{
  "schemaVersion": 1,
  "rubricVersion": "1.1",
  "kind": "pair",
  "slug": "gemini-enterprise-vs-typingmind",
  "canonicalUrl": "https://onaihq.com/compare/agents/gemini-enterprise-vs-typingmind/",
  "markdownUrl": "https://onaihq.com/compare/agents/gemini-enterprise-vs-typingmind/index.md",
  "dataUrl": "https://onaihq.com/compare/agents/gemini-enterprise-vs-typingmind/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": "typingmind",
      "name": "TypingMind / TypingMind Teams",
      "website": "https://www.typingmind.com",
      "repository": null,
      "pageUrl": "https://onaihq.com/compare/agents/products/typingmind/",
      "lifecycle": {
        "status": "unknown",
        "note": null
      },
      "surfaces": [
        {
          "id": "teams-saas",
          "name": "TypingMind Teams SaaS chat and Admin Panel",
          "type": "web-app"
        },
        {
          "id": "teams-selfhost",
          "name": "Commercial self-hosted TypingMind Teams server",
          "type": "self-hosted-server"
        },
        {
          "id": "teams-api",
          "name": "TypingMind Teams REST API",
          "type": "api"
        },
        {
          "id": "personal",
          "name": "TypingMind personal browser app and PWA",
          "type": "web-app"
        }
      ],
      "sourcedClaimCount": 49,
      "statedByVendorCount": 0,
      "crossCheckedClaimCount": 49,
      "sourcedOnlyClaimCount": 0,
      "oldestCheckedAt": "2026-10-21",
      "lastCheckedAt": "2026-10-26"
    }
  ],
  "coverage": {
    "totalCriteria": 51,
    "sharedCrossCheckedCriteria": 46,
    "sharedSourcedCriteria": 46,
    "crossCheckedCriteriaByProduct": {
      "gemini-enterprise": 48,
      "typingmind": 49
    },
    "sourcedOnlyCriteriaByProduct": {
      "gemini-enterprise": 0,
      "typingmind": 0
    },
    "sourcedCriteriaByProduct": {
      "gemini-enterprise": 48,
      "typingmind": 49
    },
    "crossCheckedCriterionRows": 51,
    "sourcedOnlyCriterionRows": 0,
    "sourcedCriterionRows": 51,
    "statedByVendorRows": 0
  },
  "criteria": [
    {
      "id": "MOD-01",
      "title": "Model catalogue and providers",
      "group": {
        "id": 1,
        "name": "Models"
      },
      "judgment": "List each available model by provider and plan, including reasoning, fast and multimodal variants. Record whether the user picks the model, the product routes automatically, or both. A provider counts only if at least one of its current models is selectable on the scoped plan.",
      "questions": [
        {
          "id": "providers",
          "question": "Which model providers are available?"
        },
        {
          "id": "current_models",
          "question": "Which current models are selectable on this plan?"
        },
        {
          "id": "user_choice",
          "question": "Can users pick the model per chat?"
        },
        {
          "id": "auto_routing",
          "question": "Does the product route between models automatically, and is the chosen model shown?"
        },
        {
          "id": "multimodal_input",
          "question": "Which models accept images, audio or files?"
        }
      ],
      "products": [
        {
          "productId": "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": "typingmind",
          "claimId": "typingmind:MOD-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Teams is a customer-key multi-provider chat interface, with dated additions and explicit model selection.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "TypingMind Teams SaaS; Starter, Growth and Professional prerequisites stated per answer; Business quote not obtained",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "providers",
              "question": "Which model providers are available?",
              "support": "supported",
              "answer": "Teams admin key setup lists OpenAI, Anthropic, Google, OpenRouter, DeepInfra, DeepSeek, Groq, Mistral, Moonshot, Perplexity, xAI and Z.ai, plus custom providers.",
              "evidenceIds": [
                "typingmind:typingmind:set-up-api-keys"
              ]
            },
            {
              "id": "current_models",
              "question": "Which current models are selectable on this plan?",
              "support": "partial",
              "answer": "The dated October changelog records Gemini 4 Argon and Muse Wonder on October 14 and Claude Haiku 5.5, Mistral Large 4 and Nano Banana 2.1 on October 9. Actual availability depends on enabled endpoint and customer account; a complete Teams tenant model catalogue was not observed.",
              "evidenceIds": [
                "typingmind:typingmind:release",
                "typingmind:typingmind:set-up-api-keys"
              ]
            },
            {
              "id": "user_choice",
              "question": "Can users pick the model per chat?",
              "support": "supported",
              "answer": "Users select an available model for a chat; Teams administrators choose which models are exposed.",
              "evidenceIds": [
                "typingmind:typingmind:manage-ai-models",
                "typingmind:typingmind:restrict-model-access"
              ]
            },
            {
              "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 first-party Teams documentation, pricing, legal pages and dated changelog retrieved on 2026-10-21 do not establish this detail; no account or bounded fixture was used.",
              "evidenceIds": []
            },
            {
              "id": "multimodal_input",
              "question": "Which models accept images, audio or files?",
              "support": "partial",
              "answer": "Document upload, vision-capable model image input and transcription are documented as separate routes; the docs do not provide a complete per-model Teams image/audio/file matrix.",
              "evidenceIds": [
                "typingmind:typingmind:chat-with-documents",
                "typingmind:typingmind:voice"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:set-up-api-keys",
            "typingmind:typingmind:release",
            "typingmind:typingmind:manage-ai-models",
            "typingmind:typingmind:restrict-model-access",
            "typingmind:typingmind:chat-with-documents",
            "typingmind:typingmind:voice"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:MOD-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dated model additions are public; release lag and removal guarantees remain unestablished.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "TypingMind Teams SaaS; Starter, Growth and Professional prerequisites stated per answer; Business quote not obtained",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "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 first-party provider release dates for the last three releases, fixed deprecation-notice period or version-retention guarantee was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "changelog",
              "question": "Is there a dated public model changelog?",
              "support": "supported",
              "answer": "The public changelog dates model and Teams feature releases through October 14, 2026 in the retrieved page.",
              "evidenceIds": [
                "typingmind:typingmind:release"
              ]
            },
            {
              "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 first-party provider release dates for the last three releases, fixed deprecation-notice period or version-retention guarantee was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "version_pinning",
              "question": "Can an admin keep an older model version?",
              "support": "partial",
              "answer": "Customer custom-model endpoint configuration can name a provider model or deployment, but a contractual right to retain discontinued SaaS wrappers or provider versions is not established.",
              "evidenceIds": [
                "typingmind:typingmind:manage-ai-models",
                "typingmind:typingmind:azure-openai"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:release",
            "typingmind:typingmind:manage-ai-models",
            "typingmind:typingmind:azure-openai"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:MOD-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Teams uses customer provider keys; its Custom Admin documentation also describes Claude via the customer AWS Bedrock account.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas",
              "teams-selfhost"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams SaaS Starter/Growth/Professional custom-model setup; Bedrock Custom Admin route has no verified exact tier mapping. Separate Teams self-host licence for private endpoint configuration.",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": null,
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              },
              {
                "id": "teams-selfhost",
                "name": "Commercial self-hosted TypingMind Teams server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "own_api_keys",
              "question": "Can the customer use its own provider API keys?",
              "support": "supported",
              "answer": "Admins preset the organization’s provider keys. End users cannot supply separate personal keys in the Teams chat UI.",
              "evidenceIds": [
                "typingmind:typingmind:set-up-api-keys"
              ]
            },
            {
              "id": "own_cloud_contract",
              "question": "Can it use its own Azure OpenAI, Bedrock or Vertex deployment?",
              "support": "partial",
              "answer": "Teams documents Azure OpenAI custom-model setup. Its AWS Bedrock guide explicitly applies to TypingMind Custom Admin at custom.typingmind.com/manage and configures Claude via Bedrock using the customer AWS keys, region and approved model access. Exact Bedrock tier/current-model coverage and Vertex support remain unknown.",
              "evidenceIds": [
                "typingmind:typingmind:r2-teams-custom-models",
                "typingmind:typingmind:r3-custom-admin-bedrock",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "custom_endpoint",
              "question": "Can an admin add any OpenAI-compatible endpoint?",
              "support": "partial",
              "answer": "Teams Admin Panel supports Add Custom Model, naming Azure OpenAI, Hugging Face and Ollama. This does not establish an arbitrary-endpoint compatibility guarantee. Separately, commercial Teams self-host operators can enable otherwise-blocked private/localhost custom endpoints; connectivity and model feature parity were not tested.",
              "evidenceIds": [
                "typingmind:typingmind:r2-teams-custom-models",
                "typingmind:typingmind:r2-plan-matrix",
                "typingmind:typingmind:get-started-with-self-host-installation-instruct"
              ]
            },
            {
              "id": "byo_pricing",
              "question": "Does BYO change the licence price?",
              "support": "supported",
              "answer": "Teams subscription excludes API usage and requires customer keys; BYO is the standard paid model route, not an evidenced licence discount.",
              "evidenceIds": [
                "typingmind:typingmind:pricing",
                "typingmind:typingmind:set-up-api-keys"
              ]
            },
            {
              "id": "byo_restrictions",
              "question": "Which features stop working with BYO?",
              "support": "partial",
              "answer": "Capabilities depend on the selected model and provider API supporting files, tool use and related features; there is no complete feature-by-provider parity matrix.",
              "evidenceIds": [
                "typingmind:typingmind:manage-ai-models",
                "typingmind:typingmind:toolbox"
              ]
            }
          ],
          "limitations": [
            "Bedrock is documented for Custom Admin; no all-tier, all-Claude-model or self-host Bedrock entitlement is inferred. Provider-route feature parity was not tested."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:set-up-api-keys",
            "typingmind:typingmind:r2-teams-custom-models",
            "typingmind:typingmind:r3-custom-admin-bedrock",
            "typingmind:typingmind:r2-plan-matrix",
            "typingmind:typingmind:get-started-with-self-host-installation-instruct",
            "typingmind:typingmind:pricing",
            "typingmind:typingmind:manage-ai-models",
            "typingmind:typingmind:toolbox"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:MOD-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Customer model endpoints are supported; optional self-host knowledge uses documented OpenAI embeddings.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "personal",
              "teams-saas",
              "teams-selfhost"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Personal app local-model guides; Teams SaaS custom-model setup on Starter/Growth/Professional; separate annual commercial Teams self-host package",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": null,
            "region": "Personal browser/local network; US/EU Teams SaaS; customer-selected self-host placement and external API routes",
            "os": [],
            "surfaces": [
              {
                "id": "personal",
                "name": "TypingMind personal browser app and PWA",
                "type": "web-app"
              },
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              },
              {
                "id": "teams-selfhost",
                "name": "Commercial self-hosted TypingMind Teams server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "self_hosted_chat",
              "question": "Can chat use a customer-hosted model?",
              "support": "partial",
              "answer": "Personal typingmind.com has Ollama and LM Studio guides. Teams-specific Admin Panel instructions independently name Ollama custom models, but do not establish the personal local-connection procedure for Teams SaaS. Commercial Teams self-host can explicitly enable private endpoints; no hosted-to-local connectivity fixture was run.",
              "evidenceIds": [
                "typingmind:typingmind:r2-teams-custom-models",
                "typingmind:typingmind:r2-plan-matrix",
                "typingmind:typingmind:ollama",
                "typingmind:typingmind:lmstudio",
                "typingmind:typingmind:get-started-with-self-host-installation-instruct"
              ]
            },
            {
              "id": "self_hosted_embeddings",
              "question": "Can retrieval use customer-hosted embeddings?",
              "support": "partial",
              "answer": "The optional KB module in the separately quoted annual Teams self-host package requires an OpenAI embeddings key and PostgreSQL pgvector. A customer-hosted embedding substitution is unverified. This is separate from personal local chat models.",
              "evidenceIds": [
                "typingmind:typingmind:get-started-with-self-host-installation-instruct",
                "typingmind:typingmind:cloud-host-vs-self-host"
              ]
            },
            {
              "id": "feature_parity",
              "question": "Which features fail with self-hosted models?",
              "support": "partial",
              "answer": "Toolbox needs a model capable of calling tools; other multimodal capabilities depend on the custom model. Complete parity and failure behaviour are undocumented.",
              "evidenceIds": [
                "typingmind:typingmind:toolbox",
                "typingmind:typingmind:manage-ai-models"
              ]
            },
            {
              "id": "vendor_hosted_open_models",
              "question": "Does the vendor host open-weight models in EU/CH?",
              "support": "unknown",
              "answer": "Does the vendor host open-weight models in EU/CH? No vendor-hosted open-weight EU/CH model service, supported embedding substitution or full self-host-model parity matrix was established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:r2-teams-custom-models",
            "typingmind:typingmind:r2-plan-matrix",
            "typingmind:typingmind:ollama",
            "typingmind:typingmind:lmstudio",
            "typingmind:typingmind:get-started-with-self-host-installation-instruct",
            "typingmind:typingmind:cloud-host-vs-self-host",
            "typingmind:typingmind:toolbox",
            "typingmind:typingmind:manage-ai-models"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:MOD-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Professional administrators govern model access and configurable consumption limits.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams Professional for governance; customer-configured limits",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "model_allowlist_by_group",
              "question": "Can admins limit models per group?",
              "support": "supported",
              "answer": "Admins restrict model availability by user group; the limits guide still points availability controls to the legacy model-limits section.",
              "evidenceIds": [
                "typingmind:typingmind:restrict-model-access",
                "typingmind:typingmind:usage-limits"
              ]
            },
            {
              "id": "data_bound_models",
              "question": "Can admins restrict which models receive connector or knowledge content?",
              "support": "partial",
              "answer": "Admins configure the models available to agents and their knowledge access. No content-classification or connector-label-based model egress rule was established.",
              "evidenceIds": [
                "typingmind:typingmind:roles-and-permissions",
                "typingmind:typingmind:connect-knowledge-base-to-your-ai-agents"
              ]
            },
            {
              "id": "default_model",
              "question": "Can admins set the default model?",
              "support": "unknown",
              "answer": "No Teams administrator control setting the default model for new chats was established. The October multi-model finalization default is a different feature; the plan matrix and model-management documents do not resolve this atom.",
              "evidenceIds": []
            },
            {
              "id": "user_limits",
              "question": "What per-user message or token limits apply, and are they published?",
              "support": "supported",
              "answer": "Reusable limit groups configure message, character and token limits per time period, across users/groups, models, agents and plugins. Published examples are admin settings, not plan-wide quotas.",
              "evidenceIds": [
                "typingmind:typingmind:usage-limits"
              ]
            },
            {
              "id": "limit_behaviour",
              "question": "What happens when a limit is reached?",
              "support": "partial",
              "answer": "Users see a configurable limitation notice and can inspect details. Exact block, downgrade, overshoot and reset semantics at exhaustion were not established.",
              "evidenceIds": [
                "typingmind:typingmind:usage-limits"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:restrict-model-access",
            "typingmind:typingmind:usage-limits",
            "typingmind:typingmind:roles-and-permissions",
            "typingmind:typingmind:connect-knowledge-base-to-your-ai-agents"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:KNOW-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Document text can be attached to chat; full-context training files and RAG are distinct.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "TypingMind Teams SaaS; Starter, Growth and Professional prerequisites stated per answer; Business quote not obtained",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "formats",
              "question": "Which formats are accepted?",
              "support": "supported",
              "answer": "The chat guide lists PDF, Markdown, CSV, XLSX, TXT, DOCX, JSON and HTML. Images require a suitable vision model.",
              "evidenceIds": [
                "typingmind:typingmind:chat-with-documents"
              ]
            },
            {
              "id": "limits",
              "question": "What size and count limits apply per file and chat?",
              "support": "partial",
              "answer": "Chat uploads are bounded by the selected model’s context, but a numeric per-chat file-count/size limit was not established. The separate KB documents 50MB uploads.",
              "evidenceIds": [
                "typingmind:typingmind:chat-with-documents",
                "typingmind:typingmind:how-knowledge-base-works-in-typingmind-team"
              ]
            },
            {
              "id": "ocr",
              "question": "Are scanned PDFs read?",
              "support": "unknown",
              "answer": "Are scanned PDFs read? No scanned-PDF OCR accuracy, spreadsheet-preservation fixture or numerical ordinary-chat upload matrix was established.",
              "evidenceIds": []
            },
            {
              "id": "spreadsheets",
              "question": "Are Excel tables read with structure intact?",
              "support": "partial",
              "answer": "XLSX and CSV are accepted; Toolbox executes local Python/JavaScript analysis. Preservation of merged cells, formula results and workbook structure was not tested.",
              "evidenceIds": [
                "typingmind:typingmind:chat-with-documents",
                "typingmind:typingmind:toolbox"
              ]
            },
            {
              "id": "full_vs_chunked",
              "question": "Is the whole file used or only retrieved parts, and does the user see which?",
              "support": "supported",
              "answer": "Ordinary chat document text enters chat context and can later leave the model window; agent training files are injected into system context, while KB access retrieves relevant chunks. These are separate modes.",
              "evidenceIds": [
                "typingmind:typingmind:chat-with-documents",
                "typingmind:typingmind:training-files-vs-knowledge-base"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:chat-with-documents",
            "typingmind:typingmind:how-knowledge-base-works-in-typingmind-team",
            "typingmind:typingmind:toolbox",
