support": "unknown",
              "answer": "Unknown for read_aloud. Dictation and long-form mobile recording have alpha/beta states. Read-aloud, conversational speech, automatic meeting capture and Swiss German quality were not established.",
              "evidenceIds": []
            },
            {
              "id": "voice_conversation",
              "question": "Is a live voice mode available?",
              "support": "unknown",
              "answer": "Unknown for voice_conversation. Dictation and long-form mobile recording have alpha/beta states. Read-aloud, conversational speech, automatic meeting capture and Swiss German quality were not established.",
              "evidenceIds": []
            },
            {
              "id": "meeting_summaries",
              "question": "Are meetings transcribed and summarised?",
              "support": "partial",
              "answer": "North can summarise supplied meeting transcripts; beta mobile long recording exists. Automatic meeting participation/transcription and accuracy unverified.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-1",
                "cohere-north:cohere-north:n-doc-97"
              ]
            },
            {
              "id": "swiss_german_speech",
              "question": "Is Swiss German speech recognised?",
              "support": "unknown",
              "answer": "Unknown for swiss_german_speech. Dictation and long-form mobile recording have alpha/beta states. Read-aloud, conversational speech, automatic meeting capture and Swiss German quality were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Dictation alpha; long-form mobile recording beta.",
            "Remaining atomic gaps: read_aloud, voice_conversation, swiss_german_speech."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-97",
            "cohere-north:cohere-north:n-doc-1"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:WORK-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Voice transcription and uploaded meeting analysis are documented; live voice and Swiss German performance remain open.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web",
              "vibe-mobile"
            ],
            "version": null,
            "plan": "All plans for dictation, explicitly stated by the Work voice guide; uploaded-meeting analysis unspecified plan",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              },
              {
                "id": "vibe-mobile",
                "name": "Vibe iOS/Android apps",
                "type": "mobile"
              }
            ]
          },
          "questions": [
            {
              "id": "dictation",
              "question": "Can users dictate prompts?",
              "support": "supported",
              "answer": "Web and iOS/Android voice transcribes a prompt for review or autosend; DE/FR/IT are listed languages.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-voice",
                "mistral-vibe:mistral-vibe:m-voice-entitlement-correction"
              ]
            },
            {
              "id": "read_aloud",
              "question": "Can answers be read aloud?",
              "support": "unknown",
              "answer": "Unknown. A supported end-user answer read-aloud control was not established in the retrieved Work voice guide.",
              "evidenceIds": []
            },
            {
              "id": "voice_conversation",
              "question": "Is a live voice mode available?",
              "support": "unknown",
              "answer": "Unknown. The voice guide has a conversation-mode heading but does not provide sufficient behavior/plan detail to establish live bidirectional voice.",
              "evidenceIds": []
            },
            {
              "id": "meeting_summaries",
              "question": "Are meetings transcribed and summarised?",
              "support": "partial",
              "answer": "Uploaded recordings can be transcribed and summarized with action items; a live meeting-bot integration was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files"
              ]
            },
            {
              "id": "swiss_german_speech",
              "question": "Is Swiss German speech recognised?",
              "support": "unknown",
              "answer": "Unknown. No de-CH/Swiss German transcription evidence or fixture was obtained.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: read_aloud, voice_conversation, swiss_german_speech.",
            "The general Work/Workspace documentation does not establish Team or Enterprise entitlement for every feature here. Unspecified-plan findings remain candidates; no plan inheritance is assumed."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-voice",
            "mistral-vibe:mistral-vibe:m-files",
            "mistral-vibe:mistral-vibe:m-voice-entitlement-correction"
          ]
        }
      ]
    },
    {
      "id": "WORK-06",
      "title": "Data analysis and document output",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record code execution for data analysis, charts, and generation of downloadable Word, Excel, PowerPoint and PDF files. Analyse the fixture Excel and request a PowerPoint summary. Record where code runs and whether files are editable.",
      "questions": [
        {
          "id": "data_analysis",
          "question": "Can it analyse spreadsheets with executed code?"
        },
        {
          "id": "charts",
          "question": "Can it produce charts?"
        },
        {
          "id": "office_file_output",
          "question": "Can it create Word, Excel or PowerPoint files?"
        },
        {
          "id": "canvas_editing",
          "question": "Is there a document or canvas editor for iterating on output?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:WORK-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Beta sandbox/Skills create Office files. Document mode supports iteration, with alpha incremental editing distinguished from the broader document workflow.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform 2.0.1; alpha incremental document editing; sandbox/Skills separately Beta",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "data_analysis",
              "question": "Can it analyse spreadsheets with executed code?",
              "support": "partial",
              "answer": "Beta Skills run file-producing work through sandbox_run_python or sandbox_run_command and provide spreadsheet/CSV operations. The sandbox service and skills permission must be enabled. Analysis correctness and formula preservation were not benchmarked.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-12-20261026",
                "cohere-north:cohere-north:north-release-html-20261026"
              ]
            },
            {
              "id": "charts",
              "question": "Can it produce charts?",
              "support": "partial",
              "answer": "The document-mode guide describes Data Interpreter creating a chart and embedding it in the editor. The inaccessible sandbox/interpreter guides do not establish a complete plotting-library inventory; chart correctness was not tested.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-9-20261026"
              ]
            },
            {
              "id": "office_file_output",
              "question": "Can it create Word, Excel or PowerPoint files?",
              "support": "supported",
              "answer": "Beta Skills include DOCX/PPTX/XLSX/CSV creation/editing; model and sandbox prerequisites apply.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-12-20261026"
              ]
            },
            {
              "id": "canvas_editing",
              "question": "Is there a document or canvas editor for iterating on output?",
              "support": "supported",
              "answer": "Document mode combines direct editing, prompted edits, version history and PDF/DOCX/MD/HTML export. Incremental document-editing controls are alpha; this does not make the whole criterion beta or generally available.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-9-20261026",
                "cohere-north:cohere-north:n-north-changelog-20261026"
              ]
            }
          ],
          "limitations": [
            "data_analysis: Beta Skills run file-producing work through sandbox_run_python or sandbox_run_command and provide spreadsheet/CSV operations. The sandbox service and skills permission must be enabled. Analysis correctness and formula preservation were not benchmarked.",
            "charts: The document-mode guide describes Data Interpreter creating a chart and embedding it in the editor. The inaccessible sandbox/interpreter guides do not establish a complete plotting-library inventory; chart correctness was not tested."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-12-20261026",
            "cohere-north:cohere-north:north-release-html-20261026",
            "cohere-north:cohere-north:n-doc-9-20261026",
            "cohere-north:cohere-north:n-north-changelog-20261026"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:WORK-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Paid Work executes code, charts data and generates editable spreadsheet/slide artifacts.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "data_analysis",
              "question": "Can it analyse spreadsheets with executed code?",
              "support": "partial",
              "answer": "Code Interpreter executes Python/TypeScript in an isolated no-internet sandbox; workbook accuracy was not tested.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-interpreter"
              ]
            },
            {
              "id": "charts",
              "question": "Can it produce charts?",
              "support": "supported",
              "answer": "The interpreter supports matplotlib/TypeScript charts from user data.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-interpreter"
              ]
            },
            {
              "id": "office_file_output",
              "question": "Can it create Word, Excel or PowerPoint files?",
              "support": "partial",
              "answer": "Paid spreadsheets export XLSX and Canvas exports PowerPoint and tables; DOCX generation was not fully verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-sheets",
                "mistral-vibe:mistral-vibe:m-files"
              ]
            },
            {
              "id": "canvas_editing",
              "question": "Is there a document or canvas editor for iterating on output?",
              "support": "supported",
              "answer": "Canvas supports direct edits, inline AI requests, version navigation and file exports.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files"
              ]
            }
          ],
          "limitations": [
            "Hosted paid-plan documentation does not establish equivalent behavior in every private Enterprise deployment."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-interpreter",
            "mistral-vibe:mistral-vibe:m-sheets",
            "mistral-vibe:mistral-vibe:m-files"
          ]
        }
      ]
    },
    {
      "id": "WORK-07",
      "title": "Sharing and team spaces",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record chat sharing (link, user, group), shared projects or team spaces, channels or group chat with AI, and commenting. Test sharing a chat with a colleague in another group and record what the recipient sees, including knowledge they lack access to.",
      "questions": [
        {
          "id": "share_chats",
          "question": "Can chats be shared inside the organisation?"
        },
        {
          "id": "team_spaces",
          "question": "Are shared projects or workspaces available?"
        },
        {
          "id": "group_chat",
          "question": "Can several people chat together with the AI?"
        },
        {
          "id": "share_permission_boundary",
          "question": "Does sharing respect the recipient's access to sources?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:WORK-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Shared snapshots and source collections have different access boundaries.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "share_chats",
              "question": "Can chats be shared inside the organisation?",
              "support": "supported",
              "answer": "Signed-in colleagues open read-only snapshot links with messages, citations, thinking and presented sandbox files; subsequent changes need a new link.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-4"
              ]
            },
            {
              "id": "team_spaces",
              "question": "Are shared projects or workspaces available?",
              "support": "partial",
              "answer": "Beta Libraries share collections via user/group/company roles. Alpha Projects are private per-user workspaces; not shared team Projects.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-42",
                "cohere-north:cohere-north:n-doc-11"
              ]
            },
            {
              "id": "group_chat",
              "question": "Can several people chat together with the AI?",
              "support": "unknown",
              "answer": "Unknown for group_chat. Chat links are static read-only snapshots. Concurrent human group chat and rechecking original-source ACLs on all shared-answer content were not established.",
              "evidenceIds": []
            },
            {
              "id": "share_permission_boundary",
              "question": "Does sharing respect the recipient's access to sources?",
              "support": "partial",
              "answer": "Shared chat exposes existing answer text/files to signed-in recipients; no original-source ACL recheck established. Library/agent retrieval separately checks source and library access.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-4",
                "cohere-north:cohere-north:n-doc-152"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: group_chat."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-4",
            "cohere-north:cohere-north:n-doc-42",
            "cohere-north:cohere-north:n-doc-11",
            "cohere-north:cohere-north:n-doc-152"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:WORK-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Workspaces and Projects scope context; share links are output snapshots, with recipient source-access behavior still untested.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team and Enterprise hosted Vibe Work after account migration; feature-specific beta/preview and Enterprise-only controls retained below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "share_chats",
              "question": "Can chats be shared inside the organisation?",
              "support": "supported",
              "answer": "Canvas documentation describes sharing the full chat including Canvas content.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files-20261026"
              ]
            },
            {
              "id": "team_spaces",
              "question": "Are shared projects or workspaces available?",
              "support": "partial",
              "answer": "Workspaces scope conversations/resources and access; Projects group task context. Collaborative project membership was not fully established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-workspace-20261026",
                "mistral-vibe:mistral-vibe:m-projects-20261026"
              ]
            },
            {
              "id": "group_chat",
              "question": "Can several people chat together with the AI?",
              "support": "unknown",
              "answer": "No simultaneous multi-person chat-with-AI workflow was established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/admin/workspaces/your-first-workspace.md, https://docs.mistral.ai/vibe/work/projects.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "share_permission_boundary",
              "question": "Does sharing respect the recipient's access to sources?",
              "support": "unknown",
              "answer": "No two-recipient sharing fixture established whether a shared output reveals content the recipient lacks in source systems. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/admin/workspaces/your-first-workspace.md, https://docs.mistral.ai/vibe/work/projects.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "team_spaces: Workspaces scope conversations/resources and access; Projects group task context. Collaborative project membership was not fully established.",
            "group_chat: No simultaneous multi-person chat-with-AI workflow was established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/admin/workspaces/your-first-workspace.md, https://docs.mistral.ai/vibe/work/projects.md. No additional scoped evidence established this answer.",
            "share_permission_boundary: No two-recipient sharing fixture established whether a shared output reveals content the recipient lacks in source systems. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/admin/workspaces/your-first-workspace.md, https://docs.mistral.ai/vibe/work/projects.md. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-files-20261026",
            "mistral-vibe:mistral-vibe:m-workspace-20261026",
            "mistral-vibe:mistral-vibe:m-projects-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "id": "WORK-08",
      "title": "Interface languages and accessibility",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record UI languages, focusing on German, French, Italian and English, with translation quality observed (complete, partial, machine-translated). Record response language handling and WCAG conformance statements.",
      "questions": [
        {
          "id": "ui_languages",
          "question": "Which UI languages are offered?"
        },
        {
          "id": "dach_language_quality",
          "question": "Are German, French and Italian UIs complete and natural?"
        },
        {
          "id": "accessibility_statement",
          "question": "Is there a WCAG conformance statement?"
        },
        {
          "id": "admin_ui_languages",
          "question": "Is the admin interface available in German?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:WORK-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "User UI offers German and French among eight languages; accessibility and admin translation remain gaps.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "ui_languages",
              "question": "Which UI languages are offered?",
              "support": "supported",
              "answer": "Guide lists English default, Spanish, French, Portuguese, Arabic, Japanese, Korean and German. Italian is not in this documented selector list.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-1"
              ]
            },
            {
              "id": "dach_language_quality",
              "question": "Are German, French and Italian UIs complete and natural?",
              "support": "partial",
              "answer": "German/French available; Italian not listed. Completeness/naturalness was not tested and model language support does not prove UI quality.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-1"
              ]
            },
            {
              "id": "accessibility_statement",
              "question": "Is there a WCAG conformance statement?",
              "support": "unknown",
              "answer": "Unknown for accessibility_statement. Eight user UI languages are listed. No WCAG conformance statement, complete German admin UI inventory or DE/FR/IT usability assessment was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "admin_ui_languages",
              "question": "Is the admin interface available in German?",
              "support": "unknown",
              "answer": "Unknown for admin_ui_languages. Eight user UI languages are listed. No WCAG conformance statement, complete German admin UI inventory or DE/FR/IT usability assessment was retrieved.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: accessibility_statement, admin_ui_languages."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-1"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:WORK-08",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "ADM-01",
      "title": "Single sign-on and authentication",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record SAML, OIDC, Microsoft Entra ID, Google, LDAP, MFA enforcement, conditional-access compatibility, domain verification and plan restrictions. Test one SSO login on a trial where possible.",
      "questions": [
        {
          "id": "sso_protocols",
          "question": "Which SSO protocols and identity providers work?"
        },
        {
          "id": "sso_plan",
          "question": "Which plan includes SSO?"
        },
        {
          "id": "mfa",
          "question": "Can MFA be enforced?"
        },
        {
          "id": "conditional_access",
          "question": "Do Entra conditional-access policies apply?"
        },
        {
          "id": "domain_capture",
          "question": "Can the company claim its email domain?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:ADM-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "North supports OIDC, SAML and hybrid identity patterns in customer deployments.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "sso_protocols",
              "question": "Which SSO protocols and identity providers work?",
              "support": "supported",
              "answer": "Dex-based broker supports OIDC preferred/SAML legacy, LDAP shim, Entra-LDAP hybrid and authentication proxy; interactive SSO uses authorization-code PKCE.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-105"
              ]
            },
            {
              "id": "sso_plan",
              "question": "Which plan includes SSO?",
              "support": "partial",
              "answer": "SSO is documented for deployed North; no public commercial tier restriction or included-price matrix retrieved.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-105"
              ]
            },
            {
              "id": "mfa",
              "question": "Can MFA be enforced?",
              "support": "partial",
              "answer": "Authentication proxy supports external MFA chains; no standalone North-enforced MFA policy was retrieved.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-105"
              ]
            },
            {
              "id": "conditional_access",
              "question": "Do Entra conditional-access policies apply?",
              "support": "unknown",
              "answer": "Unknown for conditional_access. SSO protocols and IdP integration are documented. Tenant MFA/conditional-access enforcement and domain capture were not exercised.",
              "evidenceIds": []
            },
            {
              "id": "domain_capture",
              "question": "Can the company claim its email domain?",
              "support": "unknown",
              "answer": "Unknown for domain_capture. SSO protocols and IdP integration are documented. Tenant MFA/conditional-access enforcement and domain capture were not exercised.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: conditional_access, domain_capture."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-105"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:ADM-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise organization SSO is SAML 2.0 with verified domains and first-login provisioning.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "sso_protocols",
              "question": "Which SSO protocols and identity providers work?",
              "support": "supported",
              "answer": "Enterprise organization SSO supports SAML 2.0 identity providers; the guide explicitly says OIDC is not supported for organization SSO.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-sso-20261026"
              ]
            },
            {
              "id": "sso_plan",
              "question": "Which plan includes SSO?",
              "support": "supported",
              "answer": "SAML SSO requires Enterprise; domain verification is listed on Team.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-sso-20261026",
                "mistral-vibe:mistral-vibe:plan-matrix-20261026"
              ]
            },
            {
              "id": "mfa",
              "question": "Can MFA be enforced?",
              "support": "partial",
              "answer": "Individual accounts can enable TOTP two-factor authentication and generate recovery codes. A mandatory organization-wide policy or IdP enforcement matrix was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:account-mfa-20261026"
              ]
            },
            {
              "id": "conditional_access",
              "question": "Do Entra conditional-access policies apply?",
              "support": "unknown",
              "answer": "No Entra conditional-access compatibility test or precise policy guarantee was retrieved. Search on 2026-10-26: https://docs.mistral.ai/admin/set-up-organization/sign-in-method/saml-sso.md, https://mistral.ai/pricing/, https://docs.mistral.ai/admin/workspaces/workspaces-in-vibe.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "domain_capture",
              "question": "Can the company claim its email domain?",
              "support": "supported",
              "answer": "A matching verified-domain email routes to the configured IdP, with first-sign-in organization provisioning.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-sso-20261026"
              ]
            }
          ],
          "limitations": [
            "mfa: Individual accounts can enable TOTP two-factor authentication and generate recovery codes. A mandatory organization-wide policy or IdP enforcement matrix was not established.",
            "conditional_access: No Entra conditional-access compatibility test or precise policy guarantee was retrieved. Search on 2026-10-26: https://docs.mistral.ai/admin/set-up-organization/sign-in-method/saml-sso.md, https://mistral.ai/pricing/, https://docs.mistral.ai/admin/workspaces/workspaces-in-vibe.md. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-sso-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026",
            "mistral-vibe:mistral-vibe:account-mfa-20261026"
          ]
        }
      ]
    },
    {
      "id": "ADM-02",
      "title": "User provisioning and lifecycle",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record SCIM, just-in-time provisioning, group sync from the identity provider, deprovisioning effects (chats, assistants, knowledge ownership transfer) and licence assignment. Deprovision a test user and record what happens to their content.",
      "questions": [
        {
          "id": "scim",
          "question": "Is SCIM provisioning supported?"
        },
        {
          "id": "group_sync",
          "question": "Are identity-provider groups synced?"
        },
        {
          "id": "jit_provisioning",
          "question": "Are users created at first login?"
        },
        {
          "id": "deprovisioning",
          "question": "What happens to a removed user's data and shared assets?"
