{
  "schemaVersion": 1,
  "rubricVersion": "1.1",
  "kind": "pair",
  "slug": "cohere-north-vs-gemini-enterprise",
  "canonicalUrl": "https://onaihq.com/compare/agents/cohere-north-vs-gemini-enterprise/",
  "markdownUrl": "https://onaihq.com/compare/agents/cohere-north-vs-gemini-enterprise/index.md",
  "dataUrl": "https://onaihq.com/compare/agents/cohere-north-vs-gemini-enterprise/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": "gemini-enterprise",
      "name": "Gemini Enterprise",
      "website": "https://cloud.google.com/gemini-enterprise",
      "repository": null,
      "pageUrl": "https://onaihq.com/compare/agents/products/gemini-enterprise/",
      "lifecycle": {
        "status": "unknown",
        "note": null
      },
      "surfaces": [
        {
          "id": "enterprise-web",
          "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
          "type": "web"
        },
        {
          "id": "enterprise-mobile",
          "name": "Gemini Enterprise mobile app",
          "type": "mobile"
        },
        {
          "id": "discovery-engine-api",
          "name": "Gemini Enterprise Discovery Engine API",
          "type": "api"
        },
        {
          "id": "business-web",
          "name": "Gemini Enterprise Business edition web app",
          "type": "web"
        },
        {
          "id": "workspace-agent-integration",
          "name": "Gemini Enterprise agents in Workspace side panel or customer-built Workspace add-on",
          "type": "official-integration"
        }
      ],
      "sourcedClaimCount": 48,
      "statedByVendorCount": 0,
      "crossCheckedClaimCount": 48,
      "sourcedOnlyClaimCount": 0,
      "oldestCheckedAt": "2026-10-21",
      "lastCheckedAt": "2026-10-26"
    }
  ],
  "coverage": {
    "totalCriteria": 51,
    "sharedCrossCheckedCriteria": 46,
    "sharedSourcedCriteria": 46,
    "crossCheckedCriteriaByProduct": {
      "cohere-north": 49,
      "gemini-enterprise": 48
    },
    "sourcedOnlyCriteriaByProduct": {
      "cohere-north": 0,
      "gemini-enterprise": 0
    },
    "sourcedCriteriaByProduct": {
      "cohere-north": 49,
      "gemini-enterprise": 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": "gemini-enterprise",
          "claimId": "gemini-enterprise:MOD-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "In the Standard/Plus Enterprise app, Google models and opt-in, separately billed Claude models are documented; this finding excludes the universal-agent rollout.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus app model picker; excludes Starter, Workspace Gemini and the universal-agent early-access experience",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us and eu; partner models excluded from in-country regions",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "providers",
              "question": "Which model providers are available?",
              "support": "supported",
              "answer": "Google and Anthropic in the Standard/Plus Enterprise web app. Claude needs administrator enablement, accepted model terms and eligible pay-as-you-go overages; Starter and in-country deployments are excluded.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-features",
                "gemini-enterprise:gemini-enterprise:g-releases"
              ]
            },
            {
              "id": "current_models",
              "question": "Which current models are selectable on this plan?",
              "support": "supported",
              "answer": "Listed options are Gemini 4 Argon, 3.8/3.7/3.6/3.5 Flash, 3.1 Pro in limited availability, 2.5 Pro, and Claude Opus/Sonnet 5.5; regional toggles apply.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-features",
                "gemini-enterprise:gemini-enterprise:g-locations"
              ]
            },
            {
              "id": "user_choice",
              "question": "Can users pick the model per chat?",
              "support": "supported",
              "answer": "Users get a per-conversation picker when the administrator enables model selection.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-features"
              ]
            },
            {
              "id": "auto_routing",
              "question": "Does the product route between models automatically, and is the chosen model shown?",
              "support": "partial",
              "answer": "Auto chooses by prompt complexity; the guide does not establish whether the routed model is always disclosed.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-chat"
              ]
            },
            {
              "id": "multimodal_input",
              "question": "Which models accept images, audio or files?",
              "support": "partial",
              "answer": "The app accepts image/audio/video and document uploads; exact input support for every selectable partner model was not established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-chat"
              ]
            }
          ],
          "limitations": [
            "Gemini 3.1 Pro is limited availability; paid partner models are disabled by default.",
            "October 15 Enterprise release notes explicitly announce Claude GA for this app. The marketing universal-agent experience describes third-party choice as early access; its entitlement is outside this claim. The listed Google models include limited-availability Gemini 3.1 Pro, so no single GA state is asserted for the whole model list."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-features",
            "gemini-enterprise:gemini-enterprise:g-locations",
            "gemini-enterprise:gemini-enterprise:g-chat",
            "gemini-enterprise:gemini-enterprise:g-releases"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:MOD-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A dated product changelog establishes model arrivals and regional removals; a comparable three-release lag dataset was not obtained.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "release_lag_days",
              "question": "What was the lag for each of the last three major releases, per provider?",
              "support": "unknown",
              "answer": "Unknown. Enterprise arrival dates exist, but provider GA dates for three recent major releases per offered provider were not assembled; no median is calculated.",
              "evidenceIds": []
            },
            {
              "id": "changelog",
              "question": "Is there a dated public model changelog?",
              "support": "supported",
              "answer": "The public release log dates model changes, including Claude app availability on 2026-10-15.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-releases"
              ]
            },
            {
              "id": "deprecation_notice",
              "question": "How much notice is given before a model is removed?",
              "support": "partial",
              "answer": "Notes include an announced 14-day Flash removal that was postponed, and a 2026-10-20 regional Pro removal; no uniform guaranteed notice was established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-releases"
              ]
            },
            {
              "id": "version_pinning",
              "question": "Can an admin keep an older model version?",
              "support": "unknown",
              "answer": "Unknown. The model-toggle and release guides do not promise retention of a particular older model revision.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: release_lag_days, version_pinning."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-releases"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:MOD-03",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:MOD-04",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:MOD-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "App model toggles, shared pools and optional single-user quota limits are documented; group model/data allowlists remain unverified.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "model_allowlist_by_group",
              "question": "Can admins limit models per group?",
              "support": "unknown",
              "answer": "Unknown. Model toggles are app-level in the retrieved guide; a two-group restriction test and direct group-level model policy were not verified.",
              "evidenceIds": []
            },
            {
              "id": "data_bound_models",
              "question": "Can admins restrict which models receive connector or knowledge content?",
              "support": "unknown",
              "answer": "Unknown. No source-to-model routing restriction was established in the model and connector guides.",
              "evidenceIds": []
            },
            {
              "id": "default_model",
              "question": "Can admins set the default model?",
              "support": "unknown",
              "answer": "Unknown. Auto is documented as the user-facing default, but an administrator-set default model was not established.",
              "evidenceIds": []
            },
            {
              "id": "user_limits",
              "question": "What per-user message or token limits apply, and are they published?",
              "support": "supported",
              "answer": "Standard/Plus retain shared edition/project/location pools of 160/200 assistant queries per seat/day. Since October 22, admins can also configure a single-user quota multiplier for an edition/location. AI developer tools are excluded from that multiplier.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-quotas",
                "gemini-enterprise:gemini-enterprise:r4-single-user-quotas",
                "gemini-enterprise:gemini-enterprise:r4-single-user-enforcement"
              ]
            },
            {
              "id": "limit_behaviour",
              "question": "What happens when a limit is reached?",
              "support": "supported",
              "answer": "A single-user limit can stop the exhausted feature for that user while other features/users continue within the pool; overage configuration changes exhaustion behavior. A depleted shared pool needs paid overages, and project spend caps retain delayed enforcement.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:r4-single-user-enforcement",
                "gemini-enterprise:gemini-enterprise:g-budget"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: model_allowlist_by_group, data_bound_models, default_model."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-25",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-quotas",
            "gemini-enterprise:gemini-enterprise:g-budget",
            "gemini-enterprise:gemini-enterprise:r4-single-user-quotas",
            "gemini-enterprise:gemini-enterprise:r4-single-user-enforcement"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:KNOW-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The assistant accepts common documents and multimodal files; spreadsheet processing can run code, subject to byte and context limits.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "formats",
              "question": "Which formats are accepted?",
              "support": "supported",
              "answer": "PDF, DOCX, XLSX, CSV, PPTX, TXT, Markdown, JSON, common code files, PNG/JPEG, MP4 and MP3 are listed.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-chat"
              ]
            },
            {
              "id": "limits",
              "question": "What size and count limits apply per file and chat?",
              "support": "partial",
              "answer": "Examples: PDF/PPTX 100 MB, XLSX 50 MB decompressed, CSV 7 MB, DOCX 3 MB, images 30 MB, audio/video 200 MB; combined chat context is 800,000 tokens. File-count limit was not established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-chat"
              ]
            },
            {
              "id": "ocr",
              "question": "Are scanned PDFs read?",
              "support": "unknown",
              "answer": "Unknown. The upload guide lists PDF support, but a scanned-PDF fixture was not run and chat OCR completeness was not established.",
              "evidenceIds": []
            },
            {
              "id": "spreadsheets",
              "question": "Are Excel tables read with structure intact?",
              "support": "partial",
              "answer": "The guide describes conversion of each worksheet into a table and code-based analysis for large sheets; formula/layout fidelity was not tested.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-chat"
              ]
            },
            {
              "id": "full_vs_chunked",
              "question": "Is the whole file used or only retrieved parts, and does the user see which?",
              "support": "partial",
              "answer": "Direct attachments consume combined context; indexed data stores use retrieval instead. The exact visible coverage of each uploaded long file was not tested.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-chat",
                "gemini-enterprise:gemini-enterprise:g-connect-overview"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: ocr."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-chat",
            "gemini-enterprise:gemini-enterprise:g-connect-overview"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:KNOW-02",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Projects retain shared knowledge and custom agents accept attached knowledge, with separate limits.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "persistent_collections",
              "question": "Can users keep document collections across chats?",
              "support": "supported",
              "answer": "Projects persist uploaded documents, Drive links, notes and enabled connector sources across private chats.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-projects"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can collections be shared with users, groups or the whole organisation?",
              "support": "supported",
              "answer": "Project owners invite individual members; custom agents can be shared to users or groups when enabled.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-projects",
                "gemini-enterprise:gemini-enterprise:g-features"
              ]
            },
            {
              "id": "size_limits",
              "question": "What are the collection limits?",
              "support": "supported",
              "answer": "Projects allow 50 files/links; pooled data-store storage is 30 GiB/Standard seat or 75 GiB/Plus seat.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-projects",
                "gemini-enterprise:gemini-enterprise:g-editions"
              ]
            },
            {
              "id": "assistant_binding",
              "question": "Can collections be bound to an assistant?",
              "support": "supported",
              "answer": "Chat agents have a Knowledge section for uploaded files and can use enabled connected data.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-agents"
              ]
            }
          ],
          "limitations": [],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-projects",
            "gemini-enterprise:gemini-enterprise:g-features",
            "gemini-enterprise:gemini-enterprise:g-editions",
            "gemini-enterprise:gemini-enterprise:g-agents"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:KNOW-03",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Google lists enterprise connectors by individual launch stage; a source connector is distinct from an Office add-in.",
          "availability": "unknown",
          "delivery": "official-integration",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "microsoft_365",
              "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?",
              "support": "supported",
              "answer": "SharePoint, OneDrive, Outlook and Teams connectors are listed GA for the full connector editions.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-connectors"
              ]
            },
            {
              "id": "google_workspace",
              "question": "Which Google sources are connected?",
              "support": "supported",
              "answer": "Drive, Gmail and Calendar are GA; Google Chat is public preview.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-connectors"
              ]
            },
            {
              "id": "atlassian",
              "question": "Confluence and Jira?",
              "support": "supported",
              "answer": "Confluence Cloud/Data Center and Jira Cloud/Data Center are listed GA.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-connectors"
              ]
            },
            {
              "id": "other_systems",
              "question": "Which other business systems?",
              "support": "supported",
              "answer": "GA examples include Box, Dropbox, GitHub, HubSpot, Monday, Slack and ServiceNow; Notion and Salesforce-related offerings require source-specific preview checks.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-connectors"
              ]
            },
            {
              "id": "on_prem_sources",
              "question": "Can on-prem file shares or databases be connected?",
              "support": "supported",
              "answer": "Private Service Connect connects customer-hosted sources on-premises or across clouds; Data Center connectors are also listed.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-selfhosted-data",
                "gemini-enterprise:gemini-enterprise:g-connectors"
              ]
            },
            {
              "id": "connector_provider",
              "question": "Who builds and maintains each connector?",
              "support": "supported",
              "answer": "Google publishes connector setup and required source permissions. Preview/custom MCP routes can depend on third-party servers and their separate terms.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-connectors",
                "gemini-enterprise:gemini-enterprise:g-connect-overview"
              ]
            }
          ],
          "limitations": [],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-connectors",
            "gemini-enterprise:gemini-enterprise:g-selfhosted-data",
            "gemini-enterprise:gemini-enterprise:g-connect-overview"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:KNOW-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The docs describe permission-aware retrieval and source-label inspection; enforcement after revocation has not been observed.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "source_permissions_respected",
              "question": "Are source permissions enforced per user?",
              "support": "partial",
              "answer": "Docs promise per-user access; projects preserve linked-source ACLs. No two-user restricted-document test was run.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-projects",
                "gemini-enterprise:gemini-enterprise:g-connect-overview"
              ]
            },
            {
              "id": "enforcement_point",
              "question": "Does the source system, a mirrored index or nothing enforce them?",
              "support": "supported",
              "answer": "Ingested stores synchronize identity/ACL data; federated stores query sources. Exact enforcement differs by connector.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-connect-overview"
              ]
            },
            {
              "id": "revocation_delay",
              "question": "How quickly does a removed permission take effect?",
              "support": "unknown",
              "answer": "Unknown. Identity sync schedules are configurable, but no end-to-end permission-revocation propagation test was run.",
              "evidenceIds": []
            },
            {
              "id": "admin_scope_controls",
              "question": "Can admins exclude sites, folders or labels?",
              "support": "unknown",
              "answer": "Unknown. Connector configuration varies; a complete verified site/folder exclusion matrix was not obtained.",
              "evidenceIds": []
            },
            {
              "id": "sensitivity_labels",
              "question": "Are Microsoft Purview or similar labels respected?",
              "support": "supported",
              "answer": "Sensitive Data Protection can inspect Microsoft sensitivity and Workspace metadata labels; encrypted Microsoft files cannot be decrypted for inspection.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-dlp"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: revocation_delay, admin_scope_controls."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-projects",
            "gemini-enterprise:gemini-enterprise:g-connect-overview",
            "gemini-enterprise:gemini-enterprise:g-dlp"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:KNOW-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Both federated and copied-index connectors exist; deletion and ACL freshness must be scoped to the connector and sync mode.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "live_or_indexed",
              "question": "Is content searched live or copied into an index?",
              "support": "supported",
              "answer": "Administrators choose federation or ingestion where the data source supports it; ingested stores copy entities and identity data.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-connect-overview"
