{
  "schemaVersion": 1,
  "rubricVersion": "1.1",
  "kind": "pair",
  "slug": "gemini-enterprise-vs-t3-chat",
  "canonicalUrl": "https://onaihq.com/compare/agents/gemini-enterprise-vs-t3-chat/",
  "markdownUrl": "https://onaihq.com/compare/agents/gemini-enterprise-vs-t3-chat/index.md",
  "dataUrl": "https://onaihq.com/compare/agents/gemini-enterprise-vs-t3-chat/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": "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"
    },
    {
      "id": "t3-chat",
      "name": "T3 Chat",
      "website": "https://t3.chat",
      "repository": null,
      "pageUrl": "https://onaihq.com/compare/agents/products/t3-chat/",
      "lifecycle": {
        "status": "unknown",
        "note": null
      },
      "surfaces": [
        {
          "id": "web",
          "name": "T3 Chat browser application",
          "type": "web-app"
        },
        {
          "id": "ios-beta",
          "name": "T3 Chat iOS TestFlight beta",
          "type": "mobile-app"
        }
      ],
      "sourcedClaimCount": 27,
      "statedByVendorCount": 0,
      "crossCheckedClaimCount": 27,
      "sourcedOnlyClaimCount": 0,
      "oldestCheckedAt": "2026-10-21",
      "lastCheckedAt": "2026-10-21"
    }
  ],
  "coverage": {
    "totalCriteria": 51,
    "sharedCrossCheckedCriteria": 26,
    "sharedSourcedCriteria": 26,
    "crossCheckedCriteriaByProduct": {
      "gemini-enterprise": 48,
      "t3-chat": 27
    },
    "sourcedOnlyCriteriaByProduct": {
      "gemini-enterprise": 0,
      "t3-chat": 0
    },
    "sourcedCriteriaByProduct": {
      "gemini-enterprise": 48,
      "t3-chat": 27
    },
    "crossCheckedCriterionRows": 49,
    "sourcedOnlyCriterionRows": 0,
    "sourcedCriterionRows": 49,
    "statedByVendorRows": 0
  },
  "criteria": [
    {
      "id": "MOD-01",
      "title": "Model catalogue and providers",
      "group": {
        "id": 1,
        "name": "Models"
      },
      "judgment": "List each available model by provider and plan, including reasoning, fast and multimodal variants. Record whether the user picks the model, the product routes automatically, or both. A provider counts only if at least one of its current models is selectable on the scoped plan.",
      "questions": [
        {
          "id": "providers",
          "question": "Which model providers are available?"
        },
        {
          "id": "current_models",
          "question": "Which current models are selectable on this plan?"
        },
        {
          "id": "user_choice",
          "question": "Can users pick the model per chat?"
        },
        {
          "id": "auto_routing",
          "question": "Does the product route between models automatically, and is the chosen model shown?"
        },
        {
          "id": "multimodal_input",
          "question": "Which models accept images, audio or files?"
        }
      ],
      "products": [
        {
          "productId": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:MOD-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Paid-account vendor replies establish manual model switching and provider routes, while the current plan-specific catalogue is unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Pro USD8 vendor-support context; no Free or Premier catalogue parity asserted",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "providers",
              "question": "Which model providers are available?",
              "support": "partial",
              "answer": "Pro-context vendor replies discuss Gemini, Claude and GPT routes; the FAQ separately describes OpenAI/Anthropic/Google/OpenRouter data handling. Those policy/provider names are not a complete tier-entitlement or underlying-lab catalogue.",
              "evidenceIds": [
                "t3-chat:t3-chat:billing-change",
                "t3-chat:t3-chat:faq-training",
                "t3-chat:t3-chat:r2-paid-tier-controls"
              ]
            },
            {
              "id": "current_models",
              "question": "Which current models are selectable on this plan?",
              "support": "unknown",
              "answer": "A complete current selectable-model list for Pro, Free or Premier is unverified. The FAQ claude-4.6-sonnet URL is an example, and undated support model names are not a current plan catalogue.",
              "evidenceIds": []
            },
            {
              "id": "user_choice",
              "question": "Can users pick the model per chat?",
              "support": "partial",
              "answer": "In the USD8 context discussion the vendor recommends manually switching to Gemini Flash or summarizing into a new chat with another chosen model. This supports Pro model selection as described there, but not a current all-model, effort or Free/Premier entitlement matrix.",
              "evidenceIds": [
                "t3-chat:t3-chat:r2-pro-context-byok"
              ]
            },
            {
              "id": "auto_routing",
              "question": "Does the product route between models automatically, and is the chosen model shown?",
              "support": "unknown",
              "answer": "Does the product route between models automatically, and is the chosen model shown? The public T3 FAQ, Terms, Privacy/Security policies, official feedback statuses and identifiable vendor replies did not establish this detail. No authenticated account, enterprise quote or bounded fixture was used.",
              "evidenceIds": []
            },
            {
              "id": "multimodal_input",
              "question": "Which models accept images, audio or files?",
              "support": "unknown",
              "answer": "No current Pro model-by-model image/audio/file compatibility matrix was retrieved. The generic privacy upload categories do not establish a plan entitlement.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps.",
            "No complete Free/Pro/Premier entitlement matrix or authenticated model/feature menu was retrieved."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:billing-change",
            "t3-chat:t3-chat:faq-training",
            "t3-chat:t3-chat:r2-paid-tier-controls",
            "t3-chat:t3-chat:r2-pro-context-byok"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:MOD-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public feature-release information is described; plan-specific pinning and version guarantees remain unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Public T3 Chat release information; no verified Free/Pro/Premier picker/pinning entitlement",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "release_lag_days",
              "question": "What was the lag for each of the last three major releases, per provider?",
              "support": "unknown",
              "answer": "What was the lag for each of the last three major releases, per provider? No matched dates for the last three provider releases, fixed removal notice or contractual model-version retention was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "changelog",
              "question": "Is there a dated public model changelog?",
              "support": "partial",
              "answer": "A vendor reply says major-feature changelog lives in Discord and a website version is planned. No accessible dated model-by-model release ledger was retrieved.",
              "evidenceIds": [
                "t3-chat:t3-chat:changelog"
              ]
            },
            {
              "id": "deprecation_notice",
              "question": "How much notice is given before a model is removed?",
              "support": "unknown",
              "answer": "How much notice is given before a model is removed? No matched dates for the last three provider releases, fixed removal notice or contractual model-version retention was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "version_pinning",
              "question": "Can an admin keep an older model version?",
              "support": "unknown",
              "answer": "The vendor describes pinning and a Legacy designation in the general picker discussion, without a named individual tier. Plan-specific pinning, retained model versions and admin locks remain unverified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps.",
            "No complete Free/Pro/Premier entitlement matrix or authenticated model/feature menu was retrieved."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:changelog"
          ]
        }
      ]
    },
    {
      "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": "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": []
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:MOD-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Vendor replies support a Pro own-OpenRouter-key route, without establishing universal provider/model coverage.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Pro USD8 with optional customer OpenRouter key; no Free BYOK entitlement asserted",
            "addOns": [
              "Customer-paid OpenRouter/provider usage; model routing and verification prerequisites apply"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "own_api_keys",
              "question": "Can the customer use its own provider API keys?",
              "support": "supported",
              "answer": "In the paid USD8 usage discussion, staff explicitly offers a customer OpenRouter key for direct request billing; the USD8 context discussion describes OpenRouter fallback. No all-provider/all-model BYOK entitlement follows.",
              "evidenceIds": [
                "t3-chat:t3-chat:r2-paid-tier-controls",
                "t3-chat:t3-chat:r2-pro-context-byok"
              ]
            },
            {
              "id": "own_cloud_contract",
              "question": "Can it use its own Azure OpenAI, Bedrock or Vertex deployment?",
              "support": "unknown",
              "answer": "Can it use its own Azure OpenAI, Bedrock or Vertex deployment? No supported customer Azure OpenAI/Bedrock/Vertex setup or arbitrary OpenAI-compatible/custom endpoint configuration was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "custom_endpoint",
              "question": "Can an admin add any OpenAI-compatible endpoint?",
              "support": "unknown",
              "answer": "Can an admin add any OpenAI-compatible endpoint? No supported customer Azure OpenAI/Bedrock/Vertex setup or arbitrary OpenAI-compatible/custom endpoint configuration was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "byo_pricing",
              "question": "Does BYO change the licence price?",
              "support": "partial",
              "answer": "The paid subscription and direct-provider charges are separate in the vendor discussion. A discounted BYOK-only licence and exact customer provider rates are not verified.",
              "evidenceIds": [
                "t3-chat:t3-chat:r2-paid-tier-controls"
              ]
            },
            {
              "id": "byo_restrictions",
              "question": "Which features stop working with BYO?",
              "support": "unknown",
              "answer": "Current all-model BYOK compatibility is unknown: the OpenRouter-coverage request is marked Completed while the vendor says those model routes do not run through OpenRouter and rerouting requires future work. The old OpenAI GPT5 setup reply does not establish a complete current route matrix.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps.",
            "No complete Free/Pro/Premier entitlement matrix or authenticated model/feature menu was retrieved."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:r2-paid-tier-controls",
            "t3-chat:t3-chat:r2-pro-context-byok"
          ]
        }
      ]
    },
    {
      "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": "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": []
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat: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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:MOD-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Individuals have cost-based refill limits; enterprise group governance is unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Pro USD8 cost-limit discussion and Premier account bucket reply; Free excluded from this mechanics finding",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "model_allowlist_by_group",
              "question": "Can admins limit models per group?",
              "support": "unknown",
              "answer": "Can admins limit models per group? No organization/group model allowlists, data-bound model policy, administrator default model or fixed per-user token/message quota was established.",
              "evidenceIds": []
            },
            {
              "id": "data_bound_models",
              "question": "Can admins restrict which models receive connector or knowledge content?",
              "support": "unknown",
              "answer": "Can admins restrict which models receive connector or knowledge content? No organization/group model allowlists, data-bound model policy, administrator default model or fixed per-user token/message quota was established.",
