{
  "schemaVersion": 1,
  "rubricVersion": "1.1",
  "kind": "pair",
  "slug": "langdock-vs-microsoft-copilot",
  "canonicalUrl": "https://onaihq.com/compare/agents/langdock-vs-microsoft-copilot/",
  "markdownUrl": "https://onaihq.com/compare/agents/langdock-vs-microsoft-copilot/index.md",
  "dataUrl": "https://onaihq.com/compare/agents/langdock-vs-microsoft-copilot/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": "langdock",
      "name": "Langdock",
      "website": "https://langdock.com",
      "repository": null,
      "pageUrl": "https://onaihq.com/compare/agents/products/langdock/",
      "lifecycle": {
        "status": "unknown",
        "note": null
      },
      "surfaces": [
        {
          "id": "web",
          "name": "Langdock hosted workspace",
          "type": "web-app"
        },
        {
          "id": "api",
          "name": "Langdock public APIs and agent MCP server",
          "type": "api"
        },
        {
          "id": "desktop",
          "name": "Langdock Windows/macOS desktop",
          "type": "desktop-app"
        },
        {
          "id": "mobile",
          "name": "Langdock iOS/Android",
          "type": "mobile-app"
        },
        {
          "id": "office",
          "name": "Langdock Excel and Outlook add-ins",
          "type": "office-add-in"
        },
        {
          "id": "teams",
          "name": "Langdock Teams bot",
          "type": "teams-app"
        }
      ],
      "sourcedClaimCount": 50,
      "statedByVendorCount": 0,
      "crossCheckedClaimCount": 50,
      "sourcedOnlyClaimCount": 0,
      "oldestCheckedAt": "2026-10-21",
      "lastCheckedAt": "2026-10-26"
    },
    {
      "id": "microsoft-copilot",
      "name": "Microsoft Copilot",
      "website": "https://www.microsoft.com/en-us/microsoft-365-copilot",
      "repository": null,
      "pageUrl": "https://onaihq.com/compare/agents/products/microsoft-copilot/",
      "lifecycle": {
        "status": "unknown",
        "note": null
      },
      "surfaces": [
        {
          "id": "copilot-chat",
          "name": "Microsoft Copilot Chat web app",
          "type": "web-app"
        },
        {
          "id": "copilot-paid",
          "name": "Microsoft Copilot paid work chat",
          "type": "web-app"
        },
        {
          "id": "m365-apps",
          "name": "Copilot in Microsoft 365 apps and Teams",
          "type": "suite-app"
        },
        {
          "id": "copilot-clients",
          "name": "Microsoft Copilot desktop and mobile clients",
          "type": "native-app"
        },
        {
          "id": "copilot-studio",
          "name": "Copilot Studio extension and agent builder, separate licensing where stated",
          "type": "agent-builder"
        },
        {
          "id": "copilot-chat-api",
          "name": "Microsoft Copilot Chat API preview",
          "type": "api"
        },
        {
          "id": "work-iq-api",
          "name": "Work IQ API public preview, MCP/A2A/REST",
          "type": "api"
        }
      ],
      "sourcedClaimCount": 49,
      "statedByVendorCount": 0,
      "crossCheckedClaimCount": 49,
      "sourcedOnlyClaimCount": 0,
      "oldestCheckedAt": "2026-10-21",
      "lastCheckedAt": "2026-10-26"
    }
  ],
  "coverage": {
    "totalCriteria": 51,
    "sharedCrossCheckedCriteria": 48,
    "sharedSourcedCriteria": 48,
    "crossCheckedCriteriaByProduct": {
      "langdock": 50,
      "microsoft-copilot": 49
    },
    "sourcedOnlyCriteriaByProduct": {
      "langdock": 0,
      "microsoft-copilot": 0
    },
    "sourcedCriteriaByProduct": {
      "langdock": 50,
      "microsoft-copilot": 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": "langdock",
          "claimId": "langdock:MOD-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Curated multi-provider models and a task-complexity Auto mode are documented; catalogue publication is not a tested picker.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "providers",
              "question": "Which model providers are available?",
              "support": "supported",
              "answer": "OpenAI, Anthropic, Google, Meta, Mistral and DeepSeek have named current catalogue entries.",
              "evidenceIds": [
                "langdock:langdock:models"
              ]
            },
            {
              "id": "current_models",
              "question": "Which current models are selectable on this plan?",
              "support": "partial",
              "answer": "Published text catalogue: Gemini 3.1 Pro Preview, 3 Flash Preview, 3.5/3.6/3.7/3.8 Flash, 4 Argon; GPT-5/5.1/5.1 Thinking Fast/5.2/5.2 Pro/5.4/5.4 Mini/5.5/5.6 Luna/Sol/Terra/5 Mini/5 Pro, GPT-6 Luna/Sol/Astra, GPT-6.1 Sol, GPT oss 120b; Fable 5/5.1, Haiku 4.5/5.5, Opus 4.5/4.6/4.7/4.8/5/5.5, Sonnet 4.5/4.6/5/5.5; Llama 3.3 70B/4 Maverick; Mistral Large 3/4; DeepSeek v3.1. Plan/admin/region settings can narrow this list; API availability is listed alongside chat, not independently observed.",
              "evidenceIds": [
                "langdock:langdock:models"
              ]
            },
            {
              "id": "user_choice",
              "question": "Can users pick the model per chat?",
              "support": "supported",
              "answer": "Per-chat selection and mid-chat switching are documented.",
              "evidenceIds": [
                "langdock:langdock:model-guide"
              ]
            },
            {
              "id": "auto_routing",
              "question": "Does the product route between models automatically, and is the chosen model shown?",
              "support": "partial",
              "answer": "Auto analyzes the first message and estimates complexity to select a conversation model; exact final model disclosure was not verified.",
              "evidenceIds": [
                "langdock:langdock:model-guide"
              ]
            },
            {
              "id": "multimodal_input",
              "question": "Which models accept images, audio or files?",
              "support": "unknown",
              "answer": "Which models accept images, audio or files? Unknown. A model-by-model image/audio input matrix and authenticated model picker were not inspected.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "current_models: Published text catalogue: Gemini 3.1 Pro Preview, 3 Flash Preview, 3.5/3.6/3.7/3.8 Flash, 4 Argon; GPT-5/5.1/5.1 Thinking Fast/5.2/5.2 Pro/5.4/5.4 Mini/5.5/5.6 Luna/Sol/Terra/5 Mini/5 Pro, GPT-6 Luna/Sol/Astra, GPT-6.1 Sol, GPT oss 120b; Fable 5/5.1, Haiku 4.5/5.5, Opus 4.5/4.6/4.7/4.8/5/5.5, Sonnet 4.5/4.6/5/5.5; Llama 3.3 70B/4 Maverick; Mistral Large 3/4; DeepSeek v3.1. Plan/admin/region settings can narrow this list; API availability is listed alongside chat, not independently observed.",
            "auto_routing: Auto analyzes the first message and estimates complexity to select a conversation model; exact final model disclosure was not verified.",
            "Unverified multimodal_input: A model-by-model image/audio input matrix and authenticated model picker were not inspected."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:models",
            "langdock:langdock:model-guide"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:MOD-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Commercial PowerPoint editing offers Auto, ChatGPT and Claude; this is not a catalogue for every Copilot chat or agent.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "m365-apps"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Commercial Microsoft Copilot subscription: PowerPoint editing mode only",
