{
  "schemaVersion": 1,
  "rubricVersion": "1.1",
  "kind": "pair",
  "slug": "cohere-north-vs-dust",
  "canonicalUrl": "https://onaihq.com/compare/agents/cohere-north-vs-dust/",
  "markdownUrl": "https://onaihq.com/compare/agents/cohere-north-vs-dust/index.md",
  "dataUrl": "https://onaihq.com/compare/agents/cohere-north-vs-dust/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": "dust",
      "name": "Dust",
      "website": "https://dust.tt",
      "repository": "https://github.com/dust-tt/dust",
      "pageUrl": "https://onaihq.com/compare/agents/products/dust/",
      "lifecycle": {
        "status": "unknown",
        "note": null
      },
      "surfaces": [
        {
          "id": "web",
          "name": "Dust web workspace",
          "type": "web-app"
        },
        {
          "id": "eu-web",
          "name": "Dust EU web workspace",
          "type": "web-app"
        },
        {
          "id": "enterprise-single",
          "name": "Dust Enterprise single-tenant deployment",
          "type": "managed-server"
        },
        {
          "id": "extension",
          "name": "Dust browser extension",
          "type": "browser-extension"
        },
        {
          "id": "teams",
          "name": "Dust in Microsoft Teams",
          "type": "teams-app"
        },
        {
          "id": "api",
          "name": "Dust APIs and MCP server",
          "type": "api"
        },
        {
          "id": "source-repository",
          "name": "Public dust-tt/dust repository root licence",
          "type": "source-repository"
        }
      ],
      "sourcedClaimCount": 48,
      "statedByVendorCount": 0,
      "crossCheckedClaimCount": 48,
      "sourcedOnlyClaimCount": 0,
      "oldestCheckedAt": "2026-10-21",
      "lastCheckedAt": "2026-10-21"
    }
  ],
  "coverage": {
    "totalCriteria": 51,
    "sharedCrossCheckedCriteria": 46,
    "sharedSourcedCriteria": 46,
    "crossCheckedCriteriaByProduct": {
      "cohere-north": 49,
      "dust": 48
    },
    "sourcedOnlyCriteriaByProduct": {
      "cohere-north": 0,
      "dust": 0
    },
    "sourcedCriteriaByProduct": {
      "cohere-north": 49,
      "dust": 48
    },
    "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": "dust",
          "claimId": "dust:MOD-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dust offers per-message model choice and ordered auto-model lists, with access-tier and region controls.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit plan (Free/Pro/Max); Enterprise model access inherits the published catalogue; model-tier and EU eligibility separately constrained",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "providers",
              "question": "Which model providers are available?",
              "support": "supported",
              "answer": "Docs list OpenAI, Anthropic, Google, Mistral and Fireworks-served models; exact enabled models depend on workspace and tier.",
              "evidenceIds": [
                "dust:dust:models",
                "dust:dust:eu-models"
              ]
            },
            {
              "id": "current_models",
              "question": "Which current models are selectable on this plan?",
              "support": "partial",
              "answer": "The model-selection document lists GPT6.1 Sol, Claude Opus5.5/Sonnet5.5, Gemini3.8 Flash and Mistral models. Gemini4 Argon is excluded from this current-EU availability finding: its release note conflicts with the EU table, and the documented authoritative picker flag was not observed. No complete current tenant catalogue is claimed.",
              "evidenceIds": [
                "dust:dust:models",
                "dust:dust:changelog",
                "dust:dust:eu-models",
                "dust:dust:pricing"
              ]
            },
            {
              "id": "user_choice",
              "question": "Can users pick the model per chat?",
              "support": "supported",
              "answer": "The composer chooses a model for the next message; Agent Builder sets a persistent agent default.",
              "evidenceIds": [
                "dust:dust:models"
              ]
            },
            {
              "id": "auto_routing",
              "question": "Does the product route between models automatically, and is the chosen model shown?",
              "support": "supported",
              "answer": "Basic/Standard/Premium use ordered candidate lists and availability fallback, not prompt-dependent task routing. A replacement indicator names the fallback during a detected outage.",
              "evidenceIds": [
                "dust:dust:models"
              ]
            },
            {
              "id": "multimodal_input",
              "question": "Which models accept images, audio or files?",
              "support": "partial",
              "answer": "Conversation files support images, documents and audio transcripts; the exact input capability for every current model is not fully tabulated.",
              "evidenceIds": [
                "dust:dust:files"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps.",
            "The catalogue finding is restricted to named documentation entries; conflicting Gemini4 Argon EU eligibility is an explicit gap."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:models",
            "dust:dust:eu-models",
            "dust:dust:changelog",
            "dust:dust:pricing",
            "dust:dust:files"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:MOD-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The public changelog and exact agent model selection are documented; release-lag and removal notice remain unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "release_lag_days",
              "question": "What was the lag for each of the last three major releases, per provider?",
              "support": "unknown",
              "answer": "What was the lag for each of the last three major releases, per provider? The dated changelog and model-selection docs were checked; last-three-release/provider lag measurements and a fixed advance deprecation-notice period were not established.",
              "evidenceIds": []
            },
            {
              "id": "changelog",
              "question": "Is there a dated public model changelog?",
              "support": "supported",
              "answer": "The public changelog contains dated model releases including Gemini 4 Argon on October 14, 2026.",
              "evidenceIds": [
                "dust:dust:changelog"
              ]
            },
            {
              "id": "deprecation_notice",
              "question": "How much notice is given before a model is removed?",
              "support": "unknown",
              "answer": "How much notice is given before a model is removed? The dated changelog and model-selection docs were checked; last-three-release/provider lag measurements and a fixed advance deprecation-notice period were not established.",
              "evidenceIds": []
            },
            {
              "id": "version_pinning",
              "question": "Can an admin keep an older model version?",
              "support": "partial",
              "answer": "An agent can select a specific model and keeps it until changed, subject to continued provider/workspace availability. No indefinite old-version entitlement is established.",
              "evidenceIds": [
                "dust:dust:models"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:changelog",
            "dust:dust:models"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:MOD-03",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:MOD-04",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:MOD-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Admins cap models by workspace, group and member, with explicit published-agent exceptions and credit limits.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "model_allowlist_by_group",
              "question": "Can admins limit models per group?",
              "support": "supported",
              "answer": "Model access ceilings apply to the workspace, groups or individuals and cover reasoning efforts as well as auto selections.",
              "evidenceIds": [
                "dust:dust:tiers"
              ]
            },
            {
              "id": "data_bound_models",
              "question": "Can admins restrict which models receive connector or knowledge content?",
              "support": "partial",
              "answer": "EU-only mode restricts all active agents and pickers to EU-hosted models. Spaces bound knowledge and agent access; arbitrary per-data-class model rules were not established.",
              "evidenceIds": [
                "dust:dust:eu-models",
                "dust:dust:spaces"
              ]
            },
            {
              "id": "default_model",
              "question": "Can admins set the default model?",
              "support": "supported",
              "answer": "Builders configure an agent default, which may be exact or Basic/Standard/Premium. Composer changes do not edit it for others.",
              "evidenceIds": [
                "dust:dust:models"
              ]
            },
            {
              "id": "user_limits",
              "question": "What per-user message or token limits apply, and are they published?",
              "support": "supported",
              "answer": "Free seats have 500 lifetime credits, Pro 8,000/month and Max 40,000/month, plus applicable shared-pool rules and member spend limits.",
              "evidenceIds": [
                "dust:dust:credits",
                "dust:dust:credit-management"
              ]
            },
            {
              "id": "limit_behaviour",
              "question": "What happens when a limit is reached?",
              "support": "supported",
              "answer": "Members block when applicable sources/caps are exhausted. A message begun under a cap can finish above it; new messages then block. A separate root-task checkpoint can pause at 600 AWU.",
              "evidenceIds": [
                "dust:dust:credit-management",
                "dust:dust:credits"
              ]
            }
          ],
          "limitations": [
            "No two-user enforcement test. Published agents can run above member tiers if the separate admin setting permits it."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:tiers",
            "dust:dust:eu-models",
            "dust:dust:spaces",
            "dust:dust:models",
            "dust:dust:credits",
            "dust:dust:credit-management"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:KNOW-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Conversation files and code/OCR handling are documented; conflicting effective upload caps are explicitly unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "formats",
              "question": "Which formats are accepted?",
              "support": "supported",
              "answer": "Conversation uploads accept documents/PDF, text/code, Excel/CSV/TSV, images and supported audio. Direct video uploads are explicitly excluded by the limits FAQ.",
              "evidenceIds": [
                "dust:dust:files",
                "dust:dust:file-limits"
              ]
            },
            {
              "id": "limits",
              "question": "What size and count limits apply per file and chat?",
              "support": "unknown",
              "answer": "Effective image/audio/tabular maximums and file counts are unknown: Conversation Files lists5/25/50MB while File size limits lists20/100/350MB. Both mention50MB general data files, but neither resolves the actual current per-plan upload route. No logged-in upload test was performed.",
              "evidenceIds": []
            },
            {
              "id": "ocr",
              "question": "Are scanned PDFs read?",
              "support": "partial",
              "answer": "Computer documents OCR for English, French and mixed scans with page-level caveats. Drive connector itself ignores image-only files; upload to a conversation is the documented route.",
              "evidenceIds": [
                "dust:dust:computer",
                "dust:dust:drive"
              ]
            },
            {
              "id": "spreadsheets",
              "question": "Are Excel tables read with structure intact?",
              "support": "partial",
              "answer": "Computer can read, calculate and edit uploaded Excel with code. Formula/style preservation must be checked; no fixture fidelity result is available.",
              "evidenceIds": [
                "dust:dust:computer"
              ]
            },
            {
              "id": "full_vs_chunked",
              "question": "Is the whole file used or only retrieved parts, and does the user see which?",
              "support": "partial",
              "answer": "Conversation uploads are not indexed in workspace sources. Computer can inspect full files, while knowledge search retrieves relevant context; complete chunk visibility was not verified.",
              "evidenceIds": [
                "dust:dust:files",
                "dust:dust:computer",
                "dust:dust:search"
              ]
            }
          ],
          "limitations": [
            "No common PDF/scan/Excel/PowerPoint fixture run.",
            "Do not use either disputed cap set as the effective Business upload limit."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:files",
            "dust:dust:file-limits",
            "dust:dust:computer",
            "dust:dust:drive",
            "dust:dust:search"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:KNOW-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Spaces persist shared knowledge and bind it to agent tools.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "persistent_collections",
              "question": "Can users keep document collections across chats?",
              "support": "supported",
              "answer": "Open and restricted Spaces retain connected sources, folders and other data across conversations.",
              "evidenceIds": [
                "dust:dust:spaces"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can collections be shared with users, groups or the whole organisation?",
              "support": "supported",
              "answer": "Open Spaces are workspace-wide; restricted Spaces have explicit members or provisioned groups.",
              "evidenceIds": [
                "dust:dust:spaces"
              ]
            },
            {
              "id": "size_limits",
              "question": "What are the collection limits?",
              "support": "partial",
              "answer": "Business supports five Spaces and Enterprise 100. Complete per-Space storage/document quotas were not established.",
              "evidenceIds": [
                "dust:dust:spaces"
              ]
            },
            {
              "id": "assistant_binding",
              "question": "Can collections be bound to an assistant?",
              "support": "supported",
              "answer": "An agent tool can use selected Space data; Space membership governs agent visibility and use.",
              "evidenceIds": [
                "dust:dust:spaces"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:spaces"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:KNOW-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Managed content connectors coexist with MCP tools and beta imports; Microsoft content indexing is account-scoped.",
          "availability": "generally-available",
          "delivery": "official-integration",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business: up to3 connections and5 remote MCP servers; Enterprise: unlimited connection/MCP packaging; beta imports identified separately",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "microsoft_365",
              "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?",
              "support": "partial",
              "answer": "The Microsoft connection syncs selected SharePoint drives/documents within the connecting account permissions. Teams-associated SharePoint content is described; this does not establish Outlook mail or all Teams messages as indexed sources.",
              "evidenceIds": [
                "dust:dust:microsoft"
              ]
            },
            {
              "id": "google_workspace",
              "question": "Which Google sources are connected?",
              "support": "partial",
              "answer": "Drive documents, Sheets, Slides and text PDFs can sync. Gmail is separately available as an MCP tool in the credits/tool catalog, not established as the same managed content index.",
              "evidenceIds": [
                "dust:dust:drive",
                "dust:dust:credits"
              ]
            },
            {
              "id": "atlassian",
              "question": "Confluence and Jira?",
              "support": "partial",
              "answer": "Confluence indexes selected global spaces, excluding restricted pages. Jira has a beta custom import and MCP tool route; do not count the beta import as a general managed connector.",
              "evidenceIds": [
                "dust:dust:confluence",
                "dust:dust:jira",
                "dust:dust:credits"
              ]
            },
            {
              "id": "other_systems",
              "question": "Which other business systems?",
              "support": "partial",
              "answer": "Documented routes include managed Slack/Notion/GitHub and Salesforce/Zendesk/Snowflake sources/tools. BigQuery specifically uses a dedicated-service-account table-query connection: Dust keeps metadata, not a synchronized table-content index; queries stay within the chosen BigQuery dataset location and Space admins select tables. General Business/Enterprise connection limits apply; a BigQuery-specific commercial add-on is not separately specified.",
              "evidenceIds": [
                "dust:dust:sources",
                "dust:dust:credits",
                "dust:dust:r2-bigquery",
                "dust:dust:pricing"
              ]
            },
            {
              "id": "on_prem_sources",
              "question": "Can on-prem file shares or databases be connected?",
              "support": "partial",
              "answer": "Admins can connect a customer-hosted MCP server at a reachable secured URL. This is tool access, not evidence of a native SMB/file-share connector or on-premises Dust deployment.",
              "evidenceIds": [
                "dust:dust:tools"
              ]
            },
            {
              "id": "connector_provider",
              "question": "Who builds and maintains each connector?",
              "support": "supported",
              "answer": "Dust manages built-in connections; external MCP servers can be vendor/community/customer hosted and authenticated separately.",
              "evidenceIds": [