              "evidenceIds": []
            },
            {
              "id": "default_model",
              "question": "Can admins set the default model?",
              "support": "unknown",
              "answer": "Can admins set the default model? No organization/group model allowlists, data-bound model policy, administrator default model or fixed per-user token/message quota was established.",
              "evidenceIds": []
            },
            {
              "id": "user_limits",
              "question": "What per-user message or token limits apply, and are they published?",
              "support": "supported",
              "answer": "Pro cost-limit replies and a Premier-specific vendor support reply tie paid usage to the FAQ Base/Overage mechanics: four-hour Base refill and monthly Overage refill. No fixed token/message allowance is published;20/200 example points are illustrative, not plan capacities.",
              "evidenceIds": [
                "t3-chat:t3-chat:faq-usage",
                "t3-chat:t3-chat:r2-paid-tier-controls",
                "t3-chat:t3-chat:r2-premier-buckets"
              ]
            },
            {
              "id": "limit_behaviour",
              "question": "What happens when a limit is reached?",
              "support": "supported",
              "answer": "For these documented paid-account bucket routes, expected request cost is reserved then settled after completion; when both balances are exhausted the FAQ says to wait for refill. No Free-tier behaviour is inferred.",
              "evidenceIds": [
                "t3-chat:t3-chat:faq-usage",
                "t3-chat:t3-chat:r2-premier-buckets",
                "t3-chat:t3-chat:r2-paid-tier-controls"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps.",
            "No complete Free/Pro/Premier entitlement matrix or authenticated model/feature menu was retrieved."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:faq-usage",
            "t3-chat:t3-chat:r2-paid-tier-controls",
            "t3-chat:t3-chat:r2-premier-buckets"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:KNOW-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Paid Pro context limits and own-key fallback are documented; plan-specific upload formats/caps remain unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Pro USD8 context restrictions and optional BYOK fallback; exact upload entitlement by tier unverified",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "formats",
              "question": "Which formats are accepted?",
              "support": "unknown",
              "answer": "The privacy policy mentions PDF/images/text and the request is Completed, but no current individual-tier format entitlement was verified. The earlier sentence attributing browser/file-specific PDF upload bugs to a vendor reply is withdrawn because no precise reply locator was reproduced.",
              "evidenceIds": []
            },
            {
              "id": "limits",
              "question": "What size and count limits apply per file and chat?",
              "support": "partial",
              "answer": "Vendor replies distinguish context restrictions on USD8 Pro from higher-tier allowances and own-key fallback. They do not publish a complete current per-model file size/count or context-cap matrix; no32K or user-suggested MB cap is adopted.",
              "evidenceIds": [
                "t3-chat:t3-chat:r2-pro-context-byok"
              ]
            },
            {
              "id": "ocr",
              "question": "Are scanned PDFs read?",
              "support": "unknown",
              "answer": "Are scanned PDFs read? No scanned-PDF OCR fixture, Excel structure/formula test, full-vs-chunked processing specification or current numerical upload matrix was retrieved. Community complaints and example sizes are not treated as product limits.",
              "evidenceIds": []
            },
            {
              "id": "spreadsheets",
              "question": "Are Excel tables read with structure intact?",
              "support": "unknown",
              "answer": "Are Excel tables read with structure intact? No scanned-PDF OCR fixture, Excel structure/formula test, full-vs-chunked processing specification or current numerical upload matrix was retrieved. Community complaints and example sizes are not treated as product limits.",
              "evidenceIds": []
            },
            {
              "id": "full_vs_chunked",
              "question": "Is the whole file used or only retrieved parts, and does the user see which?",
              "support": "unknown",
              "answer": "Is the whole file used or only retrieved parts, and does the user see which? No scanned-PDF OCR fixture, Excel structure/formula test, full-vs-chunked processing specification or current numerical upload matrix was retrieved. Community complaints and example sizes are not treated as product limits.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps.",
            "No complete Free/Pro/Premier entitlement matrix or authenticated model/feature menu was retrieved."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:r2-pro-context-byok"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:KNOW-02",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "KNOW-03",
      "title": "Enterprise connectors",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "List each connector separately with plan, availability and setup owner: SharePoint, OneDrive, Outlook, Teams, Google Drive, Gmail, Confluence, Jira, Notion, Box, Salesforce, ServiceNow, file shares. Record whether the vendor or a third party (or the customer via MCP) provides it, and whether it needs admin consent. A connector listed on a roadmap or partner page is `announced`. An on-prem connector or gateway proves access to local data, not a self-hosted platform (DATA-02).",
      "questions": [
        {
          "id": "microsoft_365",
          "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?"
        },
        {
          "id": "google_workspace",
          "question": "Which Google sources are connected?"
        },
        {
          "id": "atlassian",
          "question": "Confluence and Jira?"
        },
        {
          "id": "other_systems",
          "question": "Which other business systems?"
        },
        {
          "id": "on_prem_sources",
          "question": "Can on-prem file shares or databases be connected?"
        },
        {
          "id": "connector_provider",
          "question": "Who builds and maintains each connector?"
        }
      ],
      "products": [
        {
          "productId": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:KNOW-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": "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:KNOW-04",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "KNOW-05",
      "title": "Freshness and sync model",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "Record live (federated) search versus a copied index, sync interval, deletion propagation, and where the index is stored. Edit and delete one fixture document and record when answers change. A copied index adds storage location to DATA-01.",
      "questions": [
        {
          "id": "live_or_indexed",
          "question": "Is content searched live or copied into an index?"
        },
        {
          "id": "sync_interval",
          "question": "How often does an index refresh?"
        },
        {
          "id": "deletion_propagation",
          "question": "How quickly does a deleted document disappear?"
        },
        {
          "id": "index_location",
          "question": "Where is indexed content stored?"
        }
      ],
      "products": [
        {
          "productId": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:KNOW-05",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "KNOW-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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:KNOW-06",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "KNOW-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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:KNOW-07",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:AGT-01",
          "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": "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:AGT-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Paid Pro search is discussed by the vendor; image-tier entitlement, custom actions and MCP remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Pro USD8 for evidenced search use; image and MCP plan entitlement unknown",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "builtin_tools",
              "question": "Which tools are built in?",
              "support": "partial",
              "answer": "The Pro/Premier pricing discussion explicitly describes frequent search and search-token overhead in the USD8 paid context. An OpenAI image integration has separate support evidence, but its plan entitlement is not verified and is not included as a Pro tool promise.",
              "evidenceIds": [
                "t3-chat:t3-chat:r2-paid-tier-controls"
              ]
            },
            {
              "id": "custom_actions",
              "question": "Can admins add API actions?",
              "support": "unknown",
              "answer": "Can admins add API actions? The MCP request is Closed but has no retrieved released setup guide. Remote MCP configuration, custom API actions, user/shared tool credentials and administrator/user approval policies were not established.",
              "evidenceIds": []
            },
            {
              "id": "mcp_client",
              "question": "Can it use remote MCP servers, and with what admin control?",
              "support": "unknown",
              "answer": "Can it use remote MCP servers, and with what admin control? The MCP request is Closed but has no retrieved released setup guide. Remote MCP configuration, custom API actions, user/shared tool credentials and administrator/user approval policies were not established.",
              "evidenceIds": []
            },
            {
              "id": "tool_auth",
              "question": "Do tools act as the user or as a shared account?",
              "support": "unknown",
              "answer": "Do tools act as the user or as a shared account? The MCP request is Closed but has no retrieved released setup guide. Remote MCP configuration, custom API actions, user/shared tool credentials and administrator/user approval policies were not established.",
              "evidenceIds": []
            },
            {
              "id": "tool_approval",
              "question": "Can admins approve or block tools, and can users confirm actions before they run?",
              "support": "unknown",
              "answer": "Can admins approve or block tools, and can users confirm actions before they run? The MCP request is Closed but has no retrieved released setup guide. Remote MCP configuration, custom API actions, user/shared tool credentials and administrator/user approval policies were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps.",
            "No complete Free/Pro/Premier entitlement matrix or authenticated model/feature menu was retrieved."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:r2-paid-tier-controls"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:AGT-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Search is user-selectable, with a documented one-to-five search limit; a separate deep-research product is unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Pro USD8 paid-search discussion; no Free parity asserted",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "web_search",
              "question": "Is web search available?",
              "support": "partial",
              "answer": "Staff’s paid USD8 discussion confirms search consumes API/query and context costs. The FAQ exposes search on/off and1..5 URL limits, but a complete current tier-specific limit/feature matrix was not verified.",
              "evidenceIds": [
                "t3-chat:t3-chat:r2-paid-tier-controls",
                "t3-chat:t3-chat:faq-url"
              ]
            },
            {
              "id": "admin_toggle",
              "question": "Can admins disable it per organisation or group?",
              "support": "unknown",
              "answer": "Can admins disable it per organisation or group? No organization/group switch, named search provider and query country, dedicated multi-step research/report mode or precise web-citation contract was established. The FAQ says search improves recency without guaranteeing correctness.",
              "evidenceIds": []
            },
            {
              "id": "search_provider",
              "question": "Which search provider handles queries, and where?",
              "support": "unknown",