              ]
            },
            {
              "id": "sync_interval",
              "question": "How often does an index refresh?",
              "support": "supported",
              "answer": "Default incremental sync is every 3 hours; full and identity schedules are configurable, including identity intervals as short as 30 minutes.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-connect-overview"
              ]
            },
            {
              "id": "deletion_propagation",
              "question": "How quickly does a deleted document disappear?",
              "support": "partial",
              "answer": "Full sync handles deletions; ordinary incremental sync excludes deletions and identity updates. Actual change-to-answer delay was not measured.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-connect-overview"
              ]
            },
            {
              "id": "index_location",
              "question": "Where is indexed content stored?",
              "support": "supported",
              "answer": "Ingested store location is selected as global/us/eu, subject to documented regional limits.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-connect-overview",
                "gemini-enterprise:gemini-enterprise:g-locations"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-connect-overview",
            "gemini-enterprise:gemini-enterprise:g-locations"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:KNOW-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Source panels and citation chips are documented; retrieval quality remains unmeasured.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "citations",
              "question": "Are answers linked to specific sources?",
              "support": "supported",
              "answer": "Answers expose a Sources panel and inline citations with supporting-result highlighting.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-chat"
              ]
            },
            {
              "id": "citation_accuracy",
              "question": "Do the cited passages support the answer?",
              "support": "unknown",
              "answer": "Unknown. No shared DE/FR/EN corpus question set or two-user fixture was run; documentation is not evidence of this observed retrieval outcome.",
              "evidenceIds": []
            },
            {
              "id": "cross_language",
              "question": "Does a question in one language find documents in another?",
              "support": "unknown",
              "answer": "Unknown. No shared DE/FR/EN corpus question set or two-user fixture was run; documentation is not evidence of this observed retrieval outcome.",
              "evidenceIds": []
            },
            {
              "id": "no_answer_behaviour",
              "question": "Does it say when the corpus has no answer?",
              "support": "unknown",
              "answer": "Unknown. No shared DE/FR/EN corpus question set or two-user fixture was run; documentation is not evidence of this observed retrieval outcome.",
              "evidenceIds": []
            },
            {
              "id": "observed_accuracy",
              "question": "How many of the question set were answered correctly?",
              "support": "unknown",
              "answer": "Unknown. No shared DE/FR/EN corpus question set or two-user fixture was run; documentation is not evidence of this observed retrieval outcome.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: citation_accuracy, cross_language, no_answer_behaviour, observed_accuracy."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-chat"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:KNOW-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Users control saved memories and personal profiles; administrators can disable app-wide memory.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "custom_instructions",
              "question": "Can users set persistent instructions?",
              "support": "partial",
              "answer": "Personalization includes name/role/industry and saved facts; persistent free-form instruction scope was not fully established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-personalization"
              ]
            },
            {
              "id": "cross_chat_memory",
              "question": "Does the product remember facts across chats?",
              "support": "supported",
              "answer": "The app uses past interactions and saved memories for later conversations when enabled.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-personalization"
              ]
            },
            {
              "id": "user_memory_controls",
              "question": "Can users view, edit and delete memories?",
              "support": "supported",
              "answer": "Users can review, update, delete or stop referencing saved memories and disconnect sources.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-personalization"
              ]
            },
            {
              "id": "admin_memory_controls",
              "question": "Can admins turn memory off?",
              "support": "supported",
              "answer": "Admins can disable Memory and personalization profiles for all app users; memory is on by default.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-personalization"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-personalization"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:AGT-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Custom chat agents have instructions, knowledge and tools; app controls govern creation and sharing.",
          "availability": "beta",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "create_assistants",
              "question": "Can users create assistants with instructions, knowledge and tools?",
              "support": "supported",
              "answer": "Workflow Builder creates chat agents with instructions, knowledge and tool/source configuration.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-agents"
              ]
            },
            {
              "id": "creator_permissions",
              "question": "Can admins limit who creates them?",
              "support": "partial",
              "answer": "Admins can disable chat-agent/workflow creation through app feature controls; creator-specific granular roles were not fully verified.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-features"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can assistants be shared with users, groups or everyone?",
              "support": "supported",
              "answer": "Enabled agents can be shared with users/groups and published to an organization gallery, optionally requiring admin approval.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-features",
                "gemini-enterprise:gemini-enterprise:g-workflow"
              ]
            },
            {
              "id": "catalogue",
              "question": "Is there an internal assistant directory?",
              "support": "supported",
              "answer": "Agent Gallery lists available Google-made and organization agents.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-start"
              ]
            },
            {
              "id": "prompt_library",
              "question": "Are shared prompt templates available?",
              "support": "supported",
              "answer": "Reusable skills and agent starter prompts are documented; skills can be shared under admin controls.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-start",
                "gemini-enterprise:gemini-enterprise:g-features"
              ]
            }
          ],
          "limitations": [
            "The edition comparison labels no-code agent tools preview; individual features have separate release stages."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-agents",
            "gemini-enterprise:gemini-enterprise:g-features",
            "gemini-enterprise:gemini-enterprise:g-workflow",
            "gemini-enterprise:gemini-enterprise:g-start"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:AGT-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Connector actions and remote MCP integrations are documented, with user or service-agent authentication by route.",
          "availability": "beta",
          "delivery": "official-integration",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "builtin_tools",
              "question": "Which tools are built in?",
              "support": "supported",
              "answer": "Built-in tools include connected-source search/actions, web grounding, research, media generation and Canvas.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-start",
                "gemini-enterprise:gemini-enterprise:g-features"
              ]
            },
            {
              "id": "custom_actions",
              "question": "Can admins add API actions?",
              "support": "partial",
              "answer": "Custom MCP tools provide a documented custom-action route; an unrestricted arbitrary OpenAPI import path was not verified.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-mcp"
              ]
            },
            {
              "id": "mcp_client",
              "question": "Can it use remote MCP servers, and with what admin control?",
              "support": "supported",
              "answer": "Admins can configure remote MCP data stores; the connector catalog labels Custom MCP Server public preview.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-mcp",
                "gemini-enterprise:gemini-enterprise:g-connectors"
              ]
            },
            {
              "id": "tool_auth",
              "question": "Do tools act as the user or as a shared account?",
              "support": "supported",
              "answer": "Users authorize connector actions on their own account; Cloud Run MCP can authenticate the Gemini Enterprise service agent.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-actions",
                "gemini-enterprise:gemini-enterprise:g-mcp"
              ]
            },
            {
              "id": "tool_approval",
              "question": "Can admins approve or block tools, and can users confirm actions before they run?",
              "support": "partial",
              "answer": "Admins control action availability and users authorize services; a universal confirmation policy for every mutation was not established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-actions"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-start",
            "gemini-enterprise:gemini-enterprise:g-features",
            "gemini-enterprise:gemini-enterprise:g-mcp",
            "gemini-enterprise:gemini-enterprise:g-connectors",
            "gemini-enterprise:gemini-enterprise:g-actions"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:AGT-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Web grounding and Deep Research are documented; Google Search and Enterprise web grounding have different residency treatment.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "web_search",
              "question": "Is web search available?",
              "support": "supported",
              "answer": "The assistant supports Google Search or Enterprise web grounding when enabled.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-configure"
              ]
            },
            {
              "id": "admin_toggle",
              "question": "Can admins disable it per organisation or group?",
              "support": "partial",
              "answer": "Admins can configure app-wide web grounding and its default state; group-specific policy was not verified.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-configure"
              ]
            },
            {
              "id": "search_provider",
              "question": "Which search provider handles queries, and where?",
              "support": "supported",
              "answer": "The guide offers Google Search or Enterprise web search. Standard Google Search grounding is global; Enterprise web grounding supports US/EU residency.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-configure",
                "gemini-enterprise:gemini-enterprise:g-locations"
              ]
            },
            {
              "id": "deep_research",
              "question": "Is multi-step research with a report available?",
              "support": "supported",
              "answer": "Deep Research plans and runs multiple searches over enterprise data and optionally web sources, then produces a report.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-research"
              ]
            },
            {
              "id": "web_citations",
              "question": "Are web sources cited?",
              "support": "supported",
              "answer": "Research reports contain citations; assistant answers provide supporting-source links.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-research",
                "gemini-enterprise:gemini-enterprise:g-chat"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-configure",
            "gemini-enterprise:gemini-enterprise:g-locations",
            "gemini-enterprise:gemini-enterprise:g-research",
            "gemini-enterprise:gemini-enterprise:g-chat"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:AGT-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Workflow Builder supports no-code/low-code chains; scheduled chat agents have a recurring credential-renewal requirement.",
          "availability": "beta",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "workflow_builder",
              "question": "Is there a workflow or chain builder?",
              "support": "supported",
              "answer": "Business users build chat agents and multi-step workflows using natural language and a visual editor.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-workflow"
              ]
            },
            {
              "id": "scheduled_tasks",
              "question": "Can prompts or assistants run on a schedule?",
              "support": "supported",
              "answer": "Non-workflow chat agents can run recurring personal tasks in multi-regions; schedules need manual credential refresh every 14 days.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-schedule"
              ]
            },
            {
              "id": "event_triggers",
              "question": "Can external events start a workflow?",
              "support": "unknown",
              "answer": "Unknown. Workflow documentation mentions triggers, but a verified matrix of external event types, required plans and authenticated execution boundaries was not obtained.",
              "evidenceIds": []
            },
            {
              "id": "builder_audience",
              "question": "Is building aimed at business users, IT or developers?",
              "support": "supported",
              "answer": "The documented builder supports business users through no-code interaction and more technical low-code workflow work.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-workflow"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: event_triggers."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-workflow",
            "gemini-enterprise:gemini-enterprise:g-schedule"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:AGT-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The assistant documents multi-step tool execution and visible activity; autonomous-action safety boundaries are only partly established.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "agent_mode",
              "question": "Is there an agent mode for multi-step tasks?",
              "support": "partial",
              "answer": "Agents plan/search across tools and connectors; no shared multi-step fixture task was executed.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-workflow",
                "gemini-enterprise:gemini-enterprise:g-research"
              ]
            },
            {
              "id": "visible_steps",
              "question": "Are steps and tool calls shown?",
              "support": "supported",
              "answer": "Chat shows a plan explanation and expandable tool execution activity; this is not disclosure of raw model chain-of-thought.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-chat"
              ]
            },
            {
              "id": "side_effect_confirmation",
              "question": "Must the user confirm actions with side effects?",
              "support": "partial",
              "answer": "Scheduled chat agents restrict other-person actions and document paused-run approval. A consistent rule for all interactive mutations was not verified.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-schedule"
              ]
            },
            {
              "id": "stop_control",
              "question": "Can the user stop a running task?",
              "support": "unknown",
              "answer": "Unknown. A documented universal stop/cancel control for running agents was not established from the app and workflow guides.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: stop_control."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-workflow",
            "gemini-enterprise:gemini-enterprise:g-research",
            "gemini-enterprise:gemini-enterprise:g-chat",
            "gemini-enterprise:gemini-enterprise:g-schedule"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:AGT-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Discovery Engine documents programmatic assistant and knowledge operations; parity with all UI governance remains open.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "discovery-engine-api"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "discovery-engine-api",
                "name": "Gemini Enterprise Discovery Engine API",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_api",
              "question": "Is there an API for chat and assistants?",
              "support": "supported",
              "answer": "The public REST reference lists assistants, agent operations and conversational/search resources; methods span API versions.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-api"
              ]
            },
            {
              "id": "knowledge_api",
              "question": "Can documents be loaded through an API?",
              "support": "supported",
              "answer": "Data-store document resources support programmatic knowledge operations.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-api"
              ]
            },
            {
              "id": "api_governance",
              "question": "Do audit, budgets and model rules apply to API use?",
              "support": "partial",
              "answer": "Google identity/IAM and method-specific audit logging apply; complete parity for every seat quota, model policy and budget route was not tested.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-api-auth",
                "gemini-enterprise:gemini-enterprise:g-audit"
              ]
            },
            {
              "id": "mcp_server",
              "question": "Does the product expose itself to other agents over MCP?",
              "support": "unknown",
              "answer": "Unknown. A custom-MCP client integration is documented; a supported MCP server exposing the entire Enterprise product was not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: mcp_server."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-api",
            "gemini-enterprise:gemini-enterprise:g-api-auth",
            "gemini-enterprise:gemini-enterprise:g-audit"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:WORK-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Web and managed mobile access are documented; desktop-app availability is entangled with the wider early-access rollout.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web",
              "enterprise-mobile"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              },
              {
                "id": "enterprise-mobile",
                "name": "Gemini Enterprise mobile app",
                "type": "mobile"
              }
            ]
          },
          "questions": [
            {
              "id": "web",
              "question": "Is a full web client available?",
              "support": "supported",
              "answer": "The Enterprise web app is a documented access path.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-start"
              ]
            },
            {
              "id": "desktop_apps",
              "question": "Windows and macOS apps?",
              "support": "unknown",
              "answer": "Unknown. The wider marketing page describes desktop early access, but a released Standard/Plus desktop application and its precise entitlement were not established.",
              "evidenceIds": []
            },
            {
              "id": "mobile_apps",
              "question": "iOS and Android apps with SSO?",
              "support": "supported",
              "answer": "The mobile setup supports iOS/Android MDM configuration with Google and third-party identities.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-mobile"
              ]
            },
            {
              "id": "browser_extension",
              "question": "Is there a browser extension or sidebar?",
              "support": "unknown",