            "addOns": [
              "Eligible Microsoft 365/PowerPoint subscription",
              "Commercial Microsoft Copilot subscription",
              "Anthropic subprocessor enabled by the enterprise administrator for Claude"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              }
            ]
          },
          "questions": [
            {
              "id": "providers",
              "question": "Which model providers are available?",
              "support": "supported",
              "answer": "PowerPoint editing names OpenAI ChatGPT and Anthropic Claude; the enterprise administrator must enable Anthropic before Claude appears.",
              "evidenceIds": [
                "microsoft-copilot:ms-ppt-model-r2"
              ]
            },
            {
              "id": "current_models",
              "question": "Which current models are selectable on this plan?",
              "support": "partial",
              "answer": "This PowerPoint selector names ChatGPT and Claude, without versioned build IDs. GPT-6 Astra/Fable roadmap entries for Cowork/Studio do not establish PowerPoint or standalone Chat availability.",
              "evidenceIds": [
                "microsoft-copilot:ms-ppt-model-r2"
              ]
            },
            {
              "id": "user_choice",
              "question": "Can users pick the model per chat?",
              "support": "supported",
              "answer": "In PowerPoint editing mode, the user chooses Auto, ChatGPT or Claude; the choice resets to Auto after the session.",
              "evidenceIds": [
                "microsoft-copilot:ms-ppt-model-r2"
              ]
            },
            {
              "id": "auto_routing",
              "question": "Does the product route between models automatically, and is the chosen model shown?",
              "support": "partial",
              "answer": "PowerPoint Auto chooses a model; exact routed version and routing rationale are not established by this guide.",
              "evidenceIds": [
                "microsoft-copilot:ms-ppt-model-r2"
              ]
            },
            {
              "id": "multimodal_input",
              "question": "Which models accept images, audio or files?",
              "support": "unknown",
              "answer": "Per-model image/audio/file modalities and a separate plan-specific standalone Chat picker remain unverified after reviewing PowerPoint selection and commercial model documentation.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Scope is commercial PowerPoint editing, with regional/subscription availability limits; no tenant picker or multimodal fixture was observed.",
            "Cowork and Studio roadmap launches are separate experiences and are excluded from this current-model finding."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-ppt-model-r2"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:MOD-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public dated model additions exist, but release-lag medians and guaranteed retirement notice remain unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "release_lag_days",
              "question": "What was the lag for each of the last three major releases, per provider?",
              "support": "unknown",
              "answer": "What was the lag for each of the last three major releases, per provider? Unknown. No complete last-three-major-release reconciliation against provider GA dates, contractual model retirement notice, or stable version-pinning promise was established.",
              "evidenceIds": []
            },
            {
              "id": "changelog",
              "question": "Is there a dated public model changelog?",
              "support": "supported",
              "answer": "Changelog includes Gemini 4 Argon on 13 October, Haiku 5.5 on 8 October and GPT-6.1 Sol on 30 September 2026.",
              "evidenceIds": [
                "langdock:langdock:changes"
              ]
            },
            {
              "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? Unknown. No complete last-three-major-release reconciliation against provider GA dates, contractual model retirement notice, or stable version-pinning promise was established.",
              "evidenceIds": []
            },
            {
              "id": "version_pinning",
              "question": "Can an admin keep an older model version?",
              "support": "unknown",
              "answer": "Can an admin keep an older model version? Unknown. No complete last-three-major-release reconciliation against provider GA dates, contractual model retirement notice, or stable version-pinning promise was established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified release_lag_days, deprecation_notice, version_pinning: No complete last-three-major-release reconciliation against provider GA dates, contractual model retirement notice, or stable version-pinning promise was established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:changes"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:MOD-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dated release information exists; a comparable three-release lag series remains unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-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? Unverified after checking Microsoft release notes and AI at Work Roadmap; exact provider GA dates were not paired with three product release dates per provider.",
              "evidenceIds": []
            },
            {
              "id": "changelog",
              "question": "Is there a dated public model changelog?",
              "support": "supported",
              "answer": "Microsoft publishes dated product release notes and roadmap launches.",
              "evidenceIds": [
                "microsoft-copilot:ms-release",
                "microsoft-copilot:ms-roadmap"
              ]
            },
            {
              "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? Unverified after checking Microsoft release notes and AI at Work Roadmap; exact provider GA dates were not paired with three product release dates per provider.",
              "evidenceIds": []
            },
            {
              "id": "version_pinning",
              "question": "Can an admin keep an older model version?",
              "support": "unknown",
              "answer": "Can an admin keep an older model version? Unverified after checking Microsoft release notes and AI at Work Roadmap; exact provider GA dates were not paired with three product release dates per provider.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: release_lag_days, deprecation_notice, version_pinning."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-release",
            "microsoft-copilot:ms-roadmap"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:MOD-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "BYOK supports customer credentials, named cloud providers and custom compatible HTTPS endpoints.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business BYOK and individually contracted Enterprise BYOK; customer provider charges separate",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "own_api_keys",
              "question": "Can the customer use its own provider API keys?",
              "support": "supported",