              "answer": "Which search provider handles queries, and where? No organization/group switch, named search provider and query country, dedicated multi-step research/report mode or precise web-citation contract was established. The FAQ says search improves recency without guaranteeing correctness.",
              "evidenceIds": []
            },
            {
              "id": "deep_research",
              "question": "Is multi-step research with a report available?",
              "support": "unknown",
              "answer": "Is multi-step research with a report available? No organization/group switch, named search provider and query country, dedicated multi-step research/report mode or precise web-citation contract was established. The FAQ says search improves recency without guaranteeing correctness.",
              "evidenceIds": []
            },
            {
              "id": "web_citations",
              "question": "Are web sources cited?",
              "support": "unknown",
              "answer": "Are web sources cited? No organization/group switch, named search provider and query country, dedicated multi-step research/report mode or precise web-citation contract was established. The FAQ says search improves recency without guaranteeing correctness.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps.",
            "No complete Free/Pro/Premier entitlement matrix or authenticated model/feature menu was retrieved."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:r2-paid-tier-controls",
            "t3-chat:t3-chat:faq-url"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:AGT-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": "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:AGT-05",
          "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": "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:AGT-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "No official programmable enterprise interface was established; subscription-backed external-agent API usage was rejected.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Free, Pro and Premier evidence; no organizational plan or entitlement established",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_api",
              "question": "Is there an API for chat and assistants?",
              "support": "partial",
              "answer": "An official feedback request asks to apply subscription quota to external coding agents/API; staff closes it because the economics do not work. The FAQ URL launches a browser chat and is not a documented chat API.",
              "evidenceIds": [
                "t3-chat:t3-chat:api-request",
                "t3-chat:t3-chat:faq-url"
              ]
            },
            {
              "id": "knowledge_api",
              "question": "Can documents be loaded through an API?",
              "support": "unknown",
              "answer": "Can documents be loaded through an API? No supported general chat/assistant API, document-ingestion API, API governance or MCP server exposure was retrieved. Third-party cookie/API clients and T3 Code repositories are not official T3 Chat API evidence.",
              "evidenceIds": []
            },
            {
              "id": "api_governance",
              "question": "Do audit, budgets and model rules apply to API use?",
              "support": "unknown",
              "answer": "Do audit, budgets and model rules apply to API use? No supported general chat/assistant API, document-ingestion API, API governance or MCP server exposure was retrieved. Third-party cookie/API clients and T3 Code repositories are not official T3 Chat API evidence.",
              "evidenceIds": []
            },
            {
              "id": "mcp_server",
              "question": "Does the product expose itself to other agents over MCP?",
              "support": "unknown",
              "answer": "Does the product expose itself to other agents over MCP? No supported general chat/assistant API, document-ingestion API, API governance or MCP server exposure was retrieved. Third-party cookie/API clients and T3 Code repositories are not official T3 Chat API evidence.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:api-request",
            "t3-chat:t3-chat:faq-url"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:WORK-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A browser client and iOS TestFlight beta are documented; desktop, Android release and managed clients remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "ios-beta"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Browser account plan; iOS TestFlight beta; enterprise SSO unverified",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [
              "iOS"
            ],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              },
              {
                "id": "ios-beta",
                "name": "T3 Chat iOS TestFlight beta",
                "type": "mobile-app"
              }
            ]
          },
          "questions": [
            {
              "id": "web",
              "question": "Is a full web client available?",
              "support": "supported",
              "answer": "T3 Chat is delivered as a browser service; the FAQ documents launching new conversations through public URLs.",
              "evidenceIds": [
                "t3-chat:t3-chat:faq-url"
              ]
            },
            {
              "id": "desktop_apps",
              "question": "Windows and macOS apps?",
              "support": "unknown",
              "answer": "Windows and macOS apps? No native Windows/macOS distribution, supported browser extension/sidebar, MDM configuration or complete mobile feature-gap matrix was established. Community extension links are not vendor clients.",
              "evidenceIds": []
            },
            {
              "id": "mobile_apps",
              "question": "iOS and Android apps with SSO?",
              "support": "partial",
              "answer": "The vendor’s September10,2026 announcement releases iOS via TestFlight explicitly as beta; Android beta is coming soon. Neither corporate SSO nor a production app-store release was verified.",
              "evidenceIds": [
                "t3-chat:t3-chat:mobile"
              ]
            },
            {
              "id": "browser_extension",
              "question": "Is there a browser extension or sidebar?",
              "support": "unknown",
              "answer": "Is there a browser extension or sidebar? No native Windows/macOS distribution, supported browser extension/sidebar, MDM configuration or complete mobile feature-gap matrix was established. Community extension links are not vendor clients.",
              "evidenceIds": []
            },
            {
              "id": "managed_deployment",
              "question": "Can IT deploy and configure clients through MDM?",
              "support": "unknown",
              "answer": "Can IT deploy and configure clients through MDM? No native Windows/macOS distribution, supported browser extension/sidebar, MDM configuration or complete mobile feature-gap matrix was established. Community extension links are not vendor clients.",
              "evidenceIds": []
            },
            {
              "id": "client_feature_gaps",
              "question": "Which features are missing on mobile?",
              "support": "unknown",
              "answer": "Which features are missing on mobile? No native Windows/macOS distribution, supported browser extension/sidebar, MDM configuration or complete mobile feature-gap matrix was established. Community extension links are not vendor clients.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:faq-url",
            "t3-chat:t3-chat:mobile"
          ]
        }
      ]
    },
    {
      "id": "WORK-02",
      "title": "Office suite and Teams integration",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record presence inside Word, Excel, PowerPoint, Outlook and Teams (and Google Docs, Gmail), with what the assistant can do in each: read the open document, write into it, act on mail. Record extra licences and admin consent needed. A connector that searches Office files is KNOW-03, not WORK-02.",
      "questions": [
        {
          "id": "word_excel_powerpoint",
          "question": "Does it work inside Word, Excel and PowerPoint?"
        },
        {
          "id": "outlook",
          "question": "Does it work inside Outlook?"
        },
        {
          "id": "teams",
          "question": "Is there a Teams app or bot?"
        },
        {
          "id": "google_workspace_apps",
          "question": "Does it work inside Docs, Sheets or Gmail?"
        },
        {
          "id": "licence_prerequisites",
          "question": "Which licences or consents are needed?"
        }
      ],
      "products": [
        {
          "productId": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat: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": []
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:WORK-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": "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat: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": []
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:WORK-05",
          "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": "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:WORK-06",
          "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": "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:WORK-07",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "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": "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": []
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat: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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:ADM-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The security policy asserts MFA support without documenting enterprise SAML/OIDC administration.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Free, Pro and Premier evidence; no organizational plan or entitlement established",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "sso_protocols",
              "question": "Which SSO protocols and identity providers work?",
              "support": "partial",
              "answer": "Security policy refers to OAuth provider accounts and standard authentication without naming enterprise SAML/OIDC protocols or supported corporate IdPs.",
              "evidenceIds": [
                "t3-chat:t3-chat:security"
              ]
            },
            {
              "id": "sso_plan",
              "question": "Which plan includes SSO?",
              "support": "unknown",
              "answer": "Which plan includes SSO? No business-plan SSO entitlement, Entra conditional-access integration or email-domain capture policy was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "mfa",
              "question": "Can MFA be enforced?",
              "support": "partial",
              "answer": "The vendor asserts MFA support and recommends two-factor protection at the OAuth provider. Enforceable organization-wide MFA settings were not established.",
              "evidenceIds": [
                "t3-chat:t3-chat:security"
              ]
            },
            {
              "id": "conditional_access",
              "question": "Do Entra conditional-access policies apply?",
              "support": "unknown",
              "answer": "Do Entra conditional-access policies apply? No business-plan SSO entitlement, Entra conditional-access integration or email-domain capture policy was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "domain_capture",
              "question": "Can the company claim its email domain?",
              "support": "unknown",
              "answer": "Can the company claim its email domain? No business-plan SSO entitlement, Entra conditional-access integration or email-domain capture policy was retrieved.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:security"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:ADM-02",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:ADM-03",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "ADM-04",
      "title": "Usage and adoption analytics",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record dashboards for active users, usage by feature, model, group and assistant, export, and privacy controls (aggregation, pseudonymisation, works-council-friendly settings). Distinguish aggregate adoption metrics from per-person monitoring.",
      "questions": [
        {
          "id": "adoption_dashboard",
          "question": "Is there an adoption dashboard?"
        },
        {
          "id": "breakdowns",
          "question": "Can usage be broken down by group, model, feature and assistant?"
        },
        {
          "id": "export",
          "question": "Can usage data be exported?"
        },
        {
          "id": "privacy_modes",
          "question": "Can per-person reporting be limited or pseudonymised?"