              "answer": "Unknown. Chrome address-bar integration appears in historical release notes, but current extension package, licence and feature parity were not reverified.",
              "evidenceIds": []
            },
            {
              "id": "managed_deployment",
              "question": "Can IT deploy and configure clients through MDM?",
              "support": "supported",
              "answer": "Admins can distribute/configure mobile access using MDM configuration keys, QR codes or links.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-mobile"
              ]
            },
            {
              "id": "client_feature_gaps",
              "question": "Which features are missing on mobile?",
              "support": "partial",
              "answer": "Canvas is explicitly unavailable on mobile; a complete web/mobile parity matrix was not obtained.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-canvas"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: desktop_apps, browser_extension."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-start",
            "gemini-enterprise:gemini-enterprise:g-mobile",
            "gemini-enterprise:gemini-enterprise:g-canvas"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:WORK-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Gemini Enterprise agent access in a Workspace side panel and a custom Gmail/Chat add-on route are documented. Exact native editor coverage and Office clients remain unverified.",
          "availability": "unknown",
          "delivery": "official-integration",
          "scope": {
            "surfaceIds": [
              "enterprise-web",
              "discovery-engine-api",
              "workspace-agent-integration"
            ],
            "version": "Public Workspace admin guide and official Gemini Enterprise integration codelab retrieved 2026-10-26",
            "plan": "Gemini Enterprise Standard/Plus and separately eligible Google Workspace accounts for the documented custom integration; native per-editor entitlement matrix unverified",
            "addOns": [
              "Separate Google Workspace account/subscription",
              "Customer-built Apps Script add-on and Cloud project/API permissions where using the codelab route"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              },
              {
                "id": "discovery-engine-api",
                "name": "Gemini Enterprise Discovery Engine API",
                "type": "api"
              },
              {
                "id": "workspace-agent-integration",
                "name": "Gemini Enterprise agents in Workspace side panel or customer-built Workspace add-on",
                "type": "official-integration"
              }
            ]
          },
          "questions": [
            {
              "id": "word_excel_powerpoint",
              "question": "Does it work inside Word, Excel and PowerPoint?",
              "support": "unknown",
              "answer": "Unresolved on 2026-10-26. Searched https://cloud.google.com/gemini-enterprise/faq , https://docs.cloud.google.com/gemini/enterprise/docs/connectors/ms-teams , https://knowledge.workspace.google.com/admin/generative-ai/gemini-enterprise/turn-gemini-enterprise-on-or-off-for-users and https://codelabs.developers.google.com/ge-gws-agents . The documented Microsoft routes are connector search/actions, while the demonstrated embedded UI is a customer-built Google Workspace add-on. No first-party native Office/Outlook/Teams assistant client and its in-editor data/consent contract were established.",
              "evidenceIds": []
            },
            {
              "id": "outlook",
              "question": "Does it work inside Outlook?",
              "support": "unknown",
              "answer": "Unresolved on 2026-10-26. Searched https://cloud.google.com/gemini-enterprise/faq , https://docs.cloud.google.com/gemini/enterprise/docs/connectors/ms-teams , https://knowledge.workspace.google.com/admin/generative-ai/gemini-enterprise/turn-gemini-enterprise-on-or-off-for-users and https://codelabs.developers.google.com/ge-gws-agents . The documented Microsoft routes are connector search/actions, while the demonstrated embedded UI is a customer-built Google Workspace add-on. No first-party native Office/Outlook/Teams assistant client and its in-editor data/consent contract were established.",
              "evidenceIds": []
            },
            {
              "id": "teams",
              "question": "Is there a Teams app or bot?",
              "support": "unknown",
              "answer": "Unresolved on 2026-10-26. Searched https://cloud.google.com/gemini-enterprise/faq , https://docs.cloud.google.com/gemini/enterprise/docs/connectors/ms-teams , https://knowledge.workspace.google.com/admin/generative-ai/gemini-enterprise/turn-gemini-enterprise-on-or-off-for-users and https://codelabs.developers.google.com/ge-gws-agents . The documented Microsoft routes are connector search/actions, while the demonstrated embedded UI is a customer-built Google Workspace add-on. No first-party native Office/Outlook/Teams assistant client and its in-editor data/consent contract were established.",
              "evidenceIds": []
            },
            {
              "id": "google_workspace_apps",
              "question": "Does it work inside Docs, Sheets or Gmail?",
              "support": "partial",
              "answer": "Google’s admin guide explicitly permits Gemini Enterprise agents in a side panel for enabled licensed users. An official codelab demonstrates a custom Apps Script/StreamAssist add-on in Gmail and Chat with current-message context; Docs/Sheets/Slides are stated extension targets. A shipped native editing contract for each editor was not established, and the distinct Gemini-in-Workspace product is not inherited.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:r5-workspace-agent-access",
                "gemini-enterprise:gemini-enterprise:r5-workspace-custom-addon",
                "gemini-enterprise:gemini-enterprise:r5-offer-boundaries"
              ]
            },
            {
              "id": "licence_prerequisites",
              "question": "Which licences or consents are needed?",
              "support": "partial",
              "answer": "Gemini Enterprise licences are separate from Google Workspace subscriptions. The custom integration tutorial requires enabled Enterprise Standard/Plus, a billed Cloud project, Workspace Business/Enterprise with Chat and smart features, and authorized APIs/scopes. Workspace admins separately control service access and Workspace-data access; these prerequisites do not license an embedded Office client.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:r5-workspace-agent-access",
                "gemini-enterprise:gemini-enterprise:r5-workspace-custom-addon"
              ]
            }
          ],
          "limitations": [
            "The official sample demonstrates Gmail/Chat and calls Docs/Sheets/Slides extension targets; no per-editor deployment or entitlement fixture was run.",
            "Side-panel agent availability is documented, but a full shipped native editor feature matrix and Word/Excel/PowerPoint/Outlook/Teams assistant clients remain unverified.",
            "The custom add-on requires deployment, authentication/permissions and production hardening; connector actions alone do not establish an embedded editor."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-25",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:r5-workspace-agent-access",
            "gemini-enterprise:gemini-enterprise:r5-workspace-custom-addon",
            "gemini-enterprise:gemini-enterprise:r5-offer-boundaries"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:WORK-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Canvas provides tone/length adjustments and instructed rewriting. Layout-preserving document translation, a dedicated engine and a corporate glossary in the Enterprise app remain unverified.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "document_translation",
              "question": "Can whole documents be translated with formatting kept?",
              "support": "unknown",
              "answer": "Unresolved on 2026-10-26. Re-read https://docs.cloud.google.com/gemini/enterprise/docs/assistant-canvas , https://cloud.google.com/gemini-enterprise/faq and https://docs.cloud.google.com/translate/docs/advanced/translate-documents , with targeted Enterprise-doc searches for translation/glossary. Canvas documents generation/editing/export, not a source-layout-preserving translation or maintained company glossary. Cloud Translation Advanced is a separate API with project/authentication prerequisites; no built-in or included Enterprise-app mapping was established. No shared translation/glossary fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "translation_engine",
              "question": "Which engine translates?",
              "support": "unknown",
              "answer": "Unresolved on 2026-10-26. Re-read https://docs.cloud.google.com/gemini/enterprise/docs/assistant-canvas , https://cloud.google.com/gemini-enterprise/faq and https://docs.cloud.google.com/translate/docs/advanced/translate-documents , with targeted Enterprise-doc searches for translation/glossary. Canvas documents generation/editing/export, not a source-layout-preserving translation or maintained company glossary. Cloud Translation Advanced is a separate API with project/authentication prerequisites; no built-in or included Enterprise-app mapping was established. No shared translation/glossary fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "glossaries",
              "question": "Are company glossaries supported?",
              "support": "unknown",
              "answer": "Unresolved on 2026-10-26. Re-read https://docs.cloud.google.com/gemini/enterprise/docs/assistant-canvas , https://cloud.google.com/gemini-enterprise/faq and https://docs.cloud.google.com/translate/docs/advanced/translate-documents , with targeted Enterprise-doc searches for translation/glossary. Canvas documents generation/editing/export, not a source-layout-preserving translation or maintained company glossary. Cloud Translation Advanced is a separate API with project/authentication prerequisites; no built-in or included Enterprise-app mapping was established. No shared translation/glossary fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "formality_and_variants",
              "question": "Can formality and regional variants (de-CH) be set?",
              "support": "partial",
              "answer": "Canvas provides a Change tone slider and selected-text instructions, so tone can be adjusted. A documented de-CH variant preset, deterministic terminology control or Swiss-language quality result was not established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:r5-canvas-tone"
              ]
            },
            {
              "id": "writing_tools",
              "question": "Are dedicated rewrite and proofreading tools available?",
              "support": "supported",
              "answer": "Canvas supports direct edits, selected-text rewriting and tone/length adjustments with exported editable documents.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-canvas"
              ]
            }
          ],
          "limitations": [
            "Canvas editing and DOCX/PDF export do not establish preserved source-document layout during translation.",
            "Cloud Translation Advanced documents formatted-document translation and glossaries as a separate API; no included Enterprise-app feature or engine relationship was verified.",
            "No shared DE-to-FR/IT translation, terminology or Swiss-language fixture was run."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-25",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-canvas",
            "gemini-enterprise:gemini-enterprise:r5-canvas-tone",
            "gemini-enterprise:gemini-enterprise:r5-translation-separate-api"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:WORK-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Admins can enable image models; location and paid-usage conditions vary.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "image_generation",
              "question": "Can users generate images, with which models?",
              "support": "supported",
              "answer": "Listed image options are Gemini 2.5 Flash image, Gemini 3 Pro image and Gemini 3.1 Flash image; Nano Banana Pro is global-only.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-features",
                "gemini-enterprise:gemini-enterprise:g-locations"
              ]
            },
            {
              "id": "image_editing",
              "question": "Can users edit uploaded images?",
              "support": "unknown",
              "answer": "Unknown. General image generation is documented; precise uploaded-image editing/inpainting controls and per-model entitlement were not established.",
              "evidenceIds": []
            },
            {
              "id": "admin_control",
              "question": "Can admins restrict image generation?",
              "support": "supported",
              "answer": "App feature controls enable/disable image generation and select the image model.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-features"
              ]
            },
            {
              "id": "usage_terms",
              "question": "What usage rights apply to output?",
              "support": "partial",
              "answer": "Google Cloud Generated Output terms apply; third-party links and underlying rights are not transferred by the service terms.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-terms"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: image_editing."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-features",
            "gemini-enterprise:gemini-enterprise:g-locations",
            "gemini-enterprise:gemini-enterprise:g-terms"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:WORK-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Web dictation and mobile read-aloud are documented; live conversation and meeting workflow scope remain unverified.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web",
              "enterprise-mobile"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              },
              {
                "id": "enterprise-mobile",
                "name": "Gemini Enterprise mobile app",
                "type": "mobile"
              }
            ]
          },
          "questions": [
            {
              "id": "dictation",
              "question": "Can users dictate prompts?",
              "support": "supported",
              "answer": "Admin-enabled web speech-to-text transcribes prompts; the guide states recordings are not stored.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-chat"
              ]
            },
            {
              "id": "read_aloud",
              "question": "Can answers be read aloud?",
              "support": "supported",
              "answer": "The mobile app can read generated answers aloud.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-use-mobile"
              ]
            },
            {
              "id": "voice_conversation",
              "question": "Is a live voice mode available?",
              "support": "unknown",
              "answer": "Unknown. No Enterprise-app-specific source or fixture established this voice/meeting behavior; generic Gemini Live API and Workspace Meet features were not carried over.",
              "evidenceIds": []
            },
            {
              "id": "meeting_summaries",
              "question": "Are meetings transcribed and summarised?",
              "support": "unknown",
              "answer": "Unknown. No Enterprise-app-specific source or fixture established this voice/meeting behavior; generic Gemini Live API and Workspace Meet features were not carried over.",
              "evidenceIds": []
            },
            {
              "id": "swiss_german_speech",
              "question": "Is Swiss German speech recognised?",
              "support": "unknown",
              "answer": "Unknown. No Enterprise-app-specific source or fixture established this voice/meeting behavior; generic Gemini Live API and Workspace Meet features were not carried over.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: voice_conversation, meeting_summaries, swiss_german_speech."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-chat",
            "gemini-enterprise:gemini-enterprise:g-use-mobile"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:WORK-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The assistant documents spreadsheet code execution and Canvas document/slide exports.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "data_analysis",
              "question": "Can it analyse spreadsheets with executed code?",
              "support": "partial",
              "answer": "Large XLSX/CSV files are analyzed with executed code and the guide says the executed code is displayed; fixture correctness was not tested.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-chat"
              ]
            },
            {
              "id": "charts",
              "question": "Can it produce charts?",
              "support": "unknown",
              "answer": "Unknown. A chart-generation example with downloadable/editable output was not verified through the shared spreadsheet fixture.",
              "evidenceIds": []
            },
            {
              "id": "office_file_output",
              "question": "Can it create Word, Excel or PowerPoint files?",
              "support": "partial",
              "answer": "Canvas exports DOCX documents and PowerPoint slides, plus PDF/Google formats. Native XLSX output was not established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-canvas"
              ]
            },
            {
              "id": "canvas_editing",
              "question": "Is there a document or canvas editor for iterating on output?",
              "support": "supported",
              "answer": "The web Canvas supports manual formatting and AI edits; each slide update produces a new artifact rather than modifying the old one.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-canvas"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: charts."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-chat",
            "gemini-enterprise:gemini-enterprise:g-canvas"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:WORK-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Projects share sources, while project chats stay private and conversation links share snapshots.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "share_chats",
              "question": "Can chats be shared inside the organisation?",
              "support": "supported",
              "answer": "When enabled, share links expose the conversation as it existed when shared, including generated media.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-share"
              ]
            },
            {
              "id": "team_spaces",
              "question": "Are shared projects or workspaces available?",
              "support": "supported",
              "answer": "Project owners can invite colleagues into a shared knowledge space.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-projects"
              ]
            },
            {
              "id": "group_chat",
              "question": "Can several people chat together with the AI?",
              "support": "unsupported",
              "answer": "Project chats are private to their author; other members cannot see or join them.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-projects"
              ]
            },
            {
              "id": "share_permission_boundary",
              "question": "Does sharing respect the recipient's access to sources?",
              "support": "partial",
              "answer": "Linked project sources retain original ACLs, but a shared chat exposes its existing content to recipients, including sensitive material. No recipient fixture test was run.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-projects",
                "gemini-enterprise:gemini-enterprise:g-share"
              ]
            }
          ],
          "limitations": [
            "Knowledge ACL enforcement is distinct from the content already copied into a shared conversation."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-share",
            "gemini-enterprise:gemini-enterprise:g-projects"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:WORK-08",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:ADM-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Google Identity and SAML/OIDC federation are documented; tenant policy and domain capture need separate verification.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "sso_protocols",
              "question": "Which SSO protocols and identity providers work?",
              "support": "supported",
              "answer": "Google Identity or Workforce Identity Federation can use SAML 2.0/OIDC providers including Entra ID and Okta.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-identity"
              ]
            },
            {
              "id": "sso_plan",
              "question": "Which plan includes SSO?",
              "support": "supported",
              "answer": "The retrieved identity guide covers Standard/Plus and other Cloud-managed editions, not Business account administration.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-identity"
              ]
            },