                "dust:dust:permissions",
                "dust:dust:tools"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps.",
            "Managed sources, metadata/table-query connections, MCP tools and beta imports are separate routes; no all-systems managed-index promise."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:microsoft",
            "dust:dust:drive",
            "dust:dust:credits",
            "dust:dust:confluence",
            "dust:dust:jira",
            "dust:dust:sources",
            "dust:dust:r2-bigquery",
            "dust:dust:pricing",
            "dust:dust:tools",
            "dust:dust:permissions"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:KNOW-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Knowledge access is documented through connection-account scope and Dust Spaces; per-user source-ACL mirroring is unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "source_permissions_respected",
              "question": "Are source permissions enforced per user?",
              "support": "partial",
              "answer": "Drive and Microsoft content available to Dust follows the connecting account and admin-selected data. Users then access agent knowledge through Space membership. Individual source ACL inheritance for each querying user was not established.",
              "evidenceIds": [
                "dust:dust:drive",
                "dust:dust:microsoft",
                "dust:dust:permissions"
              ]
            },
            {
              "id": "enforcement_point",
              "question": "Does the source system, a mirrored index or nothing enforce them?",
              "support": "supported",
              "answer": "Managed content is synchronized under the connection identity and gated through open/restricted Spaces; personal tool credentials are a separate per-user route.",
              "evidenceIds": [
                "dust:dust:permissions",
                "dust:dust:credentials"
              ]
            },
            {
              "id": "revocation_delay",
              "question": "How quickly does a removed permission take effect?",
              "support": "unknown",
              "answer": "How quickly does a removed permission take effect? No two-user restricted-document or revocation fixture was run. Checked connector/Space docs did not establish per-query source ACL mirrors, a source-permission revocation SLA, or Microsoft Purview-label enforcement.",
              "evidenceIds": []
            },
            {
              "id": "admin_scope_controls",
              "question": "Can admins exclude sites, folders or labels?",
              "support": "supported",
              "answer": "Admins choose connector folders/documents/sites and control restricted Space membership.",
              "evidenceIds": [
                "dust:dust:spaces",
                "dust:dust:microsoft"
              ]
            },
            {
              "id": "sensitivity_labels",
              "question": "Are Microsoft Purview or similar labels respected?",
              "support": "unknown",
              "answer": "Are Microsoft Purview or similar labels respected? No two-user restricted-document or revocation fixture was run. Checked connector/Space docs did not establish per-query source ACL mirrors, a source-permission revocation SLA, or Microsoft Purview-label enforcement.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Connector access through one account is not counted as demonstrated per-user source permission preservation."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:drive",
            "dust:dust:microsoft",
            "dust:dust:permissions",
            "dust:dust:credentials",
            "dust:dust:spaces"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:KNOW-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Managed connectors copy and synchronize content, with source-specific refresh and deletion timing.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "live_or_indexed",
              "question": "Is content searched live or copied into an index?",
              "support": "supported",
              "answer": "Connections synchronize content into Dust; conversation uploads remain scoped to the chat. MCP tools can access live services separately.",
              "evidenceIds": [
                "dust:dust:permissions",
                "dust:dust:files",
                "dust:dust:tools"
              ]
            },
            {
              "id": "sync_interval",
              "question": "How often does an index refresh?",
              "support": "supported",
              "answer": "Microsoft describes five-minute sync cycles; Drive says a few minutes; Confluence describes event updates plus an approximate hourly check.",
              "evidenceIds": [
                "dust:dust:microsoft",
                "dust:dust:drive",
                "dust:dust:confluence"
              ]
            },
            {
              "id": "deletion_propagation",
              "question": "How quickly does a deleted document disappear?",
              "support": "partial",
              "answer": "Microsoft changes/deletions appear on a subsequent sync and large batches can take longer. Drive deletions occur during its sync. No measured end-to-end bound was tested.",
              "evidenceIds": [
                "dust:dust:microsoft",
                "dust:dust:drive"
              ]
            },
            {
              "id": "index_location",
              "question": "Where is indexed content stored?",
              "support": "partial",
              "answer": "Dust markets EU or US hosting; exact per-index country, cloud provider and backup location were not established.",
              "evidenceIds": [
                "dust:dust:security"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:permissions",
            "dust:dust:files",
            "dust:dust:tools",
            "dust:dust:microsoft",
            "dust:dust:drive",
            "dust:dust:confluence",
            "dust:dust:security"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:KNOW-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Knowledge and research tools cite sources; observed retrieval quality remains unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "citations",
              "question": "Are answers linked to specific sources?",
              "support": "supported",
              "answer": "Deep-dive documents citations to documents, web pages and data queries.",
              "evidenceIds": [
                "dust:dust:deep"
              ]
            },
            {
              "id": "citation_accuracy",
              "question": "Do the cited passages support the answer?",
              "support": "unknown",
              "answer": "Do the cited passages support the answer? No multilingual shared corpus or question set was run. Citation accuracy, cross-language retrieval success, no-answer behavior and correct-answer counts remain unmeasured; model multilingual ability is not a retrieval-quality test.",
              "evidenceIds": []
            },
            {
              "id": "cross_language",
              "question": "Does a question in one language find documents in another?",
              "support": "unknown",
              "answer": "Does a question in one language find documents in another? No multilingual shared corpus or question set was run. Citation accuracy, cross-language retrieval success, no-answer behavior and correct-answer counts remain unmeasured; model multilingual ability is not a retrieval-quality test.",
              "evidenceIds": []
            },
            {
              "id": "no_answer_behaviour",
              "question": "Does it say when the corpus has no answer?",
              "support": "unknown",
              "answer": "Does it say when the corpus has no answer? No multilingual shared corpus or question set was run. Citation accuracy, cross-language retrieval success, no-answer behavior and correct-answer counts remain unmeasured; model multilingual ability is not a retrieval-quality test.",
              "evidenceIds": []
            },
            {
              "id": "observed_accuracy",
              "question": "How many of the question set were answered correctly?",
              "support": "unknown",
              "answer": "How many of the question set were answered correctly? No multilingual shared corpus or question set was run. Citation accuracy, cross-language retrieval success, no-answer behavior and correct-answer counts remain unmeasured; model multilingual ability is not a retrieval-quality test.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:deep"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:KNOW-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Agent-specific private memory persists across chats and can be viewed or deleted.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "custom_instructions",
              "question": "Can users set persistent instructions?",
              "support": "partial",
              "answer": "Agent instructions persist in the agent configuration and saved memory can contain user preferences; a separate personal global-instructions setting was not established.",
              "evidenceIds": [
                "dust:dust:builder",
                "dust:dust:memory"
              ]
            },
            {
              "id": "cross_chat_memory",
              "question": "Does the product remember facts across chats?",
              "support": "supported",
              "answer": "The Memory tool retains user-specific information across conversations per agent.",
              "evidenceIds": [
                "dust:dust:memory"
              ]
            },
            {
              "id": "user_memory_controls",
              "question": "Can users view, edit and delete memories?",
              "support": "partial",
              "answer": "Users can view and delete agent memories, which persist until deletion. Direct editing or a global personal off switch was not established.",
              "evidenceIds": [
                "dust:dust:memory"
              ]
            },
            {
              "id": "admin_memory_controls",
              "question": "Can admins turn memory off?",
              "support": "unknown",
              "answer": "Can admins turn memory off? The Agent Memory and governance guides were checked; an admin-wide switch to disable all memory was not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:builder",
            "dust:dust:memory"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:AGT-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Custom agents have instructions, models, knowledge and tools with group-governed creation and sharing.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "create_assistants",
              "question": "Can users create assistants with instructions, knowledge and tools?",
              "support": "supported",
              "answer": "Agent Builder configures instructions, models, knowledge and tools.",
              "evidenceIds": [
                "dust:dust:builder"
              ]
            },
            {
              "id": "creator_permissions",
              "question": "Can admins limit who creates them?",
              "support": "supported",
              "answer": "Create/publish agent and skill permissions can be Everyone, Groups or Admin only.",
              "evidenceIds": [
                "dust:dust:governance"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can assistants be shared with users, groups or everyone?",
              "support": "supported",
              "answer": "Agents and their knowledge access are controlled by sharing and Space memberships; group governance regulates publishing.",
              "evidenceIds": [
                "dust:dust:builder",
                "dust:dust:spaces",
                "dust:dust:governance"
              ]
            },
            {
              "id": "catalogue",
              "question": "Is there an internal assistant directory?",
              "support": "partial",
              "answer": "Published/shared agents and default agents are discoverable in the workspace; exact catalog configuration was not observed.",
              "evidenceIds": [
                "dust:dust:builder",
                "dust:dust:models"
              ]
            },
            {
              "id": "prompt_library",
              "question": "Are shared prompt templates available?",
              "support": "partial",
              "answer": "Reusable agents and skills package instructions, knowledge and tools. A separate legacy prompt-library feature is not assumed.",
              "evidenceIds": [
                "dust:dust:governance",
                "dust:dust:builder"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:builder",
            "dust:dust:governance",
            "dust:dust:spaces",
            "dust:dust:models"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:AGT-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dust supports built-in tools, customer MCP servers and personal or shared credentials.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "builtin_tools",
              "question": "Which tools are built in?",
              "support": "supported",
              "answer": "Documented tools include knowledge search, table queries, web search, Computer, images, speech and agent orchestration.",
              "evidenceIds": [
                "dust:dust:credits",
                "dust:dust:computer"
              ]
            },
            {
              "id": "custom_actions",
              "question": "Can admins add API actions?",
              "support": "supported",
              "answer": "Admins can connect customer-written MCP tools over secured publicly reachable URLs.",
              "evidenceIds": [
                "dust:dust:tools"
              ]
            },
            {
              "id": "mcp_client",
              "question": "Can it use remote MCP servers, and with what admin control?",
              "support": "supported",
              "answer": "Admins add remote MCP servers with automatic/static OAuth or bearer-token authentication and can restrict tools to skills.",
              "evidenceIds": [
                "dust:dust:tools"
              ]
            },
            {
              "id": "tool_auth",
              "question": "Do tools act as the user or as a shared account?",
              "support": "supported",
              "answer": "Shared credentials act as one service account; personal credentials use each user OAuth after initial admin setup.",
              "evidenceIds": [
                "dust:dust:credentials"
              ]
            },
            {
              "id": "tool_approval",
              "question": "Can admins approve or block tools, and can users confirm actions before they run?",
              "support": "partial",
              "answer": "Computer network domains can require user approval; dated connector releases describe approval for writes. A universal confirmation rule for every tool and unattended trigger was not established.",
              "evidenceIds": [
                "dust:dust:computer",
                "dust:dust:changelog"
              ]
            }
          ],
          "limitations": [
            "No external-tool call or access-boundary fixture was run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:credits",
            "dust:dust:computer",
            "dust:dust:tools",
            "dust:dust:credentials",
            "dust:dust:changelog"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:AGT-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Agents can search the web and run multi-step Deep-dive research.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "web_search",
              "question": "Is web search available?",
              "support": "supported",
              "answer": "Web Search & Browse runs Google queries and reads result pages.",
              "evidenceIds": [
                "dust:dust:web"
              ]
            },
            {
              "id": "admin_toggle",
              "question": "Can admins disable it per organisation or group?",
              "support": "partial",
              "answer": "Web tools are selected in agent configuration; default Deep-dive can be disabled by admins. A universal per-group web-off rule was not established.",
              "evidenceIds": [
                "dust:dust:web",
                "dust:dust:deep"
              ]
            },
            {
              "id": "search_provider",
              "question": "Which search provider handles queries, and where?",
              "support": "partial",
              "answer": "The guide calls the search a Google query. The intermediary provider and countries handling queries/crawling were not established.",
              "evidenceIds": [
                "dust:dust:web"
              ]
            },
            {
              "id": "deep_research",
              "question": "Is multi-step research with a report available?",
              "support": "supported",
              "answer": "Deep-dive plans, spawns parallel specialists and produces a research report. It searches Company Data and cannot use Table Query.",
              "evidenceIds": [
                "dust:dust:deep"
              ]
            },
            {
              "id": "web_citations",
              "question": "Are web sources cited?",
              "support": "supported",
              "answer": "Deep-dive promises citations to web and company sources.",
              "evidenceIds": [
                "dust:dust:deep"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:web",
            "dust:dust:deep"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:AGT-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Agents support schedules and webhook automation with admin-created event sources.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "workflow_builder",
              "question": "Is there a workflow or chain builder?",
              "support": "partial",
              "answer": "Agents orchestrate tools and sub-agents; external n8n and trigger workflows are documented. A separate visual multi-step chain canvas was not established.",
              "evidenceIds": [
                "dust:dust:deep",
                "dust:dust:triggers",
                "dust:dust:changelog"
              ]
            },
            {
              "id": "scheduled_tasks",
              "question": "Can prompts or assistants run on a schedule?",
              "support": "supported",
              "answer": "Agents can run on recurring schedules.",
              "evidenceIds": [
                "dust:dust:schedules"
              ]
            },
            {
              "id": "event_triggers",
              "question": "Can external events start a workflow?",
              "support": "supported",