              "answer": "Customer keys can replace managed completion, embedding and image keys; BYOK can be selected at upgrade or enabled later by support.",
              "evidenceIds": [
                "langdock:langdock:byok"
              ]
            },
            {
              "id": "own_cloud_contract",
              "question": "Can it use its own Azure OpenAI, Bedrock or Vertex deployment?",
              "support": "supported",
              "answer": "Guides cover customer Azure deployment settings, Google cloud and AWS Bedrock, separately from simple direct provider keys.",
              "evidenceIds": [
                "langdock:langdock:byok-routes"
              ]
            },
            {
              "id": "custom_endpoint",
              "question": "Can an admin add any OpenAI-compatible endpoint?",
              "support": "supported",
              "answer": "Manual OpenAI-compatible endpoints include vLLM, LiteLLM, Ollama, TGI and LocalAI. Cloud requires public HTTPS; private/local hostnames are blocked by default.",
              "evidenceIds": [
                "langdock:langdock:byok-routes"
              ]
            },
            {
              "id": "byo_pricing",
              "question": "Does BYO change the licence price?",
              "support": "partial",
              "answer": "Customer model usage is billed by the customer provider under BYOK. The applicable Business/Enterprise BYOK licence rate is unknown: the public Standard headline and calculator do not reconcile, and the prior hashed asset is not a stable tariff source. No BYOK seat-rate arithmetic is retained.",
              "evidenceIds": [
                "langdock:langdock:byok",
                "langdock:langdock:billing"
              ]
            },
            {
              "id": "byo_restrictions",
              "question": "Which features stop working with BYO?",
              "support": "supported",
              "answer": "Completion, embeddings and image models must all be configured. Deep Research needs reasoning/fast-reasoning/backbone routes; absent categories leave features non-functional.",
              "evidenceIds": [
                "langdock:langdock:byok",
                "langdock:langdock:research"
              ]
            }
          ],
          "limitations": [
            "Cloud BYOK requires separately configured completion, embedding and image routes; local/private endpoints are not implied by a cloud key."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:byok",
            "langdock:langdock:byok-routes",
            "langdock:langdock:billing",
            "langdock:langdock:research"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:MOD-03",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "MOD-04",
      "title": "Local and self-hosted models",
      "group": {
        "id": 1,
        "name": "Models"
      },
      "judgment": "Record support for models running in the customer's environment (vLLM, Ollama, TGI or similar) and which features work with them: chat, RAG, tools, embeddings. Distinguish a documented, supported route from a generic endpoint that happens to work.",
      "questions": [
        {
          "id": "self_hosted_chat",
          "question": "Can chat use a customer-hosted model?"
        },
        {
          "id": "self_hosted_embeddings",
          "question": "Can retrieval use customer-hosted embeddings?"
        },
        {
          "id": "feature_parity",
          "question": "Which features fail with self-hosted models?"
        },
        {
          "id": "vendor_hosted_open_models",
          "question": "Does the vendor host open-weight models in EU/CH?"
        }
      ],
      "products": [
        {
          "productId": "langdock",
          "claimId": "langdock:MOD-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Self-hosted compatible inference is a documented BYOK route with network and capability requirements.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "self_hosted_chat",
              "question": "Can chat use a customer-hosted model?",
              "support": "supported",
              "answer": "vLLM/Ollama/TGI/LocalAI routes work through OpenAI-compatible HTTPS endpoints, not localhost/private addresses on default SaaS.",
              "evidenceIds": [
                "langdock:langdock:byok-routes"
              ]
            },
            {
              "id": "self_hosted_embeddings",
              "question": "Can retrieval use customer-hosted embeddings?",
              "support": "partial",
              "answer": "BYOK requires a configured embedding model for search; custom model setup includes embeddings. A private customer-hosted embedding network path was not independently verified.",
              "evidenceIds": [
                "langdock:langdock:byok",
                "langdock:langdock:byok-models"
              ]
            },
            {
              "id": "feature_parity",
              "question": "Which features fail with self-hosted models?",
              "support": "partial",
              "answer": "Manual setup needs correct image, tool and editor capability flags. Missing embeddings/images or research routes disables their corresponding features; there is no universal parity guarantee.",
              "evidenceIds": [
                "langdock:langdock:byok-models",
                "langdock:langdock:research"
              ]
            },
            {
              "id": "vendor_hosted_open_models",
              "question": "Does the vendor host open-weight models in EU/CH?",
              "support": "partial",
              "answer": "Catalogue includes Llama, GPT oss, Mistral and DeepSeek; terms identify Azure/Mistral EU routes, with global opt-ins separately described.",
              "evidenceIds": [
                "langdock:langdock:models",
                "langdock:langdock:terms"
              ]
            }
          ],
          "limitations": [
            "self_hosted_embeddings: BYOK requires a configured embedding model for search; custom model setup includes embeddings. A private customer-hosted embedding network path was not independently verified.",
            "feature_parity: Manual setup needs correct image, tool and editor capability flags. Missing embeddings/images or research routes disables their corresponding features; there is no universal parity guarantee.",
            "vendor_hosted_open_models: Catalogue includes Llama, GPT oss, Mistral and DeepSeek; terms identify Azure/Mistral EU routes, with global opt-ins separately described."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:byok-routes",
            "langdock:langdock:byok",
            "langdock:langdock:byok-models",
            "langdock:langdock:research",
            "langdock:langdock:models",
            "langdock:langdock:terms"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:MOD-04",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "MOD-05",
      "title": "Model control and usage limits",
      "group": {
        "id": 1,
        "name": "Models"
      },
      "judgment": "Record admin allow-lists per group, default models, restrictions on which models may see which data, and per-user rate or fair-use limits. Test one restriction with two users in different groups. Record limits as enforced stops, warnings or undocumented fair use.",
      "questions": [
        {
          "id": "model_allowlist_by_group",
          "question": "Can admins limit models per group?"