            {
              "id": "mfa",
              "question": "Can MFA be enforced?",
              "support": "unknown",
              "answer": "Unknown. The identity setup guide did not establish this exact policy behavior and no SSO tenant test was performed.",
              "evidenceIds": []
            },
            {
              "id": "conditional_access",
              "question": "Do Entra conditional-access policies apply?",
              "support": "unknown",
              "answer": "Unknown. The identity setup guide did not establish this exact policy behavior and no SSO tenant test was performed.",
              "evidenceIds": []
            },
            {
              "id": "domain_capture",
              "question": "Can the company claim its email domain?",
              "support": "unknown",
              "answer": "Unknown. The identity setup guide did not establish this exact policy behavior and no SSO tenant test was performed.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: mfa, conditional_access, domain_capture."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-identity"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:ADM-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "SCIM/group mapping and automatic licence assignment are documented; content ownership after deprovisioning was not tested.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "scim",
              "question": "Is SCIM provisioning supported?",
              "support": "partial",
              "answer": "Entra and Okta SCIM configuration is documented for identity/group data and sharing autocomplete; complete content-lifecycle behavior was not verified.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-identity"
              ]
            },
            {
              "id": "group_sync",
              "question": "Are identity-provider groups synced?",
              "support": "supported",
              "answer": "Identity/group mappings support permission-aware stores; large Entra group counts require documented SCIM setup.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-identity"
              ]
            },
            {
              "id": "jit_provisioning",
              "question": "Are users created at first login?",
              "support": "supported",
              "answer": "A subscription can automatically assign a licence the first time an entitled user opens Enterprise or Notebook Enterprise.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-license-details"
              ]
            },
            {
              "id": "deprovisioning",
              "question": "What happens to a removed user's data and shared assets?",
              "support": "unknown",
              "answer": "Unknown. No leaver fixture established chat/agent/knowledge ownership transfer or final deletion after user removal.",
              "evidenceIds": []
            },
            {
              "id": "seat_assignment",
              "question": "Can admins assign and reclaim seats?",
              "support": "supported",
              "answer": "Admins can manually assign/unassign users and redistribute available licences across projects within a billing account.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-license-details"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: deprovisioning."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-identity",
            "gemini-enterprise:gemini-enterprise:g-license-details"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:ADM-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "IAM and app boundaries govern administrator access and feature controls; a verified per-group feature matrix remains open.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_roles",
              "question": "Which admin roles exist, and can admin rights be delegated?",
              "support": "supported",
              "answer": "Google defines Enterprise Admin/User IAM roles and fine-grained Discovery Engine permissions.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-access-control"
              ]
            },
            {
              "id": "groups",
              "question": "Can permissions be set per group?",
              "support": "partial",
              "answer": "IAM policies can target group principals; feature toggles shown in the guide are app-wide rather than a demonstrated per-group feature matrix.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-access-control",
                "gemini-enterprise:gemini-enterprise:g-features"
              ]
            },
            {
              "id": "feature_toggles",
              "question": "Which features can be switched on or off per group?",
              "support": "partial",
              "answer": "App controls include agent/gallery creation, sharing, memory, projects, Canvas, model choice, images and speech-to-text; per-group enforcement was not tested.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-features"
              ]
            },
            {
              "id": "multi_entity",
              "question": "Can subsidiaries or departments be separated within one contract?",
              "support": "unknown",
              "answer": "Unknown. Projects/apps provide boundaries, but contract-level subsidiary separation and administration were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: multi_entity."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-access-control",
            "gemini-enterprise:gemini-enterprise:g-features"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:ADM-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Adoption, agent and optional identifiable user reporting are documented, with downloadable analytics.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "adoption_dashboard",
              "question": "Is there an adoption dashboard?",
              "support": "supported",
              "answer": "The Looker-based dashboard includes adoption and usage/quality metrics, refreshed about every six hours.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-analytics"
              ]
            },
            {
              "id": "breakdowns",
              "question": "Can usage be broken down by group, model, feature and assistant?",
              "support": "partial",
              "answer": "Agent and allowlisted User Level tabs are documented; model/group breakdown completeness was not established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-analytics"
              ]
            },
            {
              "id": "export",
              "question": "Can usage data be exported?",
              "support": "supported",
              "answer": "The analytics API exports the past 30 days of metrics to a regional BigQuery table, with documented export-call quotas.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-analytics"
              ]
            },
            {
              "id": "privacy_modes",
              "question": "Can per-person reporting be limited or pseudonymised?",
              "support": "unknown",
              "answer": "Unknown. User-level reporting contains user identifiers when enabled; an administrator pseudonymization or works-council reporting mode was not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: privacy_modes."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-analytics"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:ADM-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Eligible projects have real spend caps; these are project-level controls with delayed enforcement, not proven per-group budgets.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_visibility",
              "question": "Can admins see cost or consumption per user and group?",
              "support": "partial",
              "answer": "The console shows project consumption and 30-day overage/PAYG costs, excluding licence subscriptions; per-user/group cost allocation was not established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-costs"
              ]
            },
            {
              "id": "budgets",
              "question": "Can budgets be set per user or group?",
              "support": "partial",
              "answer": "Eligible invoiced, non-trial projects can set a monthly cap across the app/platform/developer-tool service scope; per-user/group caps were not established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-budget"
              ]
            },
            {
              "id": "budget_enforcement",
              "question": "Does reaching a budget alert, block or downgrade?",
              "support": "supported",
              "answer": "At the cap, overages stop and users see a limit error; enforcement may take minutes and charges can exceed the cap.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-budget"
              ]
            },
            {
              "id": "chargeback",
              "question": "Can costs be exported per cost centre?",
              "support": "unknown",
              "answer": "Unknown. Cost-centre export and attribution for all seat/model/agent charges were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: chargeback."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-costs",
            "gemini-enterprise:gemini-enterprise:g-budget"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:ADM-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Method-level audit events and configurable prompt/response logging are documented; retention and legal hold remain open.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_events",
              "question": "Are admin and security events logged?",
              "support": "supported",
              "answer": "Cloud Audit Logs enumerates administrative and data-access methods and required permissions.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-audit"
              ]
            },
            {
              "id": "content_logging",
              "question": "Can prompts and answers be retained for compliance, and is it configurable?",
              "support": "supported",
              "answer": "Usage logs include sensitive prompts/responses only when content logging is enabled; otherwise sensitive text is elided.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-usage-logs"
              ]
            },
            {
              "id": "siem_export",
              "question": "Can logs stream to a SIEM or be exported?",
              "support": "partial",
              "answer": "Cloud Logging supports log sinks, separate projects, views and field-level access control; a target SIEM integration was not tested.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-usage-logs"
              ]
            },
            {
              "id": "ediscovery",
              "question": "Are eDiscovery and legal hold supported?",
              "support": "unknown",
              "answer": "Unknown. No scoped legal-hold or eDiscovery export guarantee was established for this app.",
              "evidenceIds": []
            },
            {
              "id": "log_retention",
              "question": "How long are logs kept?",
              "support": "unknown",
              "answer": "Unknown. Usage-log documentation sends data to Cloud Logging but the applicable bucket retention/integrity configuration was not retrieved; no universal retention is asserted.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: ediscovery, log_retention."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-audit",
            "gemini-enterprise:gemini-enterprise:g-usage-logs"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:ADM-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Model Armor inspection and blocking and source-ingestion policies are documented. Effective PII redaction remains unknown because the setup summary conflicts with its linked integration guide.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "pii_detection",
              "question": "Is personal data detected in prompts and files?",
              "support": "partial",
              "answer": "Sensitive Data Protection detectors inspect supported sources/uploads and Model Armor screens prompts/responses; no AHV/IBAN fixture was tested.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-armor",
                "gemini-enterprise:gemini-enterprise:g-dlp"
              ]
            },
            {
              "id": "pii_action",
              "question": "Is it redacted, masked, blocked or only warned?",
              "support": "partial",
              "answer": "Inspection-only and blocking modes are documented, and source policies can prevent ingestion or upload. Effective masking/redaction is unknown: the setup summary mentions redaction, while the specific integration guide excludes altering or masking PII.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-armor",
                "gemini-enterprise:gemini-enterprise:g-dlp",
                "gemini-enterprise:gemini-enterprise:g-admin-setup-correction"
              ]
            },
            {
              "id": "custom_patterns",
              "question": "Can admins add custom patterns or terms?",
              "support": "unknown",
              "answer": "Unknown. The app links to policy/template configuration, but a complete verified custom detector/pattern configuration was not obtained.",
              "evidenceIds": []
            },
            {
              "id": "dlp_integration",
              "question": "Does it integrate with an existing DLP product?",
              "support": "supported",
              "answer": "Google Sensitive Data Protection integrates with supported connectors, labels and uploads; it is excluded from Business and does not scan audio/video.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-dlp"
              ]
            },
            {
              "id": "filter_location",
              "question": "Where does filtering run?",
              "support": "supported",
              "answer": "Source policies run in Google Sensitive Data Protection and must use the app region; source policy support is global/us/eu. No local-device filter is established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-dlp"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: custom_patterns.",
            "The redaction discrepancy is retained as an explicit gap, not a positive or negative redaction capability. No masking fixture was run; do not infer transformation from a blocked response."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-armor",
            "gemini-enterprise:gemini-enterprise:g-dlp",
            "gemini-enterprise:gemini-enterprise:g-admin-setup-correction"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:ADM-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Admins can add assistant instructions, banned phrases and configurable inspection/blocking policies.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "org_instructions",
              "question": "Can admins set organisation-wide instructions?",
              "support": "supported",
              "answer": "Admins can set additional LLM system instructions for the app assistant; instructions alone are not proof of enforcement.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-configure"
              ]
            },
            {
              "id": "usage_notice",
              "question": "Can users be required to accept a usage policy?",
              "support": "unknown",
              "answer": "Unknown. An enforced organization-specific usage-policy acknowledgement flow was not established.",
              "evidenceIds": []
            },
            {
              "id": "content_filters",
              "question": "Are content filters configurable?",
              "support": "supported",
              "answer": "Banned phrases reject matching input, and Model Armor templates separately configure inspect-only versus inspect-and-block behavior.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-configure",
                "gemini-enterprise:gemini-enterprise:g-armor"
              ]
            },
            {
              "id": "violation_reporting",
              "question": "Are policy hits visible to admins?",
              "support": "partial",
              "answer": "Model Armor screening data can be logged/routed with access restrictions; a complete central policy-hit reporting interface was not established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-armor"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: usage_notice."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-configure",
            "gemini-enterprise:gemini-enterprise:g-armor"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:DATA-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "US/EU storage and model-processing commitments are feature-specific; this is not a blanket EU/Swiss data boundary.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "storage_region",
              "question": "Where are chats, files and indexes stored?",
              "support": "supported",
              "answer": "Standard/Plus data stores offer global/us/eu and allowlisted Canada, India, Japan, Singapore and UK locations.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-locations"
              ]
            },
            {
              "id": "inference_region",
              "question": "Where do model calls run, per provider?",
              "support": "supported",
              "answer": "Base and named Gemini/Claude models support US/EU processing; 3.1 Pro EU, global-only image models and Google Search grounding have explicit exceptions.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-locations"
              ]
            },
            {
              "id": "backups_logs_region",
              "question": "Where are backups, logs and telemetry?",
              "support": "unknown",
              "answer": "Unknown. The residency page does not establish every backup, usage-log and telemetry location together.",
              "evidenceIds": []
            },
            {
              "id": "support_access_region",
              "question": "From where can vendor staff access data?",
              "support": "unknown",
              "answer": "Unknown. A source-region selection is not a staff-access restriction; the subprocessor list includes international support and no universal EU-only staff-access promise was established.",
              "evidenceIds": []
            },
            {
              "id": "swiss_hosting",
              "question": "Is Swiss hosting available?",
              "support": "unknown",
              "answer": "Unknown. Switzerland is not a named selectable location in the retrieved service location table; a separate Swiss-only offer was not verified.",
              "evidenceIds": []
            },
            {
              "id": "residency_plan",
              "question": "Which plan or option provides residency?",
              "support": "supported",
              "answer": "These location commitments apply to the named Cloud-managed editions; Business has separate documentation and is not inferred to inherit them.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-locations"
              ]
            }
          ],
          "limitations": [
            "Google Search grounding is global; optional features can route out of the selected location.",
            "Remaining atomic gaps: backups_logs_region, support_access_region, swiss_hosting."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-locations"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:DATA-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The documented offer is Google-managed Cloud SaaS; private source connectivity does not establish private deployment of the whole assistant.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "multi_tenant_saas",
              "question": "Is a shared SaaS offered?",
              "support": "supported",
              "answer": "The documented managed service uses a Google Cloud project, selected service location and subscription.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-security",
                "gemini-enterprise:gemini-enterprise:g-license-details"
              ]
            },
            {
              "id": "dedicated_instance",
              "question": "Is a dedicated single-tenant instance offered, from what size?",
              "support": "unknown",
              "answer": "Unknown. The residency, security and self-hosted-source guides did not establish this deployment mode, whole-platform operability, size threshold or mode-specific parity; source Private Service Connect is a connector route only.",
              "evidenceIds": []
            },
            {
              "id": "customer_cloud",
              "question": "Can it run in the customer's own cloud account, from what size?",
              "support": "unknown",
              "answer": "Unknown. The residency, security and self-hosted-source guides did not establish this deployment mode, whole-platform operability, size threshold or mode-specific parity; source Private Service Connect is a connector route only.",
              "evidenceIds": []
            },
            {
              "id": "on_premise",
              "question": "Can the whole platform run on customer infrastructure, from what size?",
              "support": "unknown",
              "answer": "Unknown. The residency, security and self-hosted-source guides did not establish this deployment mode, whole-platform operability, size threshold or mode-specific parity; source Private Service Connect is a connector route only.",