        }
      ],
      "products": [
        {
          "productId": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:ADM-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": "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:ADM-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Individual consumption indicators exist; organization budgets and chargeback remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Pro USD8 and Premier account consumption mechanics; no organization/admin budget offer asserted",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_visibility",
              "question": "Can admins see cost or consumption per user and group?",
              "support": "partial",
              "answer": "The paid Pro discussion and Premier support reply describe per-account cost/bucket consumption. The FAQ describes separate balance displays; exact placement and model-cost indicators are not a customer organization reporting entitlement.",
              "evidenceIds": [
                "t3-chat:t3-chat:faq-usage",
                "t3-chat:t3-chat:r2-paid-tier-controls",
                "t3-chat:t3-chat:r2-premier-buckets"
              ]
            },
            {
              "id": "budgets",
              "question": "Can budgets be set per user or group?",
              "support": "unknown",
              "answer": "Can budgets be set per user or group? No customer organization/user-group budget assignment or cost-centre export was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "budget_enforcement",
              "question": "Does reaching a budget alert, block or downgrade?",
              "support": "partial",
              "answer": "For the documented paid-account bucket routes, exhausting both balances requires waiting for refill. This does not establish configurable user/group currency budgets, alerts or downgrade policies.",
              "evidenceIds": [
                "t3-chat:t3-chat:faq-usage",
                "t3-chat:t3-chat:r2-premier-buckets"
              ]
            },
            {
              "id": "chargeback",
              "question": "Can costs be exported per cost centre?",
              "support": "unknown",
              "answer": "Can costs be exported per cost centre? No customer organization/user-group budget assignment or cost-centre export was retrieved.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps.",
            "No complete Free/Pro/Premier entitlement matrix or authenticated model/feature menu was retrieved."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:faq-usage",
            "t3-chat:t3-chat:r2-paid-tier-controls",
            "t3-chat:t3-chat:r2-premier-buckets"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:ADM-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The privacy policy describes vendor telemetry, not a customer compliance logging service.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Free, Pro and Premier evidence; no organizational plan or entitlement established",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_events",
              "question": "Are admin and security events logged?",
              "support": "unknown",
              "answer": "Are admin and security events logged? No customer admin/security-event catalogue, SIEM stream/export, eDiscovery/legal hold or fixed log retention was retrieved. Vendor monitoring in the security policy is not evidence of customer audit access.",
              "evidenceIds": []
            },
            {
              "id": "content_logging",
              "question": "Can prompts and answers be retained for compliance, and is it configurable?",
              "support": "partial",
              "answer": "The privacy policy collects prompts/uploads and Terms reserve review/removal for violations. A configurable customer prompt/answer compliance archive was not established.",
              "evidenceIds": [
                "t3-chat:t3-chat:privacy",
                "t3-chat:t3-chat:terms"
              ]
            },
            {
              "id": "siem_export",
              "question": "Can logs stream to a SIEM or be exported?",
              "support": "unknown",
              "answer": "Can logs stream to a SIEM or be exported? No customer admin/security-event catalogue, SIEM stream/export, eDiscovery/legal hold or fixed log retention was retrieved. Vendor monitoring in the security policy is not evidence of customer audit access.",
              "evidenceIds": []
            },
            {
              "id": "ediscovery",
              "question": "Are eDiscovery and legal hold supported?",
              "support": "unknown",
              "answer": "Are eDiscovery and legal hold supported? No customer admin/security-event catalogue, SIEM stream/export, eDiscovery/legal hold or fixed log retention was retrieved. Vendor monitoring in the security policy is not evidence of customer audit access.",
              "evidenceIds": []
            },
            {
              "id": "log_retention",
              "question": "How long are logs kept?",
              "support": "unknown",
              "answer": "How long are logs kept? No customer admin/security-event catalogue, SIEM stream/export, eDiscovery/legal hold or fixed log retention was retrieved. Vendor monitoring in the security policy is not evidence of customer audit access.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:privacy",
            "t3-chat:t3-chat:terms"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:ADM-07",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "ADM-08",
      "title": "AI policy and guardrails",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record organisation-wide system instructions, acceptable-use notices and acknowledgement, content filters, topic restrictions, AI-output labelling, and admin visibility of policy violations. Separate enforced policy from instructions the model is expected to follow.",
      "questions": [
        {
          "id": "org_instructions",
          "question": "Can admins set organisation-wide instructions?"
        },
        {
          "id": "usage_notice",
          "question": "Can users be required to accept a usage policy?"
        },
        {
          "id": "content_filters",
          "question": "Are content filters configurable?"
        },
        {
          "id": "violation_reporting",
          "question": "Are policy hits visible to admins?"
        }
      ],
      "products": [
        {
          "productId": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:ADM-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Acceptable-use terms apply, while organization policy controls remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Free, Pro and Premier evidence; no organizational plan or entitlement established",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "org_instructions",
              "question": "Can admins set organisation-wide instructions?",
              "support": "unknown",
              "answer": "Can admins set organisation-wide instructions? No admin global-instruction policy, mandatory company policy acknowledgement, configurable deterministic filter or customer violation-hit reporting was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "usage_notice",
              "question": "Can users be required to accept a usage policy?",
              "support": "unknown",
              "answer": "Can users be required to accept a usage policy? No admin global-instruction policy, mandatory company policy acknowledgement, configurable deterministic filter or customer violation-hit reporting was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "content_filters",
              "question": "Are content filters configurable?",
              "support": "partial",
              "answer": "Terms prohibit categories of unlawful/harmful content and permit vendor review/removal or suspension. Customer configurable content filters are not established.",
              "evidenceIds": [
                "t3-chat:t3-chat:terms"
              ]
            },
            {
              "id": "violation_reporting",
              "question": "Are policy hits visible to admins?",
              "support": "unknown",
              "answer": "Are policy hits visible to admins? No admin global-instruction policy, mandatory company policy acknowledgement, configurable deterministic filter or customer violation-hit reporting was retrieved.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:terms"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:DATA-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The privacy policy places the service under US/international processing; no EU/Swiss end-to-end option was established.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Free, Pro and Premier evidence; no organizational plan or entitlement established",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "storage_region",
              "question": "Where are chats, files and indexes stored?",
              "support": "partial",
              "answer": "The policy says services are provided in the United States and information is processed there or in other countries; Azure, AWS and Vercel are named. Component-specific chat/file/index storage regions are not enumerated.",
              "evidenceIds": [
                "t3-chat:t3-chat:privacy"
              ]
            },
            {
              "id": "inference_region",
              "question": "Where do model calls run, per provider?",
              "support": "partial",
              "answer": "The policy names OpenAI, Google, Anthropic and OpenRouter processing, but no provider-by-provider region, EU-only switch or customer region guarantee is supplied.",
              "evidenceIds": [
                "t3-chat:t3-chat:privacy",
                "t3-chat:t3-chat:faq-training"
              ]
            },
            {
              "id": "backups_logs_region",
              "question": "Where are backups, logs and telemetry?",
              "support": "unknown",
              "answer": "Where are backups, logs and telemetry? No exact backup/log/telemetry country matrix, support-access location, Swiss hosting offer or residency-plan entitlement was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "support_access_region",
              "question": "From where can vendor staff access data?",
              "support": "unknown",
              "answer": "From where can vendor staff access data? No exact backup/log/telemetry country matrix, support-access location, Swiss hosting offer or residency-plan entitlement was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "swiss_hosting",
              "question": "Is Swiss hosting available?",
              "support": "unknown",
              "answer": "Is Swiss hosting available? No exact backup/log/telemetry country matrix, support-access location, Swiss hosting offer or residency-plan entitlement was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "residency_plan",
              "question": "Which plan or option provides residency?",
              "support": "unknown",
              "answer": "Which plan or option provides residency? No exact backup/log/telemetry country matrix, support-access location, Swiss hosting offer or residency-plan entitlement was retrieved.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:privacy",
            "t3-chat:t3-chat:faq-training"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:DATA-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A hosted web service is offered; tenant architecture and alternative deployment contracts remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Free, Pro and Premier evidence; no organizational plan or entitlement established",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "multi_tenant_saas",
              "question": "Is a shared SaaS offered?",
              "support": "partial",
              "answer": "The public web service accepts individual accounts and processes content with hosting/model providers. Its exact multitenant architecture and boundaries are not documented in the retrieved public material.",
              "evidenceIds": [
                "t3-chat:t3-chat:terms",
                "t3-chat:t3-chat:privacy"
              ]
            },
            {
              "id": "dedicated_instance",
              "question": "Is a dedicated single-tenant instance offered, from what size?",
              "support": "unknown",
              "answer": "Is a dedicated single-tenant instance offered, from what size? No vendor-operated dedicated tenant, customer-cloud/on-premise package, offline licence or deployment-specific feature matrix was retrieved. Independent T3 clones and the distinct T3 Code product do not establish a self-host licence.",
              "evidenceIds": []
            },
            {
              "id": "customer_cloud",
              "question": "Can it run in the customer's own cloud account, from what size?",
              "support": "unknown",
              "answer": "Can it run in the customer's own cloud account, from what size? No vendor-operated dedicated tenant, customer-cloud/on-premise package, offline licence or deployment-specific feature matrix was retrieved. Independent T3 clones and the distinct T3 Code product do not establish a self-host licence.",
              "evidenceIds": []
            },
            {
              "id": "on_premise",
              "question": "Can the whole platform run on customer infrastructure, from what size?",
              "support": "unknown",
              "answer": "Can the whole platform run on customer infrastructure, from what size? No vendor-operated dedicated tenant, customer-cloud/on-premise package, offline licence or deployment-specific feature matrix was retrieved. Independent T3 clones and the distinct T3 Code product do not establish a self-host licence.",
              "evidenceIds": []
            },
            {
              "id": "air_gapped",
              "question": "Can it run without internet access?",
              "support": "unknown",
              "answer": "Can it run without internet access? No vendor-operated dedicated tenant, customer-cloud/on-premise package, offline licence or deployment-specific feature matrix was retrieved. Independent T3 clones and the distinct T3 Code product do not establish a self-host licence.",
              "evidenceIds": []
            },
            {
              "id": "mode_feature_gaps",
              "question": "Which features are missing outside SaaS?",
              "support": "unknown",
              "answer": "Which features are missing outside SaaS? No vendor-operated dedicated tenant, customer-cloud/on-premise package, offline licence or deployment-specific feature matrix was retrieved. Independent T3 clones and the distinct T3 Code product do not establish a self-host licence.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:terms",
            "t3-chat:t3-chat:privacy"
          ]
        }
      ]
    },
    {
      "id": "DATA-03",
      "title": "Training use and provider retention",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record whether customer content trains vendor or provider models, by plan and default; zero-data-retention arrangements with model providers; abuse-monitoring retention and human review; and the model provider's terms that apply. A \"no training\" claim on a marketing page is `vendor-claimed` until the contract or DPA says so.",
      "questions": [
        {
          "id": "vendor_training",
          "question": "Does the vendor train on customer content?"