              "answer": "Built-in webhook sources include GitHub, Jira, Linear, Zendesk and Fathom; signed custom webhooks are supported.",
              "evidenceIds": [
                "dust:dust:webhooks"
              ]
            },
            {
              "id": "builder_audience",
              "question": "Is building aimed at business users, IT or developers?",
              "support": "supported",
              "answer": "Admins connect event sources; builders/members attach filtered triggers in Agent Builder and can use natural-language trigger creation through Dust Default.",
              "evidenceIds": [
                "dust:dust:webhooks",
                "dust:dust:changelog"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:deep",
            "dust:dust:triggers",
            "dust:dust:changelog",
            "dust:dust:schedules",
            "dust:dust:webhooks"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:AGT-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Multi-step agent work and visible Deep-dive progress are documented; safety controls depend on tool and trigger.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "agent_mode",
              "question": "Is there an agent mode for multi-step tasks?",
              "support": "supported",
              "answer": "Deep-dive plans, delegates and synthesizes, and Computer can execute deterministic file/code work.",
              "evidenceIds": [
                "dust:dust:deep",
                "dust:dust:computer"
              ]
            },
            {
              "id": "visible_steps",
              "question": "Are steps and tool calls shown?",
              "support": "supported",
              "answer": "Deep-dive documentation shows reasoning and sub-agent progress in real time.",
              "evidenceIds": [
                "dust:dust:deep"
              ]
            },
            {
              "id": "side_effect_confirmation",
              "question": "Must the user confirm actions with side effects?",
              "support": "partial",
              "answer": "Computer domains may require user approval and selected connector write actions ask for approval. Pods agents can also act without a human, so universal write confirmation is not claimed.",
              "evidenceIds": [
                "dust:dust:computer",
                "dust:dust:changelog",
                "dust:dust:pods"
              ]
            },
            {
              "id": "stop_control",
              "question": "Can the user stop a running task?",
              "support": "partial",
              "answer": "The 600-AWU root-task checkpoint offers Stop or Continue. A complete general stop/rollback behavior was not tested.",
              "evidenceIds": [
                "dust:dust:credits"
              ]
            }
          ],
          "limitations": [
            "No shared gather/documents/email fixture or side-effect audit was run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:deep",
            "dust:dust:computer",
            "dust:dust:changelog",
            "dust:dust:pods",
            "dust:dust:credits"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:AGT-06",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Dust offers conversation/knowledge APIs, enforceable API-key caps and OAuth MCP access.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "api"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business conversation API; Enterprise adds Data Source API per pricing; MCP subject to workspace enablement",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "api",
                "name": "Dust APIs and MCP server",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_api",
              "question": "Is there an API for chat and assistants?",
              "support": "supported",
              "answer": "Documented APIs retrieve/create conversations and messages with scoped API keys.",
              "evidenceIds": [
                "dust:dust:get-conversation",
                "dust:dust:api-keys"
              ]
            },
            {
              "id": "knowledge_api",
              "question": "Can documents be loaded through an API?",
              "support": "supported",
              "answer": "The data-source API upserts documents into scoped data sources.",
              "evidenceIds": [
                "dust:dust:upsert"
              ]
            },
            {
              "id": "api_governance",
              "question": "Do audit, budgets and model rules apply to API use?",
              "support": "supported",
              "answer": "Per-key caps reject further API usage at the limit. Model overrides obey workspace/tier rules; programmatic usage uses the workspace pool and does not count toward beta pooled group budgets.",
              "evidenceIds": [
                "dust:dust:api-keys",
                "dust:dust:models",
                "dust:dust:credit-management"
              ]
            },
            {
              "id": "mcp_server",
              "question": "Does the product expose itself to other agents over MCP?",
              "support": "supported",
              "answer": "Global and EU MCP URLs expose authorized Dust knowledge, conversations, agents, files and Pods via OAuth; admins can disable access and control redirects.",
              "evidenceIds": [
                "dust:dust:mcp-server"
              ]
            }
          ],
          "limitations": [],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:get-conversation",
            "dust:dust:api-keys",
            "dust:dust:upsert",
            "dust:dust:models",
            "dust:dust:credit-management",
            "dust:dust:mcp-server"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:WORK-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Web, browser extension and Teams access are documented; native desktop/mobile availability remains unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web",
              "extension"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              },
              {
                "id": "extension",
                "name": "Dust browser extension",
                "type": "browser-extension"
              }
            ]
          },
          "questions": [
            {
              "id": "web",
              "question": "Is a full web client available?",
              "support": "supported",
              "answer": "Dust provides the hosted web workspace, including the EU region.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:models"
              ]
            },
            {
              "id": "desktop_apps",
              "question": "Windows and macOS apps?",
              "support": "unknown",
              "answer": "Windows and macOS apps? The documentation index, extension page, pricing and integration guides were checked. Native Windows/macOS apps, iOS/Android SSO apps, managed MDM configuration and a mobile parity matrix were not established.",
              "evidenceIds": []
            },
            {
              "id": "mobile_apps",
              "question": "iOS and Android apps with SSO?",
              "support": "unknown",
              "answer": "iOS and Android apps with SSO? The documentation index, extension page, pricing and integration guides were checked. Native Windows/macOS apps, iOS/Android SSO apps, managed MDM configuration and a mobile parity matrix were not established.",
              "evidenceIds": []
            },
            {
              "id": "browser_extension",
              "question": "Is there a browser extension or sidebar?",
              "support": "supported",
              "answer": "The extension guide covers Chrome, Firefox and Chromium browsers.",
              "evidenceIds": [
                "dust:dust:browser"
              ]
            },
            {
              "id": "managed_deployment",
              "question": "Can IT deploy and configure clients through MDM?",
              "support": "unknown",
              "answer": "Can IT deploy and configure clients through MDM? The documentation index, extension page, pricing and integration guides were checked. Native Windows/macOS apps, iOS/Android SSO apps, managed MDM configuration and a mobile parity matrix were not established.",
              "evidenceIds": []
            },
            {
              "id": "client_feature_gaps",
              "question": "Which features are missing on mobile?",
              "support": "unknown",
              "answer": "Which features are missing on mobile? The documentation index, extension page, pricing and integration guides were checked. Native Windows/macOS apps, iOS/Android SSO apps, managed MDM configuration and a mobile parity matrix were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:models",
            "dust:dust:browser"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:WORK-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "An official Teams integration runs agents in Teams; document connectors do not imply Office add-ins.",
          "availability": "generally-available",
          "delivery": "official-integration",
          "scope": {
            "surfaceIds": [
              "teams"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "teams",
                "name": "Dust in Microsoft Teams",
                "type": "teams-app"
              }
            ]
          },
          "questions": [
            {
              "id": "word_excel_powerpoint",
              "question": "Does it work inside Word, Excel and PowerPoint?",
              "support": "unknown",
              "answer": "Does it work inside Word, Excel and PowerPoint? Teams and Microsoft connector guides were checked. Embedded assistance inside Word/Excel/PowerPoint, Outlook, Docs/Sheets/Gmail was not established; MCP tool access is recorded separately.",
              "evidenceIds": []
            },
            {
              "id": "outlook",
              "question": "Does it work inside Outlook?",
              "support": "unknown",
              "answer": "Does it work inside Outlook? Teams and Microsoft connector guides were checked. Embedded assistance inside Word/Excel/PowerPoint, Outlook, Docs/Sheets/Gmail was not established; MCP tool access is recorded separately.",
              "evidenceIds": []
            },
            {
              "id": "teams",
              "question": "Is there a Teams app or bot?",
              "support": "supported",
              "answer": "Dust in Teams has an official integration guide and admin setup.",
              "evidenceIds": [
                "dust:dust:teams"
              ]
            },
            {
              "id": "google_workspace_apps",
              "question": "Does it work inside Docs, Sheets or Gmail?",
              "support": "unknown",
              "answer": "Does it work inside Docs, Sheets or Gmail? Teams and Microsoft connector guides were checked. Embedded assistance inside Word/Excel/PowerPoint, Outlook, Docs/Sheets/Gmail was not established; MCP tool access is recorded separately.",
              "evidenceIds": []
            },
            {
              "id": "licence_prerequisites",
              "question": "Which licences or consents are needed?",
              "support": "partial",
              "answer": "The Teams guide requires integration/admin authorization in a Dust workspace. Extra Microsoft/Dust licence charges were not established.",
              "evidenceIds": [
                "dust:dust:teams"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:teams"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:WORK-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Agents can perform language work, but document-translation fidelity and controlled terminology are untested.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "document_translation",
              "question": "Can whole documents be translated with formatting kept?",
              "support": "unknown",
              "answer": "Can whole documents be translated with formatting kept? Builder, file-processing and language documentation were checked. Whole-document translation with layout retention, a dedicated engine, company glossaries, formality/de-CH controls and DE-to-FR/IT fixture outcomes were not established.",
              "evidenceIds": []
            },
            {
              "id": "translation_engine",
              "question": "Which engine translates?",
              "support": "unknown",
              "answer": "Which engine translates? Builder, file-processing and language documentation were checked. Whole-document translation with layout retention, a dedicated engine, company glossaries, formality/de-CH controls and DE-to-FR/IT fixture outcomes were not established.",
              "evidenceIds": []
            },
            {
              "id": "glossaries",
              "question": "Are company glossaries supported?",
              "support": "unknown",
              "answer": "Are company glossaries supported? Builder, file-processing and language documentation were checked. Whole-document translation with layout retention, a dedicated engine, company glossaries, formality/de-CH controls and DE-to-FR/IT fixture outcomes were not established.",
              "evidenceIds": []
            },
            {
              "id": "formality_and_variants",
              "question": "Can formality and regional variants (de-CH) be set?",
              "support": "unknown",
              "answer": "Can formality and regional variants (de-CH) be set? Builder, file-processing and language documentation were checked. Whole-document translation with layout retention, a dedicated engine, company glossaries, formality/de-CH controls and DE-to-FR/IT fixture outcomes were not established.",
              "evidenceIds": []
            },
            {
              "id": "writing_tools",
              "question": "Are dedicated rewrite and proofreading tools available?",
              "support": "partial",
              "answer": "Configurable agent instructions and Computer document editing support writing workflows; a separate dedicated proofreading product was not established.",
              "evidenceIds": [
                "dust:dust:builder",
                "dust:dust:computer"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:builder",
            "dust:dust:computer"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:WORK-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Image tools use reference images and parallel generation; exact model and output-right terms need further evidence.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "image_generation",
              "question": "Can users generate images, with which models?",
              "support": "partial",
              "answer": "Image Generation is a configurable agent capability with SynthID-marked output. The exact current model identifier is not named in the checked guide.",
              "evidenceIds": [
                "dust:dust:images"
              ]
            },
            {
              "id": "image_editing",
              "question": "Can users edit uploaded images?",
              "support": "partial",
              "answer": "Uploaded and prior generated images can be used as references, with up to 14 references. Precise inpainting/masking controls were not established.",
              "evidenceIds": [
                "dust:dust:images"
              ]
            },
            {
              "id": "admin_control",
              "question": "Can admins restrict image generation?",
              "support": "partial",
              "answer": "Builders enable image tools in an agent, while group governance controls who creates/publishes agents. A separate organization/group image-off switch was not established.",
              "evidenceIds": [
                "dust:dust:images",
                "dust:dust:governance"
              ]
            },
            {
              "id": "usage_terms",
              "question": "What usage rights apply to output?",
              "support": "unknown",
              "answer": "What usage rights apply to output? The image guide and legal entry points were checked. Current model identifier, per-image tariff and contractual output usage rights were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:images",
            "dust:dust:governance"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:WORK-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Speech generation and meeting-transcript integrations are documented; live voice and Swiss German recognition remain unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "dictation",
              "question": "Can users dictate prompts?",
              "support": "unknown",
              "answer": "Can users dictate prompts? Speech, upload and meeting guides were checked. Prompt dictation, live two-way voice, Swiss German accuracy and audio-processing countries were not established.",
              "evidenceIds": []
            },
            {
              "id": "read_aloud",
              "question": "Can answers be read aloud?",
              "support": "partial",
              "answer": "Speech Generator converts written text to MP3 audio with selectable voices/languages; a one-click read-aloud mode for all responses was not established.",
              "evidenceIds": [
                "dust:dust:speech"
              ]
            },
            {
              "id": "voice_conversation",
              "question": "Is a live voice mode available?",
              "support": "unknown",
              "answer": "Is a live voice mode available? Speech, upload and meeting guides were checked. Prompt dictation, live two-way voice, Swiss German accuracy and audio-processing countries were not established.",
              "evidenceIds": []
            },
            {
              "id": "meeting_summaries",
              "question": "Are meetings transcribed and summarised?",
              "support": "supported",
              "answer": "Connected Granola/Fathom/Gong/Praiz transcripts can feed summaries; private Gong transcripts are excluded. This is not a native meeting recorder claim.",
              "evidenceIds": [
                "dust:dust:meetings"
              ]
            },
            {
              "id": "swiss_german_speech",
              "question": "Is Swiss German speech recognised?",
              "support": "unknown",
              "answer": "Is Swiss German speech recognised? Speech, upload and meeting guides were checked. Prompt dictation, live two-way voice, Swiss German accuracy and audio-processing countries were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:speech",
            "dust:dust:meetings"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:WORK-06",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Computer executes analysis and creates real Office files; Frames provide editable interactive output.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "data_analysis",
              "question": "Can it analyse spreadsheets with executed code?",