            "typingmind:typingmind:training-files-vs-knowledge-base"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:KNOW-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Growth and above provide a tagged organization KB bound to agents; the technical guide still labels it Early Access.",
          "availability": "beta",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Growth/Professional: RAG and tagged agent KB; Professional additionally supplies group/resource visibility restrictions",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "persistent_collections",
              "question": "Can users keep document collections across chats?",
              "support": "supported",
              "answer": "The organization KB persists documents and connected data across conversations; this differs from temporary chat uploads and full-context agent training files.",
              "evidenceIds": [
                "typingmind:typingmind:get-started-with-knowledge-base",
                "typingmind:typingmind:training-files-vs-knowledge-base"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can collections be shared with users, groups or the whole organisation?",
              "support": "partial",
              "answer": "Growth/Professional support tagged KB data bound to agents. Per-user/group agent restrictions require Professional governance; these restrictions do not establish per-document source ACL mirroring.",
              "evidenceIds": [
                "typingmind:typingmind:connect-knowledge-base-to-your-ai-agents",
                "typingmind:typingmind:restrict-ai-agents-access",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "size_limits",
              "question": "What are the collection limits?",
              "support": "supported",
              "answer": "The KB guide states 50MB per upload and one million included training characters with extra capacity purchasable; indexed chunks are about 3,000 words and retrieval is up to five chunks.",
              "evidenceIds": [
                "typingmind:typingmind:how-knowledge-base-works-in-typingmind-team"
              ]
            },
            {
              "id": "assistant_binding",
              "question": "Can collections be bound to an assistant?",
              "support": "supported",
              "answer": "Knowledge Base Access in an agent selects tags identifying the accessible data.",
              "evidenceIds": [
                "typingmind:typingmind:connect-knowledge-base-to-your-ai-agents"
              ]
            }
          ],
          "limitations": [
            "Current plan matrix sells RAG in Growth/Professional, while the technical KB guide (updated2025-11-10) still labels it Early Access. No dated GA transition or tenant rollout was verified; findings retain beta/Early Access qualification.",
            "No source-user permission fixture was run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:get-started-with-knowledge-base",
            "typingmind:typingmind:training-files-vs-knowledge-base",
            "typingmind:typingmind:connect-knowledge-base-to-your-ai-agents",
            "typingmind:typingmind:restrict-ai-agents-access",
            "typingmind:typingmind:r2-plan-matrix",
            "typingmind:typingmind:how-knowledge-base-works-in-typingmind-team"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:KNOW-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Named knowledge integrations and extensible tools exist; broad source mentions lack enterprise permission detail.",
          "availability": "beta",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas",
              "teams-selfhost"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Growth/Professional SaaS RAG; separate annual commercial Teams self-host licence with optional KB and customer-managed connector credentials",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": null,
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              },
              {
                "id": "teams-selfhost",
                "name": "Commercial self-hosted TypingMind Teams server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "microsoft_365",
              "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?",
              "support": "partial",
              "answer": "The training-files comparison mentions OneDrive as a possible KB source; no retrieved setup guide establishes SharePoint, Outlook or Teams ingestion, permissions or maintenance.",
              "evidenceIds": [
                "typingmind:typingmind:training-files-vs-knowledge-base"
              ]
            },
            {
              "id": "google_workspace",
              "question": "Which Google sources are connected?",
              "support": "partial",
              "answer": "Growth/Professional SaaS RAG names Google Drive. In the separate commercial Teams self-host package, external KB connectors require the operator’s OAuth configuration. Gmail and the full Workspace source set remain unverified.",
              "evidenceIds": [
                "typingmind:typingmind:get-started-with-knowledge-base",
                "typingmind:typingmind:setup-external-connectors-for-knowledge-base",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "atlassian",
              "question": "Confluence and Jira?",
              "support": "unknown",
              "answer": "Confluence and Jira? No first-party Confluence/Jira connector setup, complete M365 connector matrix or maintained on-prem file-share connector was established.",
              "evidenceIds": []
            },
            {
              "id": "other_systems",
              "question": "Which other business systems?",
              "support": "supported",
              "answer": "KB documentation names Notion and GitHub; admins select Notion pages/databases. Separate MCP/HTTP plugins can query other systems without proving a maintained KB connector.",
              "evidenceIds": [
                "typingmind:typingmind:get-started-with-knowledge-base",
                "typingmind:typingmind:connect-with-your-notion-pages",
                "typingmind:typingmind:mcp"
              ]
            },
            {
              "id": "on_prem_sources",
              "question": "Can on-prem file shares or databases be connected?",
              "support": "partial",
              "answer": "Self-host operators can explicitly permit private custom-model/plugin/agent endpoints; custom database actions are described. A supported file-share crawler is not established.",
              "evidenceIds": [
                "typingmind:typingmind:get-started-with-self-host-installation-instruct",
                "typingmind:typingmind:overview"
              ]
            },
            {
              "id": "connector_provider",
              "question": "Who builds and maintains each connector?",
              "support": "partial",
              "answer": "TypingMind documents built-in KB setup; external self-host sources need operator-managed OAuth credentials and Firecrawl for web scraping. MCP servers and custom plugins have separate maintainers.",
              "evidenceIds": [
                "typingmind:typingmind:setup-external-connectors-for-knowledge-base",
                "typingmind:typingmind:mcp"
              ]
            }
          ],
          "limitations": [
            "Current plan matrix sells RAG in Growth/Professional, while the technical KB guide (updated2025-11-10) still labels it Early Access. No dated GA transition or tenant rollout was verified; findings retain beta/Early Access qualification.",
            "A reachable self-host plugin endpoint is not a native file-share crawler."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:training-files-vs-knowledge-base",
            "typingmind:typingmind:get-started-with-knowledge-base",
            "typingmind:typingmind:setup-external-connectors-for-knowledge-base",
            "typingmind:typingmind:r2-plan-matrix",
            "typingmind:typingmind:connect-with-your-notion-pages",
            "typingmind:typingmind:mcp",
            "typingmind:typingmind:get-started-with-self-host-installation-instruct",
            "typingmind:typingmind:overview"
          ]
        }
      ]
    },
    {
      "id": "KNOW-04",
      "title": "Permission-aware retrieval",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "Using two test users, verify that a restricted document in the fixture tenant is never cited or summarised for the user without access, including after a permission change. Record whether permissions are enforced at query time by the source system, mirrored into an index, or not enforced. Record the propagation delay of a revocation.",
      "questions": [
        {
          "id": "source_permissions_respected",
          "question": "Are source permissions enforced per user?"
        },
        {
          "id": "enforcement_point",
          "question": "Does the source system, a mirrored index or nothing enforce them?"
        },
        {
          "id": "revocation_delay",
          "question": "How quickly does a removed permission take effect?"
        },
        {
          "id": "admin_scope_controls",
          "question": "Can admins exclude sites, folders or labels?"
        },
        {
          "id": "sensitivity_labels",
          "question": "Are Microsoft Purview or similar labels respected?"
        }
      ],
      "products": [
        {
          "productId": "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": "typingmind",
          "claimId": "typingmind:KNOW-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Documented access control is by tagged knowledge and agent/group visibility; per-user source ACL enforcement is unproven.",
          "availability": "beta",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Growth/Professional RAG data/tag selection; Professional adds group-based resource restrictions",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "source_permissions_respected",
              "question": "Are source permissions enforced per user?",
              "support": "unknown",
              "answer": "Are source permissions enforced per user? No two-user permission/revocation fixture, source ACL mirror, revocation SLA or Microsoft Purview-label enforcement documentation was retrieved. Do not equate agent access with source-user permissions.",
              "evidenceIds": []
            },
            {
              "id": "enforcement_point",
              "question": "Does the source system, a mirrored index or nothing enforce them?",
              "support": "partial",
              "answer": "Growth/Professional bind data tags to agents; Professional adds agent availability by user/group. This application-side mechanism does not establish synchronized source-user ACLs.",
              "evidenceIds": [
                "typingmind:typingmind:connect-knowledge-base-to-your-ai-agents",
                "typingmind:typingmind:restrict-ai-agents-access",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "revocation_delay",
              "question": "How quickly does a removed permission take effect?",
              "support": "unknown",
              "answer": "How quickly does a removed permission take effect? No two-user permission/revocation fixture, source ACL mirror, revocation SLA or Microsoft Purview-label enforcement documentation was retrieved. Do not equate agent access with source-user permissions.",
              "evidenceIds": []
            },
            {
              "id": "admin_scope_controls",
              "question": "Can admins exclude sites, folders or labels?",
              "support": "supported",
              "answer": "Admins choose the Notion pages/databases to ingest and select knowledge tags for each agent.",
              "evidenceIds": [
                "typingmind:typingmind:connect-with-your-notion-pages",
                "typingmind:typingmind:connect-knowledge-base-to-your-ai-agents"
              ]
            },
            {
              "id": "sensitivity_labels",
              "question": "Are Microsoft Purview or similar labels respected?",
              "support": "unknown",
              "answer": "Are Microsoft Purview or similar labels respected? No two-user permission/revocation fixture, source ACL mirror, revocation SLA or Microsoft Purview-label enforcement documentation was retrieved. Do not equate agent access with source-user permissions.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Current plan matrix sells RAG in Growth/Professional, while the technical KB guide (updated2025-11-10) still labels it Early Access. No dated GA transition or tenant rollout was verified; findings retain beta/Early Access qualification.",
            "No two-user source-permission or revocation fixture."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:connect-knowledge-base-to-your-ai-agents",
            "typingmind:typingmind:restrict-ai-agents-access",
            "typingmind:typingmind:r2-plan-matrix",
            "typingmind:typingmind:connect-with-your-notion-pages"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:KNOW-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The KB indexes copies, refreshes connected content daily and uses selected SaaS or customer-hosted storage.",
          "availability": "beta",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas",
              "teams-selfhost"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Growth/Professional SaaS RAG; separately quoted annual Teams self-host licence and optional PostgreSQL KB",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": null,
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              },
              {
                "id": "teams-selfhost",
                "name": "Commercial self-hosted TypingMind Teams server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "live_or_indexed",
              "question": "Is content searched live or copied into an index?",
              "support": "supported",
              "answer": "RAG splits and embeds copied source text in a knowledge index; full-context training files and live custom tools are separate.",
              "evidenceIds": [
                "typingmind:typingmind:training-files-vs-knowledge-base"
              ]
            },
            {
              "id": "sync_interval",
              "question": "How often does an index refresh?",
              "support": "supported",
              "answer": "The KB guide describes daily connected-source refresh; Notion initial sync takes a few minutes. Neither is a permission-revocation guarantee.",
              "evidenceIds": [
                "typingmind:typingmind:how-knowledge-base-works-in-typingmind-team",
                "typingmind:typingmind:connect-with-your-notion-pages"
              ]
            },
            {
              "id": "deletion_propagation",
              "question": "How quickly does a deleted document disappear?",
              "support": "unknown",
              "answer": "How quickly does a deleted document disappear? Deleted-document propagation and exact SaaS index/backup location were not established.",
              "evidenceIds": []
            },
            {
              "id": "index_location",
              "question": "Where is indexed content stored?",
              "support": "partial",
              "answer": "Opt-in EU SaaS uses Vercel/AWS EU resources; optional self-host KB uses the operator’s PostgreSQL pgvector database and blob configuration. Exact SaaS index, backup and telemetry placement is not itemized.",
              "evidenceIds": [
                "typingmind:typingmind:eu-data-center",
                "typingmind:typingmind:get-started-with-self-host-installation-instruct"
              ]
            }
          ],
          "limitations": [
            "Current plan matrix sells RAG in Growth/Professional, while the technical KB guide (updated2025-11-10) still labels it Early Access. No dated GA transition or tenant rollout was verified; findings retain beta/Early Access qualification.",
            "No synchronization/deletion latency fixture."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:training-files-vs-knowledge-base",
            "typingmind:typingmind:how-knowledge-base-works-in-typingmind-team",
            "typingmind:typingmind:connect-with-your-notion-pages",
            "typingmind:typingmind:eu-data-center",
            "typingmind:typingmind:get-started-with-self-host-installation-instruct",
            "typingmind:typingmind:r2-plan-matrix",
            "typingmind:typingmind:cloud-host-vs-self-host"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:KNOW-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Clickable source references are documented, but retrieval quality has no observed multilingual fixture.",
          "availability": "beta",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Growth/Professional SaaS RAG and reference display; model-followed instructions separate from retrieval guarantees",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "citations",
              "question": "Are answers linked to specific sources?",
              "support": "supported",
              "answer": "Admins may enable reference display for knowledge responses so users can follow source links.",
              "evidenceIds": [
                "typingmind:typingmind:get-started-with-knowledge-base"
              ]
            },
            {
              "id": "citation_accuracy",
              "question": "Do the cited passages support the answer?",
              "support": "unknown",
              "answer": "Do the cited passages support the answer? No shared German/French/English question set, source-support check, cross-language retrieval test or measured answer count was run.",
              "evidenceIds": []
            },
            {
              "id": "cross_language",
              "question": "Does a question in one language find documents in another?",
              "support": "unknown",
              "answer": "Does a question in one language find documents in another? No shared German/French/English question set, source-support check, cross-language retrieval test or measured answer count was run.",
              "evidenceIds": []
            },
            {
              "id": "no_answer_behaviour",
              "question": "Does it say when the corpus has no answer?",
              "support": "partial",
              "answer": "Admins can instruct the model to refrain from answering when knowledge is insufficient; the system-prompt guide gives an example. This is prompt configuration, not a tested no-answer guarantee.",
              "evidenceIds": [
                "typingmind:typingmind:system-prompts-on-admin-panel"
              ]
            },
            {
              "id": "observed_accuracy",
              "question": "How many of the question set were answered correctly?",
              "support": "unknown",
              "answer": "How many of the question set were answered correctly? No shared German/French/English question set, source-support check, cross-language retrieval test or measured answer count was run.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Current plan matrix sells RAG in Growth/Professional, while the technical KB guide (updated2025-11-10) still labels it Early Access. No dated GA transition or tenant rollout was verified; findings retain beta/Early Access qualification.",
            "No shared multilingual/citation-accuracy fixture."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:get-started-with-knowledge-base",
            "typingmind:typingmind:system-prompts-on-admin-panel",
            "typingmind:typingmind:r2-plan-matrix"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:KNOW-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Persistent agent and global admin instructions are documented; named-tier cross-chat memory and its controls remain unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams SaaS Starter/Growth/Professional instructions and shared agents; exact commercial entitlement for non-project memory and its controls unverified",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "custom_instructions",
              "question": "Can users set persistent instructions?",
              "support": "supported",
              "answer": "Persistent agent instructions and global admin instructions are documented; agents can include full-context training files.",
              "evidenceIds": [
                "typingmind:typingmind:system-prompts-on-admin-panel",
                "typingmind:typingmind:training-files-vs-knowledge-base"
              ]
            },
            {
              "id": "cross_chat_memory",
              "question": "Does the product remember facts across chats?",
              "support": "unknown",
              "answer": "The October 14 Teams release and Memory guide describe cross-chat memory, but no named Starter/Growth/Professional entitlement for that capability was established. The Growth/Professional Projects gate does not establish non-project memory availability.",
              "evidenceIds": []
            },
            {
              "id": "user_memory_controls",
              "question": "Can users view, edit and delete memories?",
              "support": "unknown",
              "answer": "The Memory guide describes saved-memory settings, but their named Teams tier entitlement and complete edit/delete behavior remain unverified. No personal-app control is inferred to be a Teams entitlement.",
              "evidenceIds": []
            },
            {
              "id": "admin_memory_controls",
              "question": "Can admins turn memory off?",
              "support": "unknown",
              "answer": "The October 14 Teams release describes an admin Memory switch, but the current plan matrix does not map it to a named tier. Organization-wide memory-control entitlement remains unknown.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Persistent instructions are distinct from learned cross-chat memory. The Memory guide and release do not establish its named-tier entitlement."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:system-prompts-on-admin-panel",
            "typingmind:typingmind:training-files-vs-knowledge-base",
            "typingmind:typingmind:release",
            "typingmind:typingmind:memory",
            "typingmind:typingmind:r2-plan-matrix"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:AGT-01",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Teams admins publish agents and prompts, with delegated creation permissions and group access.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Starter/Growth/Professional shared agents and prompts; Growth/Professional RAG; Professional delegated roles and resource visibility",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "create_assistants",