        },
        {
          "id": "seat_assignment",
          "question": "Can admins assign and reclaim seats?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:ADM-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "JIT and alpha SCIM provision users/groups; deletion preserves selected shared assets.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "scim",
              "question": "Is SCIM provisioning supported?",
              "support": "supported",
              "answer": "SCIM2 alpha provides user/group lifecycle and is bidirectional; incompatible with some connector group-filter settings.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-112"
              ]
            },
            {
              "id": "group_sync",
              "question": "Are identity-provider groups synced?",
              "support": "partial",
              "answer": "JIT groups hydrate at login/session refresh; SCIM can sync groups including matching preregistered names. No propagation measurement.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-111",
                "cohere-north:cohere-north:n-doc-112"
              ]
            },
            {
              "id": "jit_provisioning",
              "question": "Are users created at first login?",
              "support": "supported",
              "answer": "First successful login automatically creates user linked to external ID; no pre-invite required in this documented mode.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-111"
              ]
            },
            {
              "id": "deprovisioning",
              "question": "What happens to a removed user's data and shared assets?",
              "support": "supported",
              "answer": "Disable removes access reversibly; delete uses grace policy, keeps shared agents/workflows/files but removes Microsoft libraries even if shared. Admin can transfer preserved assets; cleanup asynchronous.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-112",
                "cohere-north:cohere-north:n-doc-90",
                "cohere-north:cohere-north:n-doc-153"
              ]
            },
            {
              "id": "seat_assignment",
              "question": "Can admins assign and reclaim seats?",
              "support": "unknown",
              "answer": "Unknown for seat_assignment. JIT and alpha bidirectional SCIM are documented. Commercial seat assignment and measured identity-propagation timing were not retrieved.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "SCIM alpha; graceful deletion settings beta. Commercial seat assignment unverified.",
            "Remaining atomic gaps: seat_assignment."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-112",
            "cohere-north:cohere-north:n-doc-111",
            "cohere-north:cohere-north:n-doc-90",
            "cohere-north:cohere-north:n-doc-153"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:ADM-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "JIT seats, user/group administration and external identity sync are documented; leaver data outcomes remain untested.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "scim",
              "question": "Is SCIM provisioning supported?",
              "support": "partial",
              "answer": "The groups guide recognizes SCIM-managed identities/groups, but a complete supported SCIM setup/plan matrix was not retrieved.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-groups"
              ]
            },
            {
              "id": "group_sync",
              "question": "Are identity-provider groups synced?",
              "support": "partial",
              "answer": "Externally managed group fields are controlled by the IdP and updated on sync; delay was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-groups"
              ]
            },
            {
              "id": "jit_provisioning",
              "question": "Are users created at first login?",
              "support": "supported",
              "answer": "Enterprise SAML first login provisions users and can assign available product seats automatically.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-sso"
              ]
            },
            {
              "id": "deprovisioning",
              "question": "What happens to a removed user's data and shared assets?",
              "support": "partial",
              "answer": "User removal revokes organization/Workspace permissions. Content ownership transfer and deletion were not tested.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-users",
                "mistral-vibe:mistral-vibe:m-provision"
              ]
            },
            {
              "id": "seat_assignment",
              "question": "Can admins assign and reclaim seats?",
              "support": "supported",
              "answer": "Admins assign/reclaim Vibe/product seats in member subscription settings.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-users"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-groups",
            "mistral-vibe:mistral-vibe:m-sso",
            "mistral-vibe:mistral-vibe:m-users",
            "mistral-vibe:mistral-vibe:m-provision"
          ]
        }
      ]
    },
    {
      "id": "ADM-03",
      "title": "Roles, groups and feature permissions",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record admin roles, delegated admins, groups, per-feature permissions (web search, image generation, connectors, file upload, agents), separation of subsidiaries or departments, and enforcement. Test one disabled feature for one group.",
      "questions": [
        {
          "id": "admin_roles",
          "question": "Which admin roles exist, and can admin rights be delegated?"
        },
        {
          "id": "groups",
          "question": "Can permissions be set per group?"
        },
        {
          "id": "feature_toggles",
          "question": "Which features can be switched on or off per group?"
        },
        {
          "id": "multi_entity",
          "question": "Can subsidiaries or departments be separated within one contract?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:ADM-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "North delegates fine-grained roles/groups; separately administered subsidiaries count as application instances.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_roles",
              "question": "Which admin roles exist, and can admin rights be delegated?",
              "support": "supported",
              "answer": "System roles include Agent/Automation/Tools managers, Compliance Requester/Approver and Library Access Manager; custom roles and individual temporary assignments. Some grants, including model configuration, must be assigned directly.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-114"
              ]
            },
            {
              "id": "groups",
              "question": "Can permissions be set per group?",
              "support": "supported",
              "answer": "Permissions/roles/resources assign users, IdP groups or company. JIT group membership updates with token/session refresh; rename/delete needs configuration review.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-114",
                "cohere-north:cohere-north:n-doc-111"
              ]
            },
            {
              "id": "feature_toggles",
              "question": "Which features can be switched on or off per group?",
              "support": "supported",
              "answer": "Group grants control agents, tools, libraries, automation and some admin capabilities; models additionally have alpha RBAC and inherited-owner exceptions.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-114",
                "cohere-north:cohere-north:n-doc-134",
                "cohere-north:cohere-north:n-doc-18"
              ]
            },
            {
              "id": "multi_entity",
              "question": "Can subsidiaries or departments be separated within one contract?",
              "support": "partial",
              "answer": "Separate administered installation with its own users/config/data is a separate licensed Application Instance, including business units/subsidiaries. Single-contract multi-instance price unknown.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-158"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-114",
            "cohere-north:cohere-north:n-doc-111",
            "cohere-north:cohere-north:n-doc-134",
            "cohere-north:cohere-north:n-doc-18",
            "cohere-north:cohere-north:n-doc-158"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:ADM-03",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "ADM-04",
      "title": "Usage and adoption analytics",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record dashboards for active users, usage by feature, model, group and assistant, export, and privacy controls (aggregation, pseudonymisation, works-council-friendly settings). Distinguish aggregate adoption metrics from per-person monitoring.",
      "questions": [
        {
          "id": "adoption_dashboard",
          "question": "Is there an adoption dashboard?"
        },
        {
          "id": "breakdowns",
          "question": "Can usage be broken down by group, model, feature and assistant?"
        },
        {
          "id": "export",
          "question": "Can usage data be exported?"
        },
        {
          "id": "privacy_modes",
          "question": "Can per-person reporting be limited or pseudonymised?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:ADM-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Alpha analytics offers detailed adoption/usage exports with named-user visibility.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "adoption_dashboard",
              "question": "Is there an adoption dashboard?",
              "support": "supported",
              "answer": "Separate Helm/ClickHouse analytics stack reports adoption, agents, automations, tools and libraries with date/group filters.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-78"
              ]
            },
            {
              "id": "breakdowns",
              "question": "Can usage be broken down by group, model, feature and assistant?",
              "support": "supported",
              "answer": "Groups/models/sources/agents/workflows/tools and user leaderboards documented; sampled/capped cards have explicit limitations.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-78"
              ]
            },
            {
              "id": "export",
              "question": "Can usage data be exported?",
              "support": "supported",
              "answer": "Cards export CSV data or PNG; CSV includes user names and capped tables export only loaded scope.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-78"
              ]
            },
            {
              "id": "privacy_modes",
              "question": "Can per-person reporting be limited or pseudonymised?",
              "support": "partial",
              "answer": "Raw analytics event collection can be disabled and retention configured. This does not establish pseudonymisation or removal of named-user reporting in the dashboard.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-95",
                "cohere-north:cohere-north:n-doc-78"
              ]
            }
          ],
          "limitations": [
            "The vendor marks this control alpha. The catalogue availability field stays unknown because its enum has no alpha value; this does not mean unsupported."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-78",
            "cohere-north:cohere-north:n-doc-95"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:ADM-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise usage APIs expose user/agent activity and billing metrics; anonymized reporting controls remain unknown.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Enterprise Admin API activity export; Team/Enterprise Workspace UI as documented",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "adoption_dashboard",
              "question": "Is there an adoption dashboard?",
              "support": "partial",
              "answer": "The Admin API documents product activity including user message/file/image counts and last activity; end-user UI completeness was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-usage-api-20261026"
              ]
            },
            {
              "id": "breakdowns",
              "question": "Can usage be broken down by group, model, feature and assistant?",
              "support": "partial",
              "answer": "Documented API breakdowns include user/agent activity and Workspace model/token/capability consumption; a complete group/feature matrix was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-usage-api-20261026",
                "mistral-vibe:mistral-vibe:m-limits-20261026"
              ]
            },
            {
              "id": "export",
              "question": "Can usage data be exported?",
              "support": "supported",
              "answer": "Enterprise usage endpoints return machine-readable metrics with an Admin API key; access requires separately enabled Enterprise administration.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-usage-api-20261026"
              ]
            },
            {
              "id": "privacy_modes",
              "question": "Can per-person reporting be limited or pseudonymised?",
              "support": "unknown",
              "answer": "A user-report pseudonymization, aggregation-only or works-council privacy mode was not established. Search on 2026-10-26: https://docs.mistral.ai/admin/admin-api/usage-metrics.md, https://docs.mistral.ai/admin/workspaces/usage-limits.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "adoption_dashboard: The Admin API documents product activity including user message/file/image counts and last activity; end-user UI completeness was not verified.",
            "breakdowns: Documented API breakdowns include user/agent activity and Workspace model/token/capability consumption; a complete group/feature matrix was not established.",
            "privacy_modes: A user-report pseudonymization, aggregation-only or works-council privacy mode was not established. Search on 2026-10-26: https://docs.mistral.ai/admin/admin-api/usage-metrics.md, https://docs.mistral.ai/admin/workspaces/usage-limits.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-usage-api-20261026",
            "mistral-vibe:mistral-vibe:m-limits-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "id": "ADM-05",
      "title": "Spend controls and cost allocation",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record cost visibility per user, group and cost centre, budgets and their behaviour (alert, block, downgrade model), pooled credits, and chargeback exports. Test a small budget on a trial where possible. Distinguish billed amounts, estimates and unavailable amounts.",
      "questions": [
        {
          "id": "cost_visibility",
          "question": "Can admins see cost or consumption per user and group?"
        },
        {
          "id": "budgets",
          "question": "Can budgets be set per user or group?"
        },
        {
          "id": "budget_enforcement",
          "question": "Does reaching a budget alert, block or downgrade?"
        },
        {
          "id": "chargeback",
          "question": "Can costs be exported per cost centre?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:ADM-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "North reports token use and can limit capacity; a currency budget ledger is unverified.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_visibility",
              "question": "Can admins see cost or consumption per user and group?",
              "support": "partial",
              "answer": "Analytics shows user/group/agent/model token activity; Prometheus/Grafana has provider/model billed/raw counters without per-user labels and can undercount. Currency cost reconciliation unknown.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-78",
                "cohere-north:cohere-north:n-doc-207"
              ]
            },
            {
              "id": "budgets",
              "question": "Can budgets be set per user or group?",
              "support": "partial",
              "answer": "Alpha Flow control caps requests/input/output tokens by user/group/rules, not a verified CHF/EUR spend budget.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-137"
              ]
            },
            {
              "id": "budget_enforcement",
              "question": "Does reaching a budget alert, block or downgrade?",
              "support": "partial",
              "answer": "Limits block for the window only when Helm proxy deployed; unlimited default/failure allow option can admit use. Currency overshoot bounds and chargeback not tested.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-137"
              ]
            },
            {
              "id": "chargeback",
              "question": "Can costs be exported per cost centre?",
              "support": "unknown",
              "answer": "Unknown for chargeback. Token metrics and alpha capacity limits are documented. Currency budgets, billing reconciliation and cost-centre allocation were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "The vendor marks this control alpha. The catalogue availability field stays unknown because its enum has no alpha value; this does not mean unsupported.",
            "Remaining atomic gaps: chargeback."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-78",
            "cohere-north:cohere-north:n-doc-207",
            "cohere-north:cohere-north:n-doc-137"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:ADM-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Workspace and organization spending caps are documented, with explicit API suspension behavior and incomplete Vibe UI enforcement detail.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise Workspace usage and limits; API cap behavior does not establish a Work-chat hard stop",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_visibility",
              "question": "Can admins see cost or consumption per user and group?",
              "support": "partial",
              "answer": "Workspace usage shows month-to-date spend, token/model and capability usage; per-person complete cost allocation was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-limits-20261026"
              ]
            },
            {
              "id": "budgets",
              "question": "Can budgets be set per user or group?",
              "support": "supported",
              "answer": "Admins can set Workspace monthly spending limits bounded by the organization cap; defaults have no Workspace cap.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-limits-20261026",
                "mistral-vibe:mistral-vibe:m-billing-20261026"
              ]
            },
            {
              "id": "budget_enforcement",
              "question": "Does reaching a budget alert, block or downgrade?",
              "support": "unknown",
              "answer": "Unknown for hosted Vibe Work. The guide specifies API suspension at the cap, which does not establish Work chat enforcement; no Work budget-stop fixture was run. Search on 2026-10-26: https://docs.mistral.ai/admin/workspaces/usage-limits.md, https://docs.mistral.ai/admin/billing-usage/billing.md, https://docs.mistral.ai/admin/admin-api/usage-metrics.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "chargeback",
              "question": "Can costs be exported per cost centre?",
              "support": "partial",
              "answer": "Enterprise usage APIs provide billing/Workspace data for allocation; a native cost-centre export schema was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-usage-api-20261026"
              ]
            }
          ],
          "limitations": [
            "cost_visibility: Workspace usage shows month-to-date spend, token/model and capability usage; per-person complete cost allocation was not established.",
            "budget_enforcement: Unknown for hosted Vibe Work. The guide specifies API suspension at the cap, which does not establish Work chat enforcement; no Work budget-stop fixture was run. Search on 2026-10-26: https://docs.mistral.ai/admin/workspaces/usage-limits.md, https://docs.mistral.ai/admin/billing-usage/billing.md, https://docs.mistral.ai/admin/admin-api/usage-metrics.md. No additional scoped evidence established this answer.",
            "chargeback: Enterprise usage APIs provide billing/Workspace data for allocation; a native cost-centre export schema was not established."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-limits-20261026",
            "mistral-vibe:mistral-vibe:m-billing-20261026",
            "mistral-vibe:mistral-vibe:m-usage-api-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "id": "ADM-06",
      "title": "Audit logs and compliance export",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record which events are logged (logins, admin changes, prompts, responses, file access, connector queries), retention, export or SIEM streaming, and eDiscovery/legal hold. Use the word audit only with a defined retention and integrity model.",
      "questions": [
        {
          "id": "admin_events",
          "question": "Are admin and security events logged?"
        },
        {
          "id": "content_logging",
          "question": "Can prompts and answers be retained for compliance, and is it configurable?"
        },
        {
          "id": "siem_export",
          "question": "Can logs stream to a SIEM or be exported?"
        },
        {
          "id": "ediscovery",
          "question": "Are eDiscovery and legal hold supported?"
        },
        {
          "id": "log_retention",
          "question": "How long are logs kept?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:ADM-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Alpha audits and approval-controlled compliance export coexist with operator log forwarding.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_events",
              "question": "Are admin and security events logged?",
              "support": "supported",
              "answer": "Audits records identity, permission, configuration, model/tool, sharing and compliance events; filters and GET audit API exist.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-140-20261026"
              ]
            },
            {
              "id": "content_logging",
              "question": "Can prompts and answers be retained for compliance, and is it configurable?",
              "support": "partial",
              "answer": "Alpha Compliance uses a request/approval workflow for 24-hour conversation review and CSV export, including guardrail-blocked/redacted messages. Self-approval is forbidden; view access and self-grants are restricted. Exact Organization admin approval rights remain unknown because the permission table and Reviewing requests prerequisite disagree.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-139-20261026"
              ]
            },
            {
              "id": "siem_export",
              "question": "Can logs stream to a SIEM or be exported?",
              "support": "partial",
              "answer": "Audit records can be queried through GET /v1/admin/audits, with an actions endpoint and date/action filters. A complete supported SIEM integration, delivery/retry guarantee or content-stream schema was not established.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-140-20261026"
              ]
            },
            {
              "id": "ediscovery",
              "question": "Are eDiscovery and legal hold supported?",
              "support": "partial",
              "answer": "Compliance supports investigation/preservation downloads; specific eDiscovery/legal hold preventing deletion was not established.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-139-20261026"
              ]
            },
            {
              "id": "log_retention",
              "question": "How long are logs kept?",
              "support": "unknown",
              "answer": "Retrieved Audits and Compliance pages do not state numeric audit-log retention or immutability. Analytics-event retention is a different dataset, and the general Security page could not be retrieved in public representations. Search on 2026-10-26: https://private.docs.cohere.com/north/docs/admin/audits?format=html, https://private.docs.cohere.com/north/docs/admin/compliance?format=html, https://private.docs.cohere.com/north/docs/admin/permissions?format=html. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "content_logging: Alpha Compliance uses a request/approval workflow for 24-hour conversation review and CSV export, including guardrail-blocked/redacted messages. Self-approval is forbidden; view access and self-grants are restricted. Exact Organization admin approval rights remain unknown because the permission table and Reviewing requests prerequisite disagree.",
            "siem_export: Audit records can be queried through GET /v1/admin/audits, with an actions endpoint and date/action filters. A complete supported SIEM integration, delivery/retry guarantee or content-stream schema was not established.",
            "ediscovery: Compliance supports investigation/preservation downloads; specific eDiscovery/legal hold preventing deletion was not established.",
            "log_retention: Retrieved Audits and Compliance pages do not state numeric audit-log retention or immutability. Analytics-event retention is a different dataset, and the general Security page could not be retrieved in public representations. Search on 2026-10-26: https://private.docs.cohere.com/north/docs/admin/audits?format=html, https://private.docs.cohere.com/north/docs/admin/compliance?format=html, https://private.docs.cohere.com/north/docs/admin/permissions?format=html. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-140-20261026",
            "cohere-north:cohere-north:n-doc-139-20261026"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:ADM-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise event logs have a defined event taxonomy but no verified retention/integrity model; the overview explicitly excludes export.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_events",
              "question": "Are admin and security events logged?",
              "support": "supported",
              "answer": "Enterprise automatically records authentication, user/role changes, API-key and organization/Workspace events plus conversation lifecycle events.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-audit",
                "mistral-vibe:mistral-vibe:m-audit-ref"
              ]
            },
            {
              "id": "content_logging",
              "question": "Can prompts and answers be retained for compliance, and is it configurable?",
              "support": "unknown",
              "answer": "Unknown. Conversation tracing exists, but exact prompt/response compliance capture and integrity configuration were not verified.",
              "evidenceIds": []
            },
            {
              "id": "siem_export",
              "question": "Can logs stream to a SIEM or be exported?",
              "support": "unsupported",
              "answer": "The audit overview explicitly says log export is not supported; no SIEM streaming route was verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-audit"
              ]
            },
            {
              "id": "ediscovery",
              "question": "Are eDiscovery and legal hold supported?",
              "support": "unknown",
              "answer": "Unknown. A legal-hold/eDiscovery feature was not established.",
              "evidenceIds": []
            },
            {
              "id": "log_retention",
              "question": "How long are logs kept?",
              "support": "unknown",
              "answer": "Unknown. The public event guide/reference does not establish a current retention duration and tamper-resistance model.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: content_logging, ediscovery, log_retention."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-audit",
            "mistral-vibe:mistral-vibe:m-audit-ref"
          ]
        }
      ]
    },
    {
      "id": "ADM-07",
      "title": "Data loss prevention and personal data",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record detection and handling of personal and confidential data before it reaches a model: redaction, masking, blocking, warning. Record integration with Purview, Netskope or similar, and whether filtering runs locally or at a third party. Send a fixture prompt with a Swiss AHV number and IBAN and record the outcome.",
      "questions": [
        {
          "id": "pii_detection",
          "question": "Is personal data detected in prompts and files?"
        },
        {
          "id": "pii_action",
          "question": "Is it redacted, masked, blocked or only warned?"
        },
        {
          "id": "custom_patterns",
          "question": "Can admins add custom patterns or terms?"
        },
        {
          "id": "dlp_integration",
          "question": "Does it integrate with an existing DLP product?"
        },
        {
          "id": "filter_location",
          "question": "Where does filtering run?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:ADM-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Selected-customer beta HiddenLayer can detect/block/redact PII, with permissive defaults and failure paths.",
          "availability": "beta",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-private",
              "north-web"
            ],
            "version": null,
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [
              "Selected-customer HiddenLayer beta deployment; commercial cost unverified"
            ],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              },
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "pii_detection",
              "question": "Is personal data detected in prompts and files?",
              "support": "partial",
              "answer": "HiddenLayer scans configured prompt/response/tool content and PII entity types; beta available to selected customers after deployment. File coverage depends on what reaches scanned requests, not a verified whole-file DLP pipeline.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-138"
              ]
            },
            {
              "id": "pii_action",
              "question": "Is it redacted, masked, blocked or only warned?",
              "support": "partial",
              "answer": "ALLOW/BLOCK/REDACT supported. Default monitor_only does not enforce; background scans and timeouts can occur after delivery, unsupported entities fail open. Effectiveness not tested.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-138"
              ]
            },
            {
              "id": "custom_patterns",
              "question": "Can admins add custom patterns or terms?",
              "support": "unknown",
              "answer": "Unknown for custom_patterns. Selected-customer beta HiddenLayer scanning is documented. Custom regex/customer dictionaries and an external enterprise DLP integration matrix were not retrieved.",
              "evidenceIds": []
            },
            {
              "id": "dlp_integration",
              "question": "Does it integrate with an existing DLP product?",
              "support": "partial",
              "answer": "HiddenLayer AIDR integration documented; generic existing-DLP/Purview connector not established.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-138",
                "cohere-north:cohere-north:n-doc-193"
              ]
            },
            {
              "id": "filter_location",
              "question": "Where does filtering run?",
              "support": "supported",
              "answer": "Documented self-contained GPU engine runs inside customer cluster with external HiddenLayer cloud disabled; requires both HiddenLayer and cohere-guardrails releases.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-193"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: custom_patterns."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-138",
            "cohere-north:cohere-north:n-doc-193"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:ADM-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Knowledge Base has sensitive-memory controls; general pre-model PII/DLP redaction remains unverified.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Migrated Team/Enterprise Knowledge Base public preview; sensitive-memory policy only",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "pii_detection",
              "question": "Is personal data detected in prompts and files?",
              "support": "partial",
              "answer": "Knowledge Base documents exclusions for government IDs, banking details and credentials; this is memory storage policy rather than tested prompt/file PII screening.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-memory-20261026"
              ]
            },
            {
              "id": "pii_action",
              "question": "Is it redacted, masked, blocked or only warned?",
              "support": "partial",
              "answer": "Admins can prevent sensitive knowledge saving; whole-prompt redaction/masking/blocking before model inference was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-memory-20261026"
              ]
            },
            {
              "id": "custom_patterns",
              "question": "Can admins add custom patterns or terms?",
              "support": "unknown",
              "answer": "No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "dlp_integration",
              "question": "Does it integrate with an existing DLP product?",
              "support": "unknown",
              "answer": "No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "filter_location",
              "question": "Where does filtering run?",
              "support": "unknown",
              "answer": "No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "pii_detection: Knowledge Base documents exclusions for government IDs, banking details and credentials; this is memory storage policy rather than tested prompt/file PII screening.",
            "pii_action: Admins can prevent sensitive knowledge saving; whole-prompt redaction/masking/blocking before model inference was not established.",
            "custom_patterns: No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
            "dlp_integration: No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer.",
            "filter_location: No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-memory-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026",
            "mistral-vibe:mistral-vibe:m-release-notes-20261026"
          ]
        }
      ]
    },
    {
      "id": "ADM-08",
      "title": "AI policy and guardrails",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record organisation-wide system instructions, acceptable-use notices and acknowledgement, content filters, topic restrictions, AI-output labelling, and admin visibility of policy violations. Separate enforced policy from instructions the model is expected to follow.",
      "questions": [
        {
          "id": "org_instructions",
          "question": "Can admins set organisation-wide instructions?"