              "evidenceIds": []
            },
            {
              "id": "air_gapped",
              "question": "Can it run without internet access?",
              "support": "unknown",
              "answer": "Unknown. The residency, security and self-hosted-source guides did not establish this deployment mode, whole-platform operability, size threshold or mode-specific parity; source Private Service Connect is a connector route only.",
              "evidenceIds": []
            },
            {
              "id": "mode_feature_gaps",
              "question": "Which features are missing outside SaaS?",
              "support": "unknown",
              "answer": "Unknown. The residency, security and self-hosted-source guides did not establish this deployment mode, whole-platform operability, size threshold or mode-specific parity; source Private Service Connect is a connector route only.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: dedicated_instance, customer_cloud, on_premise, air_gapped, mode_feature_gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-security",
            "gemini-enterprise:gemini-enterprise:g-license-details"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:DATA-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Google contract terms restrict training without customer permission; partner retention and human-review conditions need separate confirmation.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "vendor_training",
              "question": "Does the vendor train on customer content?",
              "support": "supported",
              "answer": "The AI/ML service terms prohibit using Customer Data for model training/fine-tuning without prior customer permission or instruction.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-terms"
              ]
            },
            {
              "id": "provider_training",
              "question": "Do model providers train on it under this product's contracts?",
              "support": "unknown",
              "answer": "Unknown. Separate terms apply to partner offerings, but the accepted Enterprise-app Claude contract was not obtained; Google terms are not silently applied to every partner.",
              "evidenceIds": []
            },
            {
              "id": "provider_retention",
              "question": "How long do model providers keep prompts, including for abuse monitoring?",
              "support": "unknown",
              "answer": "Unknown. The core assistant/partner abuse-monitoring retention matrix was not established. Google Search grounding has separately documented logging exceptions.",
              "evidenceIds": []
            },
            {
              "id": "zero_retention",
              "question": "Is zero data retention available, and on which plan?",
              "support": "unknown",
              "answer": "Unknown. No end-to-end ZDR guarantee covering persistent chat, grounding, agents and every model provider was established.",
              "evidenceIds": []
            },
            {
              "id": "human_review",
              "question": "Can provider staff review content?",
              "support": "unknown",
              "answer": "Unknown. A complete plan/provider-specific human-review policy for the app was not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: provider_training, provider_retention, zero_retention, human_review."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-terms"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:DATA-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Chat retention is configurable and legal deletion windows are documented, with different scopes.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "default_retention",
              "question": "What is retained and for how long by default?",
              "support": "partial",
              "answer": "Chat history defaults to 60 days from creation, including chats revisited later; file/index/log defaults were not fully established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-configure"
              ]
            },
            {
              "id": "admin_retention",
              "question": "Can admins set retention periods?",
              "support": "supported",
              "answer": "Admins can select 1, 30, 60, 90, 120 or 180 days for assistant chat history.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-configure"
              ]
            },
            {
              "id": "user_deletion",
              "question": "Can users delete their chats and files permanently?",
              "support": "partial",
              "answer": "Chat management supports deleting conversations; irreversible purge of every file/index/log copy was not tested.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-organize",
                "gemini-enterprise:gemini-enterprise:g-security"
              ]
            },
            {
              "id": "contract_end_deletion",
              "question": "What is deleted at contract end, and when?",
              "support": "supported",
              "answer": "The CDPA instructs deletion after term end, subject to a recovery period up to 30 days, completion within 180 days and applicable-law/continuing-term exceptions.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-dpa"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-configure",
            "gemini-enterprise:gemini-enterprise:g-organize",
            "gemini-enterprise:gemini-enterprise:g-security",
            "gemini-enterprise:gemini-enterprise:g-dpa"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:DATA-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Google publishes a global subprocessor list and contractual transfer rules; selected residency does not settle legal or support-access exposure.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "subprocessor_list",
              "question": "Is a dated sub-processor list published?",
              "support": "partial",
              "answer": "A public Cloud subprocessor list identifies service activities and processing locations; a single page-effective date was not established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-subprocessors"
              ]
            },
            {
              "id": "subprocessor_countries",
              "question": "Which countries do sub-processors operate in?",
              "support": "supported",
              "answer": "Support examples span the US, Canada, India, Ireland, Romania and other countries; the full list is service-specific rather than a chosen-region-only list.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-subprocessors"
              ]
            },
            {
              "id": "change_notification",
              "question": "Are customers notified of sub-processor changes?",
              "support": "unknown",
              "answer": "Unknown. Subprocessor objection/notice provisions exist in CDPA section 11, but the exact notice period applicable to this procurement was not verified.",
              "evidenceIds": []
            },
            {
              "id": "parent_jurisdiction",
              "question": "Which jurisdiction governs the vendor and its parent?",
              "support": "unknown",
              "answer": "Unknown. The exact EMEA contracting-entity/parent chain was not independently retrieved; no entity is inferred from the selected data region.",
              "evidenceIds": []
            },
            {
              "id": "transfer_mechanism",
              "question": "Which transfer mechanism applies to non-EU/CH processing?",
              "support": "supported",
              "answer": "The CDPA provides adequacy/alternative-transfer mechanisms and SCC routes for restricted transfers, including Swiss-law adaptations.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-dpa"
              ]
            },
            {
              "id": "government_access_policy",
              "question": "Is there a published government-access or transparency policy?",
              "support": "unknown",
              "answer": "Unknown. The tested government-requests URL returned a short non-substantive response; a retrievable scoped policy and transparency report remain a gap.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: change_notification, parent_jurisdiction, government_access_policy."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-subprocessors",
            "gemini-enterprise:gemini-enterprise:g-dpa"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:DATA-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The public CDPA covers GDPR and Swiss FADP; sector and governing-law details remain procurement-specific.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "dpa",
              "question": "Is a DPA available, and is it negotiable?",
              "support": "partial",
              "answer": "Google publishes the Cloud Data Processing Addendum; negotiability for a particular order was not established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-dpa"
              ]
            },
            {
              "id": "revdsg_gdpr",
              "question": "Does the DPA cover revDSG and GDPR?",
              "support": "supported",
              "answer": "The CDPA defines European Data Protection Law to include applicable GDPR and Swiss FADP and includes Swiss transfer adaptations.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-dpa"
              ]
            },
            {
              "id": "governing_law",
              "question": "Which law and court govern the contract?",
              "support": "unknown",
              "answer": "Unknown. The base terms point to region-specific terms/contracting entities; the governing agreement for a Swiss/EU order was not established.",
              "evidenceIds": []
            },
            {
              "id": "ai_act_materials",
              "question": "Is EU AI Act documentation provided?",
              "support": "unknown",
              "answer": "Unknown. No scoped EU AI Act provider/deployer documentation pack was obtained for this app.",
              "evidenceIds": []
            },
            {
              "id": "sector_materials",
              "question": "Are FINMA or other sector materials provided?",
              "support": "unknown",
              "answer": "Unknown. General Cloud compliance materials do not establish FINMA/banking-secrecy coverage for a particular Enterprise deployment.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: governing_law, ai_act_materials, sector_materials."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-dpa"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:DATA-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The vendor lists multiple compliance programs; certificates and report periods were not independently verified.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "iso_27001",
              "question": "ISO 27001 with scope and validity?",
              "support": "partial",
              "answer": "Google lists ISO 27001 and directs readers to product-specific scope pages; issuer, current certificate scope and validity were not verified.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-compliance"
              ]
            },
            {
              "id": "soc2",
              "question": "SOC 2 type, period and covered service?",
              "support": "partial",
              "answer": "SOC 2 is listed, but report type, audit period and service-specific scope were not obtained.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-compliance"
              ]
            },
            {
              "id": "c5",
              "question": "BSI C5 attestation?",
              "support": "partial",
              "answer": "BSI C5:2020 is listed; the scoped attestation and period were not inspected.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-compliance"
              ]
            },
            {
              "id": "other_certifications",
              "question": "Which other certificates (27701, 42001, TISAX)?",
              "support": "partial",
              "answer": "Listed programs include ISO 27017/27018/27701, SOC 1/3, HIPAA, FedRAMP and PCI DSS; individual scope and exceptions require verification.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-compliance"
              ]
            },
            {
              "id": "report_access",
              "question": "How can customers obtain reports?",
              "support": "supported",
              "answer": "Use Google Cloud Compliance Reports Manager for ISO certificates and SOC reports. Some resources require a Cloud or Workspace account; confidential resources remain governed by the customer agreement. No restricted report was accessed.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:r4-compliance-reports",
                "gemini-enterprise:gemini-enterprise:r4-compliance-scope"
              ]
            },
            {
              "id": "pentest",
              "question": "Are independent penetration test summaries available?",
              "support": "unknown",
              "answer": "Unknown. No independent Enterprise-app penetration-test summary was retrieved.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "The public report-access route is documented; report scope, issuer, reporting period and a product-specific penetration-test summary remain unverified."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-25",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-compliance",
            "gemini-enterprise:gemini-enterprise:r4-compliance-reports",
            "gemini-enterprise:gemini-enterprise:r4-compliance-scope"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:DATA-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Regional CMEK and Cloud security controls are documented; tenant separation and all-tool coverage still need review.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "encryption_at_rest",
              "question": "Is data encrypted at rest?",
              "support": "supported",
              "answer": "Data-store encryption defaults to Google-managed keys, with CMEK options in supported regions.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-connect-overview",
                "gemini-enterprise:gemini-enterprise:g-encryption"
              ]
            },
            {
              "id": "customer_managed_keys",
              "question": "Can the customer manage or hold the keys?",
              "support": "supported",
              "answer": "CMEK supports US/EU; EKM/HSM availability and limitations are documented, with some allowlisting and feature exceptions.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-encryption",
                "gemini-enterprise:gemini-enterprise:g-compliance"
              ]
            },
            {
              "id": "private_networking",
              "question": "Is private connectivity or IP restriction available?",
              "support": "supported",
              "answer": "VPC Service Controls protects the managed app, while Private Service Connect reaches self-hosted sources; third-party endpoint traffic has separate controls.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-security",
                "gemini-enterprise:gemini-enterprise:g-selfhosted-data"
              ]
            },
            {
              "id": "tenant_isolation",
              "question": "How are customers separated in shared SaaS?",
              "support": "unknown",
              "answer": "Unknown. Cloud project/IAM boundaries are documented, but a product-specific shared-runtime isolation design or dedicated-tenant assurance was not obtained.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: tenant_isolation."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-connect-overview",
            "gemini-enterprise:gemini-enterprise:g-encryption",
            "gemini-enterprise:gemini-enterprise:g-compliance",
            "gemini-enterprise:gemini-enterprise:g-security",
            "gemini-enterprise:gemini-enterprise:g-selfhosted-data"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:DATA-09",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Profession-specific secrecy undertaking and add-on remain unknown; general confidentiality and scoped content-access controls do not establish §203 StGB or Art.321 StGB coverage.",
          "availability": "unknown",
          "delivery": "unknown",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard/Plus under applicable Google Cloud contract; Workspace Gemini excluded",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "No profession-specific DE/CH contractual scope verified; deployment/provider regions follow the other scoped claims.",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "secrecy_undertaking",
              "question": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff?",
              "support": "unknown",
              "answer": "Unknown. Reviewed Gemini Enterprise security/contract documentation and Google Cloud CDPA, and searched Google first-party material for professional secrecy, Berufsgeheimnis and §203. No Gemini Enterprise-specific §203 StGB or Art.321 StGB template or dedicated add-on was retrieved. A DPA or no-training clause alone does not answer whether a profession-specific undertaking is signed.",
              "evidenceIds": []
            },
            {
              "id": "subprocessor_coverage",
              "question": "Does the undertaking extend to its sub-processors, and is that documented?",
              "support": "unknown",
              "answer": "Unknown. No retrieved §203/Art.321 undertaking establishes flow-down to all relevant subcontractors/model providers. General DPA confidentiality is not equivalent.",
              "evidenceIds": []
            },
            {
              "id": "secrecy_offering",
              "question": "Is it a dedicated offering or add-on, and on which plan?",
              "support": "unknown",
              "answer": "Unknown. No documented profession-specific plan, dedicated instance option or paid secrecy add-on and its entitlements/pricing were established.",
              "evidenceIds": []
            },
            {
              "id": "content_access",
              "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?",
              "support": "partial",
              "answer": "Google CDPA section7.1.2 binds authorised processors to confidentiality; Appendix2 describes role-based access, personnel confidentiality and authorisation. These are general data-security commitments. Exact staff/subprocessor/model-provider plaintext-access conditions and a profession-specific undertaking for this procurement remain unverified.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-dpa"
              ]
            },
            {
              "id": "secrecy_documentation",
              "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?",
              "support": "unknown",
              "answer": "Unknown. Reviewed Gemini Enterprise security/contract documentation and Google Cloud CDPA, and searched Google first-party material for professional secrecy, Berufsgeheimnis and §203. No Gemini Enterprise-specific §203 StGB or Art.321 StGB template or dedicated add-on was retrieved. General data-flow/security pages are available but do not document such a secrecy offering.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Contract facts only; no legal suitability assessment. No profession-specific commitment or paid option inferred from generic confidentiality, hosting, encryption or no-training terms.",
            "Public, unauthenticated source pass only; no sales contact, NDA request or authenticated access-control test."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-dpa"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:VEN-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business advertises a starting seat price; Standard/Plus licence quotes and separately metered model/tool costs remain distinct.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web",
              "business-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [
              "optional third-party models and overages; billed separately"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              },
              {
                "id": "business-web",
                "name": "Gemini Enterprise Business edition web app",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "pricing_unit",
              "question": "What is the pricing unit?",
              "support": "supported",
              "answer": "Standard/Plus use seat subscriptions plus optional paid overages; Pay-as-you-go meters usage, while Business markets a per-seat starting price.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-quotas",
                "gemini-enterprise:gemini-enterprise:g-business"
              ]
            },
            {
              "id": "list_prices",
              "question": "What are list prices per plan, with date and currency?",
              "support": "partial",
              "answer": "Business advertises USD 21/seat/month starting price on 2026-10-21. Publicly retrievable Standard/Plus base licence amounts and commitment-adjusted rates were not established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-business"
              ]
            },
            {
              "id": "included_usage",
              "question": "What usage is included?",
              "support": "supported",