              "question": "Can users create assistants with instructions, knowledge and tools?",
              "support": "supported",
              "answer": "All SaaS tiers include shared agents and configured models/plugins; tagged RAG knowledge requires Growth/Professional.",
              "evidenceIds": [
                "typingmind:typingmind:build-a-shared-ai-agent-collection",
                "typingmind:typingmind:training-files-vs-knowledge-base",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "creator_permissions",
              "question": "Can admins limit who creates them?",
              "support": "supported",
              "answer": "Professional custom roles delegate AI Agent management separately from other Admin Panel permissions.",
              "evidenceIds": [
                "typingmind:typingmind:roles-and-permissions",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can assistants be shared with users, groups or everyone?",
              "support": "supported",
              "answer": "All tiers publish shared agent collections; Professional adds per-user/group resource restrictions.",
              "evidenceIds": [
                "typingmind:typingmind:build-a-shared-ai-agent-collection",
                "typingmind:typingmind:restrict-ai-agents-access",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "catalogue",
              "question": "Is there an internal assistant directory?",
              "support": "supported",
              "answer": "The shared agent collection is displayed in the team chat UI.",
              "evidenceIds": [
                "typingmind:typingmind:build-a-shared-ai-agent-collection"
              ]
            },
            {
              "id": "prompt_library",
              "question": "Are shared prompt templates available?",
              "support": "supported",
              "answer": "All SaaS tiers provide a shared prompt library; Professional adds per-user prompt visibility controls.",
              "evidenceIds": [
                "typingmind:typingmind:build-a-shared-prompt-library",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            }
          ],
          "limitations": [],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:build-a-shared-ai-agent-collection",
            "typingmind:typingmind:training-files-vs-knowledge-base",
            "typingmind:typingmind:r2-plan-matrix",
            "typingmind:typingmind:roles-and-permissions",
            "typingmind:typingmind:restrict-ai-agents-access",
            "typingmind:typingmind:build-a-shared-prompt-library"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:AGT-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Built-in plugins and custom HTTP/JavaScript/MCP tools are available; authentication varies by connector.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas",
              "personal"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams Starter/Growth/Professional plugins and remote MCP; Professional group restrictions; personal Private MCP Connector route separate",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": null,
            "region": "Remote server/provider regions depend on configuration; personal local MCP is not a verified Teams local route",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              },
              {
                "id": "personal",
                "name": "TypingMind personal browser app and PWA",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "builtin_tools",
              "question": "Which tools are built in?",
              "support": "supported",
              "answer": "Documented tools include Toolbox, web/deep research, image generation and voice services; optional third-party API keys may be required.",
              "evidenceIds": [
                "typingmind:typingmind:toolbox",
                "typingmind:typingmind:deep-research",
                "typingmind:typingmind:image",
                "typingmind:typingmind:voice"
              ]
            },
            {
              "id": "custom_actions",
              "question": "Can admins add API actions?",
              "support": "supported",
              "answer": "Custom actions can be implemented as JavaScript, HTTP actions or MCP integrations.",
              "evidenceIds": [
                "typingmind:typingmind:overview"
              ]
            },
            {
              "id": "mcp_client",
              "question": "Can it use remote MCP servers, and with what admin control?",
              "support": "partial",
              "answer": "Teams pricing lists MCP integration and the MCP guide explicitly gives Team OAuth callbacks and per-user/per-chat sessions for remote HTTP MCP. The Private MCP Connector and local terminal-command procedure are explicitly personal-app routes; Teams local MCP support is unverified.",
              "evidenceIds": [
                "typingmind:typingmind:mcp",
                "typingmind:typingmind:pricing",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "tool_auth",
              "question": "Do tools act as the user or as a shared account?",
              "support": "partial",
              "answer": "Teams remote MCP supports user OAuth and per-user sessions; separately configured plugins may use shared keys. The personal Private MCP Connector is not claimed for Teams.",
              "evidenceIds": [
                "typingmind:typingmind:mcp",
                "typingmind:typingmind:deep-research",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "tool_approval",
              "question": "Can admins approve or block tools, and can users confirm actions before they run?",
              "support": "partial",
              "answer": "Professional admins restrict plugin visibility/usage by group. The MCP guide allows tools to be disabled individually; a mandatory per-action side-effect confirmation policy and Teams local connector are unverified.",
              "evidenceIds": [
                "typingmind:typingmind:restrict-plugin-access",
                "typingmind:typingmind:mcp",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:toolbox",
            "typingmind:typingmind:deep-research",
            "typingmind:typingmind:image",
            "typingmind:typingmind:voice",
            "typingmind:typingmind:overview",
            "typingmind:typingmind:mcp",
            "typingmind:typingmind:pricing",
            "typingmind:typingmind:r2-plan-matrix",
            "typingmind:typingmind:restrict-plugin-access"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:AGT-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Deep Research is a configurable search/read/report plugin with separate provider accounts.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams plugin access on Starter/Growth/Professional; Professional for group availability/limits",
            "addOns": [
              "Customer SerpAPI and Firecrawl keys; model API charges"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "web_search",
              "question": "Is web search available?",
              "support": "supported",
              "answer": "The Deep Research plugin performs iterative web search and page reading.",
              "evidenceIds": [
                "typingmind:typingmind:deep-research"
              ]
            },
            {
              "id": "admin_toggle",
              "question": "Can admins disable it per organisation or group?",
              "support": "supported",
              "answer": "Professional admins restrict the research/search plugin to selected user groups through Plugin Access and Limits.",
              "evidenceIds": [
                "typingmind:typingmind:restrict-plugin-access",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "search_provider",
              "question": "Which search provider handles queries, and where?",
              "support": "partial",
              "answer": "This plugin requires SerpAPI for search and Firecrawl for page retrieval; processing countries for queries/content were not established.",
              "evidenceIds": [
                "typingmind:typingmind:deep-research"
              ]
            },
            {
              "id": "deep_research",
              "question": "Is multi-step research with a report available?",
              "support": "supported",
              "answer": "The plugin plans and iterates search/reading into a report, within its documented two-minute execution bound.",
              "evidenceIds": [
                "typingmind:typingmind:deep-research"
              ]
            },
            {
              "id": "web_citations",
              "question": "Are web sources cited?",
              "support": "partial",
              "answer": "The research plugin produces a sourced report, but link completeness and citation accuracy were not independently checked.",
              "evidenceIds": [
                "typingmind:typingmind:deep-research"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:deep-research",
            "typingmind:typingmind:restrict-plugin-access",
            "typingmind:typingmind:r2-plan-matrix"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:AGT-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The documented automation layer uses agents and plugins rather than an established visual scheduling system.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas",
              "teams-api"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams plugins/agents on Starter/Growth/Professional; Professional external REST API integration",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              },
              {
                "id": "teams-api",
                "name": "TypingMind Teams REST API",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "workflow_builder",
              "question": "Is there a workflow or chain builder?",
              "support": "partial",
              "answer": "Docs describe composing AI interactions with JavaScript/HTTP/MCP plugins and business automation examples. A visual DAG/chain builder was not established.",
              "evidenceIds": [
                "typingmind:typingmind:overview"
              ]
            },
            {
              "id": "scheduled_tasks",
              "question": "Can prompts or assistants run on a schedule?",
              "support": "unknown",
              "answer": "Can prompts or assistants run on a schedule? No native recurring scheduler, durable workflow engine or supported event trigger setup was established.",
              "evidenceIds": []
            },
            {
              "id": "event_triggers",
              "question": "Can external events start a workflow?",
              "support": "partial",
              "answer": "Professional external REST integration lets an external application call a Teams chat/agent API. This is a developer invocation route, not an established native managed trigger engine.",
              "evidenceIds": [
                "typingmind:typingmind:api-integration-overview",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "builder_audience",
              "question": "Is building aimed at business users, IT or developers?",
              "support": "supported",
              "answer": "Team users use shared agents; technical builders configure JavaScript/HTTP plugins and credentials. Professional custom roles delegate administration, and its API supports developer integrations.",
              "evidenceIds": [
                "typingmind:typingmind:overview",
                "typingmind:typingmind:roles-and-permissions",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:overview",
            "typingmind:typingmind:api-integration-overview",
            "typingmind:typingmind:r2-plan-matrix",
            "typingmind:typingmind:roles-and-permissions"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:AGT-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Multi-step tool workflows exist; universal side-effect confirmation and run controls remain unproven.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "TypingMind Teams SaaS; Starter, Growth and Professional prerequisites stated per answer; Business quote not obtained",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "agent_mode",
              "question": "Is there an agent mode for multi-step tasks?",
              "support": "supported",
              "answer": "The Deep Research plugin repeatedly searches/reads, and automation docs describe tool-driven multistep business actions.",
              "evidenceIds": [
                "typingmind:typingmind:deep-research",
                "typingmind:typingmind:overview"
              ]
            },
            {
              "id": "visible_steps",
              "question": "Are steps and tool calls shown?",
              "support": "partial",
              "answer": "The research workflow is described as iterative search and page reading, but a complete visible execution trace for all agents/tools was not established.",
              "evidenceIds": [
                "typingmind:typingmind:deep-research"
              ]
            },
            {
              "id": "side_effect_confirmation",
              "question": "Must the user confirm actions with side effects?",
              "support": "unknown",
              "answer": "Must the user confirm actions with side effects? No bounded run verified visible traces, stop behaviour, rollback or mandatory side-effect confirmation for all custom tools.",
              "evidenceIds": []
            },
            {
              "id": "stop_control",
              "question": "Can the user stop a running task?",
              "support": "unknown",
              "answer": "Can the user stop a running task? No bounded run verified visible traces, stop behaviour, rollback or mandatory side-effect confirmation for all custom tools.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:deep-research",
            "typingmind:typingmind:overview"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:AGT-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The Teams REST API creates chat/agent responses with governed api-users.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-api"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams Professional API integration",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": null,
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-api",
                "name": "TypingMind Teams REST API",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_api",
              "question": "Is there an API for chat and assistants?",
              "support": "supported",
              "answer": "Teams REST endpoints produce model or agent responses, including configured plugins, KB and MCP capabilities.",
              "evidenceIds": [
                "typingmind:typingmind:api-integration-overview"
              ]
            },
            {
              "id": "knowledge_api",
              "question": "Can documents be loaded through an API?",
              "support": "unknown",
              "answer": "Can documents be loaded through an API? The retrieved API overview did not establish a supported knowledge-upload API or an MCP server exposing TypingMind itself.",
              "evidenceIds": []
            },
            {
              "id": "api_governance",
              "question": "Do audit, budgets and model rules apply to API use?",
              "support": "partial",
              "answer": "An API key creates an api-user subject to the same user restrictions and usage limits. Complete audit coverage, currency budgets and all API routes were not established.",
              "evidenceIds": [
                "typingmind:typingmind:api-integration-overview"
              ]
            },
            {
              "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? The retrieved API overview did not establish a supported knowledge-upload API or an MCP server exposing TypingMind itself.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:api-integration-overview"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:WORK-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The primary client is a browser app; installable PWAs are documented separately from native apps.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas",
              "personal"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams SaaS Starter/Growth/Professional browser chat; PWA installation findings only for personal typingmind.com (licence feature gates separate)",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": null,
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              },
              {
                "id": "personal",
                "name": "TypingMind personal browser app and PWA",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "web",
              "question": "Is a full web client available?",
              "support": "supported",
              "answer": "Teams supplies a branded browser chat interface and separate Admin Panel.",
              "evidenceIds": [
                "typingmind:typingmind:typingmind-vs-typingmind-team"
              ]
            },
            {
              "id": "desktop_apps",
              "question": "Windows and macOS apps?",
              "support": "partial",
              "answer": "The personal typingmind.com app has browser-PWA installation instructions for Windows/macOS; this is not evidence of a Teams native desktop app or Teams PWA deployment entitlement.",
              "evidenceIds": [
                "typingmind:typingmind:install",
                "typingmind:typingmind:r2-personal-bulk-licence"
              ]
            },
            {
              "id": "mobile_apps",
              "question": "iOS and Android apps with SSO?",
              "support": "partial",
              "answer": "Personal typingmind.com can be added to iOS/Android home screens as a browser PWA. Teams Professional SSO is a separate entitlement; no Teams installable mobile client or mobile SSO fixture was verified.",
              "evidenceIds": [
                "typingmind:typingmind:install",
                "typingmind:typingmind:r2-personal-bulk-licence",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "browser_extension",
              "question": "Is there a browser extension or sidebar?",
              "support": "unknown",
              "answer": "Is there a browser extension or sidebar? No MDM packaging/configuration, supported browser sidebar/extension or mobile feature-parity matrix was established.",
              "evidenceIds": []
            },
            {
              "id": "managed_deployment",
              "question": "Can IT deploy and configure clients through MDM?",
              "support": "unknown",
              "answer": "Can IT deploy and configure clients through MDM? No MDM packaging/configuration, supported browser sidebar/extension or mobile feature-parity matrix was established.",
              "evidenceIds": []
            },
            {
              "id": "client_feature_gaps",
              "question": "Which features are missing on mobile?",
              "support": "unknown",
              "answer": "Which features are missing on mobile? No MDM packaging/configuration, supported browser sidebar/extension or mobile feature-parity matrix was established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:typingmind-vs-typingmind-team",
            "typingmind:typingmind:install",
            "typingmind:typingmind:r2-personal-bulk-licence",
            "typingmind:typingmind:r2-plan-matrix"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind: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": "typingmind",
          "claimId": "typingmind:WORK-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Configurable model instructions support writing workflows; dedicated translation fidelity is unestablished.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "TypingMind Teams SaaS; Starter, Growth and Professional prerequisites stated per answer; Business quote not obtained",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "document_translation",
              "question": "Can whole documents be translated with formatting kept?",
              "support": "unknown",
              "answer": "Can whole documents be translated with formatting kept? No whole-document formatting-preserving translation fixture, company glossary engine or Swiss language-quality test was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "translation_engine",
              "question": "Which engine translates?",
              "support": "partial",
              "answer": "Writing/translation prompts are handled by the customer-selected LLM; no separate translation engine or formatting-preserving document pipeline was established.",
              "evidenceIds": [
                "typingmind:typingmind:manage-ai-models",
                "typingmind:typingmind:system-prompts-on-admin-panel"
              ]
            },
            {
              "id": "glossaries",
              "question": "Are company glossaries supported?",
              "support": "unknown",
              "answer": "Are company glossaries supported? No whole-document formatting-preserving translation fixture, company glossary engine or Swiss language-quality test was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "formality_and_variants",
              "question": "Can formality and regional variants (de-CH) be set?",
              "support": "partial",
              "answer": "Global and agent instructions can specify tone and language, but no dedicated de-CH/formality switch or quality guarantee was established.",
              "evidenceIds": [
                "typingmind:typingmind:system-prompts-on-admin-panel"
              ]
            },
            {
              "id": "writing_tools",
              "question": "Are dedicated rewrite and proofreading tools available?",
              "support": "partial",
              "answer": "Shared prompts and marketing-writing workflows support rewriting tasks; a dedicated proofreading interface and correction-quality fixture were not established.",
              "evidenceIds": [
                "typingmind:typingmind:build-a-shared-prompt-library",
                "typingmind:typingmind:ad-creative-generator"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:manage-ai-models",
            "typingmind:typingmind:system-prompts-on-admin-panel",