        },
        {
          "id": "usage_notice",
          "question": "Can users be required to accept a usage policy?"
        },
        {
          "id": "content_filters",
          "question": "Are content filters configurable?"
        },
        {
          "id": "violation_reporting",
          "question": "Are policy hits visible to admins?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:ADM-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Organisation instructions/policy acceptance exist; content safety checks are advisory.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "org_instructions",
              "question": "Can admins set organisation-wide instructions?",
              "support": "supported",
              "answer": "Optional company instructions append to preamble across all models; agent instructions also apply.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-86"
              ]
            },
            {
              "id": "usage_notice",
              "question": "Can users be required to accept a usage policy?",
              "support": "supported",
              "answer": "Alpha hosted terms can require acceptance at sign-up/tool use and re-acceptance after versions. External terms URL overrides hosted terms.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-145"
              ]
            },
            {
              "id": "content_filters",
              "question": "Are content filters configurable?",
              "support": "partial",
              "answer": "Alpha Content Compliance Auditor offers Contextual/Strict, targeted user/group rules and qualified models. Model chooses whether to check/refuse; unavailable/error verdict can be safe, so not mandatory enforcement.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-138"
              ]
            },
            {
              "id": "violation_reporting",
              "question": "Are policy hits visible to admins?",
              "support": "supported",
              "answer": "Guardrail Events list conversation decisions/categories/actions. Safety Block means unsafe verdict to model, not proof response was prevented.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-138"
              ]
            }
          ],
          "limitations": [
            "The vendor marks this control alpha. The catalogue availability field stays unknown because its enum has no alpha value; this does not mean unsupported."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-86",
            "cohere-north:cohere-north:n-doc-145",
            "cohere-north:cohere-north:n-doc-138"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:ADM-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Admins can force-enable Skills and disable tools; global policy acknowledgements and enforced topical controls need verification.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise Work Skills and Workspace settings; no global policy-acceptance entitlement established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "org_instructions",
              "question": "Can admins set organisation-wide instructions?",
              "support": "partial",
              "answer": "Admins may force-enable Workspace Skills with reusable instructions. Model compliance with instructions is not an independently enforced boundary.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-skills-20261026"
              ]
            },
            {
              "id": "usage_notice",
              "question": "Can users be required to accept a usage policy?",
              "support": "unknown",
              "answer": "No mandatory company acceptable-use acknowledgement flow was established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://docs.mistral.ai/vibe/work/image-generation.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "content_filters",
              "question": "Are content filters configurable?",
              "support": "partial",
              "answer": "Images may be safety-filtered, but an administrator-configurable organization-wide content-filter matrix was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-image-20261026"
              ]
            },
            {
              "id": "violation_reporting",
              "question": "Are policy hits visible to admins?",
              "support": "unknown",
              "answer": "No central policy-hit reporting feature was established from audit/tracing docs. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://docs.mistral.ai/vibe/work/image-generation.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "org_instructions: Admins may force-enable Workspace Skills with reusable instructions. Model compliance with instructions is not an independently enforced boundary.",
            "usage_notice: No mandatory company acceptable-use acknowledgement flow was established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://docs.mistral.ai/vibe/work/image-generation.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer.",
            "content_filters: Images may be safety-filtered, but an administrator-configurable organization-wide content-filter matrix was not established.",
            "violation_reporting: No central policy-hit reporting feature was established from audit/tracing docs. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://docs.mistral.ai/vibe/work/image-generation.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-skills-20261026",
            "mistral-vibe:mistral-vibe:m-image-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "id": "DATA-01",
      "title": "Hosting location and data residency",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record country or region separately for chat storage, files and indexes, model inference, backups, logs and telemetry, and support access. Name the cloud provider. Record whether residency is default, a paid option or plan-dependent. \"EU data boundary\" programmes are recorded with their documented exceptions.",
      "questions": [
        {
          "id": "storage_region",
          "question": "Where are chats, files and indexes stored?"
        },
        {
          "id": "inference_region",
          "question": "Where do model calls run, per provider?"
        },
        {
          "id": "backups_logs_region",
          "question": "Where are backups, logs and telemetry?"
        },
        {
          "id": "support_access_region",
          "question": "From where can vendor staff access data?"
        },
        {
          "id": "swiss_hosting",
          "question": "Is Swiss hosting available?"
        },
        {
          "id": "residency_plan",
          "question": "Which plan or option provides residency?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:DATA-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Private North follows customer infrastructure placement; external inference and support need separate scope.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "storage_region",
              "question": "Where are chats, files and indexes stored?",
              "support": "partial",
              "answer": "North/Compass data resides in customer VPC/on-prem storage. Customer chooses country; no fixed vendor-hosted North region matrix retrieved.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-private",
                "cohere-north:cohere-north:n-doc-168"
              ]
            },
            {
              "id": "inference_region",
              "question": "Where do model calls run, per provider?",
              "support": "partial",
              "answer": "Local model chart stays in customer environment; optional Vault/Foundry/other APIs route inference to separately configured regions. Actual contracted provider region unverified.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-168",
                "cohere-north:cohere-north:n-doc-217",
                "cohere-north:cohere-north:n-doc-218"
              ]
            },
            {
              "id": "backups_logs_region",
              "question": "Where are backups, logs and telemetry?",
              "support": "partial",
              "answer": "Operators configure backups, logs and telemetry collectors in their environment. Docs do not fix country or require all exports remain local.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-214",
                "cohere-north:cohere-north:n-doc-208",
                "cohere-north:cohere-north:n-doc-146"
              ]
            },
            {
              "id": "support_access_region",
              "question": "From where can vendor staff access data?",
              "support": "partial",
              "answer": "Private-deployment commitment says Cohere does not receive customer prompts; optional Vault processes inference and support bundles may be shared. Support-staff countries/contract access rules unknown.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-commitments",
                "cohere-north:cohere-north:n-doc-217"
              ]
            },
            {
              "id": "swiss_hosting",
              "question": "Is Swiss hosting available?",
              "support": "partial",
              "answer": "Customer can place private infrastructure in its chosen country, but a Cohere-operated Swiss North hosting SKU/residency promise was not established.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-private"
              ]
            },
            {
              "id": "residency_plan",
              "question": "Which plan or option provides residency?",
              "support": "partial",
              "answer": "Customer-managed private deployment controls location; optional external inference/telemetry/connector routes require separate governance. No named residency add-on price retrieved.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-private",
                "cohere-north:cohere-north:n-doc-217"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-private",
            "cohere-north:cohere-north:n-doc-168",
            "cohere-north:cohere-north:n-doc-217",
            "cohere-north:cohere-north:n-doc-218",
            "cohere-north:cohere-north:n-doc-214",
            "cohere-north:cohere-north:n-doc-208",
            "cohere-north:cohere-north:n-doc-146",
            "cohere-north:cohere-north:n-commitments"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Mistral states EU hosting by default with feature-specific foreign transfers; private Enterprise locations are contract-scoped.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "storage_region",
              "question": "Where are chats, files and indexes stored?",
              "support": "partial",
              "answer": "The official help article states EU default hosting, and Libraries say European cloud storage; exact countries/backups were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-location",
                "mistral-vibe:mistral-vibe:m-libraries"
              ]
            },
            {
              "id": "inference_region",
              "question": "Where do model calls run, per provider?",
              "support": "partial",
              "answer": "The help article warns feature data may temporarily leave the EU; exact chat/image/search/provider inference regions were not fully established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-location"
              ]
            },
            {
              "id": "backups_logs_region",
              "question": "Where are backups, logs and telemetry?",
              "support": "unknown",
              "answer": "Unknown. A complete backup/log/telemetry regional map was not obtained.",
              "evidenceIds": []
            },
            {
              "id": "support_access_region",
              "question": "From where can vendor staff access data?",
              "support": "unknown",
              "answer": "Unknown. Default EU hosting does not establish a European-only staff access rule; no such boundary was verified.",
              "evidenceIds": []
            },
            {
              "id": "swiss_hosting",
              "question": "Is Swiss hosting available?",
              "support": "unknown",
              "answer": "Unknown. No named Swiss managed-hosting region or offer was established.",
              "evidenceIds": []
            },
            {
              "id": "residency_plan",
              "question": "Which plan or option provides residency?",
              "support": "partial",
              "answer": "Enterprise can disable some transfer-triggering features and is offered private/on-prem deployment; exact location guarantees require its order.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-location",
                "mistral-vibe:mistral-vibe:m-home"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: backups_logs_region, support_access_region, swiss_hosting."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-location",
            "mistral-vibe:mistral-vibe:m-libraries",
            "mistral-vibe:mistral-vibe:m-home"
          ]
        }
      ]
    },
    {
      "id": "DATA-02",
      "title": "Deployment options",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record multi-tenant SaaS, dedicated single-tenant instance, deployment in the customer's cloud account, on-premise and air-gapped as separate options with plan and availability. Record which features are missing in each mode, who operates it, and the documented seat or contract threshold for each mode, which can differ from the enterprise plan threshold (e.g. dedicated SaaS from 2,000 seats, own cloud from 5,000). A local-network connector or gateway that reaches on-prem data from a vendor-hosted platform is KNOW-03, not on-premise deployment.",
      "questions": [
        {
          "id": "multi_tenant_saas",
          "question": "Is a shared SaaS offered?"
        },
        {
          "id": "dedicated_instance",
          "question": "Is a dedicated single-tenant instance offered, from what size?"
        },
        {
          "id": "customer_cloud",
          "question": "Can it run in the customer's own cloud account, from what size?"
        },
        {
          "id": "on_premise",
          "question": "Can the whole platform run on customer infrastructure, from what size?"
        },
        {
          "id": "air_gapped",
          "question": "Can it run without internet access?"
        },
        {
          "id": "mode_feature_gaps",
          "question": "Which features are missing outside SaaS?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:DATA-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "North can run in customer cloud, on-prem or air-gapped; optional managed inference changes that boundary.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "multi_tenant_saas",
              "question": "Is a shared SaaS offered?",
              "support": "unknown",
              "answer": "Unknown for multi_tenant_saas. Private VPC/on-prem/air-gapped deployment is documented. Seat floors, full SaaS offers and every disconnected-mode feature exception were not established.",
              "evidenceIds": []
            },
            {
              "id": "dedicated_instance",
              "question": "Is a dedicated single-tenant instance offered, from what size?",
              "support": "partial",
              "answer": "Customer-managed North instance supported; Model Vault inference is dedicated Cohere-managed. Minimum seat/capacity size unpriced.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-private",
                "cohere-north:cohere-north:n-vault"
              ]
            },
            {
              "id": "customer_cloud",
              "question": "Can it run in the customer's own cloud account, from what size?",
              "support": "partial",
              "answer": "North Helm installs on customer Kubernetes/VPC; infrastructure/network/security operated by customer. No minimum seats retrieved.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-165",
                "cohere-north:cohere-north:n-private"
              ]
            },
            {
              "id": "on_premise",
              "question": "Can the whole platform run on customer infrastructure, from what size?",
              "support": "partial",
              "answer": "Whole North app plus Compass/models documented for customer on-prem Kubernetes; component/GPU dependencies apply. No seat floor retrieved.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-146",
                "cohere-north:cohere-north:n-doc-168"
              ]
            },
            {
              "id": "air_gapped",
              "question": "Can it run without internet access?",
              "support": "partial",
              "answer": "Vendor explicitly offers air-gapped on-prem deployment. External API/search/remote MCP unavailable without egress; registry/image supply needs mirroring. Contracted disconnected feature matrix not retrieved.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-private",
                "cohere-north:cohere-north:n-doc-126",
                "cohere-north:cohere-north:n-doc-159"
              ]
            },
            {
              "id": "mode_feature_gaps",
              "question": "Which features are missing outside SaaS?",
              "support": "partial",
              "answer": "Remote MCP needs internet; external search/inference also need provider access. Local visual parsing/guardrails require extra models/GPU services. Full parity unknown.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-126",
                "cohere-north:cohere-north:n-doc-14",
                "cohere-north:cohere-north:n-doc-193"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: multi_tenant_saas."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-private",
            "cohere-north:cohere-north:n-vault",
            "cohere-north:cohere-north:n-doc-165",
            "cohere-north:cohere-north:n-doc-146",
            "cohere-north:cohere-north:n-doc-168",
            "cohere-north:cohere-north:n-doc-126",
            "cohere-north:cohere-north:n-doc-159",
            "cohere-north:cohere-north:n-doc-14",
            "cohere-north:cohere-north:n-doc-193"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise explicitly offers private cloud and on-premise Vibe; deployment thresholds and hosted/private parity are not public in the inspected sources.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web",
              "vibe-enterprise-private"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": null,
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              },
              {
                "id": "vibe-enterprise-private",
                "name": "Enterprise private Vibe deployment",
                "type": "private-platform"
              }
            ]
          },
          "questions": [
            {
              "id": "multi_tenant_saas",
              "question": "Is a shared SaaS offered?",
              "support": "supported",
              "answer": "Self-serve Free/Pro/Team use hosted Vibe; Enterprise may also use Mistral Cloud.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:m-home"
              ]
            },
            {
              "id": "dedicated_instance",
              "question": "Is a dedicated single-tenant instance offered, from what size?",
              "support": "partial",
              "answer": "Enterprise markets private deployments, but a distinct single-tenant SaaS configuration and seat threshold were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "customer_cloud",
              "question": "Can it run in the customer's own cloud account, from what size?",
              "support": "partial",
              "answer": "The product FAQ offers Enterprise private-cloud deployment; operator, supported clouds and minimum size were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-home"
              ]
            },
            {
              "id": "on_premise",
              "question": "Can the whole platform run on customer infrastructure, from what size?",
              "support": "partial",
              "answer": "Enterprise on-premise deployment is explicitly offered, with no public seat threshold in the retrieved page.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-home"
              ]
            },
            {
              "id": "air_gapped",
              "question": "Can it run without internet access?",
              "support": "unknown",
              "answer": "Unknown. The coding CLI supports offline operation, but whole-platform air-gapped Vibe Work was not established.",
              "evidenceIds": []
            },
            {
              "id": "mode_feature_gaps",
              "question": "Which features are missing outside SaaS?",
              "support": "unknown",
              "answer": "Unknown. No supported feature/connector/model parity matrix or operating responsibility for private deployments was obtained.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: air_gapped, mode_feature_gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-pricing",
            "mistral-vibe:mistral-vibe:m-home"
          ]
        }
      ]
    },
    {
      "id": "DATA-03",
      "title": "Training use and provider retention",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record whether customer content trains vendor or provider models, by plan and default; zero-data-retention arrangements with model providers; abuse-monitoring retention and human review; and the model provider's terms that apply. A \"no training\" claim on a marketing page is `vendor-claimed` until the contract or DPA says so.",
      "questions": [
        {
          "id": "vendor_training",
          "question": "Does the vendor train on customer content?"
        },
        {
          "id": "provider_training",
          "question": "Do model providers train on it under this product's contracts?"
        },
        {
          "id": "provider_retention",
          "question": "How long do model providers keep prompts, including for abuse monitoring?"
        },
        {
          "id": "zero_retention",
          "question": "Is zero data retention available, and on which plan?"
        },
        {
          "id": "human_review",
          "question": "Can provider staff review content?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:DATA-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Private North and hosted model APIs have different data-use policies.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "vendor_training",
              "question": "Does the vendor train on customer content?",
              "support": "partial",
              "answer": "Private deployment commitments say Cohere receives no prompts/outputs. Cohere Platform API separately permits opt-out training; do not apply that SaaS default to private North. Optional Vault processes inference.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-commitments",
                "cohere-north:cohere-north:n-doc-217"
              ]
            },
            {
              "id": "provider_training",
              "question": "Do model providers train on it under this product's contracts?",
              "support": "partial",
              "answer": "Self-hosted inference does not call external provider. If operator configures third-party APIs, their customer contracts govern; no blanket no-training assurance retrieved.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-177",
                "cohere-north:cohere-north:n-commitments"
              ]
            },
            {
              "id": "provider_retention",
              "question": "How long do model providers keep prompts, including for abuse monitoring?",
              "support": "partial",
              "answer": "Separate Cohere SaaS model Platform logs default30 days with legal/contract/abuse exceptions; private North retention configured locally. Other configured provider retention unverified.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-commitments"
              ]
            },
            {
              "id": "zero_retention",
              "question": "Is zero data retention available, and on which plan?",
              "support": "partial",
              "answer": "North↔Model Vault guide documents optional ZDR for inference; North app data remains stored locally. Platform ZDR approval applies separately; not zero chat persistence.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-217",
                "cohere-north:cohere-north:n-commitments"
              ]
            },
            {
              "id": "human_review",
              "question": "Can provider staff review content?",
              "support": "partial",
              "answer": "Private prompts do not reach Cohere by default. Platform security teams may review flagged logs; local admins/investigators can review under North compliance process. Third-party staff rules unknown.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-commitments",
                "cohere-north:cohere-north:n-doc-139"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-commitments",
            "cohere-north:cohere-north:n-doc-217",
            "cohere-north:cohere-north:n-doc-177",
            "cohere-north:cohere-north:n-doc-139"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise general-content opt-out and Team/Enterprise voice opt-out are separately documented. Team general-chat training defaults remain unknown; Work/Chat has no ZDR entitlement.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Enterprise for the general-content training default; Team voice only where explicitly stated; Team general-content default unknown",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "vendor_training",
              "question": "Does the vendor train on customer content?",
              "support": "partial",
              "answer": "Enterprise is opted out by default, subject to the commercial opt-in, feedback, order and Labs/Preview exceptions. The voice guide separately excludes Team/Enterprise voice messages by default; that does not establish Team text/file defaults. Team admins can disable training, but the general-content default remains unknown.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-commercial",
                "mistral-vibe:mistral-vibe:m-training",
                "mistral-vibe:mistral-vibe:m-optout",
                "mistral-vibe:mistral-vibe:m-voice-entitlement-correction"
              ]
            },
            {
              "id": "provider_training",
              "question": "Do model providers train on it under this product's contracts?",
              "support": "partial",
              "answer": "Featured connector source content is described as excluded from training, while conversations using it follow plan policies; third-party image/MCP terms need separate review.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-connectors"
              ]
            },
            {
              "id": "provider_retention",
              "question": "How long do model providers keep prompts, including for abuse monitoring?",
              "support": "unknown",
              "answer": "Unknown. The API default 30-day abuse window is not assumed to cover every hosted Work tool/provider; a full provider matrix was not obtained.",
              "evidenceIds": []
            },
            {
              "id": "zero_retention",
              "question": "Is zero data retention available, and on which plan?",
              "support": "unsupported",
              "answer": "The ZDR guide explicitly excludes Vibe Work and Chat, Libraries, agents and conversations. Approved stateless API/CLI routes are separate.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-zdr"
              ]
            },
            {
              "id": "human_review",
              "question": "Can provider staff review content?",
              "support": "unknown",
              "answer": "Unknown. Complete plan/provider-specific human content review conditions were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: provider_retention, human_review.",
            "The general Work/Workspace documentation does not establish Team or Enterprise entitlement for every feature here. Unspecified-plan findings remain candidates; no plan inheritance is assumed.",
            "The Team voice rule is not generalized to text, files, Libraries or Knowledge Base. Their default remains a gap rather than an inferred no-training promise."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-commercial",
            "mistral-vibe:mistral-vibe:m-training",
            "mistral-vibe:mistral-vibe:m-optout",
            "mistral-vibe:mistral-vibe:m-connectors",
            "mistral-vibe:mistral-vibe:m-zdr",
            "mistral-vibe:mistral-vibe:m-voice-entitlement-correction"
          ]
        }
      ]
    },
    {
      "id": "DATA-04",
      "title": "Retention and deletion",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record default retention for chats, files, indexes and logs; admin-configured retention; user deletion; deletion after contract end; and deletion confirmation.",
      "questions": [
        {
          "id": "default_retention",
          "question": "What is retained and for how long by default?"