              "support": "supported",
              "answer": "Computer executes code to inspect and transform Excel/CSV, compute every-row results and return edited workbooks.",
              "evidenceIds": [
                "dust:dust:computer"
              ]
            },
            {
              "id": "charts",
              "question": "Can it produce charts?",
              "support": "supported",
              "answer": "Computer documents chart generation from spreadsheet data and inclusion in reports/decks.",
              "evidenceIds": [
                "dust:dust:computer"
              ]
            },
            {
              "id": "office_file_output",
              "question": "Can it create Word, Excel or PowerPoint files?",
              "support": "supported",
              "answer": "Computer creates/edits Word, Excel and PowerPoint files and returns downloadable artifacts, with fidelity caveats.",
              "evidenceIds": [
                "dust:dust:computer"
              ]
            },
            {
              "id": "canvas_editing",
              "question": "Is there a document or canvas editor for iterating on output?",
              "support": "supported",
              "answer": "Frames are persistent interactive content that can be revised through agents and shared.",
              "evidenceIds": [
                "dust:dust:frames"
              ]
            }
          ],
          "limitations": [
            "No Excel/PowerPoint fixture or artifact fidelity test. File Generation is deprecated in favor of Computer as of October 14, 2026."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:computer",
            "dust:dust:frames"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:WORK-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Pods provide shared team conversations, files and tasks; source-sharing effects still need testing.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "share_chats",
              "question": "Can chats be shared inside the organisation?",
              "support": "supported",
              "answer": "Pod conversations are visible to all members, who can contribute.",
              "evidenceIds": [
                "dust:dust:pod-chats"
              ]
            },
            {
              "id": "team_spaces",
              "question": "Are shared projects or workspaces available?",
              "support": "supported",
              "answer": "Open/Restricted Pods group conversations, files and tasks; restricted access is invite-only.",
              "evidenceIds": [
                "dust:dust:pods"
              ]
            },
            {
              "id": "group_chat",
              "question": "Can several people chat together with the AI?",
              "support": "supported",
              "answer": "Teammates and agents participate in the same Pod thread and can be mentioned.",
              "evidenceIds": [
                "dust:dust:pod-chats"
              ]
            },
            {
              "id": "share_permission_boundary",
              "question": "Does sharing respect the recipient's access to sources?",
              "support": "partial",
              "answer": "All Pod members read conversation contents. Spaces restrict source/agent use and personal tools act under their user; recipient-safe redaction of previously generated text was not established.",
              "evidenceIds": [
                "dust:dust:pod-chats",
                "dust:dust:permissions",
                "dust:dust:credentials"
              ]
            }
          ],
          "limitations": [
            "No cross-group sharing fixture. Do not infer source-ACL propagation from Pod membership."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pod-chats",
            "dust:dust:pods",
            "dust:dust:permissions",
            "dust:dust:credentials"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:WORK-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "German and French UI releases are documented alongside English, with remaining English areas.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "ui_languages",
              "question": "Which UI languages are offered?",
              "support": "supported",
              "answer": "October 21, 2026 release adds German; October 16 adds French alongside English US/UK, across product, Frames, extension, Sidekick and Slack/Teams.",
              "evidenceIds": [
                "dust:dust:changelog"
              ]
            },
            {
              "id": "dach_language_quality",
              "question": "Are German, French and Italian UIs complete and natural?",
              "support": "partial",
              "answer": "Release notes explicitly leave agent/skill names and instructions in English. German/French naturalness and completeness were not observed; Italian UI was not established.",
              "evidenceIds": [
                "dust:dust:changelog"
              ]
            },
            {
              "id": "accessibility_statement",
              "question": "Is there a WCAG conformance statement?",
              "support": "unknown",
              "answer": "Is there a WCAG conformance statement? The dated locale announcements were checked; Italian UI and a WCAG conformance statement/report were not established.",
              "evidenceIds": []
            },
            {
              "id": "admin_ui_languages",
              "question": "Is the admin interface available in German?",
              "support": "partial",
              "answer": "Admins can set a workspace default language. A complete German admin-screen walkthrough was not observed.",
              "evidenceIds": [
                "dust:dust:changelog"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:changelog"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:ADM-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "SAML SSO can be enforced; Business offers it from five seats on demand.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "sso_protocols",
              "question": "Which SSO protocols and identity providers work?",
              "support": "supported",
              "answer": "SAML SSO is documented, with Okta, Entra ID and JumpCloud named on pricing. Enterprise marketing also names OIDC; a full provider/protocol matrix was not verified.",
              "evidenceIds": [
                "dust:dust:sso",
                "dust:dust:pricing",
                "dust:dust:enterprise"
              ]
            },
            {
              "id": "sso_plan",
              "question": "Which plan includes SSO?",
              "support": "supported",
              "answer": "Business pricing lists SSO for 5+ seats on demand; Enterprise includes it.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            },
            {
              "id": "mfa",
              "question": "Can MFA be enforced?",
              "support": "partial",
              "answer": "Enforced SAML routes sign-in through the IdP. Specific MFA enforcement behavior was not tested or established in the checked setup guide.",
              "evidenceIds": [
                "dust:dust:sso"
              ]
            },
            {
              "id": "conditional_access",
              "question": "Do Entra conditional-access policies apply?",
              "support": "unknown",
              "answer": "Do Entra conditional-access policies apply? SSO and plan guides were checked; conditional-access compatibility and verified-domain capture/migration semantics were not established.",
              "evidenceIds": []
            },
            {
              "id": "domain_capture",
              "question": "Can the company claim its email domain?",
              "support": "unknown",
              "answer": "Can the company claim its email domain? SSO and plan guides were checked; conditional-access compatibility and verified-domain capture/migration semantics were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "No self-serve SSO login test."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:sso",
            "dust:dust:pricing",
            "dust:dust:enterprise"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:ADM-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise SCIM and group roles are documented, with specific annual-seat reclaim behavior.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Enterprise for SCIM; seat-management differences stated",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "scim",
              "question": "Is SCIM provisioning supported?",
              "support": "supported",
              "answer": "SCIM 2.0 creates, updates and deactivates users from an IdP as an Enterprise feature.",
              "evidenceIds": [
                "dust:dust:provision"
              ]
            },
            {
              "id": "group_sync",
              "question": "Are identity-provider groups synced?",
              "support": "supported",
              "answer": "Provisioned IdP groups govern Space access and can map to Admin/Manager roles.",
              "evidenceIds": [
                "dust:dust:provision",
                "dust:dust:spaces"
              ]
            },
            {
              "id": "jit_provisioning",
              "question": "Are users created at first login?",
              "support": "unknown",
              "answer": "Are users created at first login? Provisioning and seat docs were checked. First-login JIT creation and complete leaver-data transfer were not established.",
              "evidenceIds": []
            },
            {
              "id": "deprovisioning",
              "question": "What happens to a removed user's data and shared assets?",
              "support": "partial",
              "answer": "SCIM deactivates users; removal/reassignment affects seats but exact chat/agent/knowledge ownership transfer was not tested.",
              "evidenceIds": [
                "dust:dust:provision",
                "dust:dust:seats"
              ]
            },
            {
              "id": "seat_assignment",
              "question": "Can admins assign and reclaim seats?",
              "support": "supported",
              "answer": "Admins assign seat types independent of roles. Unassigned members cannot interact with agents; annual seats return to stock, and already-granted credits can persist to period end.",
              "evidenceIds": [
                "dust:dust:seats"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:provision",
            "dust:dust:spaces",
            "dust:dust:seats"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:ADM-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dust separates Admin, Manager, Member and group-manager permissions and supports restricted knowledge spaces.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_roles",
              "question": "Which admin roles exist, and can admin rights be delegated?",
              "support": "supported",
              "answer": "Admins control all governance; Managers delegate member/group/usage administration; group managers administer selected groups.",
              "evidenceIds": [
                "dust:dust:governance"
              ]
            },
            {
              "id": "groups",
              "question": "Can permissions be set per group?",
              "support": "supported",
              "answer": "Permissions go to manual or provisioned groups using Everyone, Groups or Admin-only modes. Multiple grants combine additively.",
              "evidenceIds": [
                "dust:dust:governance"
              ]
            },
            {
              "id": "feature_toggles",
              "question": "Which features can be switched on or off per group?",
              "support": "partial",
              "answer": "Group controls cover agent/skill creation and publishing, automation charging, billing/security and model ceilings. An exhaustive per-feature toggle matrix for uploads/web/images was not established.",
              "evidenceIds": [
                "dust:dust:governance",
                "dust:dust:tiers"
              ]
            },
            {
              "id": "multi_entity",
              "question": "Can subsidiaries or departments be separated within one contract?",
              "support": "partial",
              "answer": "Restricted Spaces and Pods separate audiences inside a workspace; separate legal/subsidiary tenant boundaries within one contract were not established.",
              "evidenceIds": [
                "dust:dust:spaces",
                "dust:dust:pods"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:governance",
            "dust:dust:tiers",
            "dust:dust:spaces",
            "dust:dust:pods"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:ADM-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Consumption analytics has detailed attribution and exports without message content.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "adoption_dashboard",
              "question": "Is there an adoption dashboard?",
              "support": "partial",
              "answer": "Pricing lists usage/adoption reporting; the Analytics guide focuses on credit consumption and attribution rather than a complete active-user adoption scorecard.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:analytics"
              ]
            },
            {
              "id": "breakdowns",
              "question": "Can usage be broken down by group, model, feature and assistant?",
              "support": "supported",
              "answer": "Analytics filters/ranks agents, members, groups, models, tools, sources, API keys, skills and Pods. Group attribution may count a member in several groups.",
              "evidenceIds": [
                "dust:dust:analytics"
              ]
            },
            {
              "id": "export",
              "question": "Can usage data be exported?",
              "support": "supported",
              "answer": "Raw CSV consumption export and API analytics export are documented, with workspace enablement and key-scope restrictions.",
              "evidenceIds": [
                "dust:dust:analytics"
              ]
            },
            {
              "id": "privacy_modes",
              "question": "Can per-person reporting be limited or pseudonymised?",
              "support": "partial",
              "answer": "Analytics exports omit message content, but contain member/message/conversation identifiers. Pseudonymous or works-council privacy modes were not established.",
              "evidenceIds": [
                "dust:dust:analytics"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:analytics"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:ADM-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Credit plans offer consumption visibility, member limits and plan-specific pooled budgets, with programmatic exceptions.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_visibility",
              "question": "Can admins see cost or consumption per user and group?",
              "support": "supported",
              "answer": "Analytics and Credits show consumed credits by member, group, model, tool and agent. Credits are not assumed to be invoice currency.",
              "evidenceIds": [
                "dust:dust:analytics",
                "dust:dust:credit-management"
              ]
            },
            {
              "id": "budgets",
              "question": "Can budgets be set per user or group?",
              "support": "supported",
              "answer": "Members have shared-pool spend limits; beta group budgets require Enterprise Pooled. Programmatic monthly and API-key caps are separate.",
              "evidenceIds": [
                "dust:dust:credit-management",
                "dust:dust:api-keys"
              ]
            },
            {
              "id": "budget_enforcement",
              "question": "Does reaching a budget alert, block or downgrade?",
              "support": "supported",
              "answer": "Pool limits/group budgets block further requests; an in-progress message can finish above its starting cap. API calls reject at per-key caps. Optional automatic seat upgrades may increase billed subscriptions.",
              "evidenceIds": [
                "dust:dust:credit-management",
                "dust:dust:api-keys"
              ]
            },
            {
              "id": "chargeback",
              "question": "Can costs be exported per cost centre?",
              "support": "partial",
              "answer": "Consumption CSV includes groups and identifiers, but group attribution can duplicate usage and is not a guaranteed invoice-ready cost-center chargeback.",
              "evidenceIds": [
                "dust:dust:analytics"
              ]
            }
          ],
          "limitations": [
            "Group budgets are beta and exclude programmatic usage. No budget fixture test."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:analytics",
            "dust:dust:credit-management",
            "dust:dust:api-keys"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:ADM-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise has documented event logs and SIEM delivery; content logging and legal hold remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web",
              "api"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Enterprise",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              },
              {
                "id": "api",
                "name": "Dust APIs and MCP server",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_events",
              "question": "Are admin and security events logged?",
              "support": "supported",
              "answer": "Enterprise Audit Logs record significant admin/security, user, API-key, system and tool events with timestamps, targets and actor metadata.",
              "evidenceIds": [
                "dust:dust:audit"
              ]
            },
            {
              "id": "content_logging",
              "question": "Can prompts and answers be retained for compliance, and is it configurable?",
              "support": "unknown",
              "answer": "Can prompts and answers be retained for compliance, and is it configurable? Audit, analytics and public legal entry points were checked. Prompt/response compliance capture, eDiscovery/legal hold and detailed log-integrity implementation/retention contract were not established.",
              "evidenceIds": []
            },
            {
              "id": "siem_export",
              "question": "Can logs stream to a SIEM or be exported?",
              "support": "supported",
              "answer": "CSV export and continuous destinations include Datadog, Splunk, S3, GCS and custom HTTPS.",
              "evidenceIds": [
                "dust:dust:audit"
              ]
            },
            {