            "typingmind:typingmind:build-a-shared-prompt-library",
            "typingmind:typingmind:ad-creative-generator"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:WORK-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "GPT Image generation and editing use customer API credentials and controllable plugins.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams plugin access on Starter/Growth/Professional; Professional for group-based image-plugin governance",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "image_generation",
              "question": "Can users generate images, with which models?",
              "support": "supported",
              "answer": "The GPT Image 2.5 plugin documents image generation through the customer’s OpenAI API.",
              "evidenceIds": [
                "typingmind:typingmind:image"
              ]
            },
            {
              "id": "image_editing",
              "question": "Can users edit uploaded images?",
              "support": "supported",
              "answer": "The October 2 changelog says GPT Image editing accepts any image in a chat, including attachments and artifact images.",
              "evidenceIds": [
                "typingmind:typingmind:release",
                "typingmind:typingmind:image"
              ]
            },
            {
              "id": "admin_control",
              "question": "Can admins restrict image generation?",
              "support": "partial",
              "answer": "Professional admins restrict the image plugin by user group. Coverage of every provider-native image route remains unverified.",
              "evidenceIds": [
                "typingmind:typingmind:restrict-plugin-access",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "usage_terms",
              "question": "What usage rights apply to output?",
              "support": "partial",
              "answer": "The Terms say users own their content, subject to provider terms. No independent clearance of third-party rights or all model-provider output licences was performed.",
              "evidenceIds": [
                "typingmind:typingmind:terms-of-service"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:image",
            "typingmind:typingmind:release",
            "typingmind:typingmind:restrict-plugin-access",
            "typingmind:typingmind:r2-plan-matrix",
            "typingmind:typingmind:terms-of-service"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:WORK-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dictation, read-aloud and audio-summary workflows are documented; live meetings and Swiss German quality are unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "TypingMind Teams SaaS; Starter, Growth and Professional prerequisites stated per answer; Business quote not obtained",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "dictation",
              "question": "Can users dictate prompts?",
              "support": "supported",
              "answer": "Dictation uses browser speech recognition or customer OpenAI Whisper, Groq or Azure transcription credentials; Teams admins configure keys.",
              "evidenceIds": [
                "typingmind:typingmind:voice"
              ]
            },
            {
              "id": "read_aloud",
              "question": "Can answers be read aloud?",
              "support": "supported",
              "answer": "Browser speech, ElevenLabs or OpenAI TTS reads answers aloud with playback/autoplay controls.",
              "evidenceIds": [
                "typingmind:typingmind:tts"
              ]
            },
            {
              "id": "voice_conversation",
              "question": "Is a live voice mode available?",
              "support": "unknown",
              "answer": "Is a live voice mode available? No full-duplex live voice mode, Swiss German audio fixture or native meeting-attendance integration was established.",
              "evidenceIds": []
            },
            {
              "id": "meeting_summaries",
              "question": "Are meetings transcribed and summarised?",
              "support": "partial",
              "answer": "The meeting-summarizer workflow uses recorded audio transcription and LLM summaries; Whisper upload is capped at 25MB. No live meeting bot or diarization quality test was established.",
              "evidenceIds": [
                "typingmind:typingmind:meeting-summarizer",
                "typingmind:typingmind:voice"
              ]
            },
            {
              "id": "swiss_german_speech",
              "question": "Is Swiss German speech recognised?",
              "support": "unknown",
              "answer": "Is Swiss German speech recognised? No full-duplex live voice mode, Swiss German audio fixture or native meeting-attendance integration was established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:voice",
            "typingmind:typingmind:tts",
            "typingmind:typingmind:meeting-summarizer"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:WORK-06",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Toolbox executes code locally and produces charts and Office documents; Growth includes Canvas.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams Growth/Professional for Canvas; Toolbox on tool-capable models with separate API usage",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "data_analysis",
              "question": "Can it analyse spreadsheets with executed code?",
              "support": "supported",
              "answer": "Toolbox runs Python/JavaScript in the browser, including tabular analysis libraries. Network is disabled by default; analysis is not a vendor EU code-execution guarantee.",
              "evidenceIds": [
                "typingmind:typingmind:toolbox"
              ]
            },
            {
              "id": "charts",
              "question": "Can it produce charts?",
              "support": "supported",
              "answer": "Toolbox supports chart generation with Plotly and Bokeh.",
              "evidenceIds": [
                "typingmind:typingmind:toolbox"
              ]
            },
            {
              "id": "office_file_output",
              "question": "Can it create Word, Excel or PowerPoint files?",
              "support": "supported",
              "answer": "Toolbox creates/edits documents, spreadsheets, presentations and PDFs, including Office formats.",
              "evidenceIds": [
                "typingmind:typingmind:toolbox"
              ]
            },
            {
              "id": "canvas_editing",
              "question": "Is there a document or canvas editor for iterating on output?",
              "support": "supported",
              "answer": "The Teams plan comparison lists Canvas and Artifacts for Growth and Professional.",
              "evidenceIds": [
                "typingmind:typingmind:compare-typingmind-team-plans"
              ]
            }
          ],
          "limitations": [],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:toolbox",
            "typingmind:typingmind:compare-typingmind-team-plans"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:WORK-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Shared agents and prompt libraries are documented, but collaborative project/chat boundaries are not established.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "TypingMind Teams SaaS; Starter, Growth and Professional prerequisites stated per answer; Business quote not obtained",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "share_chats",
              "question": "Can chats be shared inside the organisation?",
              "support": "unknown",
              "answer": "Can chats be shared inside the organisation? No Teams-specific shared-chat recipient ACL/redaction guarantee, simultaneous multi-person AI conversation or source-permission sharing fixture was established.",
              "evidenceIds": []
            },
            {
              "id": "team_spaces",
              "question": "Are shared projects or workspaces available?",
              "support": "partial",
              "answer": "Teams share an agent catalogue and prompt library; project-scoped memory is documented. Shared project membership and cross-user workspace semantics were not established.",
              "evidenceIds": [
                "typingmind:typingmind:build-a-shared-ai-agent-collection",
                "typingmind:typingmind:build-a-shared-prompt-library",
                "typingmind:typingmind:release"
              ]
            },
            {
              "id": "group_chat",
              "question": "Can several people chat together with the AI?",
              "support": "unknown",
              "answer": "Can several people chat together with the AI? No Teams-specific shared-chat recipient ACL/redaction guarantee, simultaneous multi-person AI conversation or source-permission sharing fixture was established.",
              "evidenceIds": []
            },
            {
              "id": "share_permission_boundary",
              "question": "Does sharing respect the recipient's access to sources?",
              "support": "unknown",
              "answer": "Does sharing respect the recipient's access to sources? No Teams-specific shared-chat recipient ACL/redaction guarantee, simultaneous multi-person AI conversation or source-permission sharing fixture was established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:build-a-shared-ai-agent-collection",
            "typingmind:typingmind:build-a-shared-prompt-library",
            "typingmind:typingmind:release"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:WORK-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Multilingual capability is advertised without a verified DACH UI or accessibility matrix.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "TypingMind Teams SaaS; Starter, Growth and Professional prerequisites stated per answer; Business quote not obtained",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "ui_languages",
              "question": "Which UI languages are offered?",
              "support": "partial",
              "answer": "Teams plan documentation advertises a multilingual chat interface and a public translation collaboration project exists. A complete current language list was not established.",
              "evidenceIds": [
                "typingmind:typingmind:compare-typingmind-team-plans",
                "typingmind:typingmind:translations"
              ]
            },
            {
              "id": "dach_language_quality",
              "question": "Are German, French and Italian UIs complete and natural?",
              "support": "unknown",
              "answer": "Are German, French and Italian UIs complete and natural? No complete German/French/Italian UI review, German Admin Panel guarantee, WCAG conformance statement or assistive-technology fixture was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "accessibility_statement",
              "question": "Is there a WCAG conformance statement?",
              "support": "unknown",
              "answer": "Is there a WCAG conformance statement? No complete German/French/Italian UI review, German Admin Panel guarantee, WCAG conformance statement or assistive-technology fixture was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "admin_ui_languages",
              "question": "Is the admin interface available in German?",
              "support": "unknown",
              "answer": "Is the admin interface available in German? No complete German/French/Italian UI review, German Admin Panel guarantee, WCAG conformance statement or assistive-technology fixture 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": [
            "typingmind:typingmind:compare-typingmind-team-plans",
            "typingmind:typingmind:translations"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:ADM-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Teams Professional provides SAML SSO and OAuth/OIDC options.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams Professional identity features",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "sso_protocols",
              "question": "Which SSO protocols and identity providers work?",
              "support": "supported",
              "answer": "SAML SSO accepts IdP metadata and multiple connections; OAuth/OIDC includes Microsoft, Google and custom provider configuration.",
              "evidenceIds": [
                "typingmind:typingmind:sso",
                "typingmind:typingmind:o-auth-2-0"
              ]
            },
            {
              "id": "sso_plan",
              "question": "Which plan includes SSO?",
              "support": "supported",
              "answer": "The plan comparison places SSO/OAuth and Directory Sync in Professional.",
              "evidenceIds": [
                "typingmind:typingmind:compare-typingmind-team-plans"
              ]
            },
            {
              "id": "mfa",
              "question": "Can MFA be enforced?",
              "support": "partial",
              "answer": "The DPA security measures mention MFA and SSO; documented tenant-level enforcement settings and IdP MFA propagation were not verified.",
              "evidenceIds": [
                "typingmind:typingmind:data-processing-agreement"
              ]
            },
            {
              "id": "conditional_access",
              "question": "Do Entra conditional-access policies apply?",
              "support": "unknown",
              "answer": "Do Entra conditional-access policies apply? No Entra conditional-access test or verified-domain capture/mandatory login policy was established.",
              "evidenceIds": []
            },
            {
              "id": "domain_capture",
              "question": "Can the company claim its email domain?",
              "support": "unknown",
              "answer": "Can the company claim its email domain? No Entra conditional-access test or verified-domain capture/mandatory login policy was established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:sso",
            "typingmind:typingmind:o-auth-2-0",
            "typingmind:typingmind:compare-typingmind-team-plans",
            "typingmind:typingmind:data-processing-agreement"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:ADM-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Professional supports SCIM, group sync and JIT; OAuth revocation alone does not remove a seat.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams Professional Directory Sync; distinguish SCIM suspension from OAuth revocation",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "scim",
              "question": "Is SCIM provisioning supported?",
              "support": "supported",
              "answer": "SCIM v2 creates, updates and suspends users from a compatible IdP.",
              "evidenceIds": [
                "typingmind:typingmind:scim"
              ]
            },
            {
              "id": "group_sync",
              "question": "Are identity-provider groups synced?",
              "support": "supported",
              "answer": "Directory Sync assigns users to corresponding groups received from the identity provider.",
              "evidenceIds": [
                "typingmind:typingmind:scim"
              ]
            },
            {
              "id": "jit_provisioning",
              "question": "Are users created at first login?",
              "support": "supported",
              "answer": "OAuth login can create a user on first sign-in and consumes an available seat; creation fails without a free seat.",
              "evidenceIds": [
                "typingmind:typingmind:o-auth-2-0"
              ]
            },
            {
              "id": "deprovisioning",
              "question": "What happens to a removed user's data and shared assets?",
              "support": "partial",
              "answer": "SCIM suspends users; separate OAuth docs warn that revoking IdP authorization alone does not remove an existing user, requiring admin removal. Shared asset ownership, deletion and session-revocation timing are not established.",
              "evidenceIds": [
                "typingmind:typingmind:scim",
                "typingmind:typingmind:o-auth-2-0"
              ]
            },
            {
              "id": "seat_assignment",
              "question": "Can admins assign and reclaim seats?",
              "support": "partial",
              "answer": "Admins invite/manage users and JIT consumes purchased seats. Exact seat reclamation timing, licence proration and asset transfer were not established.",
              "evidenceIds": [
                "typingmind:typingmind:invite-team-members",
                "typingmind:typingmind:o-auth-2-0"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:scim",
            "typingmind:typingmind:o-auth-2-0",
            "typingmind:typingmind:invite-team-members"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:ADM-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Custom admin roles and user groups provide delegated management and feature availability controls.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams Professional custom roles, resource groups and usage limits",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_roles",
              "question": "Which admin roles exist, and can admin rights be delegated?",
              "support": "supported",
              "answer": "Default Admin has highest permissions. Owners create custom roles for models, plugins, agents, reporting, billing, users, keys, KB and portal settings. Users may hold multiple roles; the former Content Moderator preset was removed.",
              "evidenceIds": [
                "typingmind:typingmind:roles-and-permissions"
              ]
            },
            {
              "id": "groups",
              "question": "Can permissions be set per group?",
              "support": "supported",
              "answer": "User groups govern resource visibility and limits. Admin roles are assigned to individual members; assigning roles to groups is still described as coming soon.",
              "evidenceIds": [
                "typingmind:typingmind:roles-and-permissions",
                "typingmind:typingmind:create-and-manage-user-groups"
              ]
            },
            {
              "id": "feature_toggles",
              "question": "Which features can be switched on or off per group?",
              "support": "supported",
              "answer": "Professional provides model, agent and plugin group availability/usage controls through resource Access/Limit settings; the plan matrix separately lists per-user prompt visibility. CSS/themes are excluded from this permission finding.",
              "evidenceIds": [
                "typingmind:typingmind:restrict-model-access",
                "typingmind:typingmind:restrict-ai-agents-access",
                "typingmind:typingmind:restrict-plugin-access",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "multi_entity",
              "question": "Can subsidiaries or departments be separated within one contract?",
              "support": "unknown",
              "answer": "Can subsidiaries or departments be separated within one contract? No multi-subsidiary legal/entity separation, independent subtenant keys or consolidated contract administration was established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:roles-and-permissions",
            "typingmind:typingmind:create-and-manage-user-groups",
            "typingmind:typingmind:restrict-model-access",
            "typingmind:typingmind:restrict-ai-agents-access",
            "typingmind:typingmind:restrict-plugin-access",
            "typingmind:typingmind:r2-plan-matrix"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:ADM-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Teams analytics reports adoption and consumption, including identifiable user breakdowns.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams Professional analytics",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "adoption_dashboard",
              "question": "Is there an adoption dashboard?",
              "support": "supported",
              "answer": "Dashboard counts active users, messages, conversations, characters and estimated tokens over a selected period.",
              "evidenceIds": [
                "typingmind:typingmind:chatbot-analytics"
              ]
            },
            {
              "id": "breakdowns",
              "question": "Can usage be broken down by group, model, feature and assistant?",
              "support": "supported",
              "answer": "Reporting filters by user, group, model and agent; a complete per-feature cost map was not established.",
              "evidenceIds": [
                "typingmind:typingmind:chatbot-analytics"
              ]
            },
            {
              "id": "export",
              "question": "Can usage data be exported?",
              "support": "partial",
              "answer": "Charts can be downloaded; a complete raw usage ledger export format was not established.",
              "evidenceIds": [
                "typingmind:typingmind:chatbot-analytics"
              ]
            },
            {
              "id": "privacy_modes",
              "question": "Can per-person reporting be limited or pseudonymised?",
              "support": "unknown",
              "answer": "Can per-person reporting be limited or pseudonymised? No pseudonymised reporting mode or enforceable per-person aggregation threshold was established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:chatbot-analytics"
          ]
        }
      ]
    },
    {
      "id": "ADM-05",
      "title": "Spend controls and cost allocation",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record cost visibility per user, group and cost centre, budgets and their behaviour (alert, block, downgrade model), pooled credits, and chargeback exports. Test a small budget on a trial where possible. Distinguish billed amounts, estimates and unavailable amounts.",
      "questions": [
        {
          "id": "cost_visibility",
          "question": "Can admins see cost or consumption per user and group?"
        },
        {
          "id": "budgets",
          "question": "Can budgets be set per user or group?"
        },
        {
          "id": "budget_enforcement",
          "question": "Does reaching a budget alert, block or downgrade?"
        },
        {
          "id": "chargeback",
          "question": "Can costs be exported per cost centre?"