        },
        {
          "id": "admin_retention",
          "question": "Can admins set retention periods?"
        },
        {
          "id": "user_deletion",
          "question": "Can users delete their chats and files permanently?"
        },
        {
          "id": "contract_end_deletion",
          "question": "What is deleted at contract end, and when?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:DATA-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Retention and deletion are operator-configured with separate conversation and user policies.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "default_retention",
              "question": "What is retained and for how long by default?",
              "support": "partial",
              "answer": "Automatic conversation age retention off by default; manually deleted conversations still hard-delete on hourly job with zero effective timeout. Backup/shared-resource retention differs.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-88",
                "cohere-north:cohere-north:n-doc-153"
              ]
            },
            {
              "id": "admin_retention",
              "question": "Can admins set retention periods?",
              "support": "supported",
              "answer": "Alpha enabled defaults90 days from creation plus30-day soft-delete timeout; configurable1+days and0–365days. Retroactive changes and batch queues can affect timing.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-88"
              ]
            },
            {
              "id": "user_deletion",
              "question": "Can users delete their chats and files permanently?",
              "support": "partial",
              "answer": "Users delete conversations; hourly hard cleanup removes messages/metadata with best-effort external resources. Account private-data cleanup follows beta grace policy; shared assets can persist.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-153",
                "cohere-north:cohere-north:n-doc-90"
              ]
            },
            {
              "id": "contract_end_deletion",
              "question": "What is deleted at contract end, and when?",
              "support": "unknown",
              "answer": "Unknown for contract_end_deletion. Conversation/user deletion policies are documented. Commercial contract-end deletion and guaranteed backup purge deadlines were not retrieved.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Conversation retention alpha; graceful account deletion beta. Commercial exit deadline unknown.",
            "Remaining atomic gaps: contract_end_deletion."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-88",
            "cohere-north:cohere-north:n-doc-153",
            "cohere-north:cohere-north:n-doc-90"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Admins can set Workspace chat retention and users delete content, with legal/backend retention exceptions.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise hosted Work under commercial DPA; Workspace retention configuration documented separately",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "default_retention",
              "question": "What is retained and for how long by default?",
              "support": "partial",
              "answer": "Library content persists while the Library/account is active; hosted chat is retained for history, but an exact universal default chat/log term was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-libraries-20261026",
                "mistral-vibe:mistral-vibe:m-delete-20261026"
              ]
            },
            {
              "id": "admin_retention",
              "question": "Can admins set retention periods?",
              "support": "supported",
              "answer": "Workspace chat/artifact retention can be 30, 90, 180 or 365 days, or never, subject to organization restrictions.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-adminvibe-20261026"
              ]
            },
            {
              "id": "user_deletion",
              "question": "Can users delete their chats and files permanently?",
              "support": "supported",
              "answer": "Users can delete chats/Libraries/knowledge; user-visible chat removal does not promise immediate purge of backend/legal copies.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-delete-20261026",
                "mistral-vibe:mistral-vibe:m-libraries-20261026"
              ]
            },
            {
              "id": "contract_end_deletion",
              "question": "What is deleted at contract end, and when?",
              "support": "supported",
              "answer": "DPA section 10 provides return/deletion under its policies and says personal data is inaccessible after 30 days following product-access termination; legal records may persist.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-dpa-20261026",
                "mistral-vibe:mistral-vibe:m-retention-20261026"
              ]
            }
          ],
          "limitations": [
            "default_retention: Library content persists while the Library/account is active; hosted chat is retained for history, but an exact universal default chat/log term was not established."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-libraries-20261026",
            "mistral-vibe:mistral-vibe:m-delete-20261026",
            "mistral-vibe:mistral-vibe:m-adminvibe-20261026",
            "mistral-vibe:mistral-vibe:m-dpa-20261026",
            "mistral-vibe:mistral-vibe:m-retention-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "id": "DATA-05",
      "title": "Sub-processors and foreign-law exposure",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record the published sub-processor list with countries, change-notification rules, the vendor's and parent company's jurisdiction, transfer mechanisms (EU-US Data Privacy Framework, Swiss-US DPF, SCCs) and the vendor's documented position on foreign government access requests (e.g. US CLOUD Act). Record facts, not a legal assessment.",
      "questions": [
        {
          "id": "subprocessor_list",
          "question": "Is a dated sub-processor list published?"
        },
        {
          "id": "subprocessor_countries",
          "question": "Which countries do sub-processors operate in?"
        },
        {
          "id": "change_notification",
          "question": "Are customers notified of sub-processor changes?"
        },
        {
          "id": "parent_jurisdiction",
          "question": "Which jurisdiction governs the vendor and its parent?"
        },
        {
          "id": "transfer_mechanism",
          "question": "Which transfer mechanism applies to non-EU/CH processing?"
        },
        {
          "id": "government_access_policy",
          "question": "Is there a published government-access or transparency policy?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:DATA-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Published terms name Cohere Inc. and the Trust Center lists subprocessors; ultimate post-combination ownership and the complete contracted North inventory remain unknown.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "Published Cohere terms and Trust Center as retrieved 2026-10-21; post-combination ownership excluded as unverified",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "subprocessor_list",
              "question": "Is a dated sub-processor list published?",
              "support": "partial",
              "answer": "Trust Center exposes subprocessors but no visible revision date; complete North-specific contracted inventory not verified.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-trust-20261026"
              ]
            },
            {
              "id": "subprocessor_countries",
              "question": "Which countries do sub-processors operate in?",
              "support": "partial",
              "answer": "Visible rows list Google Cloud, Fullstory, LaunchDarkly, New Relic, Retool, Sentry, Segment, Sendgrid and Vercel in USA. Scope mainly hosted services, not automatic private North content recipients.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-trust-20261026"
              ]
            },
            {
              "id": "change_notification",
              "question": "Are customers notified of sub-processor changes?",
              "support": "unknown",
              "answer": "Unknown for change_notification. Public Trust Center lists subprocessors without a visible revision date. Full contracted North scope, change notices and post-combination legal structure remain unverified. Search on 2026-10-26: https://trustcenter.cohere.com/?format=html, https://cohere.com/terms-of-use, https://cohere.com/blog/cohere-and-aleph-alpha-sign-agreement. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "parent_jurisdiction",
              "question": "Which jurisdiction governs the vendor and its parent?",
              "support": "partial",
              "answer": "The public terms name Cohere Inc. and Ontario/Toronto law. The September 16 Aleph Alpha business-combination agreement remains described as subject to final regulatory approvals in that announcement. Current October 15 AISLE copy calls Aleph Alpha a partnership, not a completed acquisition; no subsequent first-party closing notice was located. A post-combination parent/jurisdiction is not asserted.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-terms-20261026",
                "cohere-north:cohere-north:n-combination-20261026",
                "cohere-north:cohere-north:corporate-aisle-20261026"
              ]
            },
            {
              "id": "transfer_mechanism",
              "question": "Which transfer mechanism applies to non-EU/CH processing?",
              "support": "partial",
              "answer": "Trust Center says its multi-jurisdictional DPA incorporates2021 EU SCCs and describes a TIA. NDA-gated DPA and exact Swiss adaptations not inspected.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-trust-20261026"
              ]
            },
            {
              "id": "government_access_policy",
              "question": "Is there a published government-access or transparency policy?",
              "support": "partial",
              "answer": "Trust FAQ describes prompt customer notice of government requests unless prohibited, within DPA commitments. Actual North contract/transparency statistics unverified.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-trust-20261026"
              ]
            }
          ],
          "limitations": [
            "subprocessor_list: Trust Center exposes subprocessors but no visible revision date; complete North-specific contracted inventory not verified.",
            "subprocessor_countries: Visible rows list Google Cloud, Fullstory, LaunchDarkly, New Relic, Retool, Sentry, Segment, Sendgrid and Vercel in USA. Scope mainly hosted services, not automatic private North content recipients.",
            "change_notification: Unknown for change_notification. Public Trust Center lists subprocessors without a visible revision date. Full contracted North scope, change notices and post-combination legal structure remain unverified. Search on 2026-10-26: https://trustcenter.cohere.com/?format=html, https://cohere.com/terms-of-use, https://cohere.com/blog/cohere-and-aleph-alpha-sign-agreement. No additional scoped evidence established this answer.",
            "parent_jurisdiction: The public terms name Cohere Inc. and Ontario/Toronto law. The September 16 Aleph Alpha business-combination agreement remains described as subject to final regulatory approvals in that announcement. Current October 15 AISLE copy calls Aleph Alpha a partnership, not a completed acquisition; no subsequent first-party closing notice was located. A post-combination parent/jurisdiction is not asserted.",
            "transfer_mechanism: Trust Center says its multi-jurisdictional DPA incorporates2021 EU SCCs and describes a TIA. NDA-gated DPA and exact Swiss adaptations not inspected.",
            "government_access_policy: Trust FAQ describes prompt customer notice of government requests unless prohibited, within DPA commitments. Actual North contract/transparency statistics unverified."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-trust-20261026",
            "cohere-north:cohere-north:n-terms-20261026",
            "cohere-north:cohere-north:n-combination-20261026",
            "cohere-north:cohere-north:corporate-aisle-20261026"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Mistral contracts under a French entity and uses contractual transfer safeguards; the complete current subprocessor table was not readable.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "subprocessor_list",
              "question": "Is a dated sub-processor list published?",
              "support": "unknown",
              "answer": "The Trust Center/subprocessors endpoint returned a client-rendered non-substantive page; a dated complete list was not obtained. Search on 2026-10-26: https://legal.mistral.ai/terms/data-processing-addendum/, https://legal.mistral.ai/terms/commercial-terms-of-service/, https://help.mistral.ai/en/articles/347629-where-do-you-store-my-data-or-my-organization-s-data. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "subprocessor_countries",
              "question": "Which countries do sub-processors operate in?",
              "support": "unknown",
              "answer": "Foreign feature transfers are acknowledged, but the complete provider/country mapping was not obtained. Search on 2026-10-26: https://legal.mistral.ai/terms/data-processing-addendum/, https://legal.mistral.ai/terms/commercial-terms-of-service/, https://help.mistral.ai/en/articles/347629-where-do-you-store-my-data-or-my-organization-s-data. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "change_notification",
              "question": "Are customers notified of sub-processor changes?",
              "support": "supported",
              "answer": "DPA provides reasonable prior subprocessor-change notice and a 10-day written objection window on data-protection grounds.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-dpa-20261026"
              ]
            },
            {
              "id": "parent_jurisdiction",
              "question": "Which jurisdiction governs the vendor and its parent?",
              "support": "supported",
              "answer": "Commercial terms name Mistral AI, a French corporation in Paris, or an order-specified affiliate. No ownership change was established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-commercial-20261026"
              ]
            },
            {
              "id": "transfer_mechanism",
              "question": "Which transfer mechanism applies to non-EU/CH processing?",
              "support": "partial",
              "answer": "The location help describes GDPR Article 46 safeguards/SCCs for non-adequate-country providers; complete Swiss-specific adaptations were not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-location-20261026",
                "mistral-vibe:mistral-vibe:m-dpa-20261026"
              ]
            },
            {
              "id": "government_access_policy",
              "question": "Is there a published government-access or transparency policy?",
              "support": "partial",
              "answer": "DPA section 3.1 requires notice of legally required processing unless notification is prohibited or an important public-interest ground applies. A complete public law-enforcement request/transparency policy was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-dpa-20261026"
              ]
            }
          ],
          "limitations": [
            "subprocessor_list: The Trust Center/subprocessors endpoint returned a client-rendered non-substantive page; a dated complete list was not obtained. Search on 2026-10-26: https://legal.mistral.ai/terms/data-processing-addendum/, https://legal.mistral.ai/terms/commercial-terms-of-service/, https://help.mistral.ai/en/articles/347629-where-do-you-store-my-data-or-my-organization-s-data. No additional scoped evidence established this answer.",
            "subprocessor_countries: Foreign feature transfers are acknowledged, but the complete provider/country mapping was not obtained. Search on 2026-10-26: https://legal.mistral.ai/terms/data-processing-addendum/, https://legal.mistral.ai/terms/commercial-terms-of-service/, https://help.mistral.ai/en/articles/347629-where-do-you-store-my-data-or-my-organization-s-data. No additional scoped evidence established this answer.",
            "transfer_mechanism: The location help describes GDPR Article 46 safeguards/SCCs for non-adequate-country providers; complete Swiss-specific adaptations were not verified.",
            "government_access_policy: DPA section 3.1 requires notice of legally required processing unless notification is prohibited or an important public-interest ground applies. A complete public law-enforcement request/transparency policy was not established."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-dpa-20261026",
            "mistral-vibe:mistral-vibe:m-commercial-20261026",
            "mistral-vibe:mistral-vibe:m-location-20261026"
          ]
        }
      ]
    },
    {
      "id": "DATA-06",
      "title": "Contracts and regulatory coverage",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record DPA availability and form (click-through, negotiable), reference to Swiss revDSG and GDPR, governing law and court, EU AI Act documentation (provider or deployer role, transparency materials), and sector-specific materials (FINMA outsourcing, banking secrecy, public sector). No compliance verdict.",
      "questions": [
        {
          "id": "dpa",
          "question": "Is a DPA available, and is it negotiable?"
        },
        {
          "id": "revdsg_gdpr",
          "question": "Does the DPA cover revDSG and GDPR?"
        },
        {
          "id": "governing_law",
          "question": "Which law and court govern the contract?"
        },
        {
          "id": "ai_act_materials",
          "question": "Is EU AI Act documentation provided?"
        },
        {
          "id": "sector_materials",
          "question": "Are FINMA or other sector materials provided?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:DATA-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "DPA and regulatory resources are listed, but North-specific contract terms remain unverified.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "dpa",
              "question": "Is a DPA available, and is it negotiable?",
              "support": "partial",
              "answer": "Trust Center says DPA available on request with NDA; Enterprise Data Commitments offers SaaS DPA but says private deployment receives no input processing. No contact/request made; North negotiated terms unknown.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-trust",
                "cohere-north:cohere-north:n-commitments"
              ]
            },
            {
              "id": "revdsg_gdpr",
              "question": "Does the DPA cover revDSG and GDPR?",
              "support": "partial",
              "answer": "Vendor says multi-jurisdictional DPA/GDPR compliance. Explicit revised Swiss DSG terms not retrieved from gated DPA.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-trust"
              ]
            },
            {
              "id": "governing_law",
              "question": "Which law and court govern the contract?",
              "support": "partial",
              "answer": "General 2022website/service terms choose Ontario/Canadian law and Toronto courts, subject to subscription agreement. Binding North commercial agreement not retrieved.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-terms"
              ]
            },
            {
              "id": "ai_act_materials",
              "question": "Is EU AI Act documentation provided?",
              "support": "partial",
              "answer": "Trust Center lists EU AI Act/GPAI Code of Practice FAQs. Contents and North deployment obligations not inspected.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-trust"
              ]
            },
            {
              "id": "sector_materials",
              "question": "Are FINMA or other sector materials provided?",
              "support": "partial",
              "answer": "Trust FAQ says BAA only for approved custom model development and excludes Cohere-hosted SaaS/PHI. North-specific health/FINMA contract not retrieved.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-trust"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-trust",
            "cohere-north:cohere-north:n-commitments",
            "cohere-north:cohere-north:n-terms"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A public commercial DPA and France/Paris governing-law clause exist; Swiss secrecy and sector assurances remain unverified.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "dpa",
              "question": "Is a DPA available, and is it negotiable?",
              "support": "partial",
              "answer": "A public Data Processing Addendum supplements commercial terms. Negotiability/offline execution was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-dpa"
              ]
            },
            {
              "id": "revdsg_gdpr",
              "question": "Does the DPA cover revDSG and GDPR?",
              "support": "partial",
              "answer": "The DPA explicitly defines GDPR. A specific Swiss revDSG/FADP undertaking was not identified in the inspected text.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-dpa"
              ]
            },
            {
              "id": "governing_law",
              "question": "Which law and court govern the contract?",
              "support": "supported",
              "answer": "For customers outside Americas/APAC, the commercial terms specify French law and exclusive Paris courts, subject to the applicable order.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-commercial"
              ]
            },
            {
              "id": "ai_act_materials",
              "question": "Is EU AI Act documentation provided?",
              "support": "unknown",
              "answer": "Unknown. No Vibe-specific EU AI Act provider/deployer document pack was obtained.",
              "evidenceIds": []
            },
            {
              "id": "sector_materials",
              "question": "Are FINMA or other sector materials provided?",
              "support": "unknown",
              "answer": "Unknown. No FINMA, banking-secrecy or scoped sector-contract package was obtained; generic confidentiality is not professional secrecy.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: ai_act_materials, sector_materials."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-dpa",
            "mistral-vibe:mistral-vibe:m-commercial"
          ]
        }
      ]
    },
    {
      "id": "DATA-07",
      "title": "Certifications and attestations",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record each certificate or report separately: ISO 27001, 27017, 27018, 27701, 42001; SOC 2 Type I/II with period; BSI C5; TISAX; national schemes. Record issuer, scope (which product and entity), validity and access route. A cloud provider's certificate does not certify the product.",
      "questions": [
        {
          "id": "iso_27001",
          "question": "ISO 27001 with scope and validity?"
        },
        {
          "id": "soc2",
          "question": "SOC 2 type, period and covered service?"
        },
        {
          "id": "c5",
          "question": "BSI C5 attestation?"
        },
        {
          "id": "other_certifications",
          "question": "Which other certificates (27701, 42001, TISAX)?"
        },
        {
          "id": "report_access",
          "question": "How can customers obtain reports?"
        },
        {
          "id": "pentest",
          "question": "Are independent penetration test summaries available?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:DATA-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Trust Center lists attestations; certificates and reports were not verified.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "iso_27001",
              "question": "ISO 27001 with scope and validity?",
              "support": "partial",
              "answer": "ISO 27001 certificate listed behind request; issuer, scope and validity unknown.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-trust"
              ]
            },
            {
              "id": "soc2",
              "question": "SOC 2 type, period and covered service?",
              "support": "partial",
              "answer": "SOC 2 Type II annual audit/report listed, request and signed mutual NDA needed; report period/scope not inspected.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-trust"
              ]
            },
            {
              "id": "c5",
              "question": "BSI C5 attestation?",
              "support": "unknown",
              "answer": "Unknown for c5. Trust Center lists certificates and reports behind requests. Issuer, scope, validity and independent report contents were not inspected.",
              "evidenceIds": []
            },
            {
              "id": "other_certifications",
              "question": "Which other certificates (27701, 42001, TISAX)?",
              "support": "partial",
              "answer": "ISO 42001 and UK Cyber Essentials for Cohere Inc./Cohere UK listed. Certificate validity/scope not inspected.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-trust"
              ]
            },
            {
              "id": "report_access",
              "question": "How can customers obtain reports?",
              "support": "supported",
              "answer": "Trust Center requests gate reports; SOC 2 requires signed mutual NDA, DPA also NDA-gated. No request made.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-trust"
              ]
            },
            {
              "id": "pentest",
              "question": "Are independent penetration test summaries available?",
              "support": "partial",
              "answer": "Latest API and web penetration test reports listed behind request; findings/scope/date not inspected.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-trust"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: c5."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-trust"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "SOC 2 II and ISO 27001/27701 are vendor claims until reports, entity scope and validity are inspected.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "iso_27001",
              "question": "ISO 27001 with scope and validity?",
              "support": "partial",
              "answer": "Mistral claims ISO 27001; certificate issuer, exact product/entity scope and validity were not retrieved.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-cert"
              ]
            },
            {
              "id": "soc2",
              "question": "SOC 2 type, period and covered service?",
              "support": "partial",
              "answer": "Mistral claims SOC 2 Type II; audit period and scoped report were not inspected.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-cert"
              ]
            },
            {
              "id": "c5",
              "question": "BSI C5 attestation?",
              "support": "unknown",
              "answer": "Unknown. No current product-scoped C5 attestation was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "other_certifications",
              "question": "Which other certificates (27701, 42001, TISAX)?",
              "support": "partial",
              "answer": "ISO 27701 is also claimed, without an inspected certificate and validity.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-cert"
              ]
            },
            {
              "id": "report_access",
              "question": "How can customers obtain reports?",
              "support": "partial",
              "answer": "The official help directs compliance-report requests to the Trust Center, whose client-rendered reports were not accessible in this pass.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-cert"
              ]
            },
            {
              "id": "pentest",
              "question": "Are independent penetration test summaries available?",
              "support": "unknown",
              "answer": "Unknown. No independent penetration-test summary was retrieved.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: c5, pentest."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-cert"
          ]
        }
      ]
    },
    {
      "id": "DATA-08",
      "title": "Encryption and key control",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record encryption at rest and in transit, customer-managed keys (BYOK/HYOK), key location, and private networking (private link, IP allow-lists, VPN).",
      "questions": [
        {
          "id": "encryption_at_rest",
          "question": "Is data encrypted at rest?"