        },
        {
          "id": "provider_training",
          "question": "Do model providers train on it under this product's contracts?"
        },
        {
          "id": "provider_retention",
          "question": "How long do model providers keep prompts, including for abuse monitoring?"
        },
        {
          "id": "zero_retention",
          "question": "Is zero data retention available, and on which plan?"
        },
        {
          "id": "human_review",
          "question": "Can provider staff review content?"
        }
      ],
      "products": [
        {
          "productId": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:DATA-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "No vendor training is asserted, with provider exceptions and customer-key responsibility explicitly retained.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Free, Pro and Premier evidence; no organizational plan or entitlement established",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "vendor_training",
              "question": "Does the vendor train on customer content?",
              "support": "supported",
              "answer": "FAQ says T3 does not train its own models and the privacy policy says personal information is not used to train AI models.",
              "evidenceIds": [
                "t3-chat:t3-chat:faq-training",
                "t3-chat:t3-chat:privacy"
              ]
            },
            {
              "id": "provider_training",
              "question": "Do model providers train on it under this product's contracts?",
              "support": "supported",
              "answer": "The FAQ says OpenAI/Anthropic defaults are not opted into training, Google paid models disable training and OpenRouter training routes are disabled. Some new models may require training and are labeled; BYOK customers manage their own provider settings.",
              "evidenceIds": [
                "t3-chat:t3-chat:faq-training"
              ]
            },
            {
              "id": "provider_retention",
              "question": "How long do model providers keep prompts, including for abuse monitoring?",
              "support": "unknown",
              "answer": "How long do model providers keep prompts, including for abuse monitoring? The FAQ does not establish provider prompt/abuse-monitoring retention, uniform ZDR entitlement or all provider human-review exceptions. No universal no-training/no-retention promise is inferred.",
              "evidenceIds": []
            },
            {
              "id": "zero_retention",
              "question": "Is zero data retention available, and on which plan?",
              "support": "unknown",
              "answer": "Is zero data retention available, and on which plan? The FAQ does not establish provider prompt/abuse-monitoring retention, uniform ZDR entitlement or all provider human-review exceptions. No universal no-training/no-retention promise is inferred.",
              "evidenceIds": []
            },
            {
              "id": "human_review",
              "question": "Can provider staff review content?",
              "support": "unknown",
              "answer": "Can provider staff review content? The FAQ does not establish provider prompt/abuse-monitoring retention, uniform ZDR entitlement or all provider human-review exceptions. No universal no-training/no-retention promise is inferred.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:faq-training",
            "t3-chat:t3-chat:privacy"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:DATA-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Termination export responsibilities are contractual; plan-specific temporary-chat behaviour and retention remain unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual T3 Chat service Terms; temporary-chat Free/Pro/Premier entitlement not established",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "default_retention",
              "question": "What is retained and for how long by default?",
              "support": "unknown",
              "answer": "The generic URL FAQ distinguishes temporary and persisted threads but does not map that feature to a named individual tier or specify server/provider/file/backup retention. No plan-specific temporary-chat retention claim is made.",
              "evidenceIds": []
            },
            {
              "id": "admin_retention",
              "question": "Can admins set retention periods?",
              "support": "unknown",
              "answer": "Can admins set retention periods? No administrator retention controls, user permanent-deletion completion guarantee, backup erasure interval or fixed contract-end deletion deadline was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "user_deletion",
              "question": "Can users delete their chats and files permanently?",
              "support": "unknown",
              "answer": "Can users delete their chats and files permanently? No administrator retention controls, user permanent-deletion completion guarantee, backup erasure interval or fixed contract-end deletion deadline was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "contract_end_deletion",
              "question": "What is deleted at contract end, and when?",
              "support": "partial",
              "answer": "Terms put responsibility on users to export before termination and endeavor to provide a reasonable retrieval opportunity only for vendor-convenience termination; deletion timing and certificate are unspecified.",
              "evidenceIds": [
                "t3-chat:t3-chat:terms"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps.",
            "No complete Free/Pro/Premier entitlement matrix or authenticated model/feature menu was retrieved."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:terms"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:DATA-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Named providers and a US vendor address are public, without a complete processor-country or transfer contract matrix.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Free, Pro and Premier evidence; no organizational plan or entitlement established",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "subprocessor_list",
              "question": "Is a dated sub-processor list published?",
              "support": "partial",
              "answer": "The May31,2025 privacy policy names Azure, AWS, Vercel, OpenAI, Google, Anthropic and OpenRouter, explicitly non-exhaustively. This is not established as a complete Article28 subprocessor schedule.",
              "evidenceIds": [
                "t3-chat:t3-chat:privacy"
              ]
            },
            {
              "id": "subprocessor_countries",
              "question": "Which countries do sub-processors operate in?",
              "support": "unknown",
              "answer": "Which countries do sub-processors operate in? No exhaustive processor operation-country matrix, signed SCC/Swiss transfer mechanism or subprocessor objection schedule was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "change_notification",
              "question": "Are customers notified of sub-processor changes?",
              "support": "partial",
              "answer": "Privacy policy says material changes are posted with an updated effective date. A processor-addition notice period and objection right are not specified.",
              "evidenceIds": [
                "t3-chat:t3-chat:privacy"
              ]
            },
            {
              "id": "parent_jurisdiction",
              "question": "Which jurisdiction governs the vendor and its parent?",
              "support": "partial",
              "answer": "The policy and Terms identify T3 Tools Inc with a San Francisco address and US/California legal context. A separate parent entity, incorporation jurisdiction and ownership were not independently established.",
              "evidenceIds": [
                "t3-chat:t3-chat:privacy",
                "t3-chat:t3-chat:terms"
              ]
            },
            {
              "id": "transfer_mechanism",
              "question": "Which transfer mechanism applies to non-EU/CH processing?",
              "support": "unknown",
              "answer": "Which transfer mechanism applies to non-EU/CH processing? No exhaustive processor operation-country matrix, signed SCC/Swiss transfer mechanism or subprocessor objection schedule was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "government_access_policy",
              "question": "Is there a published government-access or transparency policy?",
              "support": "partial",
              "answer": "The policy allows disclosures for subpoenas, warrants and legal investigations. No separate transparency report or detailed challenge/notification policy was retrieved.",
              "evidenceIds": [
                "t3-chat:t3-chat:privacy"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:privacy",
            "t3-chat:t3-chat:terms"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:DATA-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public consumer/service terms use California law; an enterprise GDPR/Swiss DPA remains unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Free, Pro and Premier evidence; no organizational plan or entitlement established",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "dpa",
              "question": "Is a DPA available, and is it negotiable?",
              "support": "unknown",
              "answer": "Is a DPA available, and is it negotiable? No public negotiable Article28 DPA, explicit revDSG/GDPR processor undertaking, EU AI Act pack or FINMA/sector material was retrieved. The guessed/dpa route did not expose readable content; that is an access gap, not proof of absence.",
              "evidenceIds": []
            },
            {
              "id": "revdsg_gdpr",
              "question": "Does the DPA cover revDSG and GDPR?",
              "support": "unknown",
              "answer": "Does the DPA cover revDSG and GDPR? No public negotiable Article28 DPA, explicit revDSG/GDPR processor undertaking, EU AI Act pack or FINMA/sector material was retrieved. The guessed/dpa route did not expose readable content; that is an access gap, not proof of absence.",
              "evidenceIds": []
            },
            {
              "id": "governing_law",
              "question": "Which law and court govern the contract?",
              "support": "supported",
              "answer": "Terms section19 uses California law and individual JAMS arbitration in Santa Clara County, with small-claims/injunction exceptions and state/federal Santa Clara courts where arbitration does not apply.",
              "evidenceIds": [
                "t3-chat:t3-chat:terms"
              ]
            },
            {
              "id": "ai_act_materials",
              "question": "Is EU AI Act documentation provided?",
              "support": "unknown",
              "answer": "Is EU AI Act documentation provided? No public negotiable Article28 DPA, explicit revDSG/GDPR processor undertaking, EU AI Act pack or FINMA/sector material was retrieved. The guessed/dpa route did not expose readable content; that is an access gap, not proof of absence.",
              "evidenceIds": []
            },
            {
              "id": "sector_materials",
              "question": "Are FINMA or other sector materials provided?",
              "support": "unknown",
              "answer": "Are FINMA or other sector materials provided? No public negotiable Article28 DPA, explicit revDSG/GDPR processor undertaking, EU AI Act pack or FINMA/sector material was retrieved. The guessed/dpa route did not expose readable content; that is an access gap, not proof of absence.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:terms"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:DATA-07",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:DATA-08",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "DATA-09",
      "title": "Professional secrecy",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "For professional secrecy holders (Berufsgeheimnisträger: lawyers, doctors, auditors, tax advisers) under § 203 StGB (DE) and Art. 321 StGB (CH), record whether the vendor signs a contractual secrecy undertaking or a § 203 agreement that binds its staff and its sub-processors; whether this comes as a dedicated offering or a paid add-on, and on which plan; who can access content in plain text (vendor staff, sub-processors, model providers); and the documentation provided. A DPA or a no-training clause alone is not a secrecy undertaking. Banking secrecy and FINMA outsourcing belong to DATA-06, not here. Record contract facts, not a legal assessment.",
      "questions": [
        {
          "id": "secrecy_undertaking",
          "question": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff?"