        }
      ],
      "products": [
        {
          "productId": "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": "typingmind",
          "claimId": "typingmind:ADM-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Admins can inspect estimated consumption and set token/message limits; monetary budgets are unestablished.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams Professional; API charges billed directly by customer providers",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_visibility",
              "question": "Can admins see cost or consumption per user and group?",
              "support": "partial",
              "answer": "Analytics shows estimated token and character usage per user/group/model/agent. Customer model bills remain external; reconciled currency cost is not established.",
              "evidenceIds": [
                "typingmind:typingmind:chatbot-analytics"
              ]
            },
            {
              "id": "budgets",
              "question": "Can budgets be set per user or group?",
              "support": "partial",
              "answer": "Admins configure reusable token/message/character limits for users/groups and resources, rather than an evidenced currency-denominated budget.",
              "evidenceIds": [
                "typingmind:typingmind:usage-limits"
              ]
            },
            {
              "id": "budget_enforcement",
              "question": "Does reaching a budget alert, block or downgrade?",
              "support": "partial",
              "answer": "Users are shown applicable limits, but hard monetary blocking, alerts, downgrade and in-flight overshoot semantics were not established.",
              "evidenceIds": [
                "typingmind:typingmind:usage-limits"
              ]
            },
            {
              "id": "chargeback",
              "question": "Can costs be exported per cost centre?",
              "support": "unknown",
              "answer": "Can costs be exported per cost centre? No cost-centre chargeback ledger or exact monetary budget-enforcement documentation 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": [
            "typingmind:typingmind:chatbot-analytics",
            "typingmind:typingmind:usage-limits"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:ADM-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Optional chat recording exposes prompts and answers to authorized admins with retention and JSON export.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams Professional chat logs; logging must be enabled",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_events",
              "question": "Are admin and security events logged?",
              "support": "unknown",
              "answer": "Are admin and security events logged? No first-party security/admin event catalogue, legal hold or eDiscovery workflow was established.",
              "evidenceIds": []
            },
            {
              "id": "content_logging",
              "question": "Can prompts and answers be retained for compliance, and is it configurable?",
              "support": "supported",
              "answer": "Record all chats is opt-in and off by default; authorized Admin Panel roles can view saved user prompts and model responses.",
              "evidenceIds": [
                "typingmind:typingmind:view-and-export-user-chat-logs",
                "typingmind:typingmind:export-chat-logs",
                "typingmind:typingmind:roles-and-permissions"
              ]
            },
            {
              "id": "siem_export",
              "question": "Can logs stream to a SIEM or be exported?",
              "support": "partial",
              "answer": "An API exports recorded chats as JSON, last 100 matching conversations per request with date filtering. Native SIEM streaming and complete audit-event export were not established.",
              "evidenceIds": [
                "typingmind:typingmind:export-chat-logs"
              ]
            },
            {
              "id": "ediscovery",
              "question": "Are eDiscovery and legal hold supported?",
              "support": "unknown",
              "answer": "Are eDiscovery and legal hold supported? No first-party security/admin event catalogue, legal hold or eDiscovery workflow was established.",
              "evidenceIds": []
            },
            {
              "id": "log_retention",
              "question": "How long are logs kept?",
              "support": "partial",
              "answer": "Admins set chat retention and old records are permanently deleted. A default duration and separate admin/security log retention were not established.",
              "evidenceIds": [
                "typingmind:typingmind:view-and-export-user-chat-logs"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:view-and-export-user-chat-logs",
            "typingmind:typingmind:export-chat-logs",
            "typingmind:typingmind:roles-and-permissions"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind: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": "typingmind",
          "claimId": "typingmind:ADM-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Global instructions can govern chat behaviour, but policy acceptance and violation reporting remain unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams SaaS global instructions; Professional for group/resource plugin restrictions",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "org_instructions",
              "question": "Can admins set organisation-wide instructions?",
              "support": "supported",
              "answer": "Admins set hidden global system instructions, few-shot examples and post-message reminders across chats and agents.",
              "evidenceIds": [
                "typingmind:typingmind:system-prompts-on-admin-panel"
              ]
            },
            {
              "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 mandatory policy-acceptance record, enforcement-grade content filter or admin policy-hit report was established.",
              "evidenceIds": []
            },
            {
              "id": "content_filters",
              "question": "Are content filters configurable?",
              "support": "partial",
              "answer": "Admins configure model-followed instructions; Professional separately restricts plugin availability by group. Neither establishes deterministic PII/content filtering or a policy-enforcement engine.",
              "evidenceIds": [
                "typingmind:typingmind:system-prompts-on-admin-panel",
                "typingmind:typingmind:restrict-plugin-access",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "violation_reporting",
              "question": "Are policy hits visible to admins?",
              "support": "unknown",
              "answer": "Are policy hits visible to admins? No mandatory policy-acceptance record, enforcement-grade content filter or admin policy-hit report was established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:system-prompts-on-admin-panel",
            "typingmind:typingmind:restrict-plugin-access",
            "typingmind:typingmind:r2-plan-matrix"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:DATA-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "EU SaaS storage is optional; inference, tools and support are separate residency questions.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas",
              "teams-selfhost"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "TypingMind Teams SaaS; Starter, Growth and Professional prerequisites stated per answer; Business quote not obtained",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": null,
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              },
              {
                "id": "teams-selfhost",
                "name": "Commercial self-hosted TypingMind Teams server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "storage_region",
              "question": "Where are chats, files and indexes stored?",
              "support": "partial",
              "answer": "Teams offers US and opt-in EU instances. The EU guide names Vercel web hosting and AWS database resources; exact file/index/backup components are not fully enumerated.",
              "evidenceIds": [
                "typingmind:typingmind:eu-data-center",
                "typingmind:typingmind:privacy-policy"
              ]
            },
            {
              "id": "inference_region",
              "question": "Where do model calls run, per provider?",
              "support": "supported",
              "answer": "The EU guide explicitly warns model calls may go outside the EU. Customers can choose an EU Azure endpoint or private/local model; this is not an all-provider EU inference promise.",
              "evidenceIds": [
                "typingmind:typingmind:eu-data-center"
              ]
            },
            {
              "id": "backups_logs_region",
              "question": "Where are backups, logs and telemetry?",
              "support": "unknown",
              "answer": "Where are backups, logs and telemetry? Backup, telemetry, support-access country matrix and contractual Swiss-only end-to-end processing were not established.",
              "evidenceIds": []
            },
            {
              "id": "support_access_region",
              "question": "From where can vendor staff access data?",
              "support": "partial",
              "answer": "The DPA identifies the processor at a Da Nang, Vietnam address and requires need-to-know confidentiality; actual operational staff access countries and restrictions were not established.",
              "evidenceIds": [
                "typingmind:typingmind:data-processing-agreement"
              ]
            },
            {
              "id": "swiss_hosting",
              "question": "Is Swiss hosting available?",
              "support": "partial",
              "answer": "Customer self-host can run on operator-selected infrastructure, but no vendor-operated Swiss SaaS region or complete CH-only processing undertaking was established.",
              "evidenceIds": [
                "typingmind:typingmind:selfhost",
                "typingmind:typingmind:get-started-with-self-host-installation-instruct"
              ]
            },
            {
              "id": "residency_plan",
              "question": "Which plan or option provides residency?",
              "support": "supported",
              "answer": "The EU instance is an account/instance choice for Teams SaaS. Self-host is a separate quoted annual commercial licence, not the personal licence.",
              "evidenceIds": [
                "typingmind:typingmind:eu-data-center",
                "typingmind:typingmind:selfhost"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:eu-data-center",
            "typingmind:typingmind:privacy-policy",
            "typingmind:typingmind:data-processing-agreement",
            "typingmind:typingmind:selfhost",
            "typingmind:typingmind:get-started-with-self-host-installation-instruct"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:DATA-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Teams offers multitenant SaaS and a separate commercial self-host package; offline operation is not established.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas",
              "teams-selfhost"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "TypingMind Teams SaaS; Starter, Growth and Professional prerequisites stated per answer; Business quote not obtained",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": null,
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              },
              {
                "id": "teams-selfhost",
                "name": "Commercial self-hosted TypingMind Teams server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "multi_tenant_saas",
              "question": "Is a shared SaaS offered?",
              "support": "supported",
              "answer": "The privacy policy explicitly describes Teams as server-stored multitenant SaaS, unlike the default local-storage personal app.",
              "evidenceIds": [
                "typingmind:typingmind:privacy-policy"
              ]
            },
            {
              "id": "dedicated_instance",
              "question": "Is a dedicated single-tenant instance offered, from what size?",
              "support": "partial",
              "answer": "Self-host permits one customer-operated instance with five included users. A separate vendor-operated dedicated SaaS service and its minimum were not established.",
              "evidenceIds": [
                "typingmind:typingmind:selfhost"
              ]
            },
            {
              "id": "customer_cloud",
              "question": "Can it run in the customer's own cloud account, from what size?",
              "support": "supported",
              "answer": "A quoted self-host licence runs the NodeJS service, MySQL, optional PostgreSQL KB and blob store in the customer’s cloud account.",
              "evidenceIds": [
                "typingmind:typingmind:selfhost",
                "typingmind:typingmind:get-started-with-self-host-installation-instruct"
              ]
            },
            {
              "id": "on_premise",
              "question": "Can the whole platform run on customer infrastructure, from what size?",
              "support": "supported",
              "answer": "The self-host package can run on customer infrastructure with Docker/NodeJS and required databases; five users and one instance are included under the annual quote.",
              "evidenceIds": [
                "typingmind:typingmind:selfhost"
              ]
            },
            {
              "id": "air_gapped",
              "question": "Can it run without internet access?",
              "support": "partial",
              "answer": "The self-host FAQ lists external model requests plus update and licence checks. Private models reduce model egress, while the optional KB guide still requires OpenAI embeddings. A supported air-gapped licence was not established.",
              "evidenceIds": [
                "typingmind:typingmind:selfhost",
                "typingmind:typingmind:get-started-with-self-host-installation-instruct"
              ]
            },
            {
              "id": "mode_feature_gaps",
              "question": "Which features are missing outside SaaS?",
              "support": "supported",
              "answer": "Self-host releases lag cloud by approximately one to three weeks; optional KB needs additional infrastructure, external OAuth setup and OpenAI embeddings. SLA/dedicated support is a separate paid option.",
              "evidenceIds": [
                "typingmind:typingmind:selfhost",
                "typingmind:typingmind:setup-external-connectors-for-knowledge-base",
                "typingmind:typingmind:get-started-with-self-host-installation-instruct"
              ]
            }
          ],
          "limitations": [
            "Marketing language about data staying on customer infrastructure must be read with model, embedding, licence and update egress requirements."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:privacy-policy",
            "typingmind:typingmind:selfhost",
            "typingmind:typingmind:get-started-with-self-host-installation-instruct",
            "typingmind:typingmind:setup-external-connectors-for-knowledge-base"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:DATA-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "TypingMind asserts no vendor training; customer provider contracts control training and retention.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "TypingMind Teams SaaS; Starter, Growth and Professional prerequisites stated per answer; Business quote not obtained",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "vendor_training",
              "question": "Does the vendor train on customer content?",
              "support": "supported",
              "answer": "The published policy says TypingMind does not use conversations for AI training. This is a vendor policy assertion, not an independently verified contract-wide audit.",
              "evidenceIds": [
                "typingmind:typingmind:data-usage-and-model-training-policy"
              ]
            },
            {
              "id": "provider_training",
              "question": "Do model providers train on it under this product's contracts?",
              "support": "partial",
              "answer": "Teams uses customer provider keys and direct customer provider contracts. The policy summarizes provider-specific training defaults; this pass did not verify every provider contract or free/paid API variant.",
              "evidenceIds": [
                "typingmind:typingmind:set-up-api-keys",
                "typingmind:typingmind:data-usage-and-model-training-policy"
              ]
            },
            {
              "id": "provider_retention",
              "question": "How long do model providers keep prompts, including for abuse monitoring?",
              "support": "partial",
              "answer": "The policy discusses provider-dependent abuse monitoring, retention and paid/unpaid distinctions; no uniform current retention duration applies to every customer-selected route.",
              "evidenceIds": [
                "typingmind:typingmind:data-usage-and-model-training-policy"
              ]
            },
            {
              "id": "zero_retention",
              "question": "Is zero data retention available, and on which plan?",
              "support": "partial",
              "answer": "A customer may select a provider/endpoint with suitable terms, but no TypingMind-wide ZDR entitlement, plan or complete exception matrix was established.",
              "evidenceIds": [
                "typingmind:typingmind:data-usage-and-model-training-policy",
                "typingmind:typingmind:eu-data-center"
              ]
            },
            {
              "id": "human_review",
              "question": "Can provider staff review content?",
              "support": "partial",
              "answer": "TypingMind’s provider summary says OpenAI authorized employees may review API data for abuse/legal compliance. Its Gemini section distinguishes paid no-training from unpaid improvement use and says human reviewers may read/annotate/process inputs and outputs for quality improvement. These are qualified vendor summaries, not verified terms for every customer paid/unpaid endpoint, ZDR approval or actual account.",
              "evidenceIds": [
                "typingmind:typingmind:data-usage-and-model-training-policy"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:data-usage-and-model-training-policy",
            "typingmind:typingmind:set-up-api-keys",
            "typingmind:typingmind:eu-data-center"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:DATA-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Admins control recorded chat retention; termination deletion/return is contractual without a fixed public completion window.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams Professional for admin chat recording/retention; general service privacy/DPA rights separate from personal/local history",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "default_retention",
              "question": "What is retained and for how long by default?",
              "support": "partial",
              "answer": "Professional admin chat recording is off by default; that is separate from user-visible history and personal browser storage. The privacy policy separately mentions90-day unpaid-account inactivity deletion with warning; a paid Teams history lifetime is not specified.",
              "evidenceIds": [
                "typingmind:typingmind:export-chat-logs",
                "typingmind:typingmind:privacy-policy",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "admin_retention",
              "question": "Can admins set retention periods?",
              "support": "supported",
              "answer": "Professional chat-log settings set recorded-chat retention, with permanent deletion of older records. No personal/local or backup deletion interval is inferred.",
              "evidenceIds": [
                "typingmind:typingmind:view-and-export-user-chat-logs",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "user_deletion",
              "question": "Can users delete their chats and files permanently?",
              "support": "partial",
              "answer": "The privacy policy provides data-erasure rights; immediate permanent deletion across Teams files, backups and logs by the user UI was not established.",
              "evidenceIds": [
                "typingmind:typingmind:privacy-policy"
              ]
            },
            {
              "id": "contract_end_deletion",
              "question": "What is deleted at contract end, and when?",
              "support": "partial",
              "answer": "The DPA permits customer-choice deletion or return and certification on request, subject to legal retention; a fixed completion deadline and self-serve export window are not specified.",
              "evidenceIds": [
                "typingmind:typingmind:data-processing-agreement"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:export-chat-logs",
            "typingmind:typingmind:privacy-policy",
            "typingmind:typingmind:r2-plan-matrix",
            "typingmind:typingmind:view-and-export-user-chat-logs",
            "typingmind:typingmind:data-processing-agreement"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:DATA-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A public DPA lists processors and transfer measures; vendor legal jurisdiction differs from hosting region.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "TypingMind Teams SaaS; Starter, Growth and Professional prerequisites stated per answer; Business quote not obtained",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "subprocessor_list",
              "question": "Is a dated sub-processor list published?",
              "support": "partial",
              "answer": "DPA Appendix II publishes a subprocessor list; no standalone dated list revision was visible in the retrieved document.",
              "evidenceIds": [
                "typingmind:typingmind:data-processing-agreement"
              ]
            },
            {
              "id": "subprocessor_countries",
              "question": "Which countries do sub-processors operate in?",
              "support": "supported",
              "answer": "The list includes AWS US/Germany, Render US, Vercel US/EU, US services including Sentry/Axiom/Customer.io/Stripe/HelpScout/Mailgun and Paddle US/UK. EU storage does not remove these separate vendor paths.",
              "evidenceIds": [
                "typingmind:typingmind:data-processing-agreement"
              ]
            },
            {
              "id": "change_notification",
              "question": "Are customers notified of sub-processor changes?",
              "support": "supported",
              "answer": "DPA 7.8 says the processor will endeavor to give 30 days’ notice of additions/replacements, with 15 days for objections; preserve the qualified notice wording.",
              "evidenceIds": [
                "typingmind:typingmind:data-processing-agreement"
              ]
            },
            {
              "id": "parent_jurisdiction",
              "question": "Which jurisdiction governs the vendor and its parent?",
              "support": "partial",
              "answer": "Terms identify Typing Technology Co Ltd with Singapore governing law; the DPA gives a Vietnam processor address. Parent ownership/jurisdiction and actual staff locations were not independently established.",
              "evidenceIds": [
                "typingmind:typingmind:terms-of-service",
                "typingmind:typingmind:data-processing-agreement"
              ]
            },
            {
              "id": "transfer_mechanism",
              "question": "Which transfer mechanism applies to non-EU/CH processing?",
              "support": "supported",
              "answer": "DPA 7.9 and its SCC appendix provide EU transfer safeguards, subject to actual processing configuration; a Swiss-specific addendum was not established.",
              "evidenceIds": [
                "typingmind:typingmind:data-processing-agreement"
              ]
            },
            {
              "id": "government_access_policy",
              "question": "Is there a published government-access or transparency policy?",
              "support": "partial",
              "answer": "The privacy policy allows disclosures for authorized legal requests; no separate transparency report or detailed government-request policy was retrieved.",
              "evidenceIds": [
                "typingmind:typingmind:privacy-policy"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:data-processing-agreement",
            "typingmind:typingmind:terms-of-service",
            "typingmind:typingmind:privacy-policy"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:DATA-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A public GDPR DPA and Singapore-law business terms are available; Swiss and sector-specific undertakings remain gaps.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "TypingMind Teams SaaS; Starter, Growth and Professional prerequisites stated per answer; Business quote not obtained",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "dpa",
              "question": "Is a DPA available, and is it negotiable?",
              "support": "partial",
              "answer": "A public fillable GDPR Article 28 DPA names the processor, security measures and SCCs. Whether bespoke negotiation is available was not established.",
              "evidenceIds": [
                "typingmind:typingmind:data-processing-agreement"
              ]
            },
            {
              "id": "revdsg_gdpr",
              "question": "Does the DPA cover revDSG and GDPR?",
              "support": "partial",
              "answer": "The DPA expressly addresses GDPR and SCCs; explicit revised Swiss FADP/revDSG coverage was not established.",
              "evidenceIds": [
                "typingmind:typingmind:data-processing-agreement"
              ]
            },
            {
              "id": "governing_law",
              "question": "Which law and court govern the contract?",
              "support": "supported",
              "answer": "The September 17, 2026 Terms use Singapore law, with SIAC English-language business arbitration; the DPA SCC appendix separately uses EU exporter-state law/forum where applicable.",
              "evidenceIds": [
                "typingmind:typingmind:terms-of-service",
                "typingmind:typingmind:data-processing-agreement"
              ]
            },
            {
              "id": "ai_act_materials",
              "question": "Is EU AI Act documentation provided?",
              "support": "unknown",
              "answer": "Is EU AI Act documentation provided? No EU AI Act compliance package, FINMA outsourcing materials or dedicated professional-secrecy agreement was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "sector_materials",
              "question": "Are FINMA or other sector materials provided?",
              "support": "unknown",
              "answer": "Are FINMA or other sector materials provided? No EU AI Act compliance package, FINMA outsourcing materials or dedicated professional-secrecy agreement 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": [
            "typingmind:typingmind:data-processing-agreement",