              "answer": "Standard/Plus pool 30/75 GiB storage, 160/200 daily assistant queries and 3/10 daily research requests per seat, subject to legacy exceptions.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-quotas"
              ]
            },
            {
              "id": "add_ons",
              "question": "Which features cost extra?",
              "support": "supported",
              "answer": "Claude app tokens, overage usage and external/custom-agent costs are separate from included Gemini use; detailed regional rates are in the quota table.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-quotas"
              ]
            },
            {
              "id": "overage",
              "question": "What do usage beyond limits and premium models cost?",
              "support": "supported",
              "answer": "PAYG storage is USD 5/GiB/month; Claude and other feature rates vary by model and region. Entitlement requires eligible invoiced billing.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-quotas"
              ]
            }
          ],
          "limitations": [
            "The partial atomic answers state their documentation or verification limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-quotas",
            "gemini-enterprise:gemini-enterprise:g-business"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:VEN-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "No defensible Standard/Plus 12-month CHF/EUR total was established for 200, 1,000 or 5,000 seats.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Standard/Plus, 12 months, ALM-14 shared cost assumptions v1.4, 2026-10-21",
            "addOns": [
              "Default hosted models only; partner models, custom agents, support and implementation prices remain unknown"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_200",
              "question": "Year-one cost at 200 users?",
              "support": "unknown",
              "answer": "Unknown. Standard/Plus base licence/commitment prices and required custom-agent/support charges were not established, so CHF/EUR totals excluding VAT remain unknown. ALM-14 shared cost assumptions v1.4, 2026-10-21: 12 months, 60% light at 100, 30% regular at 400 and 10% power at 1,500 messages/user/month, each 3,000 input + 600 output tokens when separately billed; 330 messages/user/month on average. No invented discounts or proxy usage tariff. ECB reference 2026-10-20: EUR 1 = USD 1.1215 = CHF 0.9237; no currency conversion is applied to an unknown base amount.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:fx-ecb-2026-10-20"
              ]
            },
            {
              "id": "cost_1000",
              "question": "Year-one cost at 1,000 users?",
              "support": "unknown",
              "answer": "Unknown. Standard/Plus base licence/commitment prices and required custom-agent/support charges were not established, so CHF/EUR totals excluding VAT remain unknown. ALM-14 shared cost assumptions v1.4, 2026-10-21: 12 months, 60% light at 100, 30% regular at 400 and 10% power at 1,500 messages/user/month, each 3,000 input + 600 output tokens when separately billed; 330 messages/user/month on average. No invented discounts or proxy usage tariff. ECB reference 2026-10-20: EUR 1 = USD 1.1215 = CHF 0.9237; no currency conversion is applied to an unknown base amount.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:fx-ecb-2026-10-20"
              ]
            },
            {
              "id": "cost_5000",
              "question": "Year-one cost at 5,000 users?",
              "support": "unknown",
              "answer": "Unknown. Standard/Plus base licence/commitment prices and required custom-agent/support charges were not established, so CHF/EUR totals excluding VAT remain unknown. ALM-14 shared cost assumptions v1.4, 2026-10-21: 12 months, 60% light at 100, 30% regular at 400 and 10% power at 1,500 messages/user/month, each 3,000 input + 600 output tokens when separately billed; 330 messages/user/month on average. No invented discounts or proxy usage tariff. ECB reference 2026-10-20: EUR 1 = USD 1.1215 = CHF 0.9237; no currency conversion is applied to an unknown base amount.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:fx-ecb-2026-10-20"
              ]
            },
            {
              "id": "variable_share",
              "question": "Which part depends on usage?",
              "support": "supported",
              "answer": "Costs vary with storage/indexing, partner-model tokens, paid overages and externally hosted agents beyond included pools.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-quotas"
              ]
            },
            {
              "id": "unknown_parts",
              "question": "Which costs could not be priced?",
              "support": "supported",
              "answer": "Unpriced parts are the Standard/Plus base seat and commitment rates, partner-model mix, external/custom-agent charges, support and implementation. Public Business starting prices do not price these editions; unknown tariffs remain unknown under shared cost assumptions v1.4.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:r4-pricing-gap",
                "gemini-enterprise:gemini-enterprise:g-quotas",
                "gemini-enterprise:gemini-enterprise:g-editions"
              ]
            }
          ],
          "limitations": [
            "Standard/Plus scenario totals for 200, 1,000 and 5,000 users remain unpriced.",
            "Named unknown cost components are documented in the atomic answer; Business starting rates do not price Standard/Plus."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-25",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-quotas",
            "gemini-enterprise:gemini-enterprise:fx-ecb-2026-10-20",
            "gemini-enterprise:gemini-enterprise:r4-pricing-gap",
            "gemini-enterprise:gemini-enterprise:g-editions"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:VEN-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Thirty-day Business and Plus evaluation routes are publicly advertised; a trial tenant was not provisioned.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "free_tier",
              "question": "Is there a free tier for business use?",
              "support": "unknown",
              "answer": "Unknown. A permanent business-use free tier was not established; a time-limited trial is not recorded as one.",
              "evidenceIds": []
            },
            {
              "id": "self_serve_trial",
              "question": "Is a self-serve business trial available?",
              "support": "partial",
              "answer": "Business advertises 30 days; the main product FAQ offers a 30-day Plus trial without sales assistance. Card requirement was not verified.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-business",
                "gemini-enterprise:gemini-enterprise:g-pricing"
              ]
            },
            {
              "id": "trial_scope",
              "question": "Do trials include SSO, connectors and admin features?",
              "support": "unknown",
              "answer": "Unknown. The exact trial seat cap, SSO, connector/admin feature entitlements and scenario access were not verified in a tenant.",
              "evidenceIds": []
            },
            {
              "id": "sales_gate",
              "question": "Does meaningful evaluation require sales contact?",
              "support": "supported",
              "answer": "Initial trial access is advertised without sales; larger seat counts and allowlisted regions may require the account team.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-pricing",
                "gemini-enterprise:gemini-enterprise:g-license-details"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: free_tier, trial_scope."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-business",
            "gemini-enterprise:gemini-enterprise:g-pricing",
            "gemini-enterprise:gemini-enterprise:g-license-details"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:VEN-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Published self-service procurement and cancellation mechanics do not provide a complete Enterprise price contract.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "minimum_commitment",
              "question": "What seat or spend minimum applies?",
              "support": "supported",
              "answer": "Editions table states 1+ seats for Standard/Plus. Console quantities are capped at 25 for online/resold accounts and 1,000 for invoiced accounts; larger orders require account-team adjustment.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-editions",
                "gemini-enterprise:gemini-enterprise:g-license-details"
              ]
            },
            {
              "id": "contract_length",
              "question": "What contract lengths are offered?",
              "support": "partial",
              "answer": "The console requests a subscription period; exact available periods and rates were not established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-license-details"
              ]
            },
            {
              "id": "cancellation",
              "question": "How can the contract be cancelled or reduced?",
              "support": "supported",
              "answer": "Turn off automatic renewal; the subscription remains active and may be charged until its term ends.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-license-details"
              ]
            },
            {
              "id": "local_invoicing",
              "question": "Can it be invoiced in CHF or EUR from a European entity?",
              "support": "unknown",
              "answer": "Unknown. A Gemini-specific CHF/EUR invoice and European contracting entity were not established from the inspected pages.",
              "evidenceIds": []
            },
            {
              "id": "transparency_class",
              "question": "Is pricing transparent, partial, quote-only or unknown?",
              "support": "supported",
              "answer": "Partially specified: Business starting price, usage rates and procurement mechanics are public; Standard/Plus licence terms and large-order totals were not established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-business",
                "gemini-enterprise:gemini-enterprise:g-quotas",
                "gemini-enterprise:gemini-enterprise:g-license-details"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: local_invoicing."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-editions",
            "gemini-enterprise:gemini-enterprise:g-license-details",
            "gemini-enterprise:gemini-enterprise:g-business",
            "gemini-enterprise:gemini-enterprise:g-quotas"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:VEN-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The assistant is supplied as a commercial hosted Cloud service; open model/documentation licences do not grant a self-hosted platform licence.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "licence_type",
              "question": "Which licence applies to each component?",
              "support": "supported",
              "answer": "The scoped platform is governed by commercial Google Cloud service terms; documentation and sample-code licences are separate.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-terms-main"
              ]
            },
            {
              "id": "branding_restrictions",
              "question": "Do licence terms restrict branding or user counts?",
              "support": "partial",
              "answer": "The base terms reserve ungranted intellectual-property rights; specific product rebranding or user-count licence rights were not established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-terms-main"
              ]
            },
            {
              "id": "enterprise_features_closed",
              "question": "Are enterprise features in a separate closed edition?",
              "support": "unknown",
              "answer": "Unknown. A component-by-component source and enterprise-extension licence inventory was not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: enterprise_features_closed."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-terms-main"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:VEN-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "User exports cover responses and Canvas artifacts; a complete admin exit package was not tested.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_export",
              "question": "Can admins export all chats?",
              "support": "unknown",
              "answer": "Unknown. User output export is documented, but no complete all-user admin chat export was retrieved or tested.",
              "evidenceIds": []
            },
            {
              "id": "assistant_export",
              "question": "Can assistants and prompts be exported in a reusable format?",
              "support": "unknown",
              "answer": "Unknown. No portable complete agent definition/tool/secret export was verified; a skill export is not assumed to cover agents.",
              "evidenceIds": []
            },
            {
              "id": "knowledge_export",
              "question": "Can knowledge bases and their sources be exported?",
              "support": "unknown",
              "answer": "Unknown. No complete indexed knowledge/ACL/source export was verified.",
              "evidenceIds": []
            },
            {
              "id": "export_format",
              "question": "Are formats documented and machine-readable?",
              "support": "partial",
              "answer": "Response export supports Docs/Sheets; Canvas documents export DOCX/PDF and slides PPTX/PDF. Complete chat/agent/knowledge export formats were not established.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-chat",
                "gemini-enterprise:gemini-enterprise:g-canvas"
              ]
            },
            {
              "id": "post_termination_window",
              "question": "How long can data be retrieved after termination?",
              "support": "unknown",
              "answer": "Unknown. The CDPA describes return during the term and an up-to-30-day recovery period, but this does not establish a guaranteed customer retrieval window after termination.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: chat_export, assistant_export, knowledge_export, post_termination_window."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-chat",
            "gemini-enterprise:gemini-enterprise:g-canvas"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:VEN-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Google publishes support tiers and status history; a scoped Enterprise uptime-credit SLA was not retrieved.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "support_channels",
              "question": "Which support channels are available on each plan?",
              "support": "partial",
              "answer": "Cloud Customer Care lists Basic, Standard, Enhanced and Premium support; service-specific response entitlements depend on the purchased tier.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-support"
              ]
            },
            {
              "id": "support_languages",
              "question": "Is support available in German, French or Italian?",
              "support": "unknown",
              "answer": "Unknown. German/French/Italian support coverage and hours for the purchased Gemini tier were not established.",
              "evidenceIds": []
            },
            {
              "id": "regional_presence",
              "question": "Is there a DACH or Swiss entity, team or partner?",
              "support": "unknown",
              "answer": "Unknown. A named DACH/Swiss implementation partner or service team was not independently verified.",
              "evidenceIds": []
            },
            {
              "id": "uptime_sla",
              "question": "Is there an uptime SLA with credits?",
              "support": "unknown",
              "answer": "Unknown. The tested Gemini Enterprise SLA path returned a non-substantive response; no percentage or credit terms are asserted.",
              "evidenceIds": []
            },
            {
              "id": "status_page",
              "question": "Is there a public status page with history?",
              "support": "supported",
              "answer": "Google Cloud Service Health publishes service status and incident history.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-status"
              ]
            }
          ],
          "limitations": [
            "Remaining atomic gaps: support_languages, regional_presence, uptime_sla."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-support",
            "gemini-enterprise:gemini-enterprise:g-status"
          ]
        }
      ]
    },
    {
      "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": "gemini-enterprise",
          "claimId": "gemini-enterprise:VEN-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public setup and role-based use-case materials exist; included onboarding and training services remain unpriced.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "enterprise-web"
            ],
            "version": null,
            "plan": "Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "global, us or eu as selected; region and feature exceptions below",
            "os": [],
            "surfaces": [
              {
                "id": "enterprise-web",
                "name": "Gemini Enterprise web app, distinct from Gemini in Google Workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "onboarding_service",
              "question": "Is guided onboarding included?",
              "support": "unknown",
              "answer": "Unknown. Public administrator setup documentation is available; included vendor-led onboarding was not established.",
              "evidenceIds": []
            },
            {
              "id": "user_training",
              "question": "Is end-user training offered, in which languages?",
              "support": "unknown",
              "answer": "Unknown. No scoped live/e-learning language catalogue with inclusion terms was obtained.",
              "evidenceIds": []
            },
            {
              "id": "use_case_library",
              "question": "Are role-based use cases and templates provided?",
              "support": "supported",
              "answer": "The app guide links role-specific examples for finance, HR, legal, marketing, sales and support, plus starter agents and skills.",
              "evidenceIds": [
                "gemini-enterprise:gemini-enterprise:g-start"
              ]
            },
            {
              "id": "adoption_programme",
              "question": "Is there a champion or adoption programme?",
              "support": "unknown",
              "answer": "Unknown. No documented customer champion/change-management programme entitlement was established.",
              "evidenceIds": []
            },
            {
              "id": "service_cost",
              "question": "Which services cost extra?",
              "support": "unknown",
              "answer": "Unknown. Professional-service, partner-onboarding and training prices were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remaining atomic gaps: onboarding_service, user_training, adoption_programme, service_cost."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "gemini-enterprise:gemini-enterprise:g-start"
          ]
        }
      ]
    }
  ],
  "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": "gemini-enterprise:gemini-enterprise:g-locations",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/locations",
      "title": "Data residency for Gemini Enterprise Standard and Plus",
      "locator": "Multi-regions; In-country regions; Limitations table",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "US/EU at-rest and processing commitments have model and tool exceptions; standard Google Search grounding is global."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-features",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/manage-web-app-features",
      "title": "Manage web app features",
      "locator": "Model availability; Enable Gemini models; Enable third-party models; feature controls",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "Administrators manage app-level model and feature toggles, including paid Claude models and image-generation model selection."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-chat",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/assistant-chat",
      "title": "Chat with the assistant",
      "locator": "File formats and size limitations; Ask questions and view sources; Best practices; Limitations",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "The chat guide documents direct file analysis, Auto routing, source attribution, spreadsheet code execution and specific connector search limitations."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-releases",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/release-notes",
      "title": "Gemini Enterprise release notes",
      "locator": "2026-10-15 Claude launch; 2026-10-20 regional Gemini 2.5 Pro removal; 2026-08-06 postponement",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "Dated notes record new models, region-specific removals and corrections to prior deprecation announcements."