        },
        {
          "id": "subprocessor_coverage",
          "question": "Does the undertaking extend to its sub-processors, and is that documented?"
        },
        {
          "id": "secrecy_offering",
          "question": "Is it a dedicated offering or add-on, and on which plan?"
        },
        {
          "id": "content_access",
          "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?"
        },
        {
          "id": "secrecy_documentation",
          "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?"
        }
      ],
      "products": [
        {
          "productId": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:DATA-09",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public policies describe vendor/provider content processing, but professional-secrecy contracts and a business plan remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual account service; no business/professional-secrecy offer verified",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US/international policy; no DE/CH-specific arrangement verified",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "secrecy_undertaking",
              "question": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff?",
              "support": "unknown",
              "answer": "No public DPA or signed/signon §203 StGB/Art321 StGB professional-secrecy undertaking covering T3 staff was retrieved from the Terms, privacy/security policies or targeted first-party searches.",
              "evidenceIds": []
            },
            {
              "id": "subprocessor_coverage",
              "question": "Does the undertaking extend to its sub-processors, and is that documented?",
              "support": "unknown",
              "answer": "The privacy policy names hosting/model services but does not establish a dedicated professional-secrecy undertaking binding them. Its existence and flow-down are unknown.",
              "evidenceIds": []
            },
            {
              "id": "secrecy_offering",
              "question": "Is it a dedicated offering or add-on, and on which plan?",
              "support": "unknown",
              "answer": "A team/business offer itself remains unverified; no professional-secrecy-specific tier, dedicated package or paid add-on was established.",
              "evidenceIds": []
            },
            {
              "id": "content_access",
              "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?",
              "support": "partial",
              "answer": "Privacy policy sends input to selected OpenAI/Google/Anthropic/OpenRouter services; Terms reserve vendor review/removal of content upon apparent violations. This establishes processing/review possibilities, not an exhaustive plaintext staff/provider access matrix or protected-profession arrangement.",
              "evidenceIds": [
                "t3-chat:t3-chat:privacy",
                "t3-chat:t3-chat:terms"
              ]
            },
            {
              "id": "secrecy_documentation",
              "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?",
              "support": "unknown",
              "answer": "Public consumer/service Terms and privacy/security pages were reviewed, with targeted §203/Art321/professional-secrecy searches. No specific template, protected-profession data-flow statement or professional-body guidance was retrieved; no private agreement was requested.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "No-training statements and personal account terms are not a professional-secrecy undertaking.",
            "No legal suitability or compliance conclusion."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:privacy",
            "t3-chat:t3-chat:terms"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:VEN-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Individual subscription prices are supported by vendor replies; quotas are cost-based and checkout/organization details are incomplete.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Free, Pro and Premier evidence; no organizational plan or entitlement established",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "pricing_unit",
              "question": "What is the pricing unit?",
              "support": "supported",
              "answer": "Evidence describes monthly individual Pro/Premier subscriptions, optional customer provider keys and cost-based included use. No organizational seat/pool contract is established.",
              "evidenceIds": [
                "t3-chat:t3-chat:billing-change",
                "t3-chat:t3-chat:premier",
                "t3-chat:t3-chat:faq-usage"
              ]
            },
            {
              "id": "list_prices",
              "question": "What are list prices per plan, with date and currency?",
              "support": "partial",
              "answer": "Vendor replies confirm USD8/month paid-tier context and Premier USD50/month plus applicable tax. No checkout was completed and no business price was retrieved; dates of the undated replies are unknown.",
              "evidenceIds": [
                "t3-chat:t3-chat:billing-change",
                "t3-chat:t3-chat:premier",
                "t3-chat:t3-chat:price-visibility"
              ]
            },
            {
              "id": "included_usage",
              "question": "What usage is included?",
              "support": "supported",
              "answer": "Included usage is represented by Base and Overage balances, refilling four-hourly/monthly. The FAQ’s20/200 example is not the actual plan quota and the former1500+100 message claim is not used.",
              "evidenceIds": [
                "t3-chat:t3-chat:faq-usage",
                "t3-chat:t3-chat:billing-change"
              ]
            },
            {
              "id": "add_ons",
              "question": "Which features cost extra?",
              "support": "partial",
              "answer": "Customer OpenRouter/OpenAI API keys incur direct provider charges. Staff says a top-up product has not been offered since the new billing model and options are only being considered.",
              "evidenceIds": [
                "t3-chat:t3-chat:premier",
                "t3-chat:t3-chat:overage",
                "t3-chat:t3-chat:byok-openai"
              ]
            },
            {
              "id": "overage",
              "question": "What do usage beyond limits and premium models cost?",
              "support": "partial",
              "answer": "The Overage bucket is a monthly included-usage bucket, not an established published dollar-per-token overage tariff. Extra usage via own keys is billed by the customer provider; current model/route tariffs are not fully mapped.",
              "evidenceIds": [
                "t3-chat:t3-chat:faq-usage",
                "t3-chat:t3-chat:premier"
              ]
            }
          ],
          "limitations": [
            "Staff pricing replies are first-party but undated; current checkout amounts and tax/plan availability were not observed."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:billing-change",
            "t3-chat:t3-chat:premier",
            "t3-chat:t3-chat:faq-usage",
            "t3-chat:t3-chat:price-visibility",
            "t3-chat:t3-chat:overage",
            "t3-chat:t3-chat:byok-openai"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:VEN-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Multiplying individual list prices yields conditional licence floors, not a verified organization quote or usage-complete TCO.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Conditional independent Pro/Premier account multiplication; no organization plan verified",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_200",
              "question": "Year-one cost at 200 users?",
              "support": "partial",
              "answer": "ALM-14 shared cost assumptions v1.4,2026-10-21:12 months,list prices,exVAT,no negotiated discounts;60% light100/30% regular400/10% power1500 messages/user/month =>330,each3000 input+600 output tokens incl retrieval. Vendor subscription usage remains subject to cost/refill limits; no fixed default/recommended model or complete tariff is published, so coverage and variable extra cost stay unknown. ECB2026-10-20 EUR1=USD1.1215=CHF0.9237; divideUSD by1.1215 then multiplyEUR by0.9237. For200 separate accounts: Pro from USD19,200/EUR17,119.93/CHF15,813.68 + unknown; Premier reference USD120,000/EUR106,999.55/CHF98,835.49 + unknown. Bulk purchase and business-governance fit unverified.",
              "evidenceIds": [
                "t3-chat:t3-chat:billing-change",
                "t3-chat:t3-chat:premier",
                "t3-chat:t3-chat:faq-usage",
                "t3-chat:t3-chat:fx"
              ]
            },
            {
              "id": "cost_1000",
              "question": "Year-one cost at 1,000 users?",
              "support": "partial",
              "answer": "Same assumptions,1000 separate accounts: Pro from USD96,000/EUR85,599.64/CHF79,068.39 + unknown; Premier reference USD600,000/EUR534,997.77/CHF494,177.44 + unknown. Not a1000-seat quote.",
              "evidenceIds": [
                "t3-chat:t3-chat:billing-change",
                "t3-chat:t3-chat:premier",
                "t3-chat:t3-chat:faq-usage",
                "t3-chat:t3-chat:fx"
              ]
            },
            {
              "id": "cost_5000",
              "question": "Year-one cost at 5,000 users?",
              "support": "partial",
              "answer": "Same assumptions,5000 separate accounts: Pro from USD480,000/EUR427,998.22/CHF395,341.95 + unknown; Premier reference USD3,000,000/EUR2,674,988.85/CHF2,470,887.20 + unknown. Not a5000-seat quote.",
              "evidenceIds": [
                "t3-chat:t3-chat:billing-change",
                "t3-chat:t3-chat:premier",
                "t3-chat:t3-chat:faq-usage",
                "t3-chat:t3-chat:fx"
              ]
            },
            {
              "id": "variable_share",
              "question": "Which part depends on usage?",
              "support": "partial",
              "answer": "Included usage consumes a cost meter with no complete published tariff/default model. For an optional direct-provider BYOK comparison only, the shared gpt-6-luna effort-none Standard proxy is USD0.10 input/USD0.50 output per1M and USD2.376/user/year at the shared mix, excluding cache/tools/embeddings/regional uplift. This exact model/route is not verified selectable in T3 and is not added to the subscription floor as though it were a vendor tariff.",
              "evidenceIds": [
                "t3-chat:t3-chat:faq-usage",
                "t3-chat:t3-chat:openai-price",
                "t3-chat:t3-chat:openai-model"
              ]
            },
            {
              "id": "unknown_parts",
              "question": "Which costs could not be priced?",
              "support": "supported",
              "answer": "Unpriced: enterprise/bulk entitlement, organization features, exact current checkout prices, model availability and complete token/search/file tariff, whether the shared workload fits refill quotas, direct-provider/OpenRouter route charges, regional processing and support/implementation. No assumed wholesale discount or model-cost subsidy.",
              "evidenceIds": [
                "t3-chat:t3-chat:premier",
                "t3-chat:t3-chat:price-visibility",
                "t3-chat:t3-chat:faq-usage",
                "t3-chat:t3-chat:byok-router"
              ]
            }
          ],
          "limitations": [
            "Known price floor + unknown components; no complete year-one TCO, seat commitment or sufficient-usage guarantee."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:billing-change",
            "t3-chat:t3-chat:premier",
            "t3-chat:t3-chat:faq-usage",
            "t3-chat:t3-chat:fx",
            "t3-chat:t3-chat:openai-price",
            "t3-chat:t3-chat:openai-model",
            "t3-chat:t3-chat:price-visibility",
            "t3-chat:t3-chat:byok-router"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:VEN-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Free usage is in the Terms; a business-specific trial and enterprise evaluation path remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Free, Pro and Premier evidence; no organizational plan or entitlement established",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "free_tier",
              "question": "Is there a free tier for business use?",
              "support": "partial",
              "answer": "Terms say services are free up to unspecified usage limits and paid resources may be required. Organizational acceptance is allowed, but no free business admin entitlement is established.",
              "evidenceIds": [
                "t3-chat:t3-chat:terms"
              ]