        },
        {
          "id": "data_bound_models",
          "question": "Can admins restrict which models receive connector or knowledge content?"
        },
        {
          "id": "default_model",
          "question": "Can admins set the default model?"
        },
        {
          "id": "user_limits",
          "question": "What per-user message or token limits apply, and are they published?"
        },
        {
          "id": "limit_behaviour",
          "question": "What happens when a limit is reached?"
        }
      ],
      "products": [
        {
          "productId": "langdock",
          "claimId": "langdock:MOD-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Workspace model defaults and usage/fallback behavior are documented; per-group model/data boundaries remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "model_allowlist_by_group",
              "question": "Can admins limit models per group?",
              "support": "unknown",
              "answer": "Can admins limit models per group? Unknown. Group-specific model allowlists and rules binding connectors/knowledge to certain models were not established in model and role documentation; no two-user test was run.",
              "evidenceIds": []
            },
            {
              "id": "data_bound_models",
              "question": "Can admins restrict which models receive connector or knowledge content?",
              "support": "unknown",
              "answer": "Can admins restrict which models receive connector or knowledge content? Unknown. Group-specific model allowlists and rules binding connectors/knowledge to certain models were not established in model and role documentation; no two-user test was run.",
              "evidenceIds": []
            },
            {
              "id": "default_model",
              "question": "Can admins set the default model?",
              "support": "supported",
              "answer": "Admins set a default across new chats and agents; users can have their own default.",
              "evidenceIds": [
                "langdock:langdock:workspace"
              ]
            },
            {
              "id": "user_limits",
              "question": "What per-user message or token limits apply, and are they published?",
              "support": "partial",
              "answer": "Five-hour session and Monday-reset weekly limits depend on model-priced token consumption; numeric included budget is shown per account, not fully published. Spam protection is 250 messages/3h. Max is five times Standard.",
              "evidenceIds": [
                "langdock:langdock:limits",
                "langdock:langdock:pricing"
              ]
            },
            {
              "id": "limit_behaviour",
              "question": "What happens when a limit is reached?",
              "support": "supported",
              "answer": "With no usable extra usage, Cloud falls back to GPT-6 Luna; BYOK/dedicated use configured fallback. Current responses finish, so spend can slightly overshoot. Personal API calls error rather than fall back.",
              "evidenceIds": [
                "langdock:langdock:extra"
              ]
            }
          ],
          "limitations": [
            "user_limits: Five-hour session and Monday-reset weekly limits depend on model-priced token consumption; numeric included budget is shown per account, not fully published. Spam protection is 250 messages/3h. Max is five times Standard.",
            "Unverified model_allowlist_by_group, data_bound_models: Group-specific model allowlists and rules binding connectors/knowledge to certain models were not established in model and role documentation; no two-user test was run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:workspace",
            "langdock:langdock:limits",
            "langdock:langdock:pricing",
            "langdock:langdock:extra"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:MOD-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Provider-level access and mode selection are documented; detailed quota and group tests remain open.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "model_allowlist_by_group",
              "question": "Can admins limit models per group?",
              "support": "partial",
              "answer": "Admins select No users, All users or specific users/groups for Anthropic; this is provider-level rather than arbitrary per-model policy.",
              "evidenceIds": [
                "microsoft-copilot:ms-anthropic"
              ]
            },
            {
              "id": "data_bound_models",
              "question": "Can admins restrict which models receive connector or knowledge content?",
              "support": "unknown",
              "answer": "Can admins restrict which models receive connector or knowledge content? Unverified after checking Microsoft Copilot privacy, commercial pricing, connector documentation, Agent Builder, and dated release notes on 2026-10-21; no licensed test tenant.",
              "evidenceIds": []
            },
            {
              "id": "default_model",
              "question": "Can admins set the default model?",
              "support": "unknown",
              "answer": "Can admins set the default model? Unverified after checking Microsoft Copilot privacy, commercial pricing, connector documentation, Agent Builder, and dated release notes on 2026-10-21; no licensed test tenant.",
              "evidenceIds": []
            },
            {
              "id": "user_limits",
              "question": "What per-user message or token limits apply, and are they published?",
              "support": "partial",
              "answer": "Chat provides standard access while paid Copilot has priority; numerical chat/token entitlements are not established here.",
              "evidenceIds": [
                "microsoft-copilot:ms-price-us"
              ]
            },
            {
              "id": "limit_behaviour",
              "question": "What happens when a limit is reached?",
              "support": "unknown",
              "answer": "What happens when a limit is reached? Unverified after checking Microsoft Copilot privacy, commercial pricing, connector documentation, Agent Builder, and dated release notes on 2026-10-21; no licensed test tenant.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "No two-group model restriction test was performed."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-anthropic",
            "microsoft-copilot:ms-price-us"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:KNOW-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Format/count limits and direct previews differ from semantic search paths.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "formats",
              "question": "Which formats are accepted?",
              "support": "supported",
              "answer": "PDF/Word/PowerPoint and text, Excel/CSV/TSV/Parquet, listed image, audio and video types are documented; Knowledge bases exclude tabular/media.",
              "evidenceIds": [
                "langdock:langdock:files"
              ]
            },
            {
              "id": "limits",
              "question": "What size and count limits apply per file and chat?",
              "support": "supported",