        },
        {
          "id": "customer_managed_keys",
          "question": "Can the customer manage or hold the keys?"
        },
        {
          "id": "private_networking",
          "question": "Is private connectivity or IP restriction available?"
        },
        {
          "id": "tenant_isolation",
          "question": "How are customers separated in shared SaaS?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:DATA-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Customer keys can encrypt chat columns; workflows and other stores need separate controls.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "encryption_at_rest",
              "question": "Is data encrypted at rest?",
              "support": "partial",
              "answer": "Optional deployment-level AES256GCM envelope encryption covers sensitive PostgreSQL chat columns, excluding automations/workflows. Operator must secure object/index/backups and database volumes separately.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-154",
                "cohere-north:cohere-north:n-doc-146"
              ]
            },
            {
              "id": "customer_managed_keys",
              "question": "Can the customer manage or hold the keys?",
              "support": "partial",
              "answer": "Operator supplies32-byte master key in Kubernetes Secret or chart generates it; wrapped DEKs stay in database, key rotation supported. Hardware-held external-KMS entitlement not established.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-154"
              ]
            },
            {
              "id": "private_networking",
              "question": "Is private connectivity or IP restriction available?",
              "support": "partial",
              "answer": "Customer manages VPC, ingress/egress, TLS and Kubernetes network policies; private/on-prem operation documented. These are deployment tasks, not proof every installation enforces them.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-private",
                "cohere-north:cohere-north:n-doc-146",
                "cohere-north:cohere-north:n-doc-159"
              ]
            },
            {
              "id": "tenant_isolation",
              "question": "How are customers separated in shared SaaS?",
              "support": "partial",
              "answer": "Each separately administered installation has own users/config/data; customer operates cluster/network isolation. Multi-tenant hosted North architecture not established.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-158",
                "cohere-north:cohere-north:n-doc-146"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-154",
            "cohere-north:cohere-north:n-doc-146",
            "cohere-north:cohere-north:n-private",
            "cohere-north:cohere-north:n-doc-159",
            "cohere-north:cohere-north:n-doc-158"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-08",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "DATA-09",
      "title": "Professional secrecy",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "For professional secrecy holders (Berufsgeheimnisträger: lawyers, doctors, auditors, tax advisers) under § 203 StGB (DE) and Art. 321 StGB (CH), record whether the vendor signs a contractual secrecy undertaking or a § 203 agreement that binds its staff and its sub-processors; whether this comes as a dedicated offering or a paid add-on, and on which plan; who can access content in plain text (vendor staff, sub-processors, model providers); and the documentation provided. A DPA or a no-training clause alone is not a secrecy undertaking. Banking secrecy and FINMA outsourcing belong to DATA-06, not here. Record contract facts, not a legal assessment.",
      "questions": [
        {
          "id": "secrecy_undertaking",
          "question": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff?"
        },
        {
          "id": "subprocessor_coverage",
          "question": "Does the undertaking extend to its sub-processors, and is that documented?"
        },
        {
          "id": "secrecy_offering",
          "question": "Is it a dedicated offering or add-on, and on which plan?"
        },
        {
          "id": "content_access",
          "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?"
        },
        {
          "id": "secrecy_documentation",
          "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north: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": [
              "north-private",
              "north-web",
              "model-vault"
            ],
            "version": "North 2.0.1",
            "plan": "Customer-hosted North 2.0.1 under custom commercial contract; optional Model Vault/external models separately scoped",
            "addOns": [],
            "deploymentMode": null,
            "region": "No profession-specific DE/CH contractual scope verified; deployment/provider regions follow the other scoped claims.",
            "os": [],
            "surfaces": [
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              },
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "model-vault",
                "name": "Optional Cohere-managed Model Vault inference with customer-hosted North",
                "type": "api"
              }
            ]
          },
          "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 North security/encryption/compliance and private-deployment data flows, Trust Center and Enterprise Data Commitments, plus targeted first-party professional-secrecy searches. DPA is request/NDA-gated. No public North §203 StGB or Art.321 StGB undertaking or profession-specific add-on was retrieved; none requested. 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": "Private-deployment commitments say Cohere does not receive customer prompts/outputs; the local North app decrypts configured chat columns for use and authorised investigators can export conversations. Optional Model Vault processes inference despite ZDR, and external model endpoints follow their contracts. No complete staff/subprocessor plaintext matrix or secrecy undertaking was inspected.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-commitments",
                "cohere-north:cohere-north:n-doc-154",
                "cohere-north:cohere-north:n-doc-139",
                "cohere-north:cohere-north:n-doc-217",
                "cohere-north:cohere-north:n-trust"
              ]
            },
            {
              "id": "secrecy_documentation",
              "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?",
              "support": "unknown",
              "answer": "Unknown. Reviewed North security/encryption/compliance and private-deployment data flows, Trust Center and Enterprise Data Commitments, plus targeted first-party professional-secrecy searches. DPA is request/NDA-gated. No public North §203 StGB or Art.321 StGB undertaking or profession-specific add-on was retrieved; none requested. 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": [
            "cohere-north:cohere-north:n-commitments",
            "cohere-north:cohere-north:n-doc-154",
            "cohere-north:cohere-north:n-doc-139",
            "cohere-north:cohere-north:n-doc-217",
            "cohere-north:cohere-north:n-trust"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:DATA-09",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Profession-specific secrecy undertaking and add-on remain unknown; general confidentiality and scoped content-access controls do not establish §203 StGB or Art.321 StGB coverage.",
          "availability": "unknown",
          "delivery": "unknown",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Work Team/Enterprise; private/partner-served support access scoped separately",
            "addOns": [],
            "deploymentMode": null,
            "region": "No profession-specific DE/CH contractual scope verified; deployment/provider regions follow the other scoped claims.",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "secrecy_undertaking",
              "question": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff?",
              "support": "unknown",
              "answer": "Unknown. Reviewed Mistral commercial terms, DPA, Vibe security/deployment documentation and targeted first-party searches for professional secrecy, secret professionnel, §203 and Art.321. No Vibe-specific secrecy contract template, dedicated plan/add-on or flow-down undertaking was retrieved. A DPA or no-training clause alone does not answer whether a profession-specific undertaking is signed.",
              "evidenceIds": []
            },
            {
              "id": "subprocessor_coverage",
              "question": "Does the undertaking extend to its sub-processors, and is that documented?",
              "support": "unknown",
              "answer": "Unknown. No retrieved §203/Art.321 undertaking establishes flow-down to all relevant subcontractors/model providers. General DPA confidentiality is not equivalent.",
              "evidenceIds": []
            },
            {
              "id": "secrecy_offering",
              "question": "Is it a dedicated offering or add-on, and on which plan?",
              "support": "unknown",
              "answer": "Unknown. No documented profession-specific plan, dedicated instance option or paid secrecy add-on and its entitlements/pricing were established.",
              "evidenceIds": []
            },
            {
              "id": "content_access",
              "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?",
              "support": "partial",
              "answer": "DPA3.1 binds authorised Mistral personnel and subprocessors to confidentiality. Annex1 includes debugging/testing and partner-served support processing. The exact role-by-role plaintext-access matrix, private-deployment support controls and external model-provider access were not established; confidentiality is not a profession-specific undertaking.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-dpa"
              ]
            },
            {
              "id": "secrecy_documentation",
              "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?",
              "support": "unknown",
              "answer": "Unknown. Reviewed Mistral commercial terms, DPA, Vibe security/deployment documentation and targeted first-party searches for professional secrecy, secret professionnel, §203 and Art.321. No Vibe-specific secrecy contract template, dedicated plan/add-on or flow-down undertaking was retrieved. General data-flow/security pages are available but do not document such a secrecy offering.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Contract facts only; no legal suitability assessment. No profession-specific commitment or paid option inferred from generic confidentiality, hosting, encryption or no-training terms.",
            "Public, unauthenticated source pass only; no sales contact, NDA request or authenticated access-control test."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-dpa"
          ]
        }
      ]
    },
    {
      "id": "VEN-01",
      "title": "Pricing model and list prices",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Record pricing unit (per seat, per active user, usage-based, platform fee, hybrid), list prices per plan in original currency with date, included usage and credits, add-on prices (connectors, agents, image generation) and overage rates. Cite public prices or dated quotes. Per-seat versus usage is a fact, not a quality judgment.",
      "questions": [
        {
          "id": "pricing_unit",
          "question": "What is the pricing unit?"
        },
        {
          "id": "list_prices",
          "question": "What are list prices per plan, with date and currency?"
        },
        {
          "id": "included_usage",
          "question": "What usage is included?"
        },
        {
          "id": "add_ons",
          "question": "Which features cost extra?"
        },
        {
          "id": "overage",
          "question": "What do usage beyond limits and premium models cost?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:VEN-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "North uses capacity and installation licensing with custom prices.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "pricing_unit",
              "question": "What is the pricing unit?",
              "support": "supported",
              "answer": "Compute Units cover model GPU capacity via hardware/model factors; Application Instances count separate administered North installations. Not documented as a universal per-seat tariff.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-158"
              ]
            },
            {
              "id": "list_prices",
              "question": "What are list prices per plan, with date and currency?",
              "support": "partial",
              "answer": "North pricing page says custom enterprise pricing; numeric North licence rates not published in retrieved sources. Separate Model Vault/API rates are not North total.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-pricing"
              ]
            },
            {
              "id": "included_usage",
              "question": "What usage is included?",
              "support": "partial",
              "answer": "Licensed capacity depends on GPUs/model factors, application instances and contract; no public included-message allowance retrieved.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-158"
              ]
            },
            {
              "id": "add_ons",
              "question": "Which features cost extra?",
              "support": "partial",
              "answer": "Model Vault inference, external provider/search API contracts, extra parser/guardrail GPUs and deployment services may add cost; exact included entitlements/rates unknown.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-pricing",
                "cohere-north:cohere-north:n-doc-193",
                "cohere-north:cohere-north:n-doc-14"
              ]
            },
            {
              "id": "overage",
              "question": "What do usage beyond limits and premium models cost?",
              "support": "unknown",
              "answer": "Unknown for overage. Compute units/application instances and custom pricing are documented. North rates, included usage, minimums and extras were not quoted or invented.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: overage."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-158",
            "cohere-north:cohere-north:n-pricing",
            "cohere-north:cohere-north:n-doc-193",
            "cohere-north:cohere-north:n-doc-14"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:VEN-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The public USD page lists Team at USD 24.99/user/month and Enterprise custom. Exact Pro checkout price and API-credit allowance are not established from conflicting rendered variants.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Free / Pro / Team public pricing as rendered in USD on 2026-10-21; Enterprise quote-only; Pro checkout variants unverified",
            "addOns": [
              "Optional prepaid usage; private Enterprise/custom-model costs unknown"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "pricing_unit",
              "question": "What is the pricing unit?",
              "support": "supported",
              "answer": "Pro is per account, Team per user/month, Enterprise custom; included usage and prepaid usage extension span named product routes.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:m-subscription"
              ]
            },
            {
              "id": "list_prices",
              "question": "What are list prices per plan, with date and currency?",
              "support": "partial",
              "answer": "Team is displayed at USD 24.99/user/month excluding taxes and Enterprise is custom. The Pro page mixes education/card variants and a normal-price FAQ; the applicable Pro checkout price, currency and billing selection were not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "included_usage",
              "question": "What usage is included?",
              "support": "partial",
              "answer": "Team advertises up to 30 GB/user and relative allowances. A fixed Pro API-credit entitlement is unknown: the rendered card includes USD 25.5 and USD 15 monthly variants without an established selection. No Pro credit amount is credited.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "add_ons",
              "question": "Which features cost extra?",
              "support": "supported",
              "answer": "PAYG prepaid credits extend eligible usage after included allowances; Enterprise private services and custom models are separately scoped.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-billing",
                "mistral-vibe:mistral-vibe:m-home"
              ]
            },
            {
              "id": "overage",
              "question": "What do usage beyond limits and premium models cost?",
              "support": "partial",
              "answer": "PAYG uses model/API rates for eligible routes, but no exact default Work model tariff and allowance sufficiency for the shared workload were established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-subscription",
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits.",
            "The general Work/Workspace documentation does not establish Team or Enterprise entitlement for every feature here. Unspecified-plan findings remain candidates; no plan inheritance is assumed.",
            "Pro price and included-credit selection remain explicit gaps; neither rendered variant is treated as the purchased entitlement."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-pricing",
            "mistral-vibe:mistral-vibe:m-subscription",
            "mistral-vibe:mistral-vibe:m-billing",
            "mistral-vibe:mistral-vibe:m-home"
          ]
        }
      ]
    },
    {
      "id": "VEN-02",
      "title": "Scenario cost",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Price three workloads for 12 months: 200, 1,000 and 5,000 users with a disclosed light/regular/power usage mix, in CHF and EUR excluding VAT. Include licences, platform fees, add-ons, model usage and, for self-hosted options, a stated operating assumption. Separate fixed, variable, included and unknown costs. No invented discounts.",
      "questions": [
        {
          "id": "cost_200",
          "question": "Year-one cost at 200 users?"
        },
        {
          "id": "cost_1000",
          "question": "Year-one cost at 1,000 users?"
        },
        {
          "id": "cost_5000",
          "question": "Year-one cost at 5,000 users?"
        },
        {
          "id": "variable_share",
          "question": "Which part depends on usage?"
        },
        {
          "id": "unknown_parts",
          "question": "Which costs could not be priced?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:VEN-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Shared-scenario North totals remain unknown because the commercial rates and capacity sizing are not public.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_200",
              "question": "Year-one cost at 200 users?",
              "support": "partial",
              "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21: twelve months, excl VAT, no discounts, 330 messages/user/month. At 200 users, North licence/capacity, infrastructure, implementation and support are unknown in EUR/CHF. No total or nonzero floor can be calculated without North tariff and sizing. Separate Model Vault/API prices are not substitutes. FX basis: ECB 2026-10-20 EUR1=USD1.1215=CHF0.9237.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-pricing",
                "cohere-north:cohere-north:n-doc-158",
                "cohere-north:cohere-north:fx-ecb"
              ]
            },
            {
              "id": "cost_1000",
              "question": "Year-one cost at 1,000 users?",
              "support": "partial",
              "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21: twelve months, excl VAT, no discounts, 330 messages/user/month. At 1,000 users, North licence/capacity, infrastructure, implementation and support are unknown in EUR/CHF. No total or nonzero floor can be calculated without North tariff and sizing. Separate Model Vault/API prices are not substitutes. FX basis: ECB 2026-10-20 EUR1=USD1.1215=CHF0.9237.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-pricing",
                "cohere-north:cohere-north:n-doc-158",
                "cohere-north:cohere-north:fx-ecb"
              ]
            },
            {
              "id": "cost_5000",
              "question": "Year-one cost at 5,000 users?",
              "support": "partial",
              "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21: twelve months, excl VAT, no discounts, 330 messages/user/month. At 5,000 users, North licence/capacity, infrastructure, implementation and support are unknown in EUR/CHF. No total or nonzero floor can be calculated without North tariff and sizing. Separate Model Vault/API prices are not substitutes. FX basis: ECB 2026-10-20 EUR1=USD1.1215=CHF0.9237.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-pricing",
                "cohere-north:cohere-north:n-doc-158",
                "cohere-north:cohere-north:fx-ecb"
              ]
            },
            {
              "id": "variable_share",
              "question": "Which part depends on usage?",
              "support": "partial",
              "answer": "Capacity, replicas and external model/search usage vary;330 messages/user does not determine GPUs, parallelism or tool calls. Vendor-recommended model cannot price unknown North commercial terms; variable currency share remains unknown.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-158",
                "cohere-north:cohere-north:n-pricing"
              ]
            },
            {
              "id": "unknown_parts",
              "question": "Which costs could not be priced?",
              "support": "partial",
              "answer": "North licence per CU/instance, minimum capacity, model translation factors for chosen current models, HA/GPU sizing, external usage, storage/network, support, rollout and taxes outside excl VAT basis. No quote/contact requested.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-pricing",
                "cohere-north:cohere-north:n-doc-158"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-pricing",
            "cohere-north:cohere-north:n-doc-158",
            "cohere-north:cohere-north:fx-ecb"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:VEN-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21: Team licence illustrations plus unknown variable/enterprise costs; no complete total is claimed.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team displayed USD rate, 12 months, excluding VAT; Enterprise quote separate",
            "addOns": [
              "Unknown usage extension, support/implementation; no bulk discount assumed"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_200",
              "question": "Year-one cost at 200 users?",
              "support": "partial",
              "answer": "Team displayed-rate licence illustration: USD 59,976.00 = EUR 53,478.38 = CHF 49,397.98 for 200 seats × 12 × USD 24.99, excluding VAT, plus unknown usage/support/implementation. Enterprise/private deployment and SAML terms require their own quote; applicability of Team at this size was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:fx-ecb"
              ]
            },
            {
              "id": "cost_1000",
              "question": "Year-one cost at 1,000 users?",
              "support": "partial",
              "answer": "Team displayed-rate licence illustration: USD 299,880.00 = EUR 267,391.89 = CHF 246,989.88 for 1,000 seats × 12 × USD 24.99, excluding VAT, plus unknown usage/support/implementation. Enterprise/private deployment and SAML terms require their own quote; applicability of Team at this size was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:fx-ecb"
              ]
            },
            {
              "id": "cost_5000",
              "question": "Year-one cost at 5,000 users?",
              "support": "partial",
              "answer": "Team displayed-rate licence illustration: USD 1,499,400.00 = EUR 1,336,959.43 = CHF 1,234,949.42 for 5,000 seats × 12 × USD 24.99, excluding VAT, plus unknown usage/support/implementation. Enterprise/private deployment and SAML terms require their own quote; applicability of Team at this size was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:fx-ecb"
              ]
            },
            {
              "id": "variable_share",
              "question": "Which part depends on usage?",
              "support": "partial",
              "answer": "Included allowance is consumed before eligible prepaid PAYG; exact Work default model/tariff, fair-use sufficiency and tool charges remain unknown.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-subscription",
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "unknown_parts",
              "question": "Which costs could not be priced?",
              "support": "partial",
              "answer": "Unknown: Enterprise/private licence quote, bulk eligibility/commitment, exact included credits, separately charged Work usage at the shared mix, deployment/operations, support and implementation. No tariff proxy or discount is invented.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:m-subscription"
              ]
            }
          ],
          "limitations": [
            "Mix: 60% at 100, 30% at 400 and 10% at 1,500 messages/user/month, 330 average. Separately billed messages assume 3,000 input + 600 output tokens; no product-tariff proxy used.",
            "ECB 2026-10-20: EUR 1 = USD 1.1215 = CHF 0.9237; EUR = USD / 1.1215, CHF = EUR × 0.9237.",
            "These are displayed-rate Team licence illustrations; complete Enterprise/private totals remain unknown."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-pricing",
            "mistral-vibe:mistral-vibe:fx-ecb",
            "mistral-vibe:mistral-vibe:m-subscription"
          ]
        }
      ]
    },
    {
      "id": "VEN-03",
      "title": "Evaluation access",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Distinguish free tier, self-serve trial, sales-led pilot, paid proof of concept and open-source self-install. Record card requirement, duration, seat limit, and which features (SSO, connectors, admin) the trial includes. Map which shared scenarios can be run without sales approval.",
      "questions": [
        {
          "id": "free_tier",
          "question": "Is there a free tier for business use?"