            },
            {
              "id": "self_serve_trial",
              "question": "Is a self-serve business trial available?",
              "support": "unknown",
              "answer": "Is a self-serve business trial available? No timed self-serve business trial, SSO/connector/admin trial entitlement or enterprise evaluation agreement was retrieved. No account was created.",
              "evidenceIds": []
            },
            {
              "id": "trial_scope",
              "question": "Do trials include SSO, connectors and admin features?",
              "support": "unknown",
              "answer": "Do trials include SSO, connectors and admin features? No timed self-serve business trial, SSO/connector/admin trial entitlement or enterprise evaluation agreement was retrieved. No account was created.",
              "evidenceIds": []
            },
            {
              "id": "sales_gate",
              "question": "Does meaningful evaluation require sales contact?",
              "support": "partial",
              "answer": "A public browser service and free-limited offer are documented; business-specific meaningful evaluation and any sales gate cannot be determined without an established business offer.",
              "evidenceIds": [
                "t3-chat:t3-chat:terms"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:terms"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:VEN-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Individual monthly upgrades/downgrades are documented; business minimums and European invoicing remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Free, Pro and Premier evidence; no organizational plan or entitlement established",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "minimum_commitment",
              "question": "What seat or spend minimum applies?",
              "support": "partial",
              "answer": "The public evidence concerns individual accounts and monthly prices, not a minimum team-seat/spend commitment.",
              "evidenceIds": [
                "t3-chat:t3-chat:terms",
                "t3-chat:t3-chat:premier"
              ]
            },
            {
              "id": "contract_length",
              "question": "What contract lengths are offered?",
              "support": "supported",
              "answer": "Vendor replies confirm monthly Premier pricing and billing periods; no signed annual or business-term offer was retrieved.",
              "evidenceIds": [
                "t3-chat:t3-chat:premier"
              ]
            },
            {
              "id": "cancellation",
              "question": "How can the contract be cancelled or reduced?",
              "support": "supported",
              "answer": "Terms permit account cancellation at any time without refunds. Staff says upgrades take effect immediately and downgrades at the billing-period end.",
              "evidenceIds": [
                "t3-chat:t3-chat:terms",
                "t3-chat:t3-chat:premier"
              ]
            },
            {
              "id": "local_invoicing",
              "question": "Can it be invoiced in CHF or EUR from a European entity?",
              "support": "unknown",
              "answer": "Can it be invoiced in CHF or EUR from a European entity? No team minimum, European contracting entity or CHF/EUR invoice entitlement was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "transparency_class",
              "question": "Is pricing transparent, partial, quote-only or unknown?",
              "support": "supported",
              "answer": "Partial: some individual prices are confirmed in undated staff replies, complete final checkout requires billing information, quotas are not a public token tariff, and a business offer remains unverified.",
              "evidenceIds": [
                "t3-chat:t3-chat:price-visibility",
                "t3-chat:t3-chat:premier",
                "t3-chat:t3-chat:faq-usage"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:terms",
            "t3-chat:t3-chat:premier",
            "t3-chat:t3-chat:price-visibility",
            "t3-chat:t3-chat:faq-usage"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:VEN-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The hosted service is proprietary; clone hackathons and T3 Code are separate products.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Free, Pro and Premier evidence; no organizational plan or entitlement established",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "licence_type",
              "question": "Which licence applies to each component?",
              "support": "supported",
              "answer": "Terms grant a personal nonassignable service licence and prohibit copying, modification, reverse engineering and source extraction, subject to third-party software rights.",
              "evidenceIds": [
                "t3-chat:t3-chat:terms"
              ]
            },
            {
              "id": "branding_restrictions",
              "question": "Do licence terms restrict branding or user counts?",
              "support": "supported",
              "answer": "Terms reserve vendor trademarks and prohibit sublicensing/renting/providing service access to others; each account is personal and cannot be shared.",
              "evidenceIds": [
                "t3-chat:t3-chat:terms"
              ]
            },
            {
              "id": "enterprise_features_closed",
              "question": "Are enterprise features in a separate closed edition?",
              "support": "unknown",
              "answer": "Are enterprise features in a separate closed edition? No supported self-host licence, open-source core/enterprise split or enterprise edition licence was retrieved. Public third-party clones are not licensed distributions of the hosted product.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:terms"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:VEN-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Terms require pre-termination export, but a documented organizational export package was not established.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Free, Pro and Premier evidence; no organizational plan or entitlement established",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_export",
              "question": "Can admins export all chats?",
              "support": "unknown",
              "answer": "Can admins export all chats? No first-party complete-admin-chat export procedure/format, reusable assistant/prompt export or KB/source export was retrieved. Community migration scripts and export comments are leads, not supported portability guarantees.",
              "evidenceIds": []
            },
            {
              "id": "assistant_export",
              "question": "Can assistants and prompts be exported in a reusable format?",
              "support": "unknown",
              "answer": "Can assistants and prompts be exported in a reusable format? No first-party complete-admin-chat export procedure/format, reusable assistant/prompt export or KB/source export was retrieved. Community migration scripts and export comments are leads, not supported portability guarantees.",
              "evidenceIds": []
            },
            {
              "id": "knowledge_export",
              "question": "Can knowledge bases and their sources be exported?",
              "support": "unknown",
              "answer": "Can knowledge bases and their sources be exported? No first-party complete-admin-chat export procedure/format, reusable assistant/prompt export or KB/source export was retrieved. Community migration scripts and export comments are leads, not supported portability guarantees.",
              "evidenceIds": []
            },
            {
              "id": "export_format",
              "question": "Are formats documented and machine-readable?",
              "support": "unknown",
              "answer": "Are formats documented and machine-readable? No first-party complete-admin-chat export procedure/format, reusable assistant/prompt export or KB/source export was retrieved. Community migration scripts and export comments are leads, not supported portability guarantees.",
              "evidenceIds": []
            },
            {
              "id": "post_termination_window",
              "question": "How long can data be retrieved after termination?",
              "support": "partial",
              "answer": "Users must export before termination. If the vendor terminates for convenience it will endeavor to allow a reasonable retrieval opportunity; no fixed post-termination window is guaranteed.",
              "evidenceIds": [
                "t3-chat:t3-chat:terms"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:terms"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:VEN-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Email support and official feedback are public, without a retrieved SLA or regional-language contract.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public FAQ, legal pages and vendor replies retrieved 2026-10-21; no authenticated deployment observed",
            "plan": "Individual Free, Pro and Premier evidence; no organizational plan or entitlement established",
            "addOns": [
              "Optional customer API keys; plan-specific quotas and checkout details not fully public"
            ],
            "deploymentMode": null,
            "region": "US-hosted service with provider processing in US or other countries; no EU/CH-only option established",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "T3 Chat browser application",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "support_channels",
              "question": "Which support channels are available on each plan?",
              "support": "supported",
              "answer": "The FAQ lists a support email and official feature/bug board; plan-specific response targets are not published there.",
              "evidenceIds": [
                "t3-chat:t3-chat:faq-support"
              ]
            },
            {
              "id": "support_languages",
              "question": "Is support available in German, French or Italian?",
              "support": "unknown",
              "answer": "Is support available in German, French or Italian? No German/French/Italian support commitment, credit-bearing uptime SLA or verified public status/history service was retrieved. Guessed status.t3.chat failed certificate validation; no incident conclusion follows.",
              "evidenceIds": []
            },
            {
              "id": "regional_presence",
              "question": "Is there a DACH or Swiss entity, team or partner?",
              "support": "partial",
              "answer": "The vendor publishes a San Francisco contact address. A DACH/Swiss entity, partner or support team was not established.",
              "evidenceIds": [
                "t3-chat:t3-chat:privacy"
              ]
            },
            {
              "id": "uptime_sla",
              "question": "Is there an uptime SLA with credits?",
              "support": "unknown",
              "answer": "Is there an uptime SLA with credits? No German/French/Italian support commitment, credit-bearing uptime SLA or verified public status/history service was retrieved. Guessed status.t3.chat failed certificate validation; no incident conclusion follows.",
              "evidenceIds": []
            },
            {
              "id": "status_page",
              "question": "Is there a public status page with history?",
              "support": "unknown",
              "answer": "Is there a public status page with history? No German/French/Italian support commitment, credit-bearing uptime SLA or verified public status/history service was retrieved. Guessed status.t3.chat failed certificate validation; no incident conclusion follows.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "t3-chat:t3-chat:faq-support",
            "t3-chat:t3-chat:privacy"
          ]
        }
      ]
    },
    {
      "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": "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"
          ]
        },
        {
          "productId": "t3-chat",
          "claimId": "t3-chat:VEN-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": []
        }
      ]
    }
  ],
  "sources": [
    {
      "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": "t3-chat:t3-chat:faq-training",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://t3.chat/faq",
      "title": "T3 Chat FAQ",
      "locator": "Do you use my data for training?",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The vendor says it does not train models, configures OpenAI/Anthropic/paid Google/OpenRouter no-training where possible, labels exceptions and makes BYOK customers responsible for settings."