              "answer": "Web 50 files/message, mobile five; agent 50 files. PDF/Office 256 MB, text 10 MB, tabular 100 MB, images 20 MB; text 8M characters and PDF 5000 pages.",
              "evidenceIds": [
                "langdock:langdock:files",
                "langdock:langdock:file-count"
              ]
            },
            {
              "id": "ocr",
              "question": "Are scanned PDFs read?",
              "support": "unknown",
              "answer": "Are scanned PDFs read? Unknown. No shared scanned-PDF OCR or multilingual file fixture was uploaded.",
              "evidenceIds": []
            },
            {
              "id": "spreadsheets",
              "question": "Are Excel tables read with structure intact?",
              "support": "partial",
              "answer": "Spreadsheets use direct reading and file tools, not chunk embeddings; source formula/structure accuracy was not fixture-tested.",
              "evidenceIds": [
                "langdock:langdock:files",
                "langdock:langdock:retrieval"
              ]
            },
            {
              "id": "full_vs_chunked",
              "question": "Is the whole file used or only retrieved parts, and does the user see which?",
              "support": "supported",
              "answer": "Small direct files are previewed in full where possible; agent knowledge above 20 documents uses lists/tools. Knowledge-base/synced text uses up to 50 chunks of up to 2000 characters.",
              "evidenceIds": [
                "langdock:langdock:retrieval"
              ]
            }
          ],
          "limitations": [
            "spreadsheets: Spreadsheets use direct reading and file tools, not chunk embeddings; source formula/structure accuracy was not fixture-tested.",
            "Unverified ocr: No shared scanned-PDF OCR or multilingual file fixture was uploaded."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:files",
            "langdock:langdock:file-count",
            "langdock:langdock:retrieval"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:KNOW-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Documented upload formats and limits are available; fixture fidelity remains untested.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "formats",
              "question": "Which formats are accepted?",
              "support": "supported",
              "answer": "PDF, DOCX, XLSX, PPTX; PNG/JPEG/PJP/JFIF; TXT/TEXT/JSON/CSV/MD.",
              "evidenceIds": [
                "microsoft-copilot:ms-upload"
              ]
            },
            {
              "id": "limits",
              "question": "What size and count limits apply per file and chat?",
              "support": "supported",
              "answer": "Up to 20 files per conversation and 50 MB per file in the cited all-experiences support article.",
              "evidenceIds": [
                "microsoft-copilot:ms-upload"
              ]
            },
            {
              "id": "ocr",
              "question": "Are scanned PDFs read?",
              "support": "unknown",
              "answer": "Are scanned PDFs read? Unverified after checking File upload in Microsoft Copilot; the long PDF, scanned contract, formula workbook and presentation fixtures were not run.",
              "evidenceIds": []
            },
            {
              "id": "spreadsheets",
              "question": "Are Excel tables read with structure intact?",
              "support": "unknown",
              "answer": "Are Excel tables read with structure intact? Unverified after checking File upload in Microsoft Copilot; the long PDF, scanned contract, formula workbook and presentation fixtures were not run.",
              "evidenceIds": []
            },
            {
              "id": "full_vs_chunked",
              "question": "Is the whole file used or only retrieved parts, and does the user see which?",
              "support": "unknown",
              "answer": "Is the whole file used or only retrieved parts, and does the user see which? Unverified after checking File upload in Microsoft Copilot; the long PDF, scanned contract, formula workbook and presentation fixtures were not run.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: ocr, spreadsheets, full_vs_chunked."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-upload"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:KNOW-02",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Persistent knowledge bases and library folders have separate limits and access roles.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "persistent_collections",
              "question": "Can users keep document collections across chats?",
              "support": "supported",
              "answer": "Knowledge bases persist for chat, agents, workflows and API use.",
              "evidenceIds": [
                "langdock:langdock:knowledge"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can collections be shared with users, groups or the whole organisation?",
              "support": "supported",
              "answer": "Owner/Editor/Viewer roles; share with persons, groups or workspace, subject to workspace-sharing permission.",
              "evidenceIds": [
                "langdock:langdock:knowledge"
              ]
            },
            {
              "id": "size_limits",
              "question": "What are the collection limits?",
              "support": "supported",
              "answer": "Cloud Knowledge bases support 1000 files, 8M characters/file. Normal folders have 100 files and 250 MB total; dedicated limits are configurable.",
              "evidenceIds": [
                "langdock:langdock:knowledge",
                "langdock:langdock:file-count"
              ]
            },
            {
              "id": "assistant_binding",
              "question": "Can collections be bound to an assistant?",
              "support": "supported",
              "answer": "Agent Folders attach knowledge bases/library folders/synced folders.",
              "evidenceIds": [
                "langdock:langdock:agents"
              ]
            }
          ],
          "limitations": [],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:knowledge",
            "langdock:langdock:file-count",
            "langdock:langdock:agents"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:KNOW-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Notebooks persist references and instructions, with plan-dependent reference limits.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "persistent_collections",
              "question": "Can users keep document collections across chats?",
              "support": "supported",
              "answer": "Copilot Notebooks retain selected reference collections.",
              "evidenceIds": [
                "microsoft-copilot:ms-notebooks"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can collections be shared with users, groups or the whole organisation?",
              "support": "partial",
              "answer": "Notebooks can be shared for collaborative editing; full user/group/organization sharing matrix was not verified.",
              "evidenceIds": [
                "microsoft-copilot:ms-notebook-instructions"
              ]
            },
            {
              "id": "size_limits",