              "id": "ediscovery",
              "question": "Are eDiscovery and legal hold supported?",
              "support": "unknown",
              "answer": "Are eDiscovery and legal hold supported? Audit, analytics and public legal entry points were checked. Prompt/response compliance capture, eDiscovery/legal hold and detailed log-integrity implementation/retention contract were not established.",
              "evidenceIds": []
            },
            {
              "id": "log_retention",
              "question": "How long are logs kept?",
              "support": "partial",
              "answer": "Enterprise marketing states 365-day audit retention; no underlying report/contract or configurable retention details were retrieved.",
              "evidenceIds": [
                "dust:dust:enterprise"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:audit",
            "dust:dust:enterprise"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:ADM-07",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:ADM-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Agents have persistent instructions and workspace governance; broad enforced content-policy administration is unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "org_instructions",
              "question": "Can admins set organisation-wide instructions?",
              "support": "partial",
              "answer": "Admins/builders configure agent instructions; an enforced single organization-wide instruction applied to every agent/message was not established.",
              "evidenceIds": [
                "dust:dust:builder",
                "dust:dust:governance"
              ]
            },
            {
              "id": "usage_notice",
              "question": "Can users be required to accept a usage policy?",
              "support": "unknown",
              "answer": "Can users be required to accept a usage policy? Agent, governance and security pages were checked. Mandatory usage-policy acknowledgement and administrator policy-violation reporting were not established.",
              "evidenceIds": []
            },
            {
              "id": "content_filters",
              "question": "Are content filters configurable?",
              "support": "partial",
              "answer": "Image Generation documents NSFW/celebrity safety filtering. Custom organization-wide topic/content rules were not established.",
              "evidenceIds": [
                "dust:dust:images"
              ]
            },
            {
              "id": "violation_reporting",
              "question": "Are policy hits visible to admins?",
              "support": "unknown",
              "answer": "Are policy hits visible to admins? Agent, governance and security pages were checked. Mandatory usage-policy acknowledgement and administrator policy-violation reporting were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:builder",
            "dust:dust:governance",
            "dust:dust:images"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:DATA-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "EU workspace and EU model controls are distinct from general hosting and global subprocessing.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "storage_region",
              "question": "Where are chats, files and indexes stored?",
              "support": "partial",
              "answer": "Pricing/security advertise EU or US workspace hosting. Exact cloud provider, storage country and index location were not established.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:security"
              ]
            },
            {
              "id": "inference_region",
              "question": "Where do model calls run, per provider?",
              "support": "supported",
              "answer": "EU credit-priced workspaces using Dust-hosted models can enable EU-hosted models only after all active agents comply. BYOK is outside this setting; not every model is eligible.",
              "evidenceIds": [
                "dust:dust:eu-models"
              ]
            },
            {
              "id": "backups_logs_region",
              "question": "Where are backups, logs and telemetry?",
              "support": "unknown",
              "answer": "Where are backups, logs and telemetry? Hosting, EU-model and privacy pages were checked. Backup/log/telemetry countries, customer-content support-access geography and Swiss hosting were not established.",
              "evidenceIds": []
            },
            {
              "id": "support_access_region",
              "question": "From where can vendor staff access data?",
              "support": "partial",
              "answer": "The controller privacy policy permits non-EEA access/processing including the US; it does not establish customer-content support access by staff country.",
              "evidenceIds": [
                "dust:dust:privacy"
              ]
            },
            {
              "id": "swiss_hosting",
              "question": "Is Swiss hosting available?",
              "support": "unknown",
              "answer": "Is Swiss hosting available? Hosting, EU-model and privacy pages were checked. Backup/log/telemetry countries, customer-content support-access geography and Swiss hosting were not established.",
              "evidenceIds": []
            },
            {
              "id": "residency_plan",
              "question": "Which plan or option provides residency?",
              "support": "supported",
              "answer": "Business and Enterprise list EU/US residency; EU-only model restrictions additionally require EU region and credit pricing with Dust model hosting.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:eu-models"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:security",
            "dust:dust:eu-models",
            "dust:dust:privacy"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:DATA-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Hosted Business and Enterprise single-tenant offers are public; supported customer-operated whole-platform modes are unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web",
              "enterprise-single"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": null,
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              },
              {
                "id": "enterprise-single",
                "name": "Dust Enterprise single-tenant deployment",
                "type": "managed-server"
              }
            ]
          },
          "questions": [
            {
              "id": "multi_tenant_saas",
              "question": "Is a shared SaaS offered?",
              "support": "partial",
              "answer": "Business is a self-serve hosted workspace; exact shared-infrastructure isolation architecture is not documented in the checked pages.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:privacy"
              ]
            },
            {
              "id": "dedicated_instance",
              "question": "Is a dedicated single-tenant instance offered, from what size?",
              "support": "supported",
              "answer": "Enterprise pricing advertises single-tenant deployment. Numerical seat/spend minimum, supported countries and operating terms were not established.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            },
            {
              "id": "customer_cloud",
              "question": "Can it run in the customer's own cloud account, from what size?",
              "support": "unknown",
              "answer": "Can it run in the customer's own cloud account, from what size? Pricing, security and the public repository were checked. Customer-cloud, whole-platform on-premise/air-gapped support and their thresholds were not established; MIT source alone does not promise a supported product deployment.",
              "evidenceIds": []
            },
            {
              "id": "on_premise",
              "question": "Can the whole platform run on customer infrastructure, from what size?",
              "support": "unknown",
              "answer": "Can the whole platform run on customer infrastructure, from what size? Pricing, security and the public repository were checked. Customer-cloud, whole-platform on-premise/air-gapped support and their thresholds were not established; MIT source alone does not promise a supported product deployment.",
              "evidenceIds": []
            },
            {
              "id": "air_gapped",
              "question": "Can it run without internet access?",
              "support": "unknown",
              "answer": "Can it run without internet access? Pricing, security and the public repository were checked. Customer-cloud, whole-platform on-premise/air-gapped support and their thresholds were not established; MIT source alone does not promise a supported product deployment.",
              "evidenceIds": []
            },
            {
              "id": "mode_feature_gaps",
              "question": "Which features are missing outside SaaS?",
              "support": "partial",
              "answer": "Business/Enterprise packaging differs in connectors, MCP, Spaces, APIs and governance. No customer-operated hosting feature-parity contract was established.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:privacy"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:DATA-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dust publishes no-training and provider-retention claims; the customer DPA was not retrieved.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "vendor_training",
              "question": "Does the vendor train on customer content?",
              "support": "partial",
              "answer": "The security page claims customer data is never used for model training. This remains vendor-claimed because no customer DPA/contract clause was retrieved.",
              "evidenceIds": [
                "dust:dust:security"
              ]
            },
            {
              "id": "provider_training",
              "question": "Do model providers train on it under this product's contracts?",
              "support": "partial",
              "answer": "The privacy policy names OpenAI, Anthropic, Mistral, Google and Fireworks as prohibited from training on customer/personal content; BYOK arrangements need separate confirmation.",
              "evidenceIds": [
                "dust:dust:training-policy"
              ]
            },
            {
              "id": "provider_retention",
              "question": "How long do model providers keep prompts, including for abuse monitoring?",
              "support": "partial",
              "answer": "The policy states providers do not log Customer Content for human review or save it to disk. Exception/abuse-retention periods were not established from customer contracts.",
              "evidenceIds": [
                "dust:dust:training-policy"
              ]
            },
            {
              "id": "zero_retention",
              "question": "Is zero data retention available, and on which plan?",
              "support": "partial",
              "answer": "Security and privacy pages assert provider zero retention, but applicable plan/model exceptions were not contract-verified.",
              "evidenceIds": [
                "dust:dust:security",
                "dust:dust:training-policy"
              ]
            },
            {
              "id": "human_review",
              "question": "Can provider staff review content?",
              "support": "partial",
              "answer": "The published policy says listed providers do not log Customer Content for human review. This is a vendor assertion, not an independently reviewed model-provider contract.",
              "evidenceIds": [
                "dust:dust:training-policy"
              ]
            }
          ],
          "limitations": [
            "Controller privacy-policy scope is distinct from processor DPA coverage."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:security",
            "dust:dust:training-policy"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:DATA-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Some user deletion and memory retention behavior is documented; tenant-wide retention schedules remain open.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "default_retention",
              "question": "What is retained and for how long by default?",
              "support": "partial",
              "answer": "Agent memories persist until manually deleted. This does not define default retention for all conversations, files, indexes or logs.",
              "evidenceIds": [
                "dust:dust:memory"
              ]
            },
            {
              "id": "admin_retention",
              "question": "Can admins set retention periods?",
              "support": "partial",
              "answer": "Enterprise pricing offers custom data retention; periods, deletion mechanics and exceptions were not retrieved.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            },
            {
              "id": "user_deletion",
              "question": "Can users delete their chats and files permanently?",
              "support": "partial",
              "answer": "Users can delete conversations and agent memories. Backup erasure timing and all attached-file deletion behavior were not established.",
              "evidenceIds": [
                "dust:dust:delete-chat",
                "dust:dust:memory"
              ]
            },
            {
              "id": "contract_end_deletion",
              "question": "What is deleted at contract end, and when?",
              "support": "unknown",
              "answer": "What is deleted at contract end, and when? Conversation/memory docs, Enterprise pricing and unreadable legal entry points were checked. Contract-end erasure timing and complete storage/index/log retention defaults remain unknown.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:memory",
            "dust:dust:pricing",
            "dust:dust:delete-chat"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:DATA-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dust identifies a French operating entity; customer subprocessor inventory and notice rules remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "subprocessor_list",
              "question": "Is a dated sub-processor list published?",
              "support": "unknown",
              "answer": "Is a dated sub-processor list published? The privacy policy refers to a Sub-Processors list, but the official Terms/Notion and trust-center routes were not readable. A dated customer-processor list, complete countries and change-notification rules were not established.",
              "evidenceIds": []
            },
            {
              "id": "subprocessor_countries",
              "question": "Which countries do sub-processors operate in?",
              "support": "unknown",
              "answer": "Which countries do sub-processors operate in? The privacy policy refers to a Sub-Processors list, but the official Terms/Notion and trust-center routes were not readable. A dated customer-processor list, complete countries and change-notification rules were not established.",
              "evidenceIds": []
            },
            {
              "id": "change_notification",
              "question": "Are customers notified of sub-processor changes?",
              "support": "unknown",
              "answer": "Are customers notified of sub-processor changes? The privacy policy refers to a Sub-Processors list, but the official Terms/Notion and trust-center routes were not readable. A dated customer-processor list, complete countries and change-notification rules were not established.",
              "evidenceIds": []
            },
            {
              "id": "parent_jurisdiction",
              "question": "Which jurisdiction governs the vendor and its parent?",
              "support": "partial",
              "answer": "The public policy identifies Permutation Labs at a Paris, France address. A separate parent company or controlling entity was not established.",
              "evidenceIds": [
                "dust:dust:privacy"
              ]
            },
            {
              "id": "transfer_mechanism",
              "question": "Which transfer mechanism applies to non-EU/CH processing?",
              "support": "partial",
              "answer": "For its controller processing, the privacy policy describes adequacy or EU SCC safeguards for non-EU transfers, including the US. Customer processor transfer terms were not retrieved.",
              "evidenceIds": [
                "dust:dust:privacy"
              ]
            },
            {
              "id": "government_access_policy",
              "question": "Is there a published government-access or transparency policy?",
              "support": "partial",
              "answer": "The controller policy allows legally required disclosure to authorities; a dedicated government-request transparency policy for customer content was not established.",
              "evidenceIds": [
                "dust:dust:privacy"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:privacy"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:DATA-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise offers custom MSA/DPA terms, while the underlying legal materials were inaccessible.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "dpa",
              "question": "Is a DPA available, and is it negotiable?",
              "support": "partial",
              "answer": "Enterprise pricing explicitly offers custom MSA/DPA terms. The form, sign-up incorporation and negotiability boundaries were not inspected.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            },
            {
              "id": "revdsg_gdpr",
              "question": "Does the DPA cover revDSG and GDPR?",
              "support": "partial",
              "answer": "Marketing and privacy materials reference GDPR; explicit Swiss revDSG coverage in the customer DPA was not established.",
              "evidenceIds": [
                "dust:dust:security",
                "dust:dust:privacy"
              ]
            },
            {
              "id": "governing_law",
              "question": "Which law and court govern the contract?",
              "support": "unknown",
              "answer": "Which law and court govern the contract? Official Terms & Policies redirects to a Notion page that returned no readable terms; trust.dust.com also exposed no report text. Governing law/court and EU AI Act technical/role materials were not established.",
              "evidenceIds": []
            },
            {
              "id": "ai_act_materials",
              "question": "Is EU AI Act documentation provided?",
              "support": "unknown",