    },
    {
      "id": "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": "gemini-enterprise:gemini-enterprise:g-quotas",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/quotas-and-overages",
      "title": "Quotas and overages",
      "locator": "Feature and edition-based quotas; Standard and Plus table; Claude pricing",
      "sourceDate": "2026-10-15",
      "retrievedAt": "2026-10-21",
      "finding": "Seat-based quotas are pooled per edition/project/location, while partner-model tokens and overages are billed separately."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-budget",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/manage-costs-overview",
      "title": "Overview of overages and spend controls",
      "locator": "Cap costs with a project spend limit; End-user experience",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Invoiced non-trial projects can cap eligible project spending; enforcement can lag by minutes and blocks the exhausted feature."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:r4-single-user-quotas",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/release-notes",
      "title": "Gemini Enterprise release notes",
      "locator": "October 22, 2026: Single-user quota limits",
      "sourceDate": "2026-10-22",
      "retrievedAt": "2026-10-26",
      "finding": "Optional single-user quota multipliers are generally available for Standard, Plus and Standard Emerging Market editions; they operate within the shared edition/location pool."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:r4-single-user-enforcement",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/quotas-and-overages",
      "title": "Gemini Enterprise quotas and overages",
      "locator": "Single-user quota limits",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Single-user limits restrict the exhausted feature for that user while leaving other users and features available. Overages alter the exhaustion behavior; AI developer tools are excluded from the user quota multiplier."
    },
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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,
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      "finding": "Documents text/Office/tabular/image/audio formats and configurable processing; My files limit differs from its dedicated guide."
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      "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,
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      "finding": "Image input currently limited to Cohere vision models; smart parser and infrastructure are separately required."
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    {
      "id": "gemini-enterprise:gemini-enterprise:g-connect-overview",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/connectors/introduction-to-connectors-and-data-stores",
      "title": "Introduction to connectors and data stores",
      "locator": "Data store regions; Sync types; Sync schedules",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Ingestion copies entities and permissions; full and incremental syncs differ in their handling of identities and deletion."
    },
    {
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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."
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    {
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      "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."
    },
    {
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      "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,
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      "finding": "Admins manage library access without seeing contents; groups and company access supported, email libraries private."
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    {
      "id": "gemini-enterprise:gemini-enterprise:g-editions",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/editions",
      "title": "Compare editions of Gemini Enterprise",
      "locator": "Compare features, Seats and Storage rows",
      "sourceDate": "2026-10-16",
      "retrievedAt": "2026-10-21",
      "finding": "Business has a 1–500 seat range and a limited connector set; Standard and Plus include the full connector ecosystem and differ in pooled storage."
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    {
      "id": "gemini-enterprise:gemini-enterprise:g-projects",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/projects",
      "title": "Create and manage projects",
      "locator": "Limitations; Manage project knowledge; Chat with assistant",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Projects hold up to 50 files/links; linked sources preserve source ACLs, local uploads are shared with all project members and chats stay private."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-agents",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/workflow-builder/create-chat-agent",
      "title": "Create a chat agent",
      "locator": "Instructions; Knowledge; Tools; publishing steps",
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      "retrievedAt": "2026-10-21",
      "finding": "Users configure custom chat-agent instructions, uploaded knowledge and connected tools in Workflow Builder."
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      "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."
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      "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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      "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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      "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,
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      "finding": "Atlas/source permission checks fail closed for retrieval; old email storage descriptions conflict with live Gmail guide."
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      "productId": "cohere-north",
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      "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."
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    {
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      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/connectors/connect-third-party-data-source",
      "title": "Connect a third-party data source",
      "locator": "Sources by launch stage; federated-query warning",
      "sourceDate": "2026-10-15",
      "retrievedAt": "2026-10-21",
      "finding": "Google distinguishes GA connectors from public-preview sources and warns that federated queries reach third-party systems under their terms."
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      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/connectors/introduction-to-self-hosted",
      "title": "Introduction to self-hosted data sources",
      "locator": "Access patterns; Private Service Connect",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Private Service Connect connects the Google-managed platform to customer-hosted sources, without establishing a self-hosted assistant."
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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."
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      "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."
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      "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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      "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",
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      "retrievedAt": "2026-10-21",
      "finding": "Shared snapshots expose full messages, citations, thinking trace and sandbox files to signed-in recipients."
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      "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",
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      "retrievedAt": "2026-10-21",
      "finding": "Per-user access and runtime source checks documented; revocation immediacy not independently measured."
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      "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",
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      "retrievedAt": "2026-10-21",
      "finding": "First successful login creates users; groups refresh at authentication/session renewal; admin deprovisioning APIs documented."
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      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/protect-sensitive-data",
      "title": "Protect sensitive data in sources",
      "locator": "Supported editions and regions; inbound data; Metadata labels",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Sensitive Data Protection can block source ingestion/uploads and inspect Microsoft/Workspace labels, excluding Business and audio/video scans."
    },
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      "productId": "cohere-north",
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      "url": "https://private.docs.cohere.com/north/docs/get-started/tools-overview.md",
      "title": "North tools overview",
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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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      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/deployment-model.md",
      "title": "Deployment model",
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      "retrievedAt": "2026-10-26",
      "finding": "North application Helm chart deployed on customer Kubernetes; GitOps/ArgoCD recommended for production."
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      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/north-large-01-2026.md",
      "title": "North Large 01-2026",
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      "retrievedAt": "2026-10-21",
      "finding": "North partnership model accepts text/images with256K input/32K output and48 languages; citation gaps acknowledged."
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      "productId": "cohere-north",
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      "url": "https://private.docs.cohere.com/north/docs/get-started/north-chat.md",
      "title": "Chat",
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      "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",
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      "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."
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      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/agents/creating-custom-agents.md",
      "title": "Creating custom agents",
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      "retrievedAt": "2026-10-21",
      "finding": "Agents combine instructions/models/tools/libraries; shared agents inherit owner model access."
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      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/configuring_preamble_prompt_settings.md",
      "title": "Preamble and prompt settings",
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      "retrievedAt": "2026-10-21",
      "finding": "Optional organisation instructions apply across models alongside platform/agent preambles."
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      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/memory.md",
      "title": "Memory",
      "locator": "Alpha personal/archival memory",
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      "finding": "Personal memories can be edited or deleted; agent archival memory cannot be viewed or edited."
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      "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."
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      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/configure-personalization",
      "title": "Configure personalization and memory",
      "locator": "Data control; Save information as memories; Turn off personalization and memory",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Users can manage saved memories and connected sources; admins can disable memory and profiles across an app."
    },
    {
      "id": "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."
    },
    {
      "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": "gemini-enterprise:gemini-enterprise:g-workflow",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/workflow-builder",
      "title": "Workflow Builder overview",
      "locator": "Capabilities; Agent types",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Workflow Builder provides no-code/low-code chat agents and multi-step workflows with sources, tools, publishing and sharing."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-start",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/get-started",
      "title": "Get started with using the Gemini Enterprise app",
      "locator": "Choose your app experience; Share and collaborate",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "The app guide identifies web/mobile access, shared skills, agent sharing and role-based use-case guides."
    },
    {
      "id": "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": "gemini-enterprise:gemini-enterprise:g-actions",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/assistant-use-actions",
      "title": "Use assistant actions",
      "locator": "Authorize your connected services; supported service actions",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Users authorize each connector to act through their own account after an administrator enables actions."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-mcp",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/connectors/custom-mcp-server/set-up-custom-mcp-server",
      "title": "Set up your custom MCP server",
      "locator": "Limitations; authentication; data-store configuration",
      "sourceDate": "2026-10-19",
      "retrievedAt": "2026-10-21",
      "finding": "Administrators configure remote MCP servers, OAuth and Cloud Run service-agent authentication; the route is not a local desktop MCP client."
    },
    {
      "id": "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": "gemini-enterprise:gemini-enterprise:g-research",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/research-assistant",
      "title": "Deep Research",
      "locator": "Research sources; generated reports and citations",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Deep Research plans multiple searches over enterprise indexes and optionally the web, then produces a cited report."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-configure",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/configure-assistant",
      "title": "Configure the assistant",
      "locator": "Additional LLM system instructions; web grounding; banned phrases; retention",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Admins can set assistant instructions, block phrases, select grounding and choose chat retention of 1 to 180 days, default 60."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-16",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/north-automations.md",
      "title": "Automations",
      "locator": "Visual builder, roles and workflow lifecycle",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Node-based workflows combine models, tools and reusable versioned definitions."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-29",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/north-automations/building-automations/saving-publishing-monitoring-automations.md",
      "title": "Saving and publishing automations",
      "locator": "Versioning and JSON import/export",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Automation definitions export JSON with graph/dependencies; credentials and schedules excluded."
    },
    {
      "id": "cohere-north:cohere-north:n-api-run",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/reference/automations/execute.md",
      "title": "North execute automation API",
      "locator": "POST /v1/automations/{id}/execute",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "External authenticated clients can start workflows with typed inputs; this is not a native source-event watcher."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-26",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/north-automations/building-automations/human-in-the-loop-automations.md",
      "title": "Human-in-the-loop automations",
      "locator": "Human Review node",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Workflows can pause for review and route by human decisions; review timeouts apply."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-schedule",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/workflow-builder/schedule-chat-agent",
      "title": "Schedule chat agent executions",
      "locator": "Schedule and refresh; Limitations; View and approve scheduled runs",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Non-workflow chat agents can run recurring personal tasks, but credentials need manual renewal every 14 days and other-person actions are constrained."
    },
    {
      "id": "cohere-north:cohere-north:n-north-api",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/reference/overview.md",
      "title": "About the North API",
      "locator": "Authentication and API scope",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Instance REST API covers chat, agents, automations and files with bearer/OAuth/workload identity."
    },
    {
      "id": "cohere-north:cohere-north:n-api-response",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/reference/responses/create.md",
      "title": "North create response API",
      "locator": "Request/response and authentication",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "North exposes model response API with tool and reasoning parameters and permission/rate-limit errors."
    },
    {
      "id": "cohere-north:cohere-north:n-api-upload",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/reference/files/create.md",
      "title": "North file upload API",
      "locator": "POST /v1/files",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Authenticated multipart upload stores a file with ID and downloadable content endpoints."
    },
    {
      "id": "cohere-north:cohere-north:n-api-libraries",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/reference/libraries/create.md",
      "title": "North library API",
      "locator": "Create library endpoint",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Authenticated library creation complements file APIs and library permissions."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-89",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/configuring_data_controls.md",
      "title": "Data controls",
      "locator": "Alpha sharing restrictions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Blocks new API/web share links; existing conversation links stop, existing automation/table links remain."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-140",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/audits.md",
      "title": "Audits",
      "locator": "Alpha admin events and GET API",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admin changes/compliance decisions have searchable event rows and programmatic audit endpoints."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-audit",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/audit-logging",
      "title": "Gemini Enterprise audit logging",
      "locator": "Audited methods and permission types",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Cloud Audit Logs documents method-level administrative and data-access event categories for Discovery Engine."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-api",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/reference/rest",
      "title": "Gemini Enterprise REST reference",
      "locator": "Discovery Engine service; assistants, agents, dataStores documents and sessions resources",
      "sourceDate": "2026-10-09",
      "retrievedAt": "2026-10-21",
      "finding": "The REST reference lists assistant, agent, search and data-store methods with machine-readable API definitions."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-api-auth",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/authentication",
      "title": "Authenticate to Gemini Enterprise API",
      "locator": "Authentication options; client libraries",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "API authentication is documented using Google Cloud identity, credentials and supported client libraries."