              "question": "What are the collection limits?",
              "support": "supported",
              "answer": "Chat notebook grounding uses up to 50 references; paid grounding uses up to 300, with broader supported entities.",
              "evidenceIds": [
                "microsoft-copilot:ms-notebooks"
              ]
            },
            {
              "id": "assistant_binding",
              "question": "Can collections be bound to an assistant?",
              "support": "partial",
              "answer": "Agent Builder can bind SharePoint and connector knowledge; independent notebook-to-agent binding was not verified.",
              "evidenceIds": [
                "microsoft-copilot:ms-builder"
              ]
            }
          ],
          "limitations": [
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-notebooks",
            "microsoft-copilot:ms-notebook-instructions",
            "microsoft-copilot:ms-builder"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:KNOW-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Native tools, daily folder sync and customer MCP/API integrations are distinct routes.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "microsoft_365",
              "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?",
              "support": "supported",
              "answer": "Directory includes SharePoint, OneDrive, Outlook Email/Calendar and Teams. SharePoint/OneDrive also support indexed folder sync.",
              "evidenceIds": [
                "langdock:langdock:integrations",
                "langdock:langdock:sync"
              ]
            },
            {
              "id": "google_workspace",
              "question": "Which Google sources are connected?",
              "support": "supported",
              "answer": "Drive, Gmail, Calendar, Docs, Sheets, Slides and Meet are listed; Drive supports folder sync.",
              "evidenceIds": [
                "langdock:langdock:integrations"
              ]
            },
            {
              "id": "atlassian",
              "question": "Confluence and Jira?",
              "support": "supported",
              "answer": "Confluence Cloud, self-hosted Confluence Data Center and Jira are in the native directory.",
              "evidenceIds": [
                "langdock:langdock:integrations"
              ]
            },
            {
              "id": "other_systems",
              "question": "Which other business systems?",
              "support": "supported",
              "answer": "Named routes include Salesforce, ServiceNow, HubSpot, Slack, Notion, Airtable, Asana, GitHub, Azure AI Search, Kendra and Databricks; see directory for authentication and actions.",
              "evidenceIds": [
                "langdock:langdock:integrations"
              ]
            },
            {
              "id": "on_prem_sources",
              "question": "Can on-prem file shares or databases be connected?",
              "support": "partial",
              "answer": "Confluence Data Center and customer API/MCP endpoints can connect; private network access is restricted by default in Cloud, so generic local shares are not established.",
              "evidenceIds": [
                "langdock:langdock:integrations",
                "langdock:langdock:mcp"
              ]
            },
            {
              "id": "connector_provider",
              "question": "Who builds and maintains each connector?",
              "support": "supported",
              "answer": "Langdock provides native integrations; customers build custom actions or connect official third-party MCP servers.",
              "evidenceIds": [
                "langdock:langdock:integrations",
                "langdock:langdock:mcp"
              ]
            }
          ],
          "limitations": [
            "on_prem_sources: Confluence Data Center and customer API/MCP endpoints can connect; private network access is restricted by default in Cloud, so generic local shares are not established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:integrations",
            "langdock:langdock:sync",
            "langdock:langdock:mcp"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:KNOW-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Paid Copilot grounding supports synced and federated external sources; metered Copilot Chat agents have a narrower route.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-paid",
              "m365-apps"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Paid Microsoft Copilot add-on (Microsoft 365 Copilot in licensing docs), or Microsoft 365 E7; commercial tenant. Synced-data metered Chat agents are a separately identified route, not paid-work-chat parity.",
            "addOns": [
              "Eligible Microsoft 365 base subscription",
              "Paid Microsoft Copilot add-on; called Microsoft 365 Copilot in some source pages",
              "Source-service credentials/subscriptions and Purview entitlements where required"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              }
            ]
          },
          "questions": [
            {
              "id": "microsoft_365",
              "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?",
              "support": "supported",
              "answer": "Paid Copilot grounds on Microsoft Graph work content. Without that add-on, shared SharePoint/synced-connector data requires an eligible metered agent; ordinary Copilot Chat is not assigned equivalent grounding.",
              "evidenceIds": [
                "microsoft-copilot:ms-privacy",
                "microsoft-copilot:ms-connector-license-r2"
              ]
            },
            {
              "id": "google_workspace",
              "question": "Which Google sources are connected?",
              "support": "partial",
              "answer": "Google Drive is a synced connector for licensed Copilot grounding; the federated list includes Gmail for paid eligible users. Each source requires its own authorization.",
              "evidenceIds": [
                "microsoft-copilot:ms-connectors-r2",
                "microsoft-copilot:ms-federated-r2",
                "microsoft-copilot:ms-connector-license-r2"
              ]
            },
            {
              "id": "atlassian",
              "question": "Confluence and Jira?",
              "support": "partial",
              "answer": "Confluence/Jira synced data can ground paid Copilot; their personal self-serve variants are limited preview. Metered agents can use synced data only, not the federated route.",
              "evidenceIds": [
                "microsoft-copilot:ms-connectors-r2",
                "microsoft-copilot:ms-personal-sync-r2",
                "microsoft-copilot:ms-connector-license-r2"
              ]
            },
            {
              "id": "other_systems",
              "question": "Which other business systems?",
              "support": "partial",
              "answer": "Synced examples include Box, Salesforce, ServiceNow, Dynamics365, Workday, Zendesk and SAP; this is the paid-grounding route, with source credentials and individual setup requirements.",
              "evidenceIds": [
                "microsoft-copilot:ms-connectors-r2",
                "microsoft-copilot:ms-connector-license-r2"
              ]
            },