            "typingmind:typingmind:terms-of-service"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:DATA-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The self-host page claims SOC 2 Type II. A report with auditor, period and covered-service scope was not retrieved, and other attestations remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-selfhost"
            ],
            "version": "Public self-host page retrieved 2026-10-26; no certificate verified",
            "plan": "Commercial Teams self-host marketing assurance claim; no customer report or SaaS certificate scope inferred",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": null,
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-selfhost",
                "name": "Commercial self-hosted TypingMind Teams server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "iso_27001",
              "question": "ISO 27001 with scope and validity?",
              "support": "unknown",
              "answer": "ISO 27001 with scope and validity? Trust Center access returned HTTP 403. The retrieved DPA security appendix is not an ISO/SOC/C5 certificate. Issuer, service scope, validity/report period, report-access process and independent penetration-test summary were not retrieved.",
              "evidenceIds": []
            },
            {
              "id": "soc2",
              "question": "SOC 2 type, period and covered service?",
              "support": "partial",
              "answer": "The vendor advertises SOC 2 Type II on the Teams self-host page. Auditor, report period, covered entity/service and applicability to a customer-operated deployment are unverified.",
              "evidenceIds": [
                "typingmind:typingmind:r4-soc2-selfhost-claim"
              ]
            },
            {
              "id": "c5",
              "question": "BSI C5 attestation?",
              "support": "unknown",
              "answer": "BSI C5 attestation? Trust Center access returned HTTP 403. The retrieved DPA security appendix is not an ISO/SOC/C5 certificate. Issuer, service scope, validity/report period, report-access process and independent penetration-test summary were not retrieved.",
              "evidenceIds": []
            },
            {
              "id": "other_certifications",
              "question": "Which other certificates (27701, 42001, TISAX)?",
              "support": "unknown",
              "answer": "Which other certificates (27701, 42001, TISAX)? Trust Center access returned HTTP 403. The retrieved DPA security appendix is not an ISO/SOC/C5 certificate. Issuer, service scope, validity/report period, report-access process and independent penetration-test summary were not retrieved.",
              "evidenceIds": []
            },
            {
              "id": "report_access",
              "question": "How can customers obtain reports?",
              "support": "unknown",
              "answer": "How can customers obtain reports? Trust Center access returned HTTP 403. The retrieved DPA security appendix is not an ISO/SOC/C5 certificate. Issuer, service scope, validity/report period, report-access process and independent penetration-test summary were not retrieved.",
              "evidenceIds": []
            },
            {
              "id": "pentest",
              "question": "Are independent penetration test summaries available?",
              "support": "unknown",
              "answer": "Are independent penetration test summaries available? Trust Center access returned HTTP 403. The retrieved DPA security appendix is not an ISO/SOC/C5 certificate. Issuer, service scope, validity/report period, report-access process and independent penetration-test summary were not retrieved.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Vendor assertion only. No independently verified report, certificate scope or validity was accessed; trust.typingmind.com returned HTTP 403."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-25",
          "evidenceIds": [
            "typingmind:typingmind:r4-soc2-selfhost-claim"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:DATA-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Encryption and private self-host infrastructure are documented without a SaaS customer-key guarantee.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas",
              "teams-selfhost",
              "personal"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams SaaS US/EU storage; separately quoted annual Teams self-host network controls; personal local-key claims explicitly separate",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": null,
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              },
              {
                "id": "teams-selfhost",
                "name": "Commercial self-hosted TypingMind Teams server",
                "type": "self-hosted-server"
              },
              {
                "id": "personal",
                "name": "TypingMind personal browser app and PWA",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "encryption_at_rest",
              "question": "Is data encrypted at rest?",
              "support": "partial",
              "answer": "The EU guide says stored information is encrypted; exact cipher, key ownership and component coverage were not established. Personal optional cloud encryption is a different surface.",
              "evidenceIds": [
                "typingmind:typingmind:eu-data-center",
                "typingmind:typingmind:privacy-policy"
              ]
            },
            {
              "id": "customer_managed_keys",
              "question": "Can the customer manage or hold the keys?",
              "support": "unknown",
              "answer": "Can the customer manage or hold the keys? No Teams SaaS customer-managed/held encryption-key option or complete private-connectivity configuration was established.",
              "evidenceIds": []
            },
            {
              "id": "private_networking",
              "question": "Is private connectivity or IP restriction available?",
              "support": "partial",
              "answer": "Self-host permits customer network placement; localhost/private custom endpoints require ALLOW_UNSAFE_USER_ENDPOINTS. SaaS private links, IP allowlisting and private model routing were not established.",
              "evidenceIds": [
                "typingmind:typingmind:get-started-with-self-host-installation-instruct"
              ]
            },
            {
              "id": "tenant_isolation",
              "question": "How are customers separated in shared SaaS?",
              "support": "partial",
              "answer": "The privacy policy calls Teams multitenant; logical isolation implementation and independent tenant-boundary testing were not established.",
              "evidenceIds": [
                "typingmind:typingmind:privacy-policy"
              ]
            }
          ],
          "limitations": [
            "Teams OpenAI route: server requests using centrally configured admin keys. Personal direct-browser/local-key assertions are not inherited by Teams.",
            "The generic policy versus Teams FAQ scope discrepancy remains visible pending policy clarification."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:eu-data-center",
            "typingmind:typingmind:privacy-policy",
            "typingmind:typingmind:get-started-with-self-host-installation-instruct",
            "typingmind:typingmind:r2-teams-server-route"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:DATA-09",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "General GDPR confidentiality and configurable admin/model access are documented; a specific §203 or Art321 undertaking is unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas",
              "teams-selfhost"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams SaaS Professional chat governance and separately quoted self-host licence; ordinary public DPA",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": null,
            "region": "US/EU SaaS or customer self-host placement; customer provider contracts separate",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              },
              {
                "id": "teams-selfhost",
                "name": "Commercial self-hosted TypingMind Teams server",
                "type": "self-hosted-server"
              }
            ]
          },
          "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": "DPA7.4(c) limits personnel access and requires confidentiality/statutory duties. No signed/signon §203 StGB or Art321 StGB professional-secrecy undertaking was retrieved; ordinary GDPR confidentiality is not treated as that agreement.",
              "evidenceIds": []
            },
            {
              "id": "subprocessor_coverage",
              "question": "Does the undertaking extend to its sub-processors, and is that documented?",
              "support": "unknown",
              "answer": "DPA7.8(d)-(e) requires substantially equivalent data-protection obligations and allows a redacted subprocessor agreement on request. A dedicated professional-secrecy undertaking flowing to subprocessors was not established.",
              "evidenceIds": []
            },
            {
              "id": "secrecy_offering",
              "question": "Is it a dedicated offering or add-on, and on which plan?",
              "support": "unknown",
              "answer": "No specific professional-secrecy package/add-on or SaaS/self-host plan entitlement was established. Customer-operated infrastructure and the commercial self-host licence do not by themselves prove that undertaking.",
              "evidenceIds": []
            },
            {
              "id": "content_access",
              "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?",
              "support": "partial",
              "answer": "SaaS authorized personnel may access data only as needed under the DPA; customer admins with chat-log permission may inspect recorded prompts/answers when logging is enabled. Selected customer API providers process content; self-host placement changes operator access but model/embedding/blob routes remain relevant. A complete plaintext support/subprocessor/provider human-access matrix was not retrieved.",
              "evidenceIds": [
                "typingmind:typingmind:dpa-confidentiality",
                "typingmind:typingmind:view-and-export-user-chat-logs",
                "typingmind:typingmind:roles-and-permissions",
                "typingmind:typingmind:set-up-api-keys",
                "typingmind:typingmind:get-started-with-self-host-installation-instruct"
              ]
            },
            {
              "id": "secrecy_documentation",
              "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?",
              "support": "unknown",
              "answer": "Public DPA, security appendix, processor list and self-host data-flow guides were retrieved. Targeted first-party search did not establish a professional-secrecy contract template, DE/CH-specific data-flow addendum or professional-body guidance.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "DPA confidentiality, direct provider contracts and self-host placement alone do not establish professional-secrecy suitability.",
            "No legal suitability or compliance conclusion."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:dpa-confidentiality",
            "typingmind:typingmind:view-and-export-user-chat-logs",
            "typingmind:typingmind:roles-and-permissions",
            "typingmind:typingmind:set-up-api-keys",
            "typingmind:typingmind:get-started-with-self-host-installation-instruct"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:VEN-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Teams subscriptions, personal one-time licences and self-host annual quotes are separate cost structures.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas",
              "teams-selfhost",
              "personal"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams SaaS Starter/Growth/Professional/quoted Business; separate annual Teams self-host quote; personal Standard/Extended/Premium one-time licences and separate bulk pack",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": null,
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              },
              {
                "id": "teams-selfhost",
                "name": "Commercial self-hosted TypingMind Teams server",
                "type": "self-hosted-server"
              },
              {
                "id": "personal",
                "name": "TypingMind personal browser app and PWA",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "pricing_unit",
              "question": "What is the pricing unit?",
              "support": "supported",
              "answer": "Teams SaaS uses recurring instance/seats billing; commercial Teams self-host is an annual quoted licence per instance. Personal one-time licences, including the separate shareable bulk pack, do not establish a Teams administration entitlement.",
              "evidenceIds": [
                "typingmind:typingmind:pricing",
                "typingmind:typingmind:cloud-host-vs-self-host",
                "typingmind:typingmind:r2-personal-bulk-licence"
              ]
            },
            {
              "id": "list_prices",
              "question": "What are list prices per plan, with date and currency?",
              "support": "supported",
              "answer": "As retrieved October 21, annual-selected landing cards display USD83/166/249 per month Starter/Growth/Professional (Professional crossed-out USD499). The documentation’s monthly table lists USD99/199/299 plus USD8/additional user/month. Business starts USD18,700/year by quote; conditional “as low as USD4/user/month” is not a universal rate.",
              "evidenceIds": [
                "typingmind:typingmind:pricing",
                "typingmind:typingmind:compare-typingmind-team-plans"
              ]
            },
            {
              "id": "included_usage",
              "question": "What usage is included?",
              "support": "supported",
              "answer": "All SaaS tiers include five users and unlimited configured models/agents/plugins/prompts, excluding provider API usage. One million KB training characters belongs to the Growth/Professional RAG guide, still labeled Early Access; no Starter KB allowance is inferred.",
              "evidenceIds": [
                "typingmind:typingmind:r2-plan-matrix",
                "typingmind:typingmind:how-knowledge-base-works-in-typingmind-team"
              ]
            },
            {
              "id": "add_ons",
              "question": "Which features cost extra?",
              "support": "supported",
              "answer": "Additional seats, KB character capacity, model APIs and third-party plugin services are separate; self-host SLA/dedicated support is an add-on.",
              "evidenceIds": [
                "typingmind:typingmind:pricing",
                "typingmind:typingmind:selfhost",
                "typingmind:typingmind:deep-research"
              ]
            },
            {
              "id": "overage",
              "question": "What do usage beyond limits and premium models cost?",
              "support": "partial",
              "answer": "Model usage is billed by the customer’s chosen provider. No unified TypingMind premium-model tariff applies; extra KB capacity and Business/self-host scope require current checkout or quote.",
              "evidenceIds": [
                "typingmind:typingmind:pricing",
                "typingmind:typingmind:set-up-api-keys"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:pricing",
            "typingmind:typingmind:cloud-host-vs-self-host",
            "typingmind:typingmind:r2-personal-bulk-licence",
            "typingmind:typingmind:compare-typingmind-team-plans",
            "typingmind:typingmind:r2-plan-matrix",
            "typingmind:typingmind:how-knowledge-base-works-in-typingmind-team",
            "typingmind:typingmind:selfhost",
            "typingmind:typingmind:deep-research",
            "typingmind:typingmind:set-up-api-keys"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:VEN-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A conditional Professional monthly licence-plus-BYOK floor is calculable; Business and self-host totals remain unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Conditional documented Professional monthly list route; not a large-scale quote",
            "addOns": [
              "Model usage proxy; other add-ons unknown"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "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 ex VAT, 60% light100/30% regular400/10% power1500 messages per user/month, hence330; 3000 input+600 output tokens/message. Conditional undiscounted Teams Professional monthly route USD299 + USD8*(N−5) monthly, not the annual promotion or a Business quote. Direct-provider BYOK proxy gpt-6-luna, reasoning effort none, Standard short context USD0.10 input/USD0.50 output per million; no cache => USD2.376/user/year. ECB2026-10-20 EUR1=USD1.1215=CHF0.9237; USD/EUR divide1.1215, EUR/CHF multiply0.9237. For200 users: licence USD22,308 + model proxy USD475.20 = from USD22,783.20 / EUR20,314.94 / CHF18,764.91 + unknown components. Not a 200-seat quote.",
              "evidenceIds": [
                "typingmind:typingmind:compare-typingmind-team-plans",
                "typingmind:typingmind:pricing",
                "typingmind:typingmind:openai-price",
                "typingmind:typingmind:openai-model",
                "typingmind:typingmind:fx"
              ]
            },
            {
              "id": "cost_1000",
              "question": "Year-one cost at 1,000 users?",
              "support": "partial",
              "answer": "Same assumptions:1000 users licence USD99,108 + model USD2,376 = from USD101,484 / EUR90,489.52 / CHF83,585.17 + unknown components. Scale entitlement and negotiated Business alternative unverified.",
              "evidenceIds": [
                "typingmind:typingmind:compare-typingmind-team-plans",
                "typingmind:typingmind:pricing",
                "typingmind:typingmind:openai-price",
                "typingmind:typingmind:openai-model",
                "typingmind:typingmind:fx"
              ]
            },
            {
              "id": "cost_5000",
              "question": "Year-one cost at 5,000 users?",
              "support": "partial",
              "answer": "Same assumptions:5000 users licence USD483,108 + model USD11,880 = from USD494,988 / EUR441,362.46 / CHF407,686.51 + unknown components. Scale entitlement and Business alternative unverified.",
              "evidenceIds": [
                "typingmind:typingmind:compare-typingmind-team-plans",
                "typingmind:typingmind:pricing",
                "typingmind:typingmind:openai-price",
                "typingmind:typingmind:openai-model",
                "typingmind:typingmind:fx"
              ]
            },
            {
              "id": "variable_share",
              "question": "Which part depends on usage?",
              "support": "supported",
              "answer": "The disclosed model proxy contributes USD2.376/user/year. Actual provider model mix, tools, images, audio, embeddings, cached/context tokens and regional API uplifts change usage. This proxy is a comparison assumption, not a vendor default or invoice.",
              "evidenceIds": [
                "typingmind:typingmind:set-up-api-keys",
                "typingmind:typingmind:openai-price",
                "typingmind:typingmind:openai-model"
              ]
            },
            {
              "id": "unknown_parts",
              "question": "Which costs could not be priced?",
              "support": "supported",
              "answer": "Unknown: large-scale SaaS entitlement/Business quote, current checkout promotion terms, extra KB capacity, connectors/search/plugin bills, embeddings, support/implementation and optional regional processing uplift. Self-host annual commercial licence/support quote plus MySQL, optional PostgreSQL/blob/network infrastructure and operator effort are unpriced; no zero-licence OSS assumption applies.",
              "evidenceIds": [
                "typingmind:typingmind:pricing",
                "typingmind:typingmind:selfhost",
                "typingmind:typingmind:get-started-with-self-host-installation-instruct",
                "typingmind:typingmind:deep-research"
              ]
            }
          ],
          "limitations": [
            "Known price floor plus explicitly unpriced parts; no complete year-one TCO or negotiated price claim."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:compare-typingmind-team-plans",
            "typingmind:typingmind:pricing",
            "typingmind:typingmind:openai-price",
            "typingmind:typingmind:openai-model",
            "typingmind:typingmind:fx",
            "typingmind:typingmind:set-up-api-keys",
            "typingmind:typingmind:selfhost",
            "typingmind:typingmind:get-started-with-self-host-installation-instruct",
            "typingmind:typingmind:deep-research"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:VEN-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Teams SaaS has a self-serve trial; self-host evaluation is a separate sales-gated route.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "TypingMind Teams SaaS; Starter, Growth and Professional prerequisites stated per answer; Business quote not obtained",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "free_tier",
              "question": "Is there a free tier for business use?",
              "support": "partial",
              "answer": "The cloud offer advertises a time-limited trial rather than a documented permanent free business tier. Personal free-use rights do not supply Teams governance.",
              "evidenceIds": [
                "typingmind:typingmind:pricing",
                "typingmind:typingmind:typingmind-vs-typingmind-team"
              ]
            },
            {
              "id": "self_serve_trial",
              "question": "Is a self-serve business trial available?",
              "support": "supported",
              "answer": "The cloud-vs-self-host comparison offers a 14-day self-serve cloud trial with no upfront payment.",
              "evidenceIds": [
                "typingmind:typingmind:cloud-host-vs-self-host"
              ]
            },
            {
              "id": "trial_scope",
              "question": "Do trials include SSO, connectors and admin features?",
              "support": "partial",
              "answer": "The trial provides cloud evaluation; exact trial entitlements for SSO, SCIM, connectors and API quotas were not independently established.",
              "evidenceIds": [
                "typingmind:typingmind:cloud-host-vs-self-host"
              ]
            },
            {
              "id": "sales_gate",
              "question": "Does meaningful evaluation require sales contact?",
              "support": "supported",
              "answer": "Cloud starts self-serve; Business and annual self-host require a quote, and self-host has no free trial.",
              "evidenceIds": [
                "typingmind:typingmind:pricing",
                "typingmind:typingmind:selfhost",
                "typingmind:typingmind:cloud-host-vs-self-host"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:pricing",
            "typingmind:typingmind:typingmind-vs-typingmind-team",
            "typingmind:typingmind:cloud-host-vs-self-host",
            "typingmind:typingmind:selfhost"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:VEN-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Cloud supports monthly/annual subscriptions; self-host is annual and commercial.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas",
              "teams-selfhost"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams Starter/Growth/Professional monthly or annual SaaS; quoted Business and separate annual commercial Teams self-host",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": null,
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              },
              {
                "id": "teams-selfhost",
                "name": "Commercial self-hosted TypingMind Teams server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "minimum_commitment",
              "question": "What seat or spend minimum applies?",
              "support": "supported",
              "answer": "Cloud plan cards and self-host licence include five users. Business advertises a USD18,700/year starting quote; no all-scenario minimum was established.",
              "evidenceIds": [
                "typingmind:typingmind:pricing",
                "typingmind:typingmind:selfhost"
              ]
            },
            {
              "id": "contract_length",
              "question": "What contract lengths are offered?",
              "support": "supported",
              "answer": "Cloud-host vs Self-host explicitly describes monthly SaaS and annual quoted self-host subscriptions; the current SaaS landing also offers annual billing. Teams Terms specify renewal of the agreed term.",
              "evidenceIds": [
                "typingmind:typingmind:cloud-host-vs-self-host",
                "typingmind:typingmind:pricing",
                "typingmind:typingmind:terms-of-service"
              ]
            },
            {
              "id": "cancellation",
              "question": "How can the contract be cancelled or reduced?",
              "support": "partial",
              "answer": "Cloud billing settings manage subscriptions; Terms make fixed-term Teams/self-host fees generally nonrefundable. Exact mid-term seat-reduction proration and notice deadline were not established.",
              "evidenceIds": [
                "typingmind:typingmind:manage-your-subscription",
                "typingmind:typingmind:terms-of-service"
              ]
            },
            {
              "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? CHF/EUR invoicing from a European entity, tax handling and bespoke contract negotiation were not established.",
              "evidenceIds": []
            },
            {
              "id": "transparency_class",
              "question": "Is pricing transparent, partial, quote-only or unknown?",
              "support": "supported",
              "answer": "Partial: public small-plan SaaS seat pricing with separate API bills, quote-only Business and self-host, and unpriced optional support/knowledge services.",
              "evidenceIds": [
                "typingmind:typingmind:pricing",
                "typingmind:typingmind:selfhost"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:pricing",
            "typingmind:typingmind:selfhost",
            "typingmind:typingmind:cloud-host-vs-self-host",
            "typingmind:typingmind:terms-of-service",
            "typingmind:typingmind:manage-your-subscription"
          ]
        }
      ]
    },
    {
      "id": "VEN-05",
      "title": "Source licence",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Record licence per component (client, server, connectors, hosted extensions) and revision. Distinguish OSI open source, source-available with restrictions (branding clauses, user caps), and closed. Repository visibility is not a licence classification. Licences change between releases: record the current terms, and never carry a fork's historical licence over to the upstream product or the reverse.",
      "questions": [
        {
          "id": "licence_type",
          "question": "Which licence applies to each component?"