              "answer": "Is EU AI Act documentation provided? Official Terms & Policies redirects to a Notion page that returned no readable terms; trust.dust.com also exposed no report text. Governing law/court and EU AI Act technical/role materials were not established.",
              "evidenceIds": []
            },
            {
              "id": "sector_materials",
              "question": "Are FINMA or other sector materials provided?",
              "support": "partial",
              "answer": "Security marketing says the service enables HIPAA compliance. A BAA, FINMA or banking-secrecy outsourcing pack was not retrieved.",
              "evidenceIds": [
                "dust:dust:security"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:security",
            "dust:dust:privacy"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:DATA-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "SOC 2 Type II is claimed publicly, without a verified report or certificate.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "iso_27001",
              "question": "ISO 27001 with scope and validity?",
              "support": "unknown",
              "answer": "ISO 27001 with scope and validity? Security/pricing and the trust center were checked. ISO 27001, C5, other scoped certificates and independent penetration-test summaries were not established; no evidence is certificate-verified.",
              "evidenceIds": []
            },
            {
              "id": "soc2",
              "question": "SOC 2 type, period and covered service?",
              "support": "partial",
              "answer": "Dust security/pricing claim SOC 2 Type II. Auditor, reporting period and exact service scope were not verified.",
              "evidenceIds": [
                "dust:dust:security",
                "dust:dust:pricing"
              ]
            },
            {
              "id": "c5",
              "question": "BSI C5 attestation?",
              "support": "unknown",
              "answer": "BSI C5 attestation? Security/pricing and the trust center were checked. ISO 27001, C5, other scoped certificates and independent penetration-test summaries were not established; no evidence is certificate-verified.",
              "evidenceIds": []
            },
            {
              "id": "other_certifications",
              "question": "Which other certificates (27701, 42001, TISAX)?",
              "support": "unknown",
              "answer": "Which other certificates (27701, 42001, TISAX)? Security/pricing and the trust center were checked. ISO 27001, C5, other scoped certificates and independent penetration-test summaries were not established; no evidence is certificate-verified.",
              "evidenceIds": []
            },
            {
              "id": "report_access",
              "question": "How can customers obtain reports?",
              "support": "partial",
              "answer": "The security page directs customers to trust.dust.com; underlying reports were not accessible in this public source pass.",
              "evidenceIds": [
                "dust:dust:security"
              ]
            },
            {
              "id": "pentest",
              "question": "Are independent penetration test summaries available?",
              "support": "unknown",
              "answer": "Are independent penetration test summaries available? Security/pricing and the trust center were checked. ISO 27001, C5, other scoped certificates and independent penetration-test summaries were not established; no evidence is certificate-verified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:security",
            "dust:dust:pricing"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:DATA-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dust claims AES-256/TLS and advertises Enterprise single tenancy; customer key custody is unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "encryption_at_rest",
              "question": "Is data encrypted at rest?",
              "support": "supported",
              "answer": "The security page states AES-256 at rest and TLS in transit; this is a vendor claim.",
              "evidenceIds": [
                "dust:dust:security"
              ]
            },
            {
              "id": "customer_managed_keys",
              "question": "Can the customer manage or hold the keys?",
              "support": "unknown",
              "answer": "Can the customer manage or hold the keys? Security, pricing and network/MCP docs were checked. Customer-managed/held data-encryption keys and key-location guarantees were not established. Provider API BYOK is not encryption-key custody.",
              "evidenceIds": []
            },
            {
              "id": "private_networking",
              "question": "Is private connectivity or IP restriction available?",
              "support": "partial",
              "answer": "Custom MCP servers can restrict access and use documented static egress on verified domains. This is tool connectivity, not proof of private connectivity to the whole service.",
              "evidenceIds": [
                "dust:dust:tools"
              ]
            },
            {
              "id": "tenant_isolation",
              "question": "How are customers separated in shared SaaS?",
              "support": "partial",
              "answer": "Enterprise offers single tenancy; shared Business tenancy and lower-level isolation mechanics were not established.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:security",
            "dust:dust:tools",
            "dust:dust:pricing"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:DATA-09",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public personnel/model handling statements exist; an explicit professional-secrecy contract and subprocessor flow-down remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Dust Business/Enterprise public policy; Enterprise and BYOK routes differ",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU/US storage and provider routes; no DE/CH-specific secrecy contract verified",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "secrecy_undertaking",
              "question": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff?",
              "support": "unknown",
              "answer": "The public security and platform privacy pages do not establish a signed §203 StGB/Art321 StGB professional-secrecy undertaking covering Dust staff. The Terms/Policies link did not expose readable contractual text in this pass.",
              "evidenceIds": []
            },
            {
              "id": "subprocessor_coverage",
              "question": "Does the undertaking extend to its sub-processors, and is that documented?",
              "support": "unknown",
              "answer": "The privacy policy describes service-provider data-protection agreements and model no-training/retention conditions, but no dedicated professional-secrecy undertaking or its binding subprocessor flow-down was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "secrecy_offering",
              "question": "Is it a dedicated offering or add-on, and on which plan?",
              "support": "unknown",
              "answer": "No publicly documented German/Swiss professional-secrecy-specific plan or paid add-on was established. Enterprise single-tenancy/EU model options are not treated as such a contractual undertaking.",
              "evidenceIds": []
            },
            {
              "id": "content_access",
              "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?",
              "support": "partial",
              "answer": "The platform privacy policy limits personnel access to authorized staff and says customer context is processed by selected foundation-model providers; it asserts no provider disk retention/human-review logging. This vendor statement does not establish the complete customer-content plaintext access matrix, support countries, private contracts or every BYOK/MCP/tool route.",
              "evidenceIds": [
                "dust:dust:privacy",
                "dust:dust:training-policy",
                "dust:dust:eu-models"
              ]
            },
            {
              "id": "secrecy_documentation",
              "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?",
              "support": "unknown",
              "answer": "Reviewed public security, privacy, EU-hosted model documentation and Enterprise plan scope plus targeted first-party secrecy search. Trust Center content was not available and Terms/Policies routed to unreadable external content. No public §203/Art321 template or professional-body guidance was retrieved.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "No-training, ZDR marketing/policy assertions, EU hosting and a general privacy policy do not establish a professional-secrecy undertaking.",
            "No legal suitability or compliance conclusion."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:privacy",
            "dust:dust:training-policy",
            "dust:dust:eu-models"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:VEN-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business seat prices are public; only the documented prepaid route is described here, while conflicting Business overage eligibility remains unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business Free/Pro/Max seat list pricing; Enterprise quoted pool and programmatic contracts are separate",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "pricing_unit",
              "question": "What is the pricing unit?",
              "support": "partial",
              "answer": "Business publishes per-seat subscriptions and included credits. Detailed Credit management describes prepaid Business top-ups and Enterprise PAYG; pricing FAQ separately describes enabled Business workspace overage, so Business post-allocation billing eligibility is unverified.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:credit-management"
              ]
            },
            {
              "id": "list_prices",
              "question": "What are list prices per plan, with date and currency?",
              "support": "supported",
              "answer": "As retrieved 2026-10-21, ex-VAT Business Free is EUR 0; Pro EUR 30/month or EUR 24/month annually; Max EUR 150/month or EUR 120/month annually. Enterprise is quote-only.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            },
            {
              "id": "included_usage",
              "question": "What usage is included?",
              "support": "supported",
              "answer": "Free has 500 lifetime credits, Pro 8,000/month and Max 40,000/month. Monthly credits do not roll over; Workspace seats draw from a contracted pool.",
              "evidenceIds": [
                "dust:dust:credits",
                "dust:dust:seats"
              ]
            },
            {
              "id": "add_ons",
              "question": "Which features cost extra?",
              "support": "partial",
              "answer": "Business limits include three connectors, five remote MCP servers and five Spaces. Enterprise adds unlimited connector/MCP packaging, SCIM, audit, retention and support. Individual add-on tariffs are not published.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            },
            {
              "id": "overage",
              "question": "What do usage beyond limits and premium models cost?",
              "support": "unknown",
              "answer": "Effective Business post-allocation billing is unknown: current pricing FAQ allows Pro/Max workspace overage, while Credit management reserves PAYG for Enterprise and describes prepaid Business top-ups. The USD0.01/credit Business programmatic rate does not resolve whether interactive overage is PAYG or prepaid. No account/contract test resolved this.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps.",
            "Do not present Business PAYG as established; retain list seat prices separately from the unresolved overage route."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:credit-management",
            "dust:dust:credits",
            "dust:dust:seats"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:VEN-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21 apply; all three target seat counts require unpriced Enterprise terms.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_200",
              "question": "Year-one cost at 200 users?",
              "support": "unknown",
              "answer": "Year-one cost at 200 users? For 200, 1,000 and 5,000 users over 12 months, the shared 60/30/10 message/token workload has no public applicable Enterprise seat quote or complete credit tariff. CHF/EUR ex-VAT totals remain unknown. ECB 2026-10-20 rates are recorded; the small-team Business price is not multiplied beyond its stated 100-person scope.",
              "evidenceIds": []
            },
            {
              "id": "cost_1000",
              "question": "Year-one cost at 1,000 users?",
              "support": "unknown",
              "answer": "Year-one cost at 1,000 users? For 200, 1,000 and 5,000 users over 12 months, the shared 60/30/10 message/token workload has no public applicable Enterprise seat quote or complete credit tariff. CHF/EUR ex-VAT totals remain unknown. ECB 2026-10-20 rates are recorded; the small-team Business price is not multiplied beyond its stated 100-person scope.",
              "evidenceIds": []
            },
            {
              "id": "cost_5000",
              "question": "Year-one cost at 5,000 users?",
              "support": "unknown",
              "answer": "Year-one cost at 5,000 users? For 200, 1,000 and 5,000 users over 12 months, the shared 60/30/10 message/token workload has no public applicable Enterprise seat quote or complete credit tariff. CHF/EUR ex-VAT totals remain unknown. ECB 2026-10-20 rates are recorded; the small-team Business price is not multiplied beyond its stated 100-person scope.",
              "evidenceIds": []
            },
            {
              "id": "variable_share",
              "question": "Which part depends on usage?",
              "support": "supported",
              "answer": "Consumption adds token and action credits, including sub-agent work. Programmatic use and Enterprise PAYG draw from workspace pools separately from personal seat allocations.",
              "evidenceIds": [
                "dust:dust:credits",
                "dust:dust:credit-management"
              ]
            },
            {
              "id": "unknown_parts",
              "question": "Which costs could not be priced?",
              "support": "supported",
              "answer": "Business is scoped to 100 people, so 200/1,000/5,000 seat Enterprise fees, committed pool and PAYG tariffs are unknown. The default Standard auto list is published, but a complete token-to-credit tariff is not, so no proxy replaces vendor-billed usage.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:models",
                "dust:dust:credits"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:credits",
            "dust:dust:credit-management",
            "dust:dust:pricing",
            "dust:dust:models",
            "dust:dust:fx-ecb"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:VEN-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A limited Business free option enables self-serve evaluation; Enterprise features remain contract-scoped.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "free_tier",
              "question": "Is there a free tier for business use?",
              "support": "supported",
              "answer": "Business free supports up to five members with 500 lifetime credits per Free seat. Credits do not reset and a user cannot return to Free after upgrading.",
              "evidenceIds": [
                "dust:dust:seats"
              ]
            },
            {
              "id": "self_serve_trial",
              "question": "Is a self-serve business trial available?",
              "support": "partial",
              "answer": "The public site offers self-serve free workspace access, not a documented time-limited fully featured Enterprise trial. No card requirement was established.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:seats"
              ]
            },
            {
              "id": "trial_scope",
              "question": "Do trials include SSO, connectors and admin features?",
              "support": "partial",
              "answer": "Business lists up to three connectors/five Spaces/five remote MCP servers and SSO at 5+ seats on demand. SCIM, audit and custom retention are Enterprise.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            },
            {
              "id": "sales_gate",
              "question": "Does meaningful evaluation require sales contact?",
              "support": "supported",
              "answer": "Enterprise terms, pooled credits, advanced governance and support are sales-led; a small-team free evaluation is self-serve.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:seats",
            "dust:dust:pricing"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:VEN-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business monthly and annual subscriptions are public; Enterprise seats are annual and prices contractual.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "minimum_commitment",
              "question": "What seat or spend minimum applies?",
              "support": "partial",
              "answer": "The free option has up to five members and Business targets up to 100 people; Enterprise numerical seat/spend minimum was not established.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:seats"
              ]
            },
            {
              "id": "contract_length",
              "question": "What contract lengths are offered?",
              "support": "supported",
              "answer": "Business offers monthly and annual seats together; Enterprise seats are annual only.",
              "evidenceIds": [
                "dust:dust:seats"
              ]
            },
            {
              "id": "cancellation",
              "question": "How can the contract be cancelled or reduced?",
              "support": "supported",
              "answer": "Monthly seats unassign immediately with a prorated credit; annual seats return to stock for reassignment and are not refunded when someone leaves.",
              "evidenceIds": [
                "dust:dust:seats"
              ]
            },
            {
              "id": "local_invoicing",
              "question": "Can it be invoiced in CHF or EUR from a European entity?",
              "support": "partial",
              "answer": "Prices are displayed in EUR and the privacy policy identifies a French entity; CHF invoicing and the actual invoicing entity/currency were not contract-verified.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:privacy"
              ]
            },
            {
              "id": "transparency_class",