            {
              "id": "on_prem_sources",
              "question": "Can on-prem file shares or databases be connected?",
              "support": "supported",
              "answer": "File-share/SQL/Oracle sources can be indexed by a synced connector/connector agent for paid grounding or separately metered synced-data agents; this does not run Copilot on premises.",
              "evidenceIds": [
                "microsoft-copilot:ms-connectors-r2",
                "microsoft-copilot:ms-connector-license-r2"
              ]
            },
            {
              "id": "connector_provider",
              "question": "Who builds and maintains each connector?",
              "support": "supported",
              "answer": "Microsoft/partner/custom synced connectors coexist. Federation can use Microsoft-published or approved partners, and custom MCP has its own admin setup. All federated querying requires the paid add-on/E7.",
              "evidenceIds": [
                "microsoft-copilot:ms-connectors-r2",
                "microsoft-copilot:ms-federated-r2",
                "microsoft-copilot:ms-custom-mcp-r2",
                "microsoft-copilot:ms-connector-license-r2"
              ]
            }
          ],
          "limitations": [
            "This is not a blanket connector entitlement for included Copilot Chat. The licence matrix permits Studio/pay-as-you-go synced data in agents only and excludes federation.",
            "External-service subscriptions/permissions and connector-specific regional rollout remain prerequisites."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-privacy",
            "microsoft-copilot:ms-connector-license-r2",
            "microsoft-copilot:ms-connectors-r2",
            "microsoft-copilot:ms-federated-r2",
            "microsoft-copilot:ms-personal-sync-r2",
            "microsoft-copilot:ms-custom-mcp-r2"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:KNOW-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Folder Sync checks each user source access; Purview labels add a separate, qualified control.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "source_permissions_respected",
              "question": "Are source permissions enforced per user?",
              "support": "partial",
              "answer": "Synced folder retrieval checks the user source rights in real time and requires the user connection. Static shared knowledge follows Langdock sharing instead. No fixture test was run.",
              "evidenceIds": [
                "langdock:langdock:sync",
                "langdock:langdock:knowledge"
              ]
            },
            {
              "id": "enforcement_point",
              "question": "Does the source system, a mirrored index or nothing enforce them?",
              "support": "supported",
              "answer": "A copied content index is searched while access is checked live against the source system for synced files.",
              "evidenceIds": [
                "langdock:langdock:sync"
              ]
            },
            {
              "id": "revocation_delay",
              "question": "How quickly does a removed permission take effect?",
              "support": "unknown",
              "answer": "How quickly does a removed permission take effect? Unknown. A two-user restricted-file/revocation test was not run; no measured source-permission revocation latency is asserted.",
              "evidenceIds": []
            },
            {
              "id": "admin_scope_controls",
              "question": "Can admins exclude sites, folders or labels?",
              "support": "supported",
              "answer": "Admins choose integrations/actions; synced folders scope imported content and labels can exclude documents.",
              "evidenceIds": [
                "langdock:langdock:actions",
                "langdock:langdock:labels",
                "langdock:langdock:sync"
              ]
            },
            {
              "id": "sensitivity_labels",
              "question": "Are Microsoft Purview or similar labels respected?",
              "support": "partial",
              "answer": "Request-enabled policy covers five Microsoft integrations, with exceptions for certain Outlook actions/copy attachments, unlabeled/new labels, custom MCP and uploaded files; saved-policy enforcement is conditional on integration rollout.",
              "evidenceIds": [
                "langdock:langdock:labels"
              ]
            }
          ],
          "limitations": [
            "source_permissions_respected: Synced folder retrieval checks the user source rights in real time and requires the user connection. Static shared knowledge follows Langdock sharing instead. No fixture test was run.",
            "sensitivity_labels: Request-enabled policy covers five Microsoft integrations, with exceptions for certain Outlook actions/copy attachments, unlabeled/new labels, custom MCP and uploaded files; saved-policy enforcement is conditional on integration rollout.",
            "Unverified revocation_delay: A two-user restricted-file/revocation test was not run; no measured source-permission revocation latency is asserted."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:sync",
            "langdock:langdock:knowledge",
            "langdock:langdock:labels",
            "langdock:langdock:actions"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:KNOW-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Microsoft documents source-permission controls; the required restricted-document test was not run.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-paid",
              "m365-apps"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Paid Microsoft Copilot add-on (Microsoft 365 Copilot in licensing docs), or Microsoft 365 E7; commercial tenant. Synced-data metered Chat agents are a separately identified route, not paid-work-chat parity.",
            "addOns": [
              "Eligible Microsoft 365 base subscription",
              "Paid Microsoft Copilot add-on; called Microsoft 365 Copilot in some source pages",
              "Source-service credentials/subscriptions and Purview entitlements where required"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              }
            ]
          },
          "questions": [
            {
              "id": "source_permissions_respected",
              "question": "Are source permissions enforced per user?",
              "support": "supported",
              "answer": "In licensed Copilot work grounding, Graph data is limited to the requesting user's access; this was not tested.",
              "evidenceIds": [
                "microsoft-copilot:ms-privacy",
                "microsoft-copilot:ms-connector-license-r2"
              ]
            },
            {
              "id": "enforcement_point",
              "question": "Does the source system, a mirrored index or nothing enforce them?",
              "support": "supported",
              "answer": "Paid synced grounding filters item ACLs in Graph; paid federated access executes with the authenticated source-user identity.",
              "evidenceIds": [
                "microsoft-copilot:ms-connectors-r2",
                "microsoft-copilot:ms-federated-r2",
                "microsoft-copilot:ms-connector-license-r2"
              ]
            },