        },
        {
          "id": "branding_restrictions",
          "question": "Do licence terms restrict branding or user counts?"
        },
        {
          "id": "enterprise_features_closed",
          "question": "Are enterprise features in a separate closed edition?"
        }
      ],
      "products": [
        {
          "productId": "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": "typingmind",
          "claimId": "typingmind:VEN-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "TypingMind is commercial proprietary software; self-host access is not an open-source licence.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "personal",
              "teams-saas",
              "teams-selfhost"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Commercial personal licence, separate bulk pack, Teams SaaS Starter/Growth/Professional and separate commercial Teams self-host licence; personal user/device allowance unverified",
            "addOns": [
              "Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services"
            ],
            "deploymentMode": null,
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "personal",
                "name": "TypingMind personal browser app and PWA",
                "type": "web-app"
              },
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              },
              {
                "id": "teams-selfhost",
                "name": "Commercial self-hosted TypingMind Teams server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "licence_type",
              "question": "Which licence applies to each component?",
              "support": "supported",
              "answer": "The personal app and Teams operate under commercial Terms/EULA. Self-host provides compiled/minified code in a private repository with no analysis, modification, resale, sharing or redistribution rights; white-box review is by arrangement.",
              "evidenceIds": [
                "typingmind:typingmind:end-user-license-agreement",
                "typingmind:typingmind:terms-of-service",
                "typingmind:typingmind:selfhost"
              ]
            },
            {
              "id": "branding_restrictions",
              "question": "Do licence terms restrict branding or user counts?",
              "support": "partial",
              "answer": "Teams SaaS provides custom branding; the separate commercial Teams self-host licence includes one instance with five seats. Personal user/device allowance remains unknown because the generic five-device-or-user comparison conflicts with the one-user Terms. The separate bulk pack does not establish the default personal allowance.",
              "evidenceIds": [
                "typingmind:typingmind:custom-branding",
                "typingmind:typingmind:r2-plan-matrix",
                "typingmind:typingmind:selfhost",
                "typingmind:typingmind:terms-of-service",
                "typingmind:typingmind:r2-personal-bulk-licence"
              ]
            },
            {
              "id": "enterprise_features_closed",
              "question": "Are enterprise features in a separate closed edition?",
              "support": "supported",
              "answer": "Teams administration is part of the commercial service; SSO/SCIM, analytics, roles, logs and API are in Professional rather than an open-source core edition.",
              "evidenceIds": [
                "typingmind:typingmind:compare-typingmind-team-plans"
              ]
            }
          ],
          "limitations": [
            "The personal user/device allowance is unknown. No five-user or one-user allowance is published as a reconciled finding; Teams and annual self-host seat rights remain separate."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:end-user-license-agreement",
            "typingmind:typingmind:terms-of-service",
            "typingmind:typingmind:selfhost",
            "typingmind:typingmind:custom-branding",
            "typingmind:typingmind:r2-plan-matrix",
            "typingmind:typingmind:r2-personal-bulk-licence",
            "typingmind:typingmind:compare-typingmind-team-plans"
          ]
        }
      ]
    },
    {
      "id": "VEN-06",
      "title": "Data export and exit",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Record admin export of chats, assistants, knowledge bases, prompts and audit logs, formats, export completeness, user self-export, and what survives contract end. Run an admin export on a trial. Exported chats alone do not make assistants and knowledge portable.",
      "questions": [
        {
          "id": "chat_export",
          "question": "Can admins export all chats?"
        },
        {
          "id": "assistant_export",
          "question": "Can assistants and prompts be exported in a reusable format?"
        },
        {
          "id": "knowledge_export",
          "question": "Can knowledge bases and their sources be exported?"
        },
        {
          "id": "export_format",
          "question": "Are formats documented and machine-readable?"
        },
        {
          "id": "post_termination_window",
          "question": "How long can data be retrieved after termination?"
        }
      ],
      "products": [
        {
          "productId": "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": "typingmind",
          "claimId": "typingmind:VEN-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Recorded Teams chats have a JSON API export; generic app exports do not prove full organizational portability.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-api",
              "teams-saas",
              "personal"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams Professional recorded-chat API/export; separate personal app JSON backups (feature licence gate not mapped)",
            "addOns": [
              "Professional chat recording enabled before export; authorized API key"
            ],
            "deploymentMode": null,
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-api",
                "name": "TypingMind Teams REST API",
                "type": "api"
              },
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              },
              {
                "id": "personal",
                "name": "TypingMind personal browser app and PWA",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_export",
              "question": "Can admins export all chats?",
              "support": "partial",
              "answer": "Professional includes chat logs/data export and API integration. Authorized admins export recorded conversation JSON via the API, last100 matching conversations/request plus date filters; complete tenant history and pagination were not tested.",
              "evidenceIds": [
                "typingmind:typingmind:export-chat-logs",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "assistant_export",
              "question": "Can assistants and prompts be exported in a reusable format?",
              "support": "partial",
              "answer": "The personal-app backup guide exports user agents, prompts/plugins/model settings as JSON. That is not evidence of bulk centrally managed Teams asset export; its personal feature gate is not mapped here.",
              "evidenceIds": [
                "typingmind:typingmind:export-import-data"
              ]
            },
            {
              "id": "knowledge_export",
              "question": "Can knowledge bases and their sources be exported?",
              "support": "unknown",
              "answer": "Can knowledge bases and their sources be exported? A bulk reusable organization KB/source export and complete centrally managed agent/prompt export were not established.",
              "evidenceIds": []
            },
            {
              "id": "export_format",
              "question": "Are formats documented and machine-readable?",
              "support": "supported",
              "answer": "Professional recorded-chat API responses are JSON; the separate personal backup/import also uses JSON. Formats do not establish complete organization portability.",
              "evidenceIds": [
                "typingmind:typingmind:export-chat-logs",
                "typingmind:typingmind:export-import-data",
                "typingmind:typingmind:r2-plan-matrix"
              ]
            },
            {
              "id": "post_termination_window",
              "question": "How long can data be retrieved after termination?",
              "support": "partial",
              "answer": "The DPA allows deletion/return at termination but does not publish a fixed retrieval grace period. Terms allow content deletion after termination.",
              "evidenceIds": [
                "typingmind:typingmind:data-processing-agreement",
                "typingmind:typingmind:terms-of-service"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:export-chat-logs",
            "typingmind:typingmind:r2-plan-matrix",
            "typingmind:typingmind:export-import-data",
            "typingmind:typingmind:data-processing-agreement",
            "typingmind:typingmind:terms-of-service"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:VEN-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Email support is documented; self-host SLA is optional and public incident data was inaccessible.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas",
              "teams-selfhost"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams Starter/Growth/Professional public email support/material; separate quoted annual Teams self-host Enterprise Support add-on",
            "addOns": [
              "Commercial Teams self-host Enterprise Support (SLA/SLO/dedicated queue), separately quoted"
            ],
            "deploymentMode": null,
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              },
              {
                "id": "teams-selfhost",
                "name": "Commercial self-hosted TypingMind Teams server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "support_channels",
              "question": "Which support channels are available on each plan?",
              "support": "supported",
              "answer": "Cloud plan comparison lists email support. Self-host dedicated support/SLA is a separate option; exact Business response targets were not established.",
              "evidenceIds": [
                "typingmind:typingmind:compare-typingmind-team-plans",
                "typingmind:typingmind:selfhost"
              ]
            },
            {
              "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, DACH/Swiss support entity or public credit-bearing SLA terms were retrieved.",
              "evidenceIds": []
            },
            {
              "id": "regional_presence",
              "question": "Is there a DACH or Swiss entity, team or partner?",
              "support": "unknown",
              "answer": "Is there a DACH or Swiss entity, team or partner? No German/French/Italian support commitment, DACH/Swiss support entity or public credit-bearing SLA terms were retrieved.",
              "evidenceIds": []
            },
            {
              "id": "uptime_sla",
              "question": "Is there an uptime SLA with credits?",
              "support": "partial",
              "answer": "Self-host marketing offers a paid SLA/SLO/dedicated-support add-on; a public uptime percentage, credit schedule or standard SaaS SLA was not retrieved.",
              "evidenceIds": [
                "typingmind:typingmind:selfhost"
              ]
            },
            {
              "id": "status_page",
              "question": "Is there a public status page with history?",
              "support": "partial",
              "answer": "A public status site loads but returned an error fetching status data in this pass, so history and measured availability are unknown.",
              "evidenceIds": [
                "typingmind:typingmind:status"
              ]
            }
          ],
          "limitations": [
            "Self-host support package is distinct from SaaS support/onboarding; no public numerical uptime/credit or adoption-service tariff established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:compare-typingmind-team-plans",
            "typingmind:typingmind:selfhost",
            "typingmind:typingmind:status",
            "typingmind:typingmind:pricing",
            "typingmind:typingmind:cloud-host-vs-self-host"
          ]
        }
      ]
    },
    {
      "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": "typingmind",
          "claimId": "typingmind:VEN-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public setup guides and role examples exist; managed adoption services are not fully specified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "teams-saas",
              "teams-selfhost"
            ],
            "version": "Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed",
            "plan": "Teams Starter/Growth/Professional public email support/material; separate quoted annual Teams self-host Enterprise Support add-on",
            "addOns": [
              "Commercial Teams self-host Enterprise Support (SLA/SLO/dedicated queue), separately quoted"
            ],
            "deploymentMode": null,
            "region": "US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers",
            "os": [],
            "surfaces": [
              {
                "id": "teams-saas",
                "name": "TypingMind Teams SaaS chat and Admin Panel",
                "type": "web-app"
              },
              {
                "id": "teams-selfhost",
                "name": "Commercial self-hosted TypingMind Teams server",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "onboarding_service",
              "question": "Is guided onboarding included?",
              "support": "unknown",
              "answer": "Is guided onboarding included? No included guided-onboarding scope, multilingual training commitment or champion/adoption programme was established.",
              "evidenceIds": []
            },
            {
              "id": "user_training",
              "question": "Is end-user training offered, in which languages?",
              "support": "partial",
              "answer": "Public documentation teaches setup, use, agents and workflows. A contracted live user-training service and languages were not established.",
              "evidenceIds": [
                "typingmind:typingmind:typingmind-vs-typingmind-team",
                "typingmind:typingmind:overview"
              ]
            },
            {
              "id": "use_case_library",
              "question": "Are role-based use cases and templates provided?",
              "support": "supported",
              "answer": "The documentation provides marketing ad creation, meeting-summary and business automation examples and role/permission examples.",
              "evidenceIds": [
                "typingmind:typingmind:ad-creative-generator",
                "typingmind:typingmind:meeting-summarizer",
                "typingmind:typingmind:overview",
                "typingmind:typingmind:roles-and-permissions"
              ]
            },
            {
              "id": "adoption_programme",
              "question": "Is there a champion or adoption programme?",
              "support": "unknown",
              "answer": "Is there a champion or adoption programme? No included guided-onboarding scope, multilingual training commitment or champion/adoption programme was established.",
              "evidenceIds": []
            },
            {
              "id": "service_cost",
              "question": "Which services cost extra?",
              "support": "partial",
              "answer": "Self-host dedicated support/SLA is an optional extra; onboarding/training/adoption-program prices were not established.",
              "evidenceIds": [
                "typingmind:typingmind:selfhost"
              ]
            }
          ],
          "limitations": [
            "Self-host support package is distinct from SaaS support/onboarding; no public numerical uptime/credit or adoption-service tariff established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "typingmind:typingmind:typingmind-vs-typingmind-team",
            "typingmind:typingmind:overview",
            "typingmind:typingmind:ad-creative-generator",
            "typingmind:typingmind:meeting-summarizer",
            "typingmind:typingmind:roles-and-permissions",
            "typingmind:typingmind:selfhost",
            "typingmind:typingmind:pricing",
            "typingmind:typingmind:cloud-host-vs-self-host"
          ]
        }
      ]
    }
  ],
  "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": "typingmind:typingmind:set-up-api-keys",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/getting-started/set-up-api-keys.md",
      "title": "Set up API Keys",
      "locator": "Set up API Keys",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Teams admins preset customer provider keys; end users cannot enter their own key in the chat interface."
    },
    {
      "id": "typingmind:typingmind:manage-ai-models",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/manage-and-connect-ai-models/manage-ai-models.md",
      "title": "Manage AI Models",
      "locator": "Manage AI Models",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The app has a per-chat model selector and configurable model endpoints; provider examples are not a complete current catalogue."
    },
    {
      "id": "typingmind:typingmind:release",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://feedback.typingmind.com/changelog/",
      "title": "TypingMind changelog",
      "locator": "2026-10-14 Memory for Teams and new models; 2026-10-13 Toolbox; 2026-10-02 image editing",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "Dated releases include Teams memory administration, new models, browser-local code and office outputs, and GPT Image editing."
    },
    {
      "id": "typingmind:typingmind:restrict-model-access",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/branding-and-customizations/restrict-model-access.md",
      "title": "Restrict Model access",
      "locator": "Restrict Model access",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Teams admins restrict available models by user group."
    },
    {
      "id": "typingmind:typingmind:chat-with-documents",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/upload-and-chat-with-files/chat-with-documents.md",
      "title": "Chat with documents",
      "locator": "Chat with documents",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Uploads accept PDF, Markdown, CSV, XLSX, TXT, DOCX, JSON and HTML, with document text added as chat context."
    },
    {
      "id": "typingmind:typingmind:voice",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/voice-input",
      "title": "Voice input",
      "locator": "Transcription models and Teams configuration",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Browser speech recognition or customer OpenAI, Groq and Azure transcription keys enable dictation; uploaded Whisper recordings have a 25MB limit."
    },
    {
      "id": "typingmind:typingmind:azure-openai",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/manage-and-connect-ai-models/azure-openai.md",
      "title": "Azure OpenAI",
      "locator": "Azure OpenAI",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A customer Azure OpenAI endpoint and deployment can be configured."
    },
    {
      "id": "typingmind:typingmind:pricing",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://custom.typingmind.com/pricing",
      "title": "TypingMind Teams pricing",
      "locator": "Annual selector, plan cards, Add-ons and Business card",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Annual selected prices display USD83/166/249 per month for Starter/Growth/Professional, five users, USD8 extra seats; Business starts USD18,700/year."
    },
    {
      "id": "typingmind:typingmind:get-started-with-self-host-installation-instruct",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/self-host-guides/get-started-with-self-host-installation-instruct.md",
      "title": "Self-host installation instructions",
      "locator": "Self-host installation instructions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A NodeJS service needs MySQL 8, optional PostgreSQL 16 pgvector KB, OpenAI embeddings and S3-compatible blobs; private endpoints are blocked by default."
    },
    {
      "id": "typingmind:typingmind:toolbox",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/plugins/toolbox",
      "title": "Toolbox",
      "locator": "Local execution, network control and file capabilities",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A free built-in plugin executes Python and JavaScript locally in the browser with network disabled by default and creates Office/PDF files and charts."
    },
    {
      "id": "typingmind:typingmind:r2-teams-custom-models",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/getting-started/set-up-api-keys.md",
      "title": "Teams API Keys Setup",
      "locator": "Use with other models; Add Custom Model in Admin Panel",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Teams-specific instructions name Azure OpenAI, Hugging Face and Ollama custom-model setup in the Admin Panel; this is distinct from personal local-server guides."
    },
    {
      "id": "typingmind:typingmind:r2-plan-matrix",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/getting-started/compare-typingmind-team-plans.md",
      "title": "Compare Teams Plans",
      "locator": "Full Feature Comparison",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "All SaaS tiers list custom models and shared resources; Growth adds RAG/projects; Professional adds roles, restrictions, logs and external API integration."
    },
    {
      "id": "typingmind:typingmind:r3-custom-admin-bedrock",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/manage-and-connect-ai-models/aws-bedrock-anthropic",
      "title": "AWS Bedrock Anthropic",
      "locator": "Custom Admin restriction and steps 2-4, including custom.typingmind.com/manage",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The Custom Admin route configures Claude via Bedrock with customer AWS access/secret keys, region and approved model access; current model and commercial tier coverage are not enumerated."