    },
    {
      "id": "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": "gemini-enterprise:gemini-enterprise:g-canvas",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/assistant-canvas",
      "title": "Create and edit documents and slides in Canvas",
      "locator": "Editing; export; Limitations",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "The web-only Canvas exports documents as DOCX/PDF and slides as PPTX/PDF, with manual and instructed editing."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-mobile",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/configure-mobile-app",
      "title": "Configure the mobile app",
      "locator": "Before you begin; MDM; third-party identity provider configuration",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "The mobile app supports Google/third-party identities and administrator distribution through MDM, QR codes or links."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:r5-workspace-agent-access",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://knowledge.workspace.google.com/admin/generative-ai/gemini-enterprise/turn-gemini-enterprise-on-or-off-for-users",
      "title": "Google Workspace admin controls for Gemini Enterprise",
      "locator": "Get licenses; side panel; service status; Workspace data access",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Enabled users can use Gemini Enterprise agents in a side panel, the Enterprise assistant and CLI. Enterprise licences are separate from Workspace subscriptions; service and data access are separately controlled. Exact per-editor coverage is not listed."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:r5-workspace-custom-addon",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://codelabs.developers.google.com/ge-gws-agents",
      "title": "Official Gemini Enterprise Workspace add-on codelab",
      "locator": "Prerequisites; default agent as Google Workspace add-on; StreamAssist; deploy to Gmail and Chat",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Google demonstrates a customer-built Apps Script add-on invoking the Enterprise StreamAssist API inside Gmail and Chat with message context. Docs/Sheets/Slides are extension targets. Standard/Plus, a billed Cloud project, Workspace Business/Enterprise and permissions are prerequisites; sample code requires production hardening."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:r5-offer-boundaries",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://cloud.google.com/gemini-enterprise/faq",
      "title": "Google Gemini Enterprise and Gemini app scope",
      "locator": "Gemini app differences; Agent Platform separate purchase",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Gemini Enterprise app is separately licensed; the Gemini app included with Workspace and Agent Platform are distinct offers. Their names do not establish that all Workspace editor features are included in the Enterprise app subscription."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-9",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/north-document-mode.md",
      "title": "Document mode",
      "locator": "Editing, quick actions and exports",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Canvas supports manual/prompt edits, tone/translation actions, versions and DOCX/PDF/MD/HTML exports."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:r5-canvas-tone",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/assistant-canvas",
      "title": "Gemini Enterprise Canvas tone and editing scope",
      "locator": "Edit a document; export; limitations",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Canvas offers Change tone/length and selected-text instructions. Editing applies to generated content in the active session; exporting DOCX/PDF is not a documented layout-preserving translation engine or corporate glossary."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:r5-translation-separate-api",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/translate/docs/advanced/translate-documents",
      "title": "Cloud Translation Advanced document translation",
      "locator": "API setup; translate documents; use AutoML or a glossary",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "A separate Cloud Translation Advanced API documents formatted-document translation and glossary parameters. It needs enabled APIs, authenticated project access and relevant storage/IAM; no included Enterprise-app feature or engine relationship is established."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-terms",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://cloud.google.com/terms/service-terms",
      "title": "Google Cloud service specific terms",
      "locator": "AI/ML Services Training Restriction; Generated Output; Grounding with Google Search",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The contract restricts Google model training without customer instruction and states separate terms for third-party offerings."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-use-mobile",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/use-the-mobile-app",
      "title": "Use the mobile app",
      "locator": "Voice; Speech to Text; Text to Speech",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Mobile users can dictate and play spoken answers; prompt audio is described as ephemeral."
    },
    {
      "id": "cohere-north:cohere-north:n-north-changelog-20261026",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/changelog?format=html",
      "title": "North release notes",
      "locator": "October 20 v2.0.1 andOctober 16 v2.0.0; migrations; public representation of https://private.docs.cohere.com/north/changelog.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 be38218043c7eb99d836db5d02f86ce71b5af7c2c267327410f58f81936ed720 on 2026-10-26",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-26",
      "finding": "Dated releases document new models, beta/alpha capabilities and removal/deprecation of legacy connectors and APIs."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-9-20261026",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/north-document-mode?format=html",
      "title": "Document mode",
      "locator": "Editing, quick actions and exports; public representation of https://private.docs.cohere.com/north/docs/get-started/north-document-mode.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 19535713d7c2ccff7e98fa4e94dde5dcdb6aae67809de5a1e27cb22d286812a1 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Canvas supports manual/prompt edits, tone/translation actions, versions and DOCX/PDF/MD/HTML exports."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-share",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/share-conversations",
      "title": "Share your conversations",
      "locator": "Important warning; Create link; View shared conversations",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "A share link exposes the existing prompts, answers and generated content to permitted recipients, including sensitive content."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-105",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/identity/overview.md",
      "title": "About SSO",
      "locator": "Protocols and Dex identity broker",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "OIDC preferred; SAML, LDAP shim/hybrid and authentication proxy documented; group claims required for group access."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-identity",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/configure-identity-provider?hl=en",
      "title": "Configure identity provider",
      "locator": "Google Identity; Workforce Identity Federation; Entra/Okta SCIM",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Identity can use Google or a SAML/OIDC provider through federation; SCIM/group mapping has documented sharing and source-access roles."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-153",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/security/data-deletion.md",
      "title": "Data deletion",
      "locator": "Conversation, user and connector cleanup",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Deletion has asynchronous external cleanup and explicit preserved shared-resource exceptions."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-112",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/identity/scim/overview.md",
      "title": "SCIM provisioning",
      "locator": "Alpha SCIM2 and deactivation/deletion",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Bidirectional user/group sync; disable is reversible, delete re-creates a new identity if later added."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-90",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/admin/configuring_graceful_delete_settings.md",
      "title": "Graceful delete settings",
      "locator": "Beta account removal and shared-resource exceptions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Access ends immediately; configurable private cleanup grace period, shared resources preserved except nontransferable Microsoft libraries."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-license-details",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/licenses",
      "title": "Get subscriptions and assign licenses",
      "locator": "Subscription seat quantity limits; auto-assignment; cancel a subscription",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Seats can be assigned manually or on first access; console purchase limits depend on billing account type and cancellation disables renewal."
    },
    {
      "id": "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": "gemini-enterprise:gemini-enterprise:g-access-control",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/access-control",
      "title": "Access control with IAM",
      "locator": "Gemini Enterprise Admin/User roles; app-level access",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "IAM defines administrators, users and granular permissions at project/app boundaries."
    },
    {
      "id": "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": "gemini-enterprise:gemini-enterprise:g-analytics",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/view-analytics",
      "title": "View and export analytics data",
      "locator": "Adoption; Usage and Quality; Agent; User Level; export",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Analytics exposes app adoption and agent metrics, BigQuery export and allowlisted identifiable user-level reporting."
    },
    {
      "id": "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": "gemini-enterprise:gemini-enterprise:g-costs",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/view-costs",
      "title": "View costs",
      "locator": "Billing tab; Before you begin",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "The 30-day billing summary covers overage/PAYG consumption and explicitly excludes seat subscription charges."
    },
    {
      "id": "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": "gemini-enterprise:gemini-enterprise:g-usage-logs",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/set-up-usage-audit-logs",
      "title": "Access Gemini Enterprise usage audit logs with Cloud Logging",
      "locator": "Logged information; Control access to logs",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Prompt/response content logging is configurable, and log routing plus field-level restrictions are documented."
    },
    {
      "id": "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": "gemini-enterprise:gemini-enterprise:g-armor",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/enable-model-armor",
      "title": "Enable Model Armor in Gemini Enterprise",
      "locator": "Inspect and block vs Inspect only; PII; templates; logging",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Model Armor can inspect/block prompts and responses but explicitly does not mask or alter PII in this integration."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-admin-setup-correction",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/before-you-begin",
      "title": "Set up Gemini Enterprise as an administrator",
      "locator": "Enable Model Armor safety controls; linked Model Armor integration guide",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "The setup summary mentions redaction, whereas its linked integration guide expressly excludes PII masking; effective redaction is not established."
    },
    {
      "id": "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": "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": "gemini-enterprise:gemini-enterprise:g-security",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/security-overview",
      "title": "Gemini Enterprise security overview",
      "locator": "End user security; data security; compliance",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "The security overview documents managed Cloud security controls and a user-requested deletion window, distinct from on-premise deployment."
    },
    {
      "id": "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": "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": "gemini-enterprise:gemini-enterprise:g-organize",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/assistant-organize",
      "title": "Organize your conversations",
      "locator": "Manage chats; delete and retention",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Users can remove chats from their lists; this does not establish immediate deletion of all backend copies."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-dpa",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://cloud.google.com/terms/data-processing-addendum",
      "title": "Cloud Data Processing Addendum",
      "locator": "General Terms 6 and 11; European Data Protection Law terms",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The CDPA covers GDPR and Swiss FADP, data return/deletion and subprocessor/transfer obligations."
    },
    {
      "id": "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": "gemini-enterprise:gemini-enterprise:g-subprocessors",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://cloud.google.com/terms/subprocessors",
      "title": "Google Cloud subprocessors",
      "locator": "Google Cloud Platform; technical support locations",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The public subprocessor list includes international technical-support processing, which is separate from selected storage regions."
    },
    {
      "id": "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": "gemini-enterprise:gemini-enterprise:g-compliance",
      "productId": "gemini-enterprise",
      "kind": "vendor-claimed",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/compliance-security-controls?hl=en",
      "title": "Compliance certifications and security controls",
      "locator": "Certifications; product-scope instructions; Security controls",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Google lists compliance programs for relevant editions and exceptions, but this page does not supply issuer, report period or validity."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:r4-compliance-reports",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://cloud.google.com/security/compliance/compliance-reports-manager",
      "title": "Google Cloud Compliance Reports Manager",
      "locator": "Compliance Reports Manager access and confidentiality",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Google provides on-demand ISO certificates and SOC reports without additional cost; selected resources require a Google Cloud or Workspace sign-in and confidential documents remain subject to customer-agreement confidentiality."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:r4-compliance-scope",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/compliance-security-controls",
      "title": "Gemini Enterprise compliance and security controls",
      "locator": "Certifications; AlphaEvolve and Antigravity limitations",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Standard/Plus Agentic AI Service scope is distinguished from Notebook and developer-tool exceptions. Listing a compliance program is not verification of a current certificate/report."
    },
    {
      "id": "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": "gemini-enterprise:gemini-enterprise:g-encryption",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://docs.cloud.google.com/gemini/enterprise/docs/cmek",
      "title": "Customer-managed encryption keys",
      "locator": "Supported locations; limitations; external key management",
      "sourceDate": "2026-10-15",
      "retrievedAt": "2026-10-21",
      "finding": "CMEK, EKM/HSM and regional limitations are documented; a key option does not make all tools residency compliant."
    },
    {
      "id": "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": "gemini-enterprise:gemini-enterprise:g-business",
      "productId": "gemini-enterprise",
      "kind": "vendor-claimed",
      "url": "https://cloud.google.com/gemini-enterprise/business?hl=en",
      "title": "Gemini Enterprise Business edition",
      "locator": "Starting price; FAQs on trial, security and admin controls",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Business advertises a starting seat price and 30-day trial, with a separate connector/admin package."
    },
    {
      "id": "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": "gemini-enterprise:gemini-enterprise:fx-ecb-2026-10-20",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml",
      "title": "ECB historical euro foreign exchange reference rates",
      "locator": "Cube time=2026-10-20; USD and CHF reference rates",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "The October 20 reference rates are EUR 1 = USD 1.1215 = CHF 0.9237. Unknown Gemini licence totals are not converted."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:r4-pricing-gap",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://cloud.google.com/gemini-enterprise/faq",
      "title": "Gemini Enterprise app FAQ",
      "locator": "Access and purchase of Standard, Plus and Frontline; business trial",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The FAQ directs purchase of Standard, Plus and Frontline to Google Cloud sales without a public base price. Business and the standalone Notebook purchase/trial routes are separate."
    },
    {
      "id": "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": "gemini-enterprise:gemini-enterprise:g-pricing",
      "productId": "gemini-enterprise",
      "kind": "vendor-claimed",
      "url": "https://cloud.google.com/gemini-enterprise#pricing",
      "title": "Gemini for business product page",
      "locator": "FAQ: models; evaluation; early-access disclosure",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The top-level universal-agent marketing page says several capabilities and third-party choice are early access; it is broader than the current Enterprise app docs."
    },
    {
      "id": "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": "gemini-enterprise:gemini-enterprise:g-terms-main",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://cloud.google.com/terms",
      "title": "Google Cloud terms of service",
      "locator": "Intellectual Property Rights; licence and service terms",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The hosted service is supplied under commercial Cloud terms; these terms do not license the platform for self-hosting."
    },
    {
      "id": "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": "gemini-enterprise:gemini-enterprise:g-support",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://cloud.google.com/support",
      "title": "Google Cloud Customer Care",
      "locator": "Basic, Standard, Enhanced and Premium support",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Support is packaged in separate Customer Care tiers; the retrieved page does not establish a Gemini-specific local-language SLA."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-status",
      "productId": "gemini-enterprise",
      "kind": "documented",
      "url": "https://status.cloud.google.com/",
      "title": "Google Cloud Service Health",
      "locator": "Service status and incident history",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Google publishes Cloud service health and dated incident information; this is not itself a Gemini Enterprise uptime commitment."
    },
    {
      "id": "cohere-north:cohere-north:n-guide",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/docs/get-started/north-user-guide.md",
      "title": "North user guide",
      "locator": "Release calendar and feature-state definitions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Lists planned November 13 v2.1 andDecember 11 v2.2 releases, subject to change; not individual feature delivery promises."
    },
    {
      "id": "cohere-north:cohere-north:n-doc-36",
      "productId": "cohere-north",
      "kind": "documented",
      "url": "https://private.docs.cohere.com/north/docs/get-started/tools/data-interpreter/home.md",
      "title": "Data Interpreter",
      "locator": "Deprecated tool and successor",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Legacy spreadsheet Python tool is deprecated in favor of code sandbox; whole-sheet analysis differs from indexed metadata search."
    }
  ]
}