              "question": "Is pricing transparent, partial, quote-only or unknown?",
              "support": "supported",
              "answer": "Partially specified: Business seat prices/credit allowances are public, while Enterprise pricing, complete usage conversion and negotiated terms require a quote.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:credits"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:seats",
            "dust:dust:privacy",
            "dust:dust:credits"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:VEN-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The pinned public repository has an MIT root licence; hosted licensing and complete component coverage are separate.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "source-repository"
            ],
            "version": "dust-tt/dust commit2b1a4973af824f8ff970d585c5eb1f40ae76186c; root LICENSE only",
            "plan": "Public source component, not Business/Enterprise hosted-service rights",
            "addOns": [],
            "deploymentMode": null,
            "region": "Repository licence has no deployment-region entitlement",
            "os": [],
            "surfaces": [
              {
                "id": "source-repository",
                "name": "Public dust-tt/dust repository root licence",
                "type": "source-repository"
              }
            ]
          },
          "questions": [
            {
              "id": "licence_type",
              "question": "Which licence applies to each component?",
              "support": "partial",
              "answer": "dust-tt/dust root LICENSE is MIT at commit 2b1a4973af824f8ff970d585c5eb1f40ae76186c. This does not classify every dependency or the contracted hosted service.",
              "evidenceIds": [
                "dust:dust:licence"
              ]
            },
            {
              "id": "branding_restrictions",
              "question": "Do licence terms restrict branding or user counts?",
              "support": "supported",
              "answer": "The MIT root grant requires preserving copyright and permission notices and does not itself impose branding or user-count caps.",
              "evidenceIds": [
                "dust:dust:licence"
              ]
            },
            {
              "id": "enterprise_features_closed",
              "question": "Are enterprise features in a separate closed edition?",
              "support": "unknown",
              "answer": "Are enterprise features in a separate closed edition? The pinned root LICENSE and README were retrieved; a complete nested-component licence inventory and separate closed Enterprise edition boundary were not established. Hosted terms were inaccessible.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "MIT applies to the pinned repository root grant only; dependencies, supported self-host deployment, hosted terms and any closed Enterprise boundary remain unverified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:licence"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:VEN-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business Conversation API and Enterprise Data Source API provide scoped data retrieval; agent export entitlement and complete tenant exit remain unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "api",
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business Conversation API and web analytics; Enterprise adds Data Source API. Agent-YAML endpoint entitlement is unverified.",
            "addOns": [
              "API keys with appropriate workspace/resource permissions"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "api",
                "name": "Dust APIs and MCP server",
                "type": "api"
              },
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_export",
              "question": "Can admins export all chats?",
              "support": "partial",
              "answer": "Business pricing includes Conversation API; authorized API users retrieve accessible conversation messages with pagination. This does not establish one-click all-tenant admin export.",
              "evidenceIds": [
                "dust:dust:get-conversation",
                "dust:dust:pricing"
              ]
            },
            {
              "id": "assistant_export",
              "question": "Can assistants and prompts be exported in a reusable format?",
              "support": "unknown",
              "answer": "The agent-YAML endpoint and public pricing were checked on 2026-10-21. Neither establishes its Business or Enterprise entitlement. Reusable assistant/prompt export for a named plan remains unknown.",
              "evidenceIds": []
            },
            {
              "id": "knowledge_export",
              "question": "Can knowledge bases and their sources be exported?",
              "support": "partial",
              "answer": "Enterprise pricing adds Data Source API; the documented endpoint retrieves accessible data-source documents as JSON. Complete source/credential/permission portability and an all-tenant export are unverified.",
              "evidenceIds": [
                "dust:dust:get-document",
                "dust:dust:pricing"
              ]
            },
            {
              "id": "export_format",
              "question": "Are formats documented and machine-readable?",
              "support": "partial",
              "answer": "Business Conversation API and Enterprise Data Source API return JSON for accessible resources. Web analytics separately exports CSV. These formats do not establish complete tenant export; no plan-scoped agent-YAML export is claimed.",
              "evidenceIds": [
                "dust:dust:get-conversation",
                "dust:dust:get-document",
                "dust:dust:analytics",
                "dust:dust:pricing"
              ]
            },
            {
              "id": "post_termination_window",
              "question": "How long can data be retrieved after termination?",
              "support": "unknown",
              "answer": "How long can data be retrieved after termination? No trial admin exit/export was run; complete tenant coverage and the post-termination retrieval window were not established from the accessible API docs or unreadable contract route.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Conversation and document retrieval require the corresponding plan and resource permissions. Complete organization coverage, agent-export entitlement and the post-termination retrieval window remain unknown."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:get-conversation",
            "dust:dust:pricing",
            "dust:dust:get-document",
            "dust:dust:analytics"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:VEN-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business email support and Enterprise priority/SLA service are advertised; credit terms and local-language support remain open.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "support_channels",
              "question": "Which support channels are available on each plan?",
              "support": "supported",
              "answer": "Pricing lists Business email and Enterprise priority support with dedicated CSM; public support/community resources are available.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:support"
              ]
            },
            {
              "id": "support_languages",
              "question": "Is support available in German, French or Italian?",
              "support": "unknown",
              "answer": "Is support available in German, French or Italian? Support/pricing/Enterprise pages and the official status URL were checked. German/French/Italian staffed support and detailed credited SLA terms were not established.",
              "evidenceIds": []
            },
            {
              "id": "regional_presence",
              "question": "Is there a DACH or Swiss entity, team or partner?",
              "support": "partial",
              "answer": "The public policy identifies a Paris, France entity. A DACH/Swiss support team or named regional partner was not established.",
              "evidenceIds": [
                "dust:dust:privacy"
              ]
            },
            {
              "id": "uptime_sla",
              "question": "Is there an uptime SLA with credits?",
              "support": "partial",
              "answer": "Enterprise marketing claims 99.9% uptime and pricing includes an SLA; service-credit amounts, exclusions and claim rules were not retrieved.",
              "evidenceIds": [
                "dust:dust:enterprise",
                "dust:dust:pricing"
              ]
            },
            {
              "id": "status_page",
              "question": "Is there a public status page with history?",
              "support": "partial",
              "answer": "Model-selection docs link https://dust.statuspage.io for incidents. Direct retrieval timed out, so incident history was not verified.",
              "evidenceIds": [
                "dust:dust:models"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:support",
            "dust:dust:privacy",
            "dust:dust:enterprise",
            "dust:dust:models"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:VEN-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dust has rollout and training material, with hands-on support packaged for Enterprise.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Public learning material (no paid entitlement required to read); contracted CSM/onboarding is Enterprise",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "onboarding_service",
              "question": "Is guided onboarding included?",
              "support": "supported",
              "answer": "Enterprise pricing includes dedicated CSM and onboarding; exact hours and scope are contractual.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            },
            {
              "id": "user_training",
              "question": "Is end-user training offered, in which languages?",
              "support": "partial",
              "answer": "Public team onboarding and education resources are available. Course/live-session language coverage was not established.",
              "evidenceIds": [
                "dust:dust:training",
                "dust:dust:rollout"
              ]
            },
            {
              "id": "use_case_library",
              "question": "Are role-based use cases and templates provided?",
              "support": "supported",
              "answer": "The public Use Cases and Guides index lists departmental guides for Sales, Support, Marketing, Engineering, Data Analytics, Knowledge, People, Product and Collaboration; the Sales guide supplies concrete agent examples and build links. This establishes public role-based guidance, not a separately verified in-product template entitlement.",
              "evidenceIds": [
                "dust:dust:r2-department-guides",
                "dust:dust:r2-sales-guide"
              ]
            },
            {
              "id": "adoption_programme",
              "question": "Is there a champion or adoption programme?",
              "support": "partial",
              "answer": "The rollout guide covers launch, builder community, education and expansion; a contracted champion programme entitlement was not established.",
              "evidenceIds": [
                "dust:dust:rollout"
              ]
            },
            {
              "id": "service_cost",
              "question": "Which services cost extra?",
              "support": "partial",
              "answer": "Hands-on CSM/onboarding is Enterprise packaging; a numerical professional-services tariff was not established.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:training",
            "dust:dust:rollout",
            "dust:dust:r2-department-guides",
            "dust:dust:r2-sales-guide"
          ]
        }
      ]
    }
  ],
  "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": "dust:dust:models",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/model-selection",
      "title": "Auto models and the model picker",
      "locator": "Auto model lists; availability; API overrides",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Users select a model per message or agent; auto choices use maintained ordered lists rather than task-based routing."
    },
    {
      "id": "dust:dust:eu-models",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/admin-governance/eu-hosted-models",
      "title": "EU-hosted models",
      "locator": "Availability; supported/excluded model table",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "EU credit-plan workspaces using Dust model hosting can restrict agents and auto choices to EU-hosted models; BYOK is excluded from this setting."
    },
    {
      "id": "dust:dust:changelog",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/changelog",
      "title": "Dust changelog",
      "locator": "October 21, 16 and 14, 2026 entries",
      "sourceDate": "2026-10-21",
      "retrievedAt": "2026-10-21",
      "finding": "Recent dated changes include German/French UI, Gemini 4 Argon and migration from File Generation to Computer."
    },
    {
      "id": "dust:dust:files",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/data-sources/conversation-files/conversation-files",
      "title": "Conversation Files",
      "locator": "Formats; size table; generating files",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Conversation uploads are scoped to one conversation and support documents, tabular data, images and audio."
    },
    {
      "id": "dust:dust:pricing",
      "productId": "dust",
      "kind": "documented",
      "url": "https://dust.tt/home/pricing",
      "title": "Dust Pricing",
      "locator": "Business/Enterprise table and FAQ",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Business supports up to 100 people with Free/Pro/Max seats; Enterprise pricing is sales-led and adds pooled credits, SCIM, audit, single tenancy and support."
    },
    {
      "id": "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": "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": "dust:dust:tiers",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/usage-seats-and-credits/model-access-tiers",
      "title": "Model access tiers",
      "locator": "Workspace, group and individual ceilings",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins restrict models and reasoning efforts at workspace, group or member level, with a separate published-agent bypass setting."
    },
    {
      "id": "dust:dust:spaces",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/spaces-management",
      "title": "Spaces management",
      "locator": "Open/restricted spaces; limits; visibility",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Spaces control knowledge and agent access; Business allows five and Enterprise 100 spaces."
    },
    {
      "id": "dust:dust:credits",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/usage-seats-and-credits/credits",
      "title": "Credits",
      "locator": "Token/action credits; checkpoints",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Consumption adds token and tool credits; a 600-AWU checkpoint can pause user-started root tasks, with exceptions."
    },
    {
      "id": "dust:dust:credit-management",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/usage-seats-and-credits/credit-management",
      "title": "Credit management",
      "locator": "Personal caps; group budgets; programmatic use",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Credit sources and block behavior vary by plan; beta Enterprise Pooled group budgets exclude programmatic consumption."
    },
    {
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      "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."
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    {
      "id": "dust:dust:file-limits",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/getting-started/faq/file-size-limits",
      "title": "File size limits",
      "locator": "Upload caps; audio-only restriction",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The dedicated limits FAQ gives different image, audio and tabular caps than Conversation Files and excludes direct video uploads."
    },
    {
      "id": "dust:dust:computer",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/tools/computer",
      "title": "Computer",
      "locator": "File work; OCR; network control; secrets",
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      "retrievedAt": "2026-10-21",
      "finding": "Computer executes code in temporary workspaces, handles Office/PDF files, performs documented OCR and restricts network access by allowlist."
    },
    {
      "id": "dust:dust:drive",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/connections-management/google-drive",
      "title": "Google Drive",
      "locator": "Connection identity; refresh; OCR; spreadsheet limitations",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Drive sync follows a dedicated connection account and selected content; scanned documents need conversation upload for OCR and Excel table queries need conversion to Sheets."
    },
    {
      "id": "dust:dust:search",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/knowledge/search-data-sources",
      "title": "Search data sources",
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      "retrievedAt": "2026-10-21",
      "finding": "Agents search selected knowledge sources and retrieve relevant document context."
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    {
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      "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."
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    {
      "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."
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    {
      "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."
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    {
      "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": "dust:dust:permissions",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/admin-governance/access-controls-and-permissions",
      "title": "Access Controls and Permissions",
      "locator": "Access policy; connection account; Spaces",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Knowledge access is organized through admin-selected connection content and membership of open/restricted Spaces."
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    {
      "id": "dust:dust:microsoft",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/connections-management/microsoft",
      "title": "Microsoft",
      "locator": "Connection account; delegated and service-principal setup; sync",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Microsoft data is scoped to the connecting account and selected SharePoint sources; changes synchronize on a five-minute cycle."