    },
    {
      "id": "t3-chat:t3-chat:billing-change",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://feedback.t3.chat/p/t3-feels-nerfed-now",
      "title": "Usage model change",
      "locator": "Mark Florkowski Team replies",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Vendor replies confirm current cost-based usage and that an USD8 subscription can still use expensive models within cost limits."
    },
    {
      "id": "t3-chat:t3-chat:r2-paid-tier-controls",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://feedback.t3.chat/p/new-tier-in-between-pro-and-premier",
      "title": "Pro/Premier vendor replies",
      "locator": "Mark Florkowski Team: cost explanation, OpenRouter direct billing, USD50 Premier and plan changes",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The vendor discusses USD8 Pro usage/search costs, optional OpenRouter keys and Premier USD50/month; this does not establish Free parity or a complete model matrix."
    },
    {
      "id": "t3-chat:t3-chat:r2-pro-context-byok",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://feedback.t3.chat/p/premium-requests-for-large-context-windows",
      "title": "Context and own-key controls",
      "locator": "Mark Florkowski Team replies on USD8 limits, higher tier, model switching and OpenRouter fallback",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Vendor replies document context restrictions on the USD8 tier and optional own-key fallback without publishing a complete current model/file matrix."
    },
    {
      "id": "t3-chat:t3-chat:changelog",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://feedback.t3.chat/p/changelog-of-new-features",
      "title": "Changelog of new features",
      "locator": "Planned status and Mark Florkowski Team reply",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A vendor reply says major-feature changelog is in Discord and a website version is intended; the website request remains Planned."
    },
    {
      "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."
    },
    {
      "id": "t3-chat:t3-chat:faq-usage",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://t3.chat/faq",
      "title": "T3 Chat FAQ",
      "locator": "How does the usage meter work?",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Base refills every four hours and Overage monthly; usage reserves then settles request cost and blocks until refill when both are depleted. Example20/200 points are illustrative, not published quota sizes."
    },
    {
      "id": "t3-chat:t3-chat:r2-premier-buckets",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://feedback.t3.chat/p/quickly-reaching-usage-limits-on-premier-plan",
      "title": "Premier usage-limit support",
      "locator": "Mark Florkowski Team reply explaining exhausted monthly overage and four-hour bucket",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The identifiable vendor reply specifically applies the FAQ bucket mechanics to a Premier account."
    },
    {
      "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."
    },
    {
      "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."
    },
    {
      "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",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "Users configure custom chat-agent instructions, uploaded knowledge and connected tools in Workflow Builder."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-connectors",
      "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."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-selfhosted-data",
      "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."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-dlp",
      "productId": "gemini-enterprise",
      "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."
    },
    {
      "id": "gemini-enterprise:gemini-enterprise:g-personalization",
      "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": "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": "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": "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": "t3-chat:t3-chat:faq-url",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://t3.chat/faq",
      "title": "T3 Chat FAQ",
      "locator": "Custom search URLs and query parameter table",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A new-chat URL selects a model, reasoning effort, search on/off, one to five searches, a profile and temporary/persisted storage mode."
    },
    {
      "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": "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": "t3-chat:t3-chat:api-request",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://feedback.t3.chat/p/allow-t3-chat-subscription-to-power-external-coding-agents-or",
      "title": "Subscription-backed API request",
      "locator": "Closed status and Mark Florkowski Team reply",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Staff rejects the economics of applying a T3 Chat subscription to external coding-agent/API usage; an official general chat API is not established."
    },
    {
      "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": "t3-chat:t3-chat:mobile",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://feedback.t3.chat/en/p/mobile-app-77",
      "title": "Mobile App",
      "locator": "Mark Florkowski, Team, pinned September10,2026 announcement",
      "sourceDate": "2026-09-10",
      "retrievedAt": "2026-10-21",
      "finding": "The vendor released an iOS TestFlight beta on September10,2026 and says Android beta is coming soon."
    },
    {
      "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": "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": "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": "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": "t3-chat:t3-chat:security",
      "productId": "t3-chat",
      "kind": "vendor-claimed",
      "url": "https://t3.chat/security-policy",
      "title": "T3 Chat security policy",
      "locator": "Data protection, authentication and disclosure program",
      "sourceDate": "2025-02-14",
      "retrievedAt": "2026-10-21",
      "finding": "The vendor asserts TLS, MFA support, secure sessions/access control and regular audits; no independent report or enterprise enforcement configuration is supplied."
    },
    {
      "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": "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": "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": "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": "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": "t3-chat:t3-chat:privacy",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://t3.chat/privacy-policy",
      "title": "T3 Chat privacy policy",
      "locator": "Sections1-7 and11",
      "sourceDate": "2025-05-31",
      "retrievedAt": "2026-10-21",
      "finding": "The policy covers user uploads, named hosting/model providers, no AI training, US/international processing and general disclosure practices."
    },
    {
      "id": "t3-chat:t3-chat:terms",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://t3.chat/terms-of-service",
      "title": "T3 Chat Terms of Service",
      "locator": "Sections1-6,9,19 and21",
      "sourceDate": "2025-11-15",
      "retrievedAt": "2026-10-21",
      "finding": "T3 Tools Inc permits organizational acceptance but each account is personal; proprietary restrictions, cancellation/export responsibilities and California dispute terms apply."
    },
    {
      "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": "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": "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": "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": "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": "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": "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": "t3-chat:t3-chat:overage",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://feedback.t3.chat/p/overage-bucket-refill-option",
      "title": "Overage bucket refill option",
      "locator": "Mark Florkowski Team reply",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The vendor says top-up refill has not been offered since the new billing model."
    },
    {
      "id": "t3-chat:t3-chat:premier",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://feedback.t3.chat/p/new-tier-in-between-pro-and-premier",
      "title": "Pro and Premier pricing discussion",
      "locator": "Mark Florkowski Team replies on price, OpenRouter, upgrades and downgrades",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The vendor confirms Premier USD50/month plus tax, immediate upgrades and end-period downgrades, and customer OpenRouter keys for direct usage billing."
    },
    {
      "id": "t3-chat:t3-chat:price-visibility",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://feedback.t3.chat/p/ability-to-see-paid-plan-price-without-going-into-checkout",
      "title": "Paid price visibility",
      "locator": "Mark Florkowski Team replies",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Staff says billing information is needed for final tax-inclusive pricing; no checkout was completed."
    },
    {
      "id": "t3-chat:t3-chat:byok-openai",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://feedback.t3.chat/p/enable-byo-api-key-for-gpt-5-and-gpt-5",
      "title": "OpenAI BYOK",
      "locator": "Mark Florkowski Team reply",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Staff confirms GPT5 BYOK and recommends fallback priority plus a verified OpenAI organization or removing the key; this is historical model-specific setup, not a complete current model list."
    },
    {
      "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": "t3-chat:t3-chat:byok-router",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://feedback.t3.chat/p/let-openrouter-keys-work-with-more-models",
      "title": "OpenRouter model coverage",
      "locator": "Completed label versus Mark Florkowski Team reply",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The request is marked Completed but the staff reply says those routes do not use OpenRouter and universal rerouting requires future changes."
    },
    {
      "id": "t3-chat:t3-chat:fx",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml",
      "title": "ECB reference exchange rates",
      "locator": "Cube time2026-10-20",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "EUR1 equals USD1.1215 and CHF0.9237."
    },
    {
      "id": "t3-chat:t3-chat:openai-price",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://developers.openai.com/api/docs/pricing",
      "title": "OpenAI API pricing",
      "locator": "Standard short-context gpt-6-luna row",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The shared direct-provider proxy uses USD0.10 input/USD0.50 output per million tokens; T3 availability of this exact route is unverified."
    },
    {
      "id": "t3-chat:t3-chat:openai-model",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://developers.openai.com/api/docs/models/gpt-6-luna",
      "title": "GPT-6 Luna documentation",
      "locator": "Reasoning effort options",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The shared direct-provider proxy uses lowest effort none; this is not a verified T3 default or model-menu entry."
    },
    {
      "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": "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": "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": "t3-chat:t3-chat:faq-support",
      "productId": "t3-chat",
      "kind": "documented",
      "url": "https://t3.chat/faq",
      "title": "T3 Chat FAQ",
      "locator": "Feature requests and support",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The FAQ links its official feedback board and lists support email."
    }
  ]
}