    },
    {
      "id": "typingmind:typingmind:ollama",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/manage-and-connect-ai-models/ollama.md",
      "title": "Ollama",
      "locator": "Ollama",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A customer Ollama model endpoint can be added; network accessibility must be configured."
    },
    {
      "id": "typingmind:typingmind:lmstudio",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/manage-and-connect-ai-models/lmstudio.md",
      "title": "LM Studio",
      "locator": "LM Studio",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Customer local LM Studio can supply an OpenAI-compatible model endpoint."
    },
    {
      "id": "typingmind:typingmind:cloud-host-vs-self-host",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/getting-started/cloud-host-vs-self-host.md",
      "title": "Cloud host vs self host",
      "locator": "Cloud host vs self host",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "SaaS has a self-serve 14-day trial; self-host has no free trial and carries a quoted annual licence and update/support conditions."
    },
    {
      "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": "typingmind:typingmind:usage-limits",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/user-management/usage-limits.md",
      "title": "Usage limits",
      "locator": "Usage limits",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Reusable limit groups cover messages, characters and tokens by period, applicable globally or to users, groups, models, agents and plugins."
    },
    {
      "id": "typingmind:typingmind:connect-knowledge-base-to-your-ai-agents",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/branding-and-customizations/connect-knowledge-base-to-your-ai-agents.md",
      "title": "Connect Knowledge Base to your AI Agents",
      "locator": "Connect Knowledge Base to your AI Agents",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Tagged knowledge is assigned to agents through Knowledge Base Access."
    },
    {
      "id": "typingmind:typingmind:roles-and-permissions",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/user-management/roles-and-permissions.md",
      "title": "Roles and Permissions",
      "locator": "Roles and Permissions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Owners delegate granular Admin Panel permissions through custom roles; group-role assignment is described as coming soon."
    },
    {
      "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": "typingmind:typingmind:how-knowledge-base-works-in-typingmind-team",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/branding-and-customizations/how-knowledge-base-works-in-typingmind-team.md",
      "title": "How Knowledge Base works in TypingMind Team",
      "locator": "Early Access; indexing; limits and refresh",
      "sourceDate": "2025-11-10",
      "retrievedAt": "2026-10-21",
      "finding": "The early-access KB uses RAG, about 3,000-word chunks and up to five retrieved chunks, 50MB uploads and daily source refresh."
    },
    {
      "id": "typingmind:typingmind:training-files-vs-knowledge-base",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/branding-and-customizations/training-files-vs-knowledge-base.md",
      "title": "Training Files vs Knowledge Base",
      "locator": "Training Files vs Knowledge Base",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Agent training-file text is injected into system context; the separate KB retrieves chunks and advertises multiple source integrations."
    },
    {
      "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": "typingmind:typingmind:get-started-with-knowledge-base",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/branding-and-customizations/get-started-with-knowledge-base.md",
      "title": "Get started with Knowledge Base",
      "locator": "Get started with Knowledge Base",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins add documents or connected sources, tag data, bind tags to agents and optionally show clickable references."
    },
    {
      "id": "typingmind:typingmind:restrict-ai-agents-access",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/branding-and-customizations/restrict-ai-agents-access.md",
      "title": "Restrict AI Agents access",
      "locator": "Restrict AI Agents access",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Agent access and usage can be limited for groups."
    },
    {
      "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": "typingmind:typingmind:connect-with-your-notion-pages",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/branding-and-customizations/connect-with-your-notion-pages.md",
      "title": "Connect with Notion pages",
      "locator": "Connect with Notion pages",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins select Notion pages/databases for an instance, with initial sync taking a few minutes."
    },
    {
      "id": "typingmind:typingmind:setup-external-connectors-for-knowledge-base",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/self-host-guides/setup-external-connectors-for-knowledge-base.md",
      "title": "Self-host external knowledge connectors",
      "locator": "Self-host external knowledge connectors",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Optional self-host KB external connectors need separate OAuth configuration and Firecrawl for web scraping."
    },
    {
      "id": "typingmind:typingmind:overview",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/llm-automated-workflows/overview.md",
      "title": "LLM Automated Workflows overview",
      "locator": "LLM Automated Workflows overview",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "JavaScript, HTTP and MCP plugins can perform multi-step business actions; example flows are not evidence of a scheduler."
    },
    {
      "id": "typingmind:typingmind:mcp",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/model-context-protocol-(mcp)-in-typingmind",
      "title": "MCP in TypingMind",
      "locator": "Remote and local connectors; Teams sessions; tool control",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The client connects remote HTTP or local-command MCP servers, supports OAuth and individual tool controls, and separates Teams sessions per user/chat."
    },
    {
      "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": "typingmind:typingmind:eu-data-center",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/account-management/eu-data-center.md",
      "title": "EU data center",
      "locator": "EU data center",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "EU instances use Vercel and AWS EU storage but model API calls may leave the EU."
    },
    {
      "id": "typingmind:typingmind:system-prompts-on-admin-panel",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/branding-and-customizations/system-prompts-on-admin-panel.md",
      "title": "System Prompts on Admin Panel",
      "locator": "System Prompts on Admin Panel",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Global system instructions, few-shot examples and post-message reminders apply across chats and agents."
    },
    {
      "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": "typingmind:typingmind:memory",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/memory.md",
      "title": "Memory",
      "locator": "Memory",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Users can enable memory globally or for an agent/project and inspect saved memories."
    },
    {
      "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": "typingmind:typingmind:build-a-shared-ai-agent-collection",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/branding-and-customizations/build-a-shared-ai-agent-collection.md",
      "title": "Build a Shared AI Agent collection",
      "locator": "Build a Shared AI Agent collection",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins create an agent collection exposed in the team chat interface and control group access."
    },
    {
      "id": "typingmind:typingmind:build-a-shared-prompt-library",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/branding-and-customizations/build-a-shared-prompt-library.md",
      "title": "Build a Shared Prompt Library",
      "locator": "Build a Shared Prompt Library",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins can publish reusable prompts to the team interface."
    },
    {
      "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": "typingmind:typingmind:restrict-plugin-access",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/branding-and-customizations/restrict-plugin-access.md",
      "title": "Restrict Plugin access",
      "locator": "Restrict Plugin access",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Plugins can be made available or unavailable to specified user groups."
    },
    {
      "id": "typingmind:typingmind:deep-research",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/plugins/deep-research",
      "title": "Deep Research plugin",
      "locator": "Requirements and operation",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A multi-step search/read/report plugin requires customer SerpAPI and Firecrawl keys and has a two-minute execution limit."
    },
    {
      "id": "typingmind:typingmind:image",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/plugins/gpt-image-2-5",
      "title": "GPT Image 2.5 plugin",
      "locator": "Image generation, editing and API key",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The plugin generates and edits images using the customer OpenAI API route."
    },
    {
      "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": "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": "typingmind:typingmind:api-integration-overview",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/integrations/api-integration-overview.md",
      "title": "API integration overview",
      "locator": "API integration overview",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "REST chat/agent API uses API-key-associated api-users subject to user restrictions and usage limits."
    },
    {
      "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": "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": "typingmind:typingmind:typingmind-vs-typingmind-team",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/quickstart/typingmind-vs-typingmind-team.md",
      "title": "TypingMind vs TypingMind Team",
      "locator": "TypingMind vs TypingMind Team",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The personal app and Teams with an Admin Panel, managed users and centrally preset keys are separate offerings."
    },
    {
      "id": "typingmind:typingmind:install",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/install-typingmind-app",
      "title": "Install TypingMind app",
      "locator": "PWA installation on Windows, Mac, iOS and Android",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Installation uses browser PWA technology; browser storage remains separate and this does not establish native app-store clients."
    },
    {
      "id": "typingmind:typingmind:r2-personal-bulk-licence",
      "productId": "typingmind",
      "kind": "vendor-claimed",
      "url": "https://checkout.typingmind.com/buy",
      "title": "TypingMind personal licence checkout",
      "locator": "How many devices/users? and Team/Bulk License FAQ; self-host FAQ",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Personal licences normally cover five devices for one user; a separate shareable Bulk License is offered, without establishing a Teams Admin Panel entitlement."
    },
    {
      "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": "typingmind:typingmind:ad-creative-generator",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/llm-automated-workflows/ad-creative-generator.md",
      "title": "Ad creative generator workflow",
      "locator": "Ad creative generator workflow",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Public examples include marketing automation built with AI and plugins."
    },
    {
      "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": "typingmind:typingmind:terms-of-service",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/security-and-compliance/terms-of-service.md",
      "title": "Terms of Service",
      "locator": "Sections 1, 4-6, 13 and 16",
      "sourceDate": "2026-09-17",
      "retrievedAt": "2026-10-21",
      "finding": "Typing Technology Co Ltd contracts under Singapore law and business SIAC arbitration; Teams renews and self-host code has restricted licence rights."
    },
    {
      "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": "typingmind:typingmind:tts",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/use-text-to-speech",
      "title": "Text to speech",
      "locator": "Browser, ElevenLabs and OpenAI options",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Answers can be read aloud using browser speech, ElevenLabs or OpenAI TTS."
    },
    {
      "id": "typingmind:typingmind:meeting-summarizer",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/llm-automated-workflows/meeting-summarizer.md",
      "title": "Meeting summarizer workflow",
      "locator": "Meeting summarizer workflow",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The guide offers an audio-transcription and summarisation workflow, not a demonstrated meeting bot."
    },
    {
      "id": "typingmind:typingmind:compare-typingmind-team-plans",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/getting-started/compare-typingmind-team-plans.md",
      "title": "Compare TypingMind Team plans",
      "locator": "Compare TypingMind Team plans",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The comparison lists monthly USD99/199/299, five users plus USD8 additional users, Growth knowledge and Professional identity/governance."
    },
    {
      "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": "typingmind:typingmind:translations",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/app-translation/translation-collaboration",
      "title": "Translation collaboration",
      "locator": "Multilingual app translation project",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A translation project exists, but the retrieved page does not establish completeness of German, French, Italian or Admin Panel translations."
    },
    {
      "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": "typingmind:typingmind:sso",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/user-management/single-sign-on-(sso)",
      "title": "Single Sign-On (SSO)",
      "locator": "SAML configuration and multiple connections",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "SAML identity-provider metadata, entity ID and reply URL are configured in Teams."
    },
    {
      "id": "typingmind:typingmind:o-auth-2-0",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/user-management/o-auth-2-0.md",
      "title": "OAuth 2.0",
      "locator": "OAuth 2.0",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "OAuth/OIDC supports built-in Microsoft and Google logins and JIT seats; revoking IdP authorization alone does not remove the user."
    },
    {
      "id": "typingmind:typingmind:data-processing-agreement",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/security-and-compliance/data-processing-agreement.md",
      "title": "Data Processing Agreement",
      "locator": "Clauses 7.4, 7.8-7.10 and Appendices I-IV",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The public GDPR processor form includes confidentiality, subprocessor flow-down, SCC transfers and customer-choice deletion or return."
    },
    {
      "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": "typingmind:typingmind:scim",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/user-management/directory-sync-(scim-v2)",
      "title": "Directory Sync (SCIM v2)",
      "locator": "Create, update, suspend users and groups",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "SCIM sync creates and suspends users, updates profiles and assigns corresponding groups from the IdP."
    },
    {
      "id": "typingmind:typingmind:invite-team-members",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/user-management/invite-team-members.md",
      "title": "Invite team members",
      "locator": "Invite team members",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Teams admins invite members to the instance and manage seats."
    },
    {
      "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": "typingmind:typingmind:create-and-manage-user-groups",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/user-management/create-and-manage-user-groups.md",
      "title": "Create and manage user groups",
      "locator": "Create and manage user groups",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Groups control access and are usable for limits and analytics."
    },
    {
      "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": "typingmind:typingmind:chatbot-analytics",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/analytics/chatbot-analytics.md",
      "title": "Chatbot analytics",
      "locator": "Chatbot analytics",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Reporting covers active users, messages, conversations, estimated tokens and characters, with model/agent/group/user breakdowns and chart downloads."
    },
    {
      "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": "typingmind:typingmind:view-and-export-user-chat-logs",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/analytics/view-and-export-user-chat-logs.md",
      "title": "View and export user chat logs",
      "locator": "View and export user chat logs",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Opt-in Record all chats exposes user prompts and responses to authorized admins and configurable retention permanently deletes old records."
    },
    {
      "id": "typingmind:typingmind:export-chat-logs",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/integrations/export-chat-logs.md",
      "title": "Export chat logs",
      "locator": "Export chat logs",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Chat logging is off by default; the API exports JSON conversation content and dates, limited to the last 100 matching conversations per request."
    },
    {
      "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": "typingmind:typingmind:selfhost",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://custom.typingmind.com/self-host",
      "title": "TypingMind Teams Self Host",
      "locator": "Technical requirements, licensing, network, updates and pricing FAQ",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Commercial self-host requires an annual quote, includes five users, uses compiled/minified code, checks licence/updates externally and can use customer model endpoints."
    },
    {
      "id": "typingmind:typingmind:privacy-policy",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/security-and-compliance/privacy-policy.md",
      "title": "Privacy policy",
      "locator": "Storage scope, API keys and section on account deletion",
      "sourceDate": "2026-09-19",
      "retrievedAt": "2026-10-21",
      "finding": "The policy distinguishes personal local storage from Teams multitenant server storage, and lists inactive unpaid account deletion."
    },
    {
      "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": "typingmind:typingmind:data-usage-and-model-training-policy",
      "productId": "typingmind",
      "kind": "vendor-claimed",
      "url": "https://docs.typingmind.com/security-and-compliance/data-usage-and-model-training-policy.md",
      "title": "Data Usage and Model Training Policy",
      "locator": "TypingMind role and provider API comparison",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The vendor says it does not train on conversations; customers contract directly with model providers and their retention/training terms vary."
    },
    {
      "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": "typingmind:typingmind:r4-soc2-selfhost-claim",
      "productId": "typingmind",
      "kind": "vendor-claimed",
      "url": "https://custom.typingmind.com/self-host",
      "title": "TypingMind Teams self-host",
      "locator": "Maximum security, SOC 2 Type II badge; updates and licence checks",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The self-host marketing page claims SOC 2 Type II; no auditor, reporting period, covered legal entity or report was retrieved. This is a vendor claim rather than verified attestation."
    },
    {
      "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": "typingmind:typingmind:r2-teams-server-route",
      "productId": "typingmind",
      "kind": "vendor-claimed",
      "url": "https://custom.typingmind.com/pricing",
      "title": "TypingMind Teams pricing FAQ",
      "locator": "Do my users see my OpenAI API key?",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The Teams-specific FAQ says users do not see the key and OpenAI requests are sent from the Teams server."
    },
    {
      "id": "typingmind:typingmind:dpa-confidentiality",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/security-and-compliance/data-processing-agreement.md",
      "title": "TypingMind DPA confidentiality",
      "locator": "7.4(c),7.8(d)-(e); AppendixII andIII",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Staff have need-to-know confidentiality duties and subprocessor contracts carry substantially the same data-protection obligations; a specific professional-secrecy agreement is not established."
    },
    {
      "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": "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": "typingmind:typingmind:openai-price",
      "productId": "typingmind",
      "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": "gpt-6-luna Standard input is USD0.10 and output USD0.50 per million tokens, excluding cache and optional regional uplifts."
    },
    {
      "id": "typingmind:typingmind:openai-model",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://developers.openai.com/api/docs/models/gpt-6-luna",
      "title": "GPT-6 Luna model documentation",
      "locator": "Reasoning effort and API support",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Reasoning effort none is the lowest option; the shared cost proxy does not use reasoning tokens."
    },
    {
      "id": "typingmind:typingmind:fx",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml",
      "title": "ECB reference exchange rates",
      "locator": "Cube time=2026-10-20",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "EUR1 equals USD1.1215 and CHF0.9237."
    },
    {
      "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": "typingmind:typingmind:manage-your-subscription",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/account-management/manage-your-subscription.md",
      "title": "Manage your subscription",
      "locator": "Manage your subscription",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Cloud customers manage the recurring subscription through billing settings."
    },
    {
      "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": "typingmind:typingmind:end-user-license-agreement",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/security-and-compliance/end-user-license-agreement.md",
      "title": "End User License Agreement",
      "locator": "End User License Agreement",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The software is commercially licensed with restrictions on redistribution and modification."
    },
    {
      "id": "typingmind:typingmind:custom-branding",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/typingmind-team/branding-and-customizations/custom-branding.md",
      "title": "Custom branding",
      "locator": "Custom branding",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Teams supports instance logo, theme and branded presentation within its commercial licence."
    },
    {
      "id": "typingmind:typingmind:export-import-data",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://docs.typingmind.com/cloud-sync-and-backup/export-import-data.md",
      "title": "Export and import data",
      "locator": "Export and import data",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "User app settings export/import chats, prompts, plugins, folders, agents and model settings as JSON."
    },
    {
      "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": "typingmind:typingmind:status",
      "productId": "typingmind",
      "kind": "documented",
      "url": "https://status.typingmind.ai",
      "title": "TypingMind status",
      "locator": "Public status shell",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The status site loaded a status shell but reported an error fetching data; incident history and measured uptime were not retrieved."
    }
  ]
}