        },
        {
          "id": "self_serve_trial",
          "question": "Is a self-serve business trial available?"
        },
        {
          "id": "trial_scope",
          "question": "Do trials include SSO, connectors and admin features?"
        },
        {
          "id": "sales_gate",
          "question": "Does meaningful evaluation require sales contact?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:VEN-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public demo and model API trial do not verify a full North tenant trial.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "free_tier",
              "question": "Is there a free tier for business use?",
              "support": "partial",
              "answer": "Pricing page distinguishes free rate-limited model API trial from paid production; trial key prohibited for commercial/production use. A free North business tier not established.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-pricing"
              ]
            },
            {
              "id": "self_serve_trial",
              "question": "Is a self-serve business trial available?",
              "support": "partial",
              "answer": "North links instant demo/custom pricing; no self-serve North tenant with SSO/admin/connectors was provisioned or established.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-home",
                "cohere-north:cohere-north:n-pricing"
              ]
            },
            {
              "id": "trial_scope",
              "question": "Do trials include SSO, connectors and admin features?",
              "support": "partial",
              "answer": "Free model API trial does not establish North SSO, connectors or administration. Full North evaluation scope unknown.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-pricing"
              ]
            },
            {
              "id": "sales_gate",
              "question": "Does meaningful evaluation require sales contact?",
              "support": "partial",
              "answer": "North custom pricing and private rollout route through sales; whether an independent full tenant evaluation can start without contact remains unknown. No contact made.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-pricing",
                "cohere-north:cohere-north:n-private"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-pricing",
            "cohere-north:cohere-north:n-home",
            "cohere-north:cohere-north:n-private"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:VEN-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Free self-serve exploration exists; SAML, private deployments and gated administration cannot be assumed included.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "free_tier",
              "question": "Is there a free tier for business use?",
              "support": "partial",
              "answer": "The public Free plan offers limited chat/search/tools; business contractual suitability and enterprise controls were not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "self_serve_trial",
              "question": "Is a self-serve business trial available?",
              "support": "unknown",
              "answer": "Unknown. No time-limited business-plan trial duration, card or seat limit was verified; the Free plan is a different access route.",
              "evidenceIds": []
            },
            {
              "id": "trial_scope",
              "question": "Do trials include SSO, connectors and admin features?",
              "support": "unknown",
              "answer": "Unknown. No trial verified Enterprise SSO, admin, connectors and fixture entitlement together.",
              "evidenceIds": []
            },
            {
              "id": "sales_gate",
              "question": "Does meaningful evaluation require sales contact?",
              "support": "supported",
              "answer": "Free/paid self-service exploration is offered, while private Enterprise and Admin API activation require contact. No contact was made.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:m-provision"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: self_serve_trial, trial_scope."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-pricing",
            "mistral-vibe:mistral-vibe:m-provision"
          ]
        }
      ]
    },
    {
      "id": "VEN-04",
      "title": "Contract terms and pricing transparency",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Record minimum seats or commitment, contract length, monthly versus annual billing, price-change rules, cancellation and downgrade terms, and invoicing in CHF/EUR. Classify pricing as transparent, partially specified, quote-only or unknown, naming the missing fields. Quote-only pricing is a disclosed constraint.",
      "questions": [
        {
          "id": "minimum_commitment",
          "question": "What seat or spend minimum applies?"
        },
        {
          "id": "contract_length",
          "question": "What contract lengths are offered?"
        },
        {
          "id": "cancellation",
          "question": "How can the contract be cancelled or reduced?"
        },
        {
          "id": "local_invoicing",
          "question": "Can it be invoiced in CHF or EUR from a European entity?"
        },
        {
          "id": "transparency_class",
          "question": "Is pricing transparent, partial, quote-only or unknown?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:VEN-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "North contract minimums, term and local billing are unverified; pricing is quote-only.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "minimum_commitment",
              "question": "What seat or spend minimum applies?",
              "support": "partial",
              "answer": "Each separately administered installation counts as an Application Instance; compute-unit licence metric exists, but numeric minimum/spend not retrieved.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-158"
              ]
            },
            {
              "id": "contract_length",
              "question": "What contract lengths are offered?",
              "support": "unknown",
              "answer": "Unknown for contract_length. North custom enterprise contract was not public in retrieved sources; minimums, term, reduction and invoice currencies remain unknown.",
              "evidenceIds": []
            },
            {
              "id": "cancellation",
              "question": "How can the contract be cancelled or reduced?",
              "support": "unknown",
              "answer": "Unknown for cancellation. North custom enterprise contract was not public in retrieved sources; minimums, term, reduction and invoice currencies remain unknown.",
              "evidenceIds": []
            },
            {
              "id": "local_invoicing",
              "question": "Can it be invoiced in CHF or EUR from a European entity?",
              "support": "unknown",
              "answer": "Unknown for local_invoicing. North custom enterprise contract was not public in retrieved sources; minimums, term, reduction and invoice currencies remain unknown.",
              "evidenceIds": []
            },
            {
              "id": "transparency_class",
              "question": "Is pricing transparent, partial, quote-only or unknown?",
              "support": "supported",
              "answer": "Quote-only for North licence/deployment. Separate Model Vault instance rates and model API tariffs do not make North pricing transparent.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-pricing"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: contract_length, cancellation, local_invoicing."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-158",
            "cohere-north:cohere-north:n-pricing"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:VEN-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Self-serve prices are partly public; enterprise terms and commitment/pricing details require the applicable order.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "minimum_commitment",
              "question": "What seat or spend minimum applies?",
              "support": "unknown",
              "answer": "Unknown. The rendered Team calculator shows a subtotal but does not establish an exact contractual minimum or maximum for the requested seat sizes.",
              "evidenceIds": []
            },
            {
              "id": "contract_length",
              "question": "What contract lengths are offered?",
              "support": "partial",
              "answer": "Commercial terms charge as provided by the order/confirmation; exact Team monthly/annual commitment alternatives were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-commercial"
              ]
            },
            {
              "id": "cancellation",
              "question": "How can the contract be cancelled or reduced?",
              "support": "partial",
              "answer": "Commercial terms make paid amounts non-refundable/non-cancellable; a complete self-serve downgrade/cancellation workflow was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-commercial"
              ]
            },
            {
              "id": "local_invoicing",
              "question": "Can it be invoiced in CHF or EUR from a European entity?",
              "support": "partial",
              "answer": "A French contracting entity and USD/EUR price selector are public; actual CHF/EUR enterprise invoicing terms were not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-commercial",
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "transparency_class",
              "question": "Is pricing transparent, partial, quote-only or unknown?",
              "support": "supported",
              "answer": "Partially specified: self-serve displayed prices exist, while Enterprise/private quotes, exact credits and scenario usage charges remain unresolved.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:m-subscription"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: minimum_commitment."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-commercial",
            "mistral-vibe:mistral-vibe:m-pricing",
            "mistral-vibe:mistral-vibe:m-subscription"
          ]
        }
      ]
    },
    {
      "id": "VEN-05",
      "title": "Source licence",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Record licence per component (client, server, connectors, hosted extensions) and revision. Distinguish OSI open source, source-available with restrictions (branding clauses, user caps), and closed. Repository visibility is not a licence classification. Licences change between releases: record the current terms, and never carry a fork's historical licence over to the upstream product or the reverse.",
      "questions": [
        {
          "id": "licence_type",
          "question": "Which licence applies to each component?"
        },
        {
          "id": "branding_restrictions",
          "question": "Do licence terms restrict branding or user counts?"
        },
        {
          "id": "enterprise_features_closed",
          "question": "Are enterprise features in a separate closed edition?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:VEN-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "North is commercially licensed; component source rights and branding terms need contract review.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "licence_type",
              "question": "Which licence applies to each component?",
              "support": "partial",
              "answer": "Commercial CU/Application Instance licence documented; full North application/model/component licence texts not retrieved.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-158"
              ]
            },
            {
              "id": "branding_restrictions",
              "question": "Do licence terms restrict branding or user counts?",
              "support": "partial",
              "answer": "White-label settings configure product branding; entitlement, use restrictions and licence fee terms unverified. Separate installations count for licensing, with no public per-user cap retrieved.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-142",
                "cohere-north:cohere-north:n-doc-158"
              ]
            },
            {
              "id": "enterprise_features_closed",
              "question": "Are enterprise features in a separate closed edition?",
              "support": "unknown",
              "answer": "Unknown for enterprise_features_closed. North is commercially licensed by capacity/installations. Full application/model component licences and branding rights were not publicly retrieved.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: enterprise_features_closed."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-158",
            "cohere-north:cohere-north:n-doc-142"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:VEN-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Hosted Work is a commercial service; separate CLI/model licences do not license the whole workspace.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "licence_type",
              "question": "Which licence applies to each component?",
              "support": "partial",
              "answer": "Commercial terms reserve Mistral product IP and grant limited service use. Open-weight model/CLI component terms are separate and were not exhaustively audited.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-commercial"
              ]
            },
            {
              "id": "branding_restrictions",
              "question": "Do licence terms restrict branding or user counts?",
              "support": "partial",
              "answer": "Enterprise pricing lists white label/dedicated hostname; contractual branding rights and seat restrictions require that order.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "enterprise_features_closed",
              "question": "Are enterprise features in a separate closed edition?",
              "support": "partial",
              "answer": "Enterprise lists custom deployment, SAML and audit features under commercial terms; component-by-component source availability was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing",
                "mistral-vibe:mistral-vibe:m-commercial"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-commercial",
            "mistral-vibe:mistral-vibe:m-pricing"
          ]
        }
      ]
    },
    {
      "id": "VEN-06",
      "title": "Data export and exit",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Record admin export of chats, assistants, knowledge bases, prompts and audit logs, formats, export completeness, user self-export, and what survives contract end. Run an admin export on a trial. Exported chats alone do not make assistants and knowledge portable.",
      "questions": [
        {
          "id": "chat_export",
          "question": "Can admins export all chats?"
        },
        {
          "id": "assistant_export",
          "question": "Can assistants and prompts be exported in a reusable format?"
        },
        {
          "id": "knowledge_export",
          "question": "Can knowledge bases and their sources be exported?"
        },
        {
          "id": "export_format",
          "question": "Are formats documented and machine-readable?"
        },
        {
          "id": "post_termination_window",
          "question": "How long can data be retrieved after termination?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:VEN-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "APIs and approved exports provide some portability; full tenant exit is unverified.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_export",
              "question": "Can admins export all chats?",
              "support": "partial",
              "answer": "Alpha compliance approves targeted user/agent conversations for24 hours and downloadsCSV. API lists/retrieves conversations; a single complete admin export and preservation hold not established.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-139",
                "cohere-north:cohere-north:n-north-api"
              ]
            },
            {
              "id": "assistant_export",
              "question": "Can assistants and prompts be exported in a reusable format?",
              "support": "partial",
              "answer": "Automation definitions export reusableJSON graph/dependencies but omit credentials and schedules. Agent configurations have API access/version history; full portable agent export not established.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-29",
                "cohere-north:cohere-north:n-north-api"
              ]
            },
            {
              "id": "knowledge_export",
              "question": "Can knowledge bases and their sources be exported?",
              "support": "partial",
              "answer": "File API retrieves content and library metadata APIs exist; complete all-index/source bulk export and permission preservation not established.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-api-upload",
                "cohere-north:cohere-north:n-api-libraries"
              ]
            },
            {
              "id": "export_format",
              "question": "Are formats documented and machine-readable?",
              "support": "partial",
              "answer": "AutomationJSON, complianceCSV, original file API content and documentPDF/DOCX/HTML/TXT/MD are documented. These do not constitute complete tenant-state export.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-29",
                "cohere-north:cohere-north:n-doc-139",
                "cohere-north:cohere-north:n-doc-9"
              ]
            },
            {
              "id": "post_termination_window",
              "question": "How long can data be retrieved after termination?",
              "support": "unknown",
              "answer": "Unknown for post_termination_window. Automation JSON, API files and approved compliance CSV are documented. Complete bulk tenant export, agent portability and post-exit recovery window remain unverified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: post_termination_window."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-doc-139",
            "cohere-north:cohere-north:n-north-api",
            "cohere-north:cohere-north:n-doc-29",
            "cohere-north:cohere-north:n-api-upload",
            "cohere-north:cohere-north:n-api-libraries",
            "cohere-north:cohere-north:n-doc-9"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:VEN-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Personal exports and original Library downloads are documented; full administrator portability remains untested.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise personal Data Export and Library/Knowledge downloads; complete administrator portability unverified",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_export",
              "question": "Can admins export all chats?",
              "support": "partial",
              "answer": "A personal data export tool is documented; all-user administrator chat export completeness was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-export-20261026"
              ]
            },
            {
              "id": "assistant_export",
              "question": "Can assistants and prompts be exported in a reusable format?",
              "support": "unknown",
              "answer": "Legacy agents can be duplicated and Skills contain reusable files, but a complete portable assistant/tool/knowledge export package was not verified. Search on 2026-10-26: https://help.mistral.ai/en/articles/347623-how-do-i-export-my-data-from-vibe, https://docs.mistral.ai/vibe/work/libraries.md, https://docs.mistral.ai/vibe/work/knowledge.md. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "knowledge_export",
              "question": "Can knowledge bases and their sources be exported?",
              "support": "partial",
              "answer": "Users can download original Library documents and export personal Knowledge Base data; complete admin index/ACL export was not verified.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-libraries-20261026",
                "mistral-vibe:mistral-vibe:m-memory-20261026"
              ]
            },
            {
              "id": "export_format",
              "question": "Are formats documented and machine-readable?",
              "support": "partial",
              "answer": "Canvas offers PPTX/table files and spreadsheets XLSX, but the full personal-data/agent/index export schema was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-files-20261026",
                "mistral-vibe:mistral-vibe:m-sheets-20261026",
                "mistral-vibe:mistral-vibe:m-export-20261026"
              ]
            },
            {
              "id": "post_termination_window",
              "question": "How long can data be retrieved after termination?",
              "support": "partial",
              "answer": "The DPA says personal data is no longer accessible 30 days after access/use termination; a guaranteed complete post-termination export service was not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-dpa-20261026"
              ]
            }
          ],
          "limitations": [
            "chat_export: A personal data export tool is documented; all-user administrator chat export completeness was not verified.",
            "assistant_export: Legacy agents can be duplicated and Skills contain reusable files, but a complete portable assistant/tool/knowledge export package was not verified. Search on 2026-10-26: https://help.mistral.ai/en/articles/347623-how-do-i-export-my-data-from-vibe, https://docs.mistral.ai/vibe/work/libraries.md, https://docs.mistral.ai/vibe/work/knowledge.md. No additional scoped evidence established this answer.",
            "knowledge_export: Users can download original Library documents and export personal Knowledge Base data; complete admin index/ACL export was not verified.",
            "export_format: Canvas offers PPTX/table files and spreadsheets XLSX, but the full personal-data/agent/index export schema was not established.",
            "post_termination_window: The DPA says personal data is no longer accessible 30 days after access/use termination; a guaranteed complete post-termination export service was not established."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-export-20261026",
            "mistral-vibe:mistral-vibe:m-libraries-20261026",
            "mistral-vibe:mistral-vibe:m-memory-20261026",
            "mistral-vibe:mistral-vibe:m-files-20261026",
            "mistral-vibe:mistral-vibe:m-sheets-20261026",
            "mistral-vibe:mistral-vibe:m-dpa-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    },
    {
      "id": "VEN-07",
      "title": "Support and service levels",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Record support channels, languages (German, French, Italian), hours and time zone, local or regional presence, documented response times, uptime SLA and credits, public status page and incident history. Popularity is not a reliability score.",
      "questions": [
        {
          "id": "support_channels",
          "question": "Which support channels are available on each plan?"
        },
        {
          "id": "support_languages",
          "question": "Is support available in German, French or Italian?"
        },
        {
          "id": "regional_presence",
          "question": "Is there a DACH or Swiss entity, team or partner?"
        },
        {
          "id": "uptime_sla",
          "question": "Is there an uptime SLA with credits?"
        },
        {
          "id": "status_page",
          "question": "Is there a public status page with history?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:VEN-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Support resources exist; North SLA, regional entity and support languages remain unknown.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "support_channels",
              "question": "Which support channels are available on each plan?",
              "support": "partial",
              "answer": "Private deployments include access to solution architects, applied ML and customer success; public security/support resources exist. Contracted response times unknown.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-private"
              ]
            },
            {
              "id": "support_languages",
              "question": "Is support available in German, French or Italian?",
              "support": "unknown",
              "answer": "Unknown for support_languages. Public support/status resources and deployment assistance exist; response languages, North SLA credits and contracted DACH entity were not established.",
              "evidenceIds": []
            },
            {
              "id": "regional_presence",
              "question": "Is there a DACH or Swiss entity, team or partner?",
              "support": "partial",
              "answer": "September 16 agreement plans Berlin/Toronto headquarters and Heidelberg research subject to close. A North-contract Swiss/DACH delivery entity or completed combination was not verified.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-combination"
              ]
            },
            {
              "id": "uptime_sla",
              "question": "Is there an uptime SLA with credits?",
              "support": "unknown",
              "answer": "Unknown for uptime_sla. Public support/status resources and deployment assistance exist; response languages, North SLA credits and contracted DACH entity were not established.",
              "evidenceIds": []
            },
            {
              "id": "status_page",
              "question": "Is there a public status page with history?",
              "support": "partial",
              "answer": "Cohere has a public hosted API status page. Customer-hosted North availability is operator-managed; a North-wide hosted status/SLA not established.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-status",
                "cohere-north:cohere-north:n-doc-165"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: support_languages, uptime_sla."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-private",
            "cohere-north:cohere-north:n-combination",
            "cohere-north:cohere-north:n-status",
            "cohere-north:cohere-north:n-doc-165"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:VEN-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public support routes and custom Enterprise SLA marketing exist; status access and concrete service terms remain gaps.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "support_channels",
              "question": "Which support channels are available on each plan?",
              "support": "supported",
              "answer": "Pro/Team pricing lists chat/email support and Enterprise advertises dedicated support.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "support_languages",
              "question": "Is support available in German, French or Italian?",
              "support": "unknown",
              "answer": "Unknown. German/French/Italian support language/hours commitments were not retrieved.",
              "evidenceIds": []
            },
            {
              "id": "regional_presence",
              "question": "Is there a DACH or Swiss entity, team or partner?",
              "support": "unknown",
              "answer": "Unknown. The commercial entity is Paris-based; a named DACH/Swiss implementation team/partner was not verified.",
              "evidenceIds": []
            },
            {
              "id": "uptime_sla",
              "question": "Is there an uptime SLA with credits?",
              "support": "partial",
              "answer": "Enterprise advertises custom SLAs; uptime percentage, exclusions, response times and credits were not obtained.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-pricing"
              ]
            },
            {
              "id": "status_page",
              "question": "Is there a public status page with history?",
              "support": "unknown",
              "answer": "Unknown. The public status endpoint returned HTTP 403 to direct retrieval; no incident history was independently read.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: support_languages, regional_presence, status_page."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-pricing"
          ]
        }
      ]
    },
    {
      "id": "VEN-08",
      "title": "Onboarding, training and adoption",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Record vendor-led onboarding, admin training, end-user training (live, e-learning, languages), use-case libraries, champion programmes, change-management materials and their cost. Distinguish included services from paid professional services and partner offerings.",
      "questions": [
        {
          "id": "onboarding_service",
          "question": "Is guided onboarding included?"
        },
        {
          "id": "user_training",
          "question": "Is end-user training offered, in which languages?"
        },
        {
          "id": "use_case_library",
          "question": "Are role-based use cases and templates provided?"
        },
        {
          "id": "adoption_programme",
          "question": "Is there a champion or adoption programme?"
        },
        {
          "id": "service_cost",
          "question": "Which services cost extra?"