    },
    {
      "id": "dust:dust:confluence",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/connections-management/confluence",
      "title": "Confluence",
      "locator": "Scope; restricted pages; refresh",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Confluence sync covers selected global spaces, excluding private spaces and pages with view restrictions."
    },
    {
      "id": "dust:dust:jira",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/data-sources/custom-connections/beta-import-jira-issues",
      "title": "Beta: Import Jira issues",
      "locator": "Import path",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A separately documented beta route imports Jira issues as a custom connection."
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      "id": "dust:dust:sources",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/getting-started/faq/general-questions/what-data-sources-can-be-connected-to-dust",
      "title": "What data sources can be connected to Dust?",
      "locator": "Named sources",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Official guides identify managed connections and custom API/import routes."
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    {
      "id": "dust:dust:tools",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/tools-management/adding-an-mcp-server",
      "title": "Adding an MCP Server",
      "locator": "Remote/custom servers; auth; tool restriction",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins add remote MCP servers with OAuth or bearer credentials and can restrict tools to skills."
    },
    {
      "id": "dust:dust:r2-bigquery",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/connections-management/bigquery.md",
      "title": "Dust BigQuery connection",
      "locator": "No content sync; service-account setup, one location and Space table selection",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dust stores BigQuery metadata and runs table queries through a dedicated service account; dataset content is not synchronized into the index."
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      "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."
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      "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."
    },
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      "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."
    },
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      "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": "dust:dust:credentials",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/tools-management/personal-vs-shared-credentials",
      "title": "Personal vs Shared Credentials for Tools & MCP Servers",
      "locator": "Shared versus personal authentication",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Tools can use a shared account or each user OAuth identity; even personal auth needs initial admin setup."
    },
    {
      "id": "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",
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      "retrievedAt": "2026-10-21",
      "finding": "Names first-party sources and states, including Jira/Slack MCP beta, Atlas SharePointGA and Gmail alpha."
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    {
      "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": "dust:dust:security",
      "productId": "dust",
      "kind": "vendor-claimed",
      "url": "https://dust.tt/home/security",
      "title": "Dust Security",
      "locator": "Hosting, training, encryption and certification statements",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dust claims EU/US hosting, AES-256/TLS, no model training, provider zero retention and SOC 2 Type II."
    },
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      "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."
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      "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."
    },
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      "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": "dust:dust:deep",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/default-agents/deep-dive-agent",
      "title": "Deep-dive Agent",
      "locator": "Research flow; citations; limitations",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Deep-dive plans, delegates and writes cited reports, using Company Data knowledge and selected tools; Table Query is excluded."
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    {
      "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": "dust:dust:memory",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/tools/agent-memory",
      "title": "Agent Memory",
      "locator": "Adding the tool; viewing/deleting; privacy",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enabled agents retain user-private memory across conversations; users can view and delete it and it persists until deletion."
    },
    {
      "id": "dust:dust:builder",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/create-your-first-agent",
      "title": "Create your first agent",
      "locator": "Instructions; tools; sharing",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Agents combine instructions, models, knowledge and tools with controlled sharing."
    },
    {
      "id": "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": "dust:dust:governance",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/admin-governance/workspace-governance-roles-groups-and-permissions",
      "title": "Workspace Governance: Roles, Groups & Permissions",
      "locator": "Roles; permission matrix; additive access",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins delegate manager/group permissions for agents, skills, models, billing and security; grants are additive."
    },
    {
      "id": "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": "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": "dust:dust:web",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/tools/web-search-and-browse",
      "title": "Web Search & Browse",
      "locator": "Search and browsing flow",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The tool runs Google queries and browses results, with agent-level configuration and format options."
    },
    {
      "id": "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."
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      "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."
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    {
      "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",
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      "retrievedAt": "2026-10-21",
      "finding": "Workflows can pause for review and route by human decisions; review timeouts apply."
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    {
      "id": "dust:dust:triggers",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/triggers/index",
      "title": "Triggers",
      "locator": "Schedules and events",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Agents can run automatically from schedule or event triggers."
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    {
      "id": "dust:dust:schedules",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/triggers/schedules",
      "title": "Schedules",
      "locator": "Schedule setup",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Agents can run on recurring schedules."
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      "id": "dust:dust:webhooks",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/triggers/webhooks/index",
      "title": "Webhooks",
      "locator": "Built-in and custom event sources",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins configure webhook sources; members attach filtered triggers to agents, with optional signature verification for custom sources."
    },
    {
      "id": "dust:dust:pods",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/pods/overview",
      "title": "Pods overview",
      "locator": "Shared workspace and visibility",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Pods combine shared conversations, tasks and files; open Pods are workspace-browsable and restricted Pods require invitation."
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      "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."
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    {
      "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."
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      "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."
    },
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      "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."
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      "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",
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      "retrievedAt": "2026-10-21",
      "finding": "Blocks new API/web share links; existing conversation links stop, existing automation/table links remain."
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      "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."
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      "id": "dust:dust:api-keys",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/api-keys",
      "title": "API keys",
      "locator": "Scopes; Space access; caps",
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      "retrievedAt": "2026-10-21",
      "finding": "Dust API keys have read/admin scopes, data access and enforceable per-key monthly caps."
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      "id": "dust:dust:mcp-server",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/integrations/dust-mcp-server",
      "title": "Dust MCP Server",
      "locator": "Region URLs; OAuth; user permissions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dust exposes workspace knowledge, agents, conversations, files and Pods to OAuth MCP clients under the authenticated user permissions."
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      "id": "dust:dust:upsert",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/api-reference/datasources/upsert-a-document-in-a-data-source",
      "title": "Upsert a document in a data source",
      "locator": "Endpoint and authentication",
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      "retrievedAt": "2026-10-21",
      "finding": "The API loads or updates documents in a scoped data source."
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    {
      "id": "dust:dust:get-conversation",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/api-reference/conversations/get-a-conversation",
      "title": "Get a conversation",
      "locator": "Response schema",
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      "retrievedAt": "2026-10-21",
      "finding": "The API retrieves accessible conversation messages with pagination."
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      "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": "dust:dust:browser",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/integrations/browser-extension",
      "title": "Browser Extension",
      "locator": "Browsers and capabilities",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "An official extension supports Chrome, Firefox and Chromium-based browsers."
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    {
      "id": "dust:dust:teams",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/integrations/dust-in-teams",
      "title": "Dust in Teams",
      "locator": "Setup and usage",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "An official Teams integration runs Dust agents within Microsoft Teams after admin setup."
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      "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",
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      "retrievedAt": "2026-10-21",
      "finding": "Canvas supports manual/prompt edits, tone/translation actions, versions and DOCX/PDF/MD/HTML exports."
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    {
      "id": "dust:dust:images",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/tools/image-generation",
      "title": "Image Generation",
      "locator": "Reference images; parallel generation; safety",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Agents generate images from text or references, up to 14 reference images, with SynthID and content restrictions."
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      "id": "dust:dust:speech",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/tools/voice-and-sound-generation",
      "title": "Voice and sound generation",
      "locator": "Speech Generator",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The speech tool generates MP3 narration or multi-speaker dialogue with selectable languages and styles."
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    {
      "id": "dust:dust:meetings",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/integrations/meeting-transcripts",
      "title": "Meeting transcripts",
      "locator": "Providers and scope",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dust consumes transcripts from connected notetaker and sales tools; Gong private transcripts are excluded."
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      "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",
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      "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",
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      "retrievedAt": "2026-10-26",
      "finding": "Canvas supports manual/prompt edits, tone/translation actions, versions and DOCX/PDF/MD/HTML exports."
    },
    {
      "id": "dust:dust:frames",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/frames/overview",
      "title": "Frames overview",
      "locator": "Creating and editing interactive content",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Frames provide persistent interactive agent output that can be refined and shared."
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    {
      "id": "dust:dust:pod-chats",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/pods/conversations",
      "title": "Pod conversations",
      "locator": "Visibility; indexing; participation",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "All Pod members can read and contribute to Pod conversations, which are automatically indexed."
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    {
      "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."
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    {
      "id": "dust:dust:sso",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/admin-governance/single-sign-on-sso/single-sign-on-sso",
      "title": "Single Sign-On",
      "locator": "Setup; enforcement",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins configure and enforce SAML SSO, which disables other social sign-in paths for the workspace."
    },
    {
      "id": "dust:dust:enterprise",
      "productId": "dust",
      "kind": "vendor-claimed",
      "url": "https://dust.tt/home/enterprise",
      "title": "Dust for Enterprise",
      "locator": "Security and scale",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The Enterprise marketing page claims 365-day audit retention, 99.9% uptime and support for 10,000+ users."
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    {
      "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."
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    {
      "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."
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    {
      "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": "dust:dust:provision",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/admin-governance/users-and-groups-provisioning",
      "title": "Users and groups provisioning",
      "locator": "SCIM 2.0; group role mapping",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise SCIM creates, updates and deactivates users and syncs groups; groups can grant Admin/Manager roles."
    },
    {
      "id": "dust:dust:seats",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/usage-seats-and-credits/seat-management",
      "title": "Seat management",
      "locator": "Seat assignments; billing cycles; leaving",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins assign independent roles and Free/Pro/Max seats; annual stock and already-allocated credits have specific reclaim rules."
    },
    {
      "id": "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": "dust:dust:analytics",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/analytics",
      "title": "Analytics",
      "locator": "Attribution; CSV; content exclusion",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Consumption reports break down users, groups, models, tools, agents and Pods; exports omit message content and can double-attribute group usage."
    },
    {
      "id": "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": "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": "dust:dust:audit",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/audit-logs/audit-logs",
      "title": "Audit Logs",
      "locator": "Enterprise scope; actor types; SIEM",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise logs distinguish users, API keys and system actors with CSV and continuous SIEM delivery."
    },
    {
      "id": "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": "dust:dust:privacy",
      "productId": "dust",
      "kind": "documented",
      "url": "https://dust.tt/home/platform-privacy",
      "title": "Dust Platform Privacy Policy",
      "locator": "About Us; sections 2, 6 and 7",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The policy identifies Permutation Labs in Paris and distinguishes its controller processing from customer processor processing, with non-EEA transfer safeguards."
    },
    {
      "id": "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": "dust:dust:training-policy",
      "productId": "dust",
      "kind": "vendor-claimed",
      "url": "https://dust.tt/home/platform-privacy",
      "title": "Dust Platform Privacy Policy",
      "locator": "Section 6, Foundational Model Providers",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The policy asserts listed providers do not train, retain or log Customer Content for human review; this source pass did not retrieve the customer DPA."
    },
    {
      "id": "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": "dust:dust:delete-chat",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/getting-started/faq/managing-agents/can-i-delete-or-rename-a-conversation",
      "title": "Can I delete or rename a conversation?",
      "locator": "Conversation actions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Users can delete or rename their conversations."
    },
    {
      "id": "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": "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": "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": "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": "dust:dust:fx-ecb",
      "productId": "dust",
      "kind": "documented",
      "url": "https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml",
      "title": "ECB historical euro reference rates",
      "locator": "Cube time=2026-10-20, USD and CHF",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "EUR 1 = USD 1.1215 = CHF 0.9237 on October 20, 2026."
    },
    {
      "id": "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": "dust:dust:licence",
      "productId": "dust",
      "kind": "documented",
      "url": "https://github.com/dust-tt/dust/blob/2b1a4973af824f8ff970d585c5eb1f40ae76186c/LICENSE",
      "title": "Dust repository LICENSE at pinned commit",
      "locator": "Root LICENSE, MIT permission grant",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The pinned public repository root licence is MIT; hosted service terms and third-party components are separate."
    },
    {
      "id": "dust:dust:get-document",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/api-reference/datasources/retrieve-a-document-from-a-data-source",
      "title": "Retrieve a document from a data source",
      "locator": "Endpoint and response",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The API retrieves a source document; this does not establish a complete one-click tenant export."
    },
    {
      "id": "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": "dust:dust:support",
      "productId": "dust",
      "kind": "documented",
      "url": "https://dust.tt/home/support",
      "title": "Dust Support",
      "locator": "Support channels",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The vendor provides public support entry points and community/documentation resources."
    },
    {
      "id": "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": "dust:dust:rollout",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/getting-started/dust-rollout-guide/index",
      "title": "Dust Rollout Guide",
      "locator": "Rollout phases",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Public rollout guidance covers setup, launch, team education and measurement."
    },
    {
      "id": "dust:dust:training",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/getting-started/dust-rollout-guide/team-onboarding-material",
      "title": "Team onboarding material",
      "locator": "Training resources",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dust provides reusable team-onboarding material."
    },
    {
      "id": "dust:dust:r2-department-guides",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/getting-started/use-cases-and-guides/index.md",
      "title": "Dust Use Cases and Guides",
      "locator": "Use Cases by Department",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Public guides are organized by Sales, Support, Marketing, Engineering, Data, Knowledge, People, Product and Collaboration."
    },
    {
      "id": "dust:dust:r2-sales-guide",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/getting-started/use-cases-and-guides/sales.md",
      "title": "Dust Sales use-case guide",
      "locator": "Sales agent examples and build links",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The Sales guide provides concrete role-based agent examples; this is public learning material, not a contracted training entitlement."
    },
    {
      "id": "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."
    }
  ]
}