        }
      ],
      "products": [
        {
          "productId": "cohere-north",
          "claimId": "cohere-north:VEN-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Deployment assistance and public user/builder guides are offered; included service scope is unknown.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "north-web",
              "north-private"
            ],
            "version": "North platform2.0.1; exact docs feature state stated per atom",
            "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Customer-selected private deployment; cloud inference and provider region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "north-web",
                "name": "North 2 web application and Admin console",
                "type": "web"
              },
              {
                "id": "north-private",
                "name": "Customer-hosted North and Compass Kubernetes deployment",
                "type": "self-hosted"
              }
            ]
          },
          "questions": [
            {
              "id": "onboarding_service",
              "question": "Is guided onboarding included?",
              "support": "partial",
              "answer": "Vendor describes rollout support from architects, applied ML and customer success. Included hours/fees are not published.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-private"
              ]
            },
            {
              "id": "user_training",
              "question": "Is end-user training offered, in which languages?",
              "support": "partial",
              "answer": "Public user/agent/workflow guides support self-learning. Live end-user training and language entitlement not established.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-guide",
                "cohere-north:cohere-north:n-doc-18",
                "cohere-north:cohere-north:n-doc-16"
              ]
            },
            {
              "id": "use_case_library",
              "question": "Are role-based use cases and templates provided?",
              "support": "supported",
              "answer": "Agent guide gives ticket deflection/sales/legal examples and internal agent catalogue permits sharing; document/Skills guides include task examples.",
              "evidenceIds": [
                "cohere-north:cohere-north:n-doc-18",
                "cohere-north:cohere-north:n-doc-21",
                "cohere-north:cohere-north:n-doc-12"
              ]
            },
            {
              "id": "adoption_programme",
              "question": "Is there a champion or adoption programme?",
              "support": "unknown",
              "answer": "Unknown for adoption_programme. Vendor offers rollout assistance and guides; service language, included hours, adoption programme and costs were not retrieved.",
              "evidenceIds": []
            },
            {
              "id": "service_cost",
              "question": "Which services cost extra?",
              "support": "unknown",
              "answer": "Unknown for service_cost. Vendor offers rollout assistance and guides; service language, included hours, adoption programme and costs were not retrieved.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: adoption_programme, service_cost."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "cohere-north:cohere-north:n-private",
            "cohere-north:cohere-north:n-guide",
            "cohere-north:cohere-north:n-doc-18",
            "cohere-north:cohere-north:n-doc-16",
            "cohere-north:cohere-north:n-doc-21",
            "cohere-north:cohere-north:n-doc-12"
          ]
        },
        {
          "productId": "mistral-vibe",
          "claimId": "mistral-vibe:VEN-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Built-in onboarding and reusable role/task Skills support self-service adoption; service entitlements and prices remain open.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "vibe-work-web"
            ],
            "version": null,
            "plan": "Team/Enterprise plan-included Work Skills and public self-service documentation; managed services unverified",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU-hosted by default, with feature-specific external transfers; private deployment by contract",
            "os": [],
            "surfaces": [
              {
                "id": "vibe-work-web",
                "name": "Hosted Vibe Work web app after migration",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "onboarding_service",
              "question": "Is guided onboarding included?",
              "support": "unknown",
              "answer": "Vendor-led onboarding inclusion was not established; no sales/demo contact was made. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "user_training",
              "question": "Is end-user training offered, in which languages?",
              "support": "partial",
              "answer": "A built-in vibe-work-onboarding Skill and public guides exist; live training and language coverage were not established.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-skills-20261026"
              ]
            },
            {
              "id": "use_case_library",
              "question": "Are role-based use cases and templates provided?",
              "support": "supported",
              "answer": "Built-in Skills and examples cover research, extraction, onboarding, stakeholder communication and repeated procedures.",
              "evidenceIds": [
                "mistral-vibe:mistral-vibe:m-skills-20261026"
              ]
            },
            {
              "id": "adoption_programme",
              "question": "Is there a champion or adoption programme?",
              "support": "unknown",
              "answer": "No scoped champion or change-management programme entitlement was retrieved. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "service_cost",
              "question": "Which services cost extra?",
              "support": "unknown",
              "answer": "Implementation/partner/training service prices were not obtained. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "onboarding_service: Vendor-led onboarding inclusion was not established; no sales/demo contact was made. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer.",
            "user_training: A built-in vibe-work-onboarding Skill and public guides exist; live training and language coverage were not established.",
            "adoption_programme: No scoped champion or change-management programme entitlement was retrieved. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer.",
            "service_cost: Implementation/partner/training service prices were not obtained. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "mistral-vibe:mistral-vibe:m-skills-20261026",
            "mistral-vibe:mistral-vibe:plan-matrix-20261026"
          ]
        }
      ]
    }
  ],
  "sources": [
    {
      "id": "cohere-north:cohere-north:n-doc-177-20261026",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/advanced/headless-configuration/model-providers?format=html",
      "title": "Headless model providers",
      "locator": "Provider types, endpoint and credentials; public representation of https://private.docs.cohere.com/north/docs/advanced/headless-configuration/model-providers.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 813d19abcb01a5b84e23e8615ef38b9e94cd57097f91ae7e44a139e6b62c4cbb on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Operators register Cohere, vLLM, Azure, Bedrock, SageMaker, OpenAI and Anthropic endpoints with customer secrets."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-32-20261026",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/north-large-01-2026?format=html",
      "title": "North Large 01-2026",
      "locator": "Model card and limitations; public representation of https://private.docs.cohere.com/north/docs/north-large-01-2026.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 46ad467b680bd511cfc5f0d3168f40dd32b61be945b039d7cf029b3527b5ece7 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "North partnership model accepts text/images with256K input/32K output and48 languages; citation gaps acknowledged."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-134-20261026",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/models?format=html",
      "title": "Models and providers",
      "locator": "Beta UI, alpha RBAC, aliases and fallback; public representation of https://private.docs.cohere.com/north/docs/admin/models.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 3ddb8818e63c7322d79680498f711ab0dd1a15dd87f1315c3065bed5171538dd on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Custom endpoints/providers, group access and defaults; grants additive and alias may silently fall back to provider default."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-1-20261026",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/north-chat?format=html",
      "title": "Chat",
      "locator": "Model picker, UI languages, image input and dictation; public representation of https://private.docs.cohere.com/north/docs/get-started/north-chat.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 2a609c8b8dc88bce89ad912f7d8c43ee63449c23a0bac0e5fcb5954bf55e0964 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Chat model choice, source-linked responses, eight UI languages and configurable voice/image input are documented."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-14-20261026",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/north-automations/building-automations/north-multimodality?format=html",
      "title": "North multimodal features",
      "locator": "Cohere-only image input and visual parser; public representation of https://private.docs.cohere.com/north/docs/get-started/north-automations/building-automations/north-multimodality.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 c4763a8ec53fc0d63b4393939e71c9df423160564cdbc748004dcd7af256faba on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Vision/OCR requires configured models/parser; third-party image input planned, document visual pages limited500."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-97-20261026",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/configuring_voice_settings?format=html",
      "title": "Voice settings",
      "locator": "Alpha dictation and beta mobile recording; public representation of https://private.docs.cohere.com/north/docs/admin/configuring_voice_settings.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 26565385151f6fa21890665138a7d900c61ea1cbff3bb96f46e67955e5ac54a1 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Dictation and long-form mobile recording are separately off by default and require configured transcription service."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-12-20261026",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/skills?format=html",
      "title": "Skills",
      "locator": "Beta skills and Office file packages; public representation of https://private.docs.cohere.com/north/docs/get-started/skills.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 9167ea7e86e91dabe44c8cbcc8e0f3b3baa5b44badaf1d393bb4ae67e41fdb0d on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Built-in/custom skills create/edit DOCX/PPTX/XLSX/CSV using code sandbox and supported models."
    },
    {
      "id": "cohere-north:cohere-north:north-release-html-20261026",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/changelog",
      "title": "North release notes, public HTML",
      "locator": "October 16 North 2.0.0 and October 20 2.0.1; Models, Libraries, Google Drive, Skills, Sandbox and Admin; HTTP 200, body SHA256 be38218043c7eb99d836db5d02f86ce71b5af7c2c267327410f58f81936ed720",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-26",
      "finding": "North 2 documents model aliases, beta Library sharing/Skills and sandbox, alpha controls, version-scoped legacy removals and the October 20 storage patch. Release labels are feature-specific, not a guarantee of private-deployment parity."
    },
    {
      "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": "cohere-north:cohere-north:n-north-changelog",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/changelog.md",
      "title": "North release notes",
      "locator": "October 20 v2.0.1 andOctober 16 v2.0.0; migrations",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "Dated releases document new models, beta/alpha capabilities and removal/deprecation of legacy connectors and APIs."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-168",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/install/models.md",
      "title": "Deploy models chart",
      "locator": "In-cluster generative/Compass components and pinned artifacts",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Customer GPU model chart supports local chat/embed/rerank; serving containers version independently."
    },
    {
      "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": "cohere-north:cohere-north:n-doc-135-20261026",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/bedrock-anthropic?format=html",
      "title": "Bedrock Anthropic setup",
      "locator": "Customer AWS prerequisites and roles; public representation of https://private.docs.cohere.com/north/docs/admin/bedrock-anthropic.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 185176cbe038586b463babfc0584a55cd212cf96f554cf6eadaf1238e4105617 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Own AWS account/region and authorized Claude models support chat, agents and automations."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-218-20261026",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/microsoft-foundry-with-north.md",
      "title": "Microsoft Foundry with North",
      "locator": "Customer Azure inference and feature gaps; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 e717dddf6149bafdb68a613b1268d366565e212be0e292d989d1c2a8d960f35e on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Customer Azure billing supports chat/embed/rerank/Parse5; sparse and North Large unavailable there, mixed hosting required."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-177",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/advanced/headless-configuration/model-providers.md",
      "title": "Headless model providers",
      "locator": "Provider types, endpoint and credentials",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Operators register Cohere, vLLM, Azure, Bedrock, SageMaker, OpenAI and Anthropic endpoints with customer secrets."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-14",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/north-automations/building-automations/north-multimodality.md",
      "title": "North multimodal features",
      "locator": "Cohere-only image input and visual parser",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Vision/OCR requires configured models/parser; third-party image input planned, document visual pages limited500."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-218",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/microsoft-foundry-with-north.md",
      "title": "Microsoft Foundry with North",
      "locator": "Customer Azure inference and feature gaps",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Customer Azure billing supports chat/embed/rerank/Parse5; sparse and North Large unavailable there, mixed hosting required."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-126",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/tools-mcp-servers.md",
      "title": "MCP server administration",
      "locator": "Registration, custom headers, permissions and remote limits",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Customer/remote MCP support scoped OAuth/tokens/static headers; remote registration needs internet and dynamic registration."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-18-20261026",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/agents/creating-custom-agents?format=html",
      "title": "Creating custom agents",
      "locator": "Instructions, versioning, sharing and model permission model; public representation of https://private.docs.cohere.com/north/docs/get-started/agents/creating-custom-agents.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 6ae6b9abfe4e5de1679146a003d858f773f48d669e0c579e530654feba66aba9 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Agents combine instructions/models/tools/libraries; shared agents inherit owner model access."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-137-20261026",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/flow-control?format=html",
      "title": "Flow control",
      "locator": "Alpha model rate-limit proxy; public representation of https://private.docs.cohere.com/north/docs/admin/flow-control.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 b0aabd0e2334636f4ff1d4bea234db5f41b155a385923fbce27a1face1df2312 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "User/group/model/source/provider rules enforce request/input/output token limits only after Helm services deployed; fail-open option and unlimited default."
    },
    {
      "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": "cohere-north:cohere-north:n-doc-73-20261026",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/supported-files?format=html",
      "title": "Supported files",
      "locator": "Formats and100 MB/500 MB limit wording; public representation of https://private.docs.cohere.com/north/docs/get-started/supported-files.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 9bc5a3f6698e34d553cd9b9efd32964736dbe6989a31fc138e6eaec28fe9e680 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Documents text/Office/tabular/image/audio formats and configurable processing; My files limit differs from its dedicated guide."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-66-20261026",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/tools/my-files/home?format=html",
      "title": "My files",
      "locator": "Upload limit, OCR and Smart Search; public representation of https://private.docs.cohere.com/north/docs/get-started/tools/my-files/home.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 d6f571cfecc507841ce963c91571a3822f44b24d28d0192f21498d4abdcc1c30 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Guide states50 MB/file and configured totals; image-only PDFs require parser setup and images are not indexed for general Smart Search."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-100-20261026",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/multimodality?format=html",
      "title": "Multimodality configuration",
      "locator": "Alpha parser/model/feature prerequisites; public representation of https://private.docs.cohere.com/north/docs/admin/multimodality.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 2e036dc55b465b41bcff9b28bb0fc83bb5ff07d7750137f983ef0461fc1ef593 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Image input currently limited to Cohere vision models; smart parser and infrastructure are separately required."
    },
    {
      "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": "cohere-north:cohere-north:n-doc-42-20261026",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/tools/libraries?format=html",
      "title": "Libraries",
      "locator": "Beta persistence, source/sharing and binding; public representation of https://private.docs.cohere.com/north/docs/get-started/tools/libraries.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 dbe8dc45b308026365048a6e52ee685ac8fedfe257517c688f624e9e2ebf4374 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Libraries bind to agents/chats/nodes; source libraries and uploads have different sharing/access rules."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-11-20261026",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/projects?format=html",
      "title": "Projects",
      "locator": "Alpha workspace and storage; public representation of https://private.docs.cohere.com/north/docs/get-started/projects.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 f7d3bab16beb3744f5def211a909d7acebcb6a00cd68b747a826b2d608fd0a0e on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Private indexed project files are isolated to the project; default per-user aggregate storage2 GiB."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-133-20261026",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/libraries.md",
      "title": "Admin library directory",
      "locator": "Beta user/group access; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 f4248f5cd4bf98f610b6f39c57494e2834de07e117db292498eca4707a592b8f on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Admins manage library access without seeing contents; groups and company access supported, email libraries private."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-151-20261026",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/security/data-syncing?format=html",
      "title": "Data syncing",
      "locator": "Atlas copies versus live Gmail/Google Drive Full Access; public representation of https://private.docs.cohere.com/north/docs/security/data-syncing.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 9098552e0be35967acf545ee4d3c6487281481833795c49d487dfe417382184e on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Atlas periodic indexing differs from live APIs; generic freshness minutes to hours."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-126-20261026",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/tools-mcp-servers.md",
      "title": "MCP server administration",
      "locator": "Registration, custom headers, permissions and remote limits; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 8b401a0257b45f4b284dd89368b795118eb74b1a2b0d193d56a9b1687e804ea9 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Customer/remote MCP support scoped OAuth/tokens/static headers; remote registration needs internet and dynamic registration."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-53-20261026",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/tools/microsoft-connectors/sharepoint-server-connector-setup?format=html",
      "title": "SharePoint Server connector setup",
      "locator": "On-prem SharePoint Server prerequisites; public representation of https://private.docs.cohere.com/north/docs/get-started/tools/microsoft-connectors/sharepoint-server-connector-setup.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 10f8e3e90ba4fcf31095515a6fe687de0e080d90e1d72e9d0257a555486a2475 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Documents customer-network SharePoint Server integration with deployment/auth prerequisites."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-152-20261026",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/security/data-sharing?format=html",
      "title": "Data sharing",
      "locator": "Agent/library scope, runtime checks and private email; public representation of https://private.docs.cohere.com/north/docs/security/data-sharing.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 b001f4de791c2eadc7d050e3863bbd26d4476540f6516d632b1b420bf025ccbd on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Atlas/source permission checks fail closed for retrieval; old email storage descriptions conflict with live Gmail guide."
    },
    {
      "id": "cohere-north:cohere-north:north2-launch-20261026",
      "productId": "cohere-north",
      "kind": "vendor-claimed",
      "url": "https://cohere.com/blog/introducing-north-2",
      "title": "North 2 product launch",
      "locator": "Core feature and connector lists; model and governance sections",
      "sourceDate": "2026-10-05",
      "retrievedAt": "2026-10-26",
      "finding": "The first-party announcement names shared Libraries, Skills, applications, third-party models, user/group governance and built-in enterprise connector families; planned financial connectors are distinguished from current release-specific alpha documentation."
    },
    {
      "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": "cohere-north:cohere-north:n-doc-64",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/tools/atlas-sharepoint/atlas-sharepoint-implementation.md",
      "title": "SharePoint implementation",
      "locator": "Compass indexing,10-minute sync and source search dependency",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Selected content is indexed;10-minute sync detects updates/deletes, after source-side indexing permits discovery."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-42",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/tools/libraries.md",
      "title": "Libraries",
      "locator": "Beta persistence, source/sharing and binding",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Libraries bind to agents/chats/nodes; source libraries and uploads have different sharing/access rules."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-151",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/security/data-syncing.md",
      "title": "Data syncing",
      "locator": "Atlas copies versus live Gmail/Google Drive Full Access",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Atlas periodic indexing differs from live APIs; generic freshness minutes to hours."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-152",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/security/data-sharing.md",
      "title": "Data sharing",
      "locator": "Agent/library scope, runtime checks and private email",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Atlas/source permission checks fail closed for retrieval; old email storage descriptions conflict with live Gmail guide."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-4",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/sharing-collaborating-chat.md",
      "title": "Sharing and collaborating with chat",
      "locator": "Snapshot contents and debug visibility",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Shared snapshots expose full messages, citations, thinking trace and sandbox files to signed-in recipients."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-149",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/security/tool-authorization.md",
      "title": "Tool authorization",
      "locator": "OAuth/source permission checks",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Per-user access and runtime source checks documented; revocation immediacy not independently measured."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-111",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/identity/sso/user-provisioning.md",
      "title": "JIT provisioning",
      "locator": "First login and refreshed groups",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "First successful login creates users; groups refresh at authentication/session renewal; admin deprovisioning APIs documented."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-33",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/tools-overview.md",
      "title": "North tools overview",
      "locator": "Per-tool state and categories",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Names first-party sources and states, including Jira/Slack MCP beta, Atlas SharePointGA and Gmail alpha."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-165-20261026",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/deployment-model.md",
      "title": "Deployment model",
      "locator": "Helm and production GitOps; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 39b2586fa7cca8f9c540e2c02dc9471ed0b3c89484c9f776421e78e477711721 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "North application Helm chart deployed on customer Kubernetes; GitOps/ArgoCD recommended for production."
    },
    {
      "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": "cohere-north:cohere-north:n-doc-32",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/north-large-01-2026.md",
      "title": "North Large 01-2026",
      "locator": "Model card and limitations",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "North partnership model accepts text/images with256K input/32K output and48 languages; citation gaps acknowledged."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-1",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/north-chat.md",
      "title": "Chat",
      "locator": "Model picker, UI languages, image input and dictation",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Chat model choice, source-linked responses, eight UI languages and configurable voice/image input are documented."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-11",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/projects.md",
      "title": "Projects",
      "locator": "Alpha workspace and storage",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Private indexed project files are isolated to the project; default per-user aggregate storage2 GiB."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-18",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/agents/creating-custom-agents.md",
      "title": "Creating custom agents",
      "locator": "Instructions, versioning, sharing and model permission model",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Agents combine instructions/models/tools/libraries; shared agents inherit owner model access."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-86",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/configuring_preamble_prompt_settings.md",
      "title": "Preamble and prompt settings",
      "locator": "Company instructions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Optional organisation instructions apply across models alongside platform/agent preambles."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-8",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/memory.md",
      "title": "Memory",
      "locator": "Alpha personal/archival memory",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Personal memories can be edited or deleted; agent archival memory cannot be viewed or edited."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-96",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/configuring_memory_settings.md",
      "title": "Memory settings",
      "locator": "Alpha admin controls",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Instance toggles jointly control core/archival/conversation memory and extraction timing."
    },
    {
      "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": "cohere-north:cohere-north:n-doc-12",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/skills.md",
      "title": "Skills",
      "locator": "Beta skills and Office file packages",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Built-in/custom skills create/edit DOCX/PPTX/XLSX/CSV using code sandbox and supported models."
    },
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      "id": "cohere-north:cohere-north:n-doc-114",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/permissions.md",
      "title": "Roles and permissions",
      "locator": "System/custom roles and grants",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Roles/groups delegate permissions; some direct grants cannot be packaged into roles; individual role assignment can expire."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-21",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/agents/agent-library.md",
      "title": "Browsing agents",
      "locator": "Agent catalogue and duplication",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Internal starred/personal/shared/company agent directory supports search and duplication."
    },
    {
      "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": "cohere-north:cohere-north:n-doc-34",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/tools/code-sandbox/home.md",
      "title": "Code sandbox",
      "locator": "Beta execution, files and activity visibility",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Persistent per-chat Python/bash runtime creates files/charts and shows executed code; admin deployment/access required."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-150",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/security/tool-action-approvals.md",
      "title": "Tool action approvals",
      "locator": "Destructive actions and global Allow Always",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Approval modal can edit/deny action parameters, but tool hints and persistent global bypass limit per-action assurance."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-30",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/north-automations/consuming-automations.md",
      "title": "Consuming automations",
      "locator": "Run, cron schedule, approval and cancel",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Schedules support cron/natural language; run viewer shows inputs/outputs and cancellation; action permission accepted at launch."
    },
    {
      "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": "cohere-north:cohere-north:n-doc-74",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/tools/websearch/home.md",
      "title": "Web search",
      "locator": "GA provider choices and handling",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Tavily defaultGA; Brave/LinkUp alpha; API keys needed; live web page content is not ingested."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-15",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/deep-research.md",
      "title": "Deep research",
      "locator": "Alpha feature and administrator grants",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Multi-step cited research requires enabled sources and user/group access, with downloadable reports."
    },
    {
      "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": "cohere-north:cohere-north:n-doc-16",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/north-automations.md",
      "title": "Automations",
      "locator": "Visual builder, roles and workflow lifecycle",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Node-based workflows combine models, tools and reusable versioned definitions."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-29",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/north-automations/building-automations/saving-publishing-monitoring-automations.md",
      "title": "Saving and publishing automations",
      "locator": "Versioning and JSON import/export",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Automation definitions export JSON with graph/dependencies; credentials and schedules excluded."
    },
    {
      "id": "cohere-north:cohere-north:n-api-run",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/reference/automations/execute.md",
      "title": "North execute automation API",
      "locator": "POST /v1/automations/{id}/execute",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "External authenticated clients can start workflows with typed inputs; this is not a native source-event watcher."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-26",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/north-automations/building-automations/human-in-the-loop-automations.md",
      "title": "Human-in-the-loop automations",
      "locator": "Human Review node",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Workflows can pause for review and route by human decisions; review timeouts apply."
    },
    {
      "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": "cohere-north:cohere-north:n-north-api",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/reference/overview.md",
      "title": "About the North API",
      "locator": "Authentication and API scope",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Instance REST API covers chat, agents, automations and files with bearer/OAuth/workload identity."
    },
    {
      "id": "cohere-north:cohere-north:n-api-response",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/reference/responses/create.md",
      "title": "North create response API",
      "locator": "Request/response and authentication",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "North exposes model response API with tool and reasoning parameters and permission/rate-limit errors."
    },
    {
      "id": "cohere-north:cohere-north:n-api-upload",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/reference/files/create.md",
      "title": "North file upload API",
      "locator": "POST /v1/files",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Authenticated multipart upload stores a file with ID and downloadable content endpoints."
    },
    {
      "id": "cohere-north:cohere-north:n-api-libraries",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/reference/libraries/create.md",
      "title": "North library API",
      "locator": "Create library endpoint",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Authenticated library creation complements file APIs and library permissions."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-89",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/configuring_data_controls.md",
      "title": "Data controls",
      "locator": "Alpha sharing restrictions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Blocks new API/web share links; existing conversation links stop, existing automation/table links remain."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-140",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/audits.md",
      "title": "Audits",
      "locator": "Alpha admin events and GET API",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admin changes/compliance decisions have searchable event rows and programmatic audit endpoints."
    },
    {
      "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": "cohere-north:cohere-north:n-doc-97",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/configuring_voice_settings.md",
      "title": "Voice settings",
      "locator": "Alpha dictation and beta mobile recording",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dictation and long-form mobile recording are separately off by default and require configured transcription service."
    },
    {
      "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": "cohere-north:cohere-north:n-doc-9",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/north-document-mode.md",
      "title": "Document mode",
      "locator": "Editing, quick actions and exports",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Canvas supports manual/prompt edits, tone/translation actions, versions and DOCX/PDF/MD/HTML exports."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-instructions",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/custom-instructions.md",
      "title": "Set custom instructions",
      "locator": "Persistent preferences; tone; limitations",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Users set persistent role/tone/output instructions; these are instructions to the model, not an independently enforced policy."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-commercial-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://legal.mistral.ai/terms/commercial-terms-of-service/",
      "title": "Commercial terms of service",
      "locator": "4 Training; 5 Rights; fees; regional governing law; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 cf72086a4255c8704eadbc59bb26581dcaf2c3c4d5af8fd3f51261313e66d390 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Commercial terms apply to Vibe and reserve product IP, with conditional training permissions and feedback/Labs exceptions."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-voice-entitlement-correction",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://docs.mistral.ai/vibe/work/voice-mode",
      "title": "Use Voice mode",
      "locator": "Opening availability paragraph; Privacy",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dictation is documented for web and mobile on all plans; the Team/Enterprise no-training default in this guide is specifically for voice messages."
    },
    {
      "id": "cohere-north:cohere-north:n-north-changelog-20261026",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/changelog?format=html",
      "title": "North release notes",
      "locator": "October 20 v2.0.1 andOctober 16 v2.0.0; migrations; public representation of https://private.docs.cohere.com/north/changelog.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 be38218043c7eb99d836db5d02f86ce71b5af7c2c267327410f58f81936ed720 on 2026-10-26",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-26",
      "finding": "Dated releases document new models, beta/alpha capabilities and removal/deprecation of legacy connectors and APIs."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-9-20261026",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/north-document-mode?format=html",
      "title": "Document mode",
      "locator": "Editing, quick actions and exports; public representation of https://private.docs.cohere.com/north/docs/get-started/north-document-mode.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 19535713d7c2ccff7e98fa4e94dde5dcdb6aae67809de5a1e27cb22d286812a1 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Canvas supports manual/prompt edits, tone/translation actions, versions and DOCX/PDF/MD/HTML exports."
    },
    {
      "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": "cohere-north:cohere-north:n-doc-105",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/identity/overview.md",
      "title": "About SSO",
      "locator": "Protocols and Dex identity broker",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "OIDC preferred; SAML, LDAP shim/hybrid and authentication proxy documented; group claims required for group access."
    },
    {
      "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": "cohere-north:cohere-north:n-doc-153",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/security/data-deletion.md",
      "title": "Data deletion",
      "locator": "Conversation, user and connector cleanup",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Deletion has asynchronous external cleanup and explicit preserved shared-resource exceptions."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-112",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/identity/scim/overview.md",
      "title": "SCIM provisioning",
      "locator": "Alpha SCIM2 and deactivation/deletion",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Bidirectional user/group sync; disable is reversible, delete re-creates a new identity if later added."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-90",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/configuring_graceful_delete_settings.md",
      "title": "Graceful delete settings",
      "locator": "Beta account removal and shared-resource exceptions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Access ends immediately; configurable private cleanup grace period, shared resources preserved except nontransferable Microsoft libraries."
    },
    {
      "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": "cohere-north:cohere-north:n-doc-134",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/models.md",
      "title": "Models and providers",
      "locator": "Beta UI, alpha RBAC, aliases and fallback",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Custom endpoints/providers, group access and defaults; grants additive and alias may silently fall back to provider default."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-158",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/compute-requirements.md",
      "title": "Compute requirements",
      "locator": "Sizing and licensing metrics",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "North licensed by compute units and separately administered application instances; licence rates absent."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-78",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/north_analytics_v2.md",
      "title": "Analytics v2",
      "locator": "Alpha metrics and CSV/PNG exports",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Self-hosted analytics reports users/groups/models/agents/tools; named-user CSV and sampled metrics have limits."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-95",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/configuring_analytics_settings.md",
      "title": "Analytics settings",
      "locator": "Alpha event collection and retention",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Operators can turn event collection off and configure retention for database analytics events."
    },
    {
      "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": "cohere-north:cohere-north:n-doc-137",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/flow-control.md",
      "title": "Flow control",
      "locator": "Alpha model rate-limit proxy",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "User/group/model/source/provider rules enforce request/input/output token limits only after Helm services deployed; fail-open option and unlimited default."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-207",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/observability/token-usage.md",
      "title": "Token usage monitoring",
      "locator": "Prometheus/Grafana collection and limits",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Operators collect billed/raw tokens by model/provider/operation; no per-user labels, scrape gaps and incomplete paths prevent billing-ledger equivalence."
    },
    {
      "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": "cohere-north:cohere-north:n-doc-140-20261026",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/audits?format=html",
      "title": "Audits",
      "locator": "Alpha admin events and GET API; public representation of https://private.docs.cohere.com/north/docs/admin/audits.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 4694734d3c4deaa7540b7df9604377266d387b5b92dea6b958aebbfdd74d20fc on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Admin changes/compliance decisions have searchable event rows and programmatic audit endpoints."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-139-20261026",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/compliance?format=html",
      "title": "Compliance",
      "locator": "Alpha dual-control investigation and CSV; public representation of https://private.docs.cohere.com/north/docs/admin/compliance.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 8d8d2439993a46e02f92eaf3dc040bacc2a9b59f3ad61352c04278648157c37c on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Approved investigators get24-hour conversation access/CSV including blocked/redacted content; self-approval forbidden."
    },
    {
      "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": "cohere-north:cohere-north:n-doc-138",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/north-guardrails.md",
      "title": "Guardrails admin",
      "locator": "Selected-customer beta PII and alpha content safety",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "HiddenLayer supports allow/block/redact with monitor-only default; timeouts/unsupported entities and advisory content safety can fail open."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-193",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/advanced/feature-enablement/guardrails.md",
      "title": "Guardrails deployment",
      "locator": "Selected-customer beta in-cluster HiddenLayer",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "GPU scanning engine runs inside customer cluster without external HiddenLayer cloud traffic in documented configuration."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-145",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/terms-and-conditions.md",
      "title": "Terms and conditions",
      "locator": "Alpha required policy acceptance",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Sign-up/tool-specific multilingual terms require acceptance again after new versions; external URL overrides hosted terms."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-146",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/security.md",
      "title": "North security",
      "locator": "Customer deployment hardening and log forwarding",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Recommends operator encryption/network/SSO controls and stdout-to-SIEM forwarding; no observed hardened configuration implied."
    },
    {
      "id": "cohere-north:cohere-north:n-private",
      "productId": "cohere-north",
      "kind": "vendor-claimed",
      "url": "https://cohere.com/private-deployments",
      "title": "Cohere private deployments",
      "locator": "VPC/on-prem/air-gap and rollout support",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Vendor offers customer-managed VPC and air-gapped on-prem delivery with deployment assistance."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-217",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/model-vault-with-north.md",
      "title": "Model Vault with North",
      "locator": "Customer app plus Cohere inference",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "North stays customer-hosted; Cohere processes model inputs in dedicated Vault; ZDR option removes prompt retention."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-214",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/backup-restore.md",
      "title": "Backup and restore",
      "locator": "Database, secrets and object storage",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Operator controls backup placement and retention; encryption master key needed for restore."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-208",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/observability/traces.md",
      "title": "Distributed tracing",
      "locator": "Operator OpenTelemetry export",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Optional tracing sends deployment telemetry to operator-selected collectors; geographic placement is not fixed."
    },
    {
      "id": "cohere-north:cohere-north:n-commitments",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://cohere.com/enterprise-data-commitments",
      "title": "Enterprise data commitments",
      "locator": "Private/third-party versus SaaS Platform; retention and ZDR FAQ",
      "sourceDate": "2025-12-05",
      "retrievedAt": "2026-10-21",
      "finding": "Private deployments do not send prompts to Cohere; SaaS Platform has opt-out training and30-day logs with exceptions; Model Vault integration has its own inference scope."
    },
    {
      "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": "cohere-north:cohere-north:n-vault",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://docs.cohere.com/docs/model-vault.md",
      "title": "Model Vault overview",
      "locator": "Dedicated inference deployment and choices",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Cohere-managed dedicated inference is separate from the North control plane."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-165",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/deployment-model.md",
      "title": "Deployment model",
      "locator": "Helm and production GitOps",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "North application Helm chart deployed on customer Kubernetes; GitOps/ArgoCD recommended for production."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-159",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/networking-requirements.md",
      "title": "Networking requirements",
      "locator": "Optional external model API and registry access",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Operator network/DNS/TLS controls; hosted model API optional, image supply needs mirroring for disconnected installations."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-139",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/compliance.md",
      "title": "Compliance",
      "locator": "Alpha dual-control investigation and CSV",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Approved investigators get24-hour conversation access/CSV including blocked/redacted content; self-approval forbidden."
    },
    {
      "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": "cohere-north:cohere-north:n-doc-88",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/configuring_data_retention_settings.md",
      "title": "Data retention settings",
      "locator": "Alpha conversation retention and jobs",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Age-based retention off by default; enabled defaults90day soft-delete plus30-day timeout; hourly hard-delete still runs for manually deleted conversations."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-delete-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://help.mistral.ai/en/articles/347613-can-i-delete-a-chat-conversation",
      "title": "Can I delete a chat conversation?",
      "locator": "Manual deletion; backend retention; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 e5e32e605a4886b543b62a4efcbe743bcb55a66a560c26540fd49b38269172e5 on 2026-10-26",
      "sourceDate": "2026-08-12",
      "retrievedAt": "2026-10-26",
      "finding": "User-visible deletion is irreversible but backend copies can remain for legal, policy and monitoring purposes."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-dpa-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://legal.mistral.ai/terms/data-processing-addendum/",
      "title": "Data Processing Addendum",
      "locator": "Definitions; subprocessors; 10 Return/destruction; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 b578ac8d9fbe2ccebf7a70e127c5b3052d24219c6195cf7ffb97a71d051552f7 on 2026-10-26",
      "sourceDate": "2026-07-27",
      "retrievedAt": "2026-10-26",
      "finding": "The DPA defines GDPR processing, prior subprocessor notice with a 10-day objection period and loss of data access 30 days after termination."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-retention-20261026",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://help.mistral.ai/en/articles/347628-how-long-do-you-store-my-data",
      "title": "How long is data stored?",
      "locator": "Account/technical/legal retention examples; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 2c1a0e2ffbc481905cedc6f24e4831034ae1eec0dfc566ceecbcf8633390f8fe on 2026-10-26",
      "sourceDate": "2026-08-12",
      "retrievedAt": "2026-10-26",
      "finding": "Retention differs by data type; account identity, technical and invoicing records can outlast the user contract."
    },
    {
      "id": "cohere-north:cohere-north:n-combination-20261026",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://cohere.com/blog/cohere-and-aleph-alpha-sign-agreement",
      "title": "Cohere and Aleph Alpha combination agreement",
      "locator": "September 16 definitive agreement and closing conditions; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 972ee8d4e3dd868bf9d5986f00e66c0543ffd55cf519b78909aa7ec0cad9c399 on 2026-10-26",
      "sourceDate": "2026-09-16",
      "retrievedAt": "2026-10-26",
      "finding": "Combination remains subject to regulatory approvals; future dual headquarters and leadership depend on closing."
    },
    {
      "id": "cohere-north:cohere-north:corporate-aisle-20261026",
      "productId": "cohere-north",
      "kind": "vendor-claimed",
      "url": "https://cohere.com/blog/cohere-and-aisle-sign-letter-of-intent-to-advance-cyber-resilient-sovereign-ai",
      "title": "Cohere AISLE proposed acquisition announcement",
      "locator": "October 15 announcement, opening paragraphs and closing transaction conditions; HTTP 200, body SHA256 e17b07229ecb36abb9f98b4d36e6541d3c74db64f0758fa93b8b48df3c7ccf58",
      "sourceDate": "2026-10-15",
      "retrievedAt": "2026-10-26",
      "finding": "The current text calls AISLE a proposed acquisition and calls Aleph Alpha a partnership. It does not provide closing/approval evidence for the September business-combination agreement."
    },
    {
      "id": "cohere-north:cohere-north:n-terms-20261026",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://cohere.com/terms-of-use",
      "title": "Cohere public terms of use",
      "locator": "2022 terms; scope and choice of law; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 09c6e9b556c82d0e47438f044477298abb536b98fb30622371806a82ea1f3cbd on 2026-10-26",
      "sourceDate": "2022-09-07",
      "retrievedAt": "2026-10-26",
      "finding": "Public general terms identify Cohere Inc and Ontario/Toronto law; North commercial subscription terms were not retrieved."
    },
    {
      "id": "cohere-north:cohere-north:n-trust-20261026",
      "productId": "cohere-north",
      "kind": "vendor-claimed",
      "url": "https://trustcenter.cohere.com/?format=html",
      "title": "Cohere Trust Center",
      "locator": "Reports, subprocessors and regulatory FAQs; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 be106d8cf80369b1d1adf72c7912bf7c8af1221b76a8a381c6a95455d2666401 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Lists request-gated SOC 2/ISO 27001/42001 reports, USA subprocessors, NDA-gated DPA and SaaS US-Central hosting; not a whole-North private deployment policy."
    },
    {
      "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": "cohere-north:cohere-north:n-trust",
      "productId": "cohere-north",
      "kind": "vendor-claimed",
      "url": "https://trustcenter.cohere.com/?format=html",
      "title": "Cohere Trust Center",
      "locator": "Reports, subprocessors and regulatory FAQs",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Lists request-gated SOC 2/ISO 27001/42001 reports, USA subprocessors, NDA-gated DPA and SaaS US-Central hosting; not a whole-North private deployment policy."
    },
    {
      "id": "cohere-north:cohere-north:n-terms",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://cohere.com/terms-of-use",
      "title": "Cohere public terms of use",
      "locator": "2022 terms; scope and choice of law",
      "sourceDate": "2022-09-07",
      "retrievedAt": "2026-10-21",
      "finding": "Public general terms identify Cohere Inc and Ontario/Toronto law; North commercial subscription terms were not retrieved."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-dpa",
      "productId": "mistral-vibe",
      "kind": "documented",
      "url": "https://legal.mistral.ai/terms/data-processing-addendum/",
      "title": "Data Processing Addendum",
      "locator": "Definitions; subprocessors; 10 Return/destruction",
      "sourceDate": "2026-07-27",
      "retrievedAt": "2026-10-21",
      "finding": "The DPA defines GDPR processing, prior subprocessor notice with a 10-day objection period and loss of data access 30 days after termination."
    },
    {
      "id": "mistral-vibe:mistral-vibe:m-cert",
      "productId": "mistral-vibe",
      "kind": "vendor-claimed",
      "url": "https://help.mistral.ai/en/articles/347638-do-you-have-soc-2-or-iso-27001-certification",
      "title": "SOC 2 and ISO certification help",
      "locator": "Claim and report-request path",
      "sourceDate": "2026-08-12",
      "retrievedAt": "2026-10-21",
      "finding": "Mistral claims SOC 2 Type II and ISO 27001/27701 and directs report requests to its Trust Center; underlying reports were not retrieved."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-154",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/security/data-encryption-at-rest.md",
      "title": "Data encryption at rest",
      "locator": "Optional AES256GCM chat-column envelope encryption",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Customer-held Kubernetes master key encrypts chat columns; automation/workflow data excluded."
    },
    {
      "id": "cohere-north:cohere-north:n-pricing",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://cohere.com/pricing",
      "title": "Cohere pricing",
      "locator": "North custom pricing; separate Model Vault/API tables",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "North pricing is custom; model API trials and Model Vault instance rates are separate products."
    },
    {
      "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": "cohere-north:cohere-north:fx-ecb",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml",
      "title": "ECB historical FX",
      "locator": "2026-10-20 USD/CHF rates",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "EUR1=USD1.1215=CHF0.9237; rates recorded without inventing an unpriced North total."
    },
    {
      "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": "cohere-north:cohere-north:n-home",
      "productId": "cohere-north",
      "kind": "vendor-claimed",
      "url": "https://cohere.com/north",
      "title": "North 2 product page",
      "locator": "Platform and private deployment overview",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "North offers agents, automations, libraries, applications and private deployment."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-142",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/whitelabeling.md",
      "title": "White labeling",
      "locator": "Branding configuration",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Operators configure branding; commercial branding licence terms not established."
    },
    {
      "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": "cohere-north:cohere-north:n-combination",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://cohere.com/blog/cohere-and-aleph-alpha-sign-agreement",
      "title": "Cohere and Aleph Alpha combination agreement",
      "locator": "September 16 definitive agreement and closing conditions",
      "sourceDate": "2026-09-16",
      "retrievedAt": "2026-10-21",
      "finding": "Combination remains subject to regulatory approvals; future dual headquarters and leadership depend on closing."
    },
    {
      "id": "cohere-north:cohere-north:n-status",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://status.cohere.com/",
      "title": "Cohere status",
      "locator": "Hosted API service status",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Public hosted service status is available; it does not establish customer-hosted North SLA."
    },
    {
      "id": "cohere-north:cohere-north:n-guide",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/docs/get-started/north-user-guide.md",
      "title": "North user guide",
      "locator": "Release calendar and feature-state definitions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Lists planned November 13 v2.1 andDecember 11 v2.2 releases, subject to change; not individual feature delivery promises."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-36",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/tools/data-interpreter/home.md",
      "title": "Data Interpreter",
      "locator": "Deprecated tool and successor",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Legacy spreadsheet Python tool is deprecated in favor of code sandbox; whole-sheet analysis differs from indexed metadata search."
    },
    {
      "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."
    }
  ]
}