            {
              "id": "revocation_delay",
              "question": "How quickly does a removed permission take effect?",
              "support": "unknown",
              "answer": "How quickly does a removed permission take effect? Unverified after checking Copilot privacy, connector architecture and Purview DLP; no two-user or permission-revocation fixture.",
              "evidenceIds": []
            },
            {
              "id": "admin_scope_controls",
              "question": "Can admins exclude sites, folders or labels?",
              "support": "supported",
              "answer": "Licensed Copilot deployment guidance documents restricted SharePoint search/SAM; federated access also intersects tenant User access and connector staging.",
              "evidenceIds": [
                "microsoft-copilot:ms-setup",
                "microsoft-copilot:ms-federated-r2",
                "microsoft-copilot:ms-connector-license-r2"
              ]
            },
            {
              "id": "sensitivity_labels",
              "question": "Are Microsoft Purview or similar labels respected?",
              "support": "supported",
              "answer": "Purview can exclude labelled content from processing through configured DLP rules.",
              "evidenceIds": [
                "microsoft-copilot:ms-dlp"
              ]
            }
          ],
          "limitations": [
            "All positive permission findings use the paid work-grounding route, not included Copilot Chat. Purview/SAM require their applicable entitlements.",
            "No two-user restricted-document or revocation test; connector disable propagation is not proof of source-ACL revocation timing."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-privacy",
            "microsoft-copilot:ms-connector-license-r2",
            "microsoft-copilot:ms-connectors-r2",
            "microsoft-copilot:ms-federated-r2",
            "microsoft-copilot:ms-setup",
            "microsoft-copilot:ms-dlp"
          ]
        }
      ]
    },
    {
      "id": "KNOW-05",
      "title": "Freshness and sync model",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "Record live (federated) search versus a copied index, sync interval, deletion propagation, and where the index is stored. Edit and delete one fixture document and record when answers change. A copied index adds storage location to DATA-01.",
      "questions": [
        {
          "id": "live_or_indexed",
          "question": "Is content searched live or copied into an index?"
        },
        {
          "id": "sync_interval",
          "question": "How often does an index refresh?"
        },
        {
          "id": "deletion_propagation",
          "question": "How quickly does a deleted document disappear?"
        },
        {
          "id": "index_location",
          "question": "Where is indexed content stored?"
        }
      ],
      "products": [
        {
          "productId": "langdock",
          "claimId": "langdock:KNOW-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Folder Sync copies indexed text and refreshes daily, with live access checks and manual refresh.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "live_or_indexed",
              "question": "Is content searched live or copied into an index?",
              "support": "supported",
              "answer": "Folder Sync downloads supported text into an index; spreadsheets remain direct-read files. Other integration actions query source APIs.",
              "evidenceIds": [
                "langdock:langdock:sync",
                "langdock:langdock:integrations"
              ]
            },
            {
              "id": "sync_interval",
              "question": "How often does an index refresh?",
              "support": "supported",
              "answer": "Daily updates, manual refresh and up to one hour initial sync.",
              "evidenceIds": [
                "langdock:langdock:sync"
              ]
            },
            {
              "id": "deletion_propagation",
              "question": "How quickly does a deleted document disappear?",
              "support": "partial",
              "answer": "Daily sync removes source-deleted files; no measured end-to-end deletion delay is available.",
              "evidenceIds": [
                "langdock:langdock:sync"
              ]
            },
            {
              "id": "index_location",
              "question": "Where is indexed content stored?",
              "support": "partial",
              "answer": "Terms place customer files/embeddings in EU Azure storage, with default Frankfurt hosting. Per-index backup copies are not separately mapped.",
              "evidenceIds": [
                "langdock:langdock:terms"
              ]
            }
          ],
          "limitations": [
            "deletion_propagation: Daily sync removes source-deleted files; no measured end-to-end deletion delay is available.",
            "index_location: Terms place customer files/embeddings in EU Azure storage, with default Frankfurt hosting. Per-index backup copies are not separately mapped."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:sync",
            "langdock:langdock:integrations",
            "langdock:langdock:terms"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:KNOW-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Both copied Graph indexes and live MCP federation are documented.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-paid",
              "m365-apps"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Paid Microsoft Copilot add-on (Microsoft 365 Copilot in licensing docs), or Microsoft 365 E7; commercial tenant. Synced-data metered Chat agents are a separately identified route, not paid-work-chat parity.",
            "addOns": [
              "Eligible Microsoft 365 base subscription",
              "Paid Microsoft Copilot add-on; called Microsoft 365 Copilot in some source pages",
              "Source-service credentials/subscriptions and Purview entitlements where required"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              }
            ]
          },
          "questions": [
            {
              "id": "live_or_indexed",
              "question": "Is content searched live or copied into an index?",
              "support": "supported",
              "answer": "Licensed Copilot can ground on synced Graph copies or query federated sources live without a separate external-content index. The licence matrix allows metered Chat agents to use synced data only.",
              "evidenceIds": [
                "microsoft-copilot:ms-connectors-r2",
                "microsoft-copilot:ms-federated-r2",
                "microsoft-copilot:ms-connector-license-r2"
              ]
            },
            {
              "id": "sync_interval",
              "question": "How often does an index refresh?",
              "support": "partial",
              "answer": "For the limited-preview personal Confluence/Jira synced route, docs describe roughly15-minute incremental and seven-day full crawls; this is not a general federated or connector SLA.",
              "evidenceIds": [
                "microsoft-copilot:ms-personal-sync-r2",
                "microsoft-copilot:ms-connector-license-r2"
              ]
            },
            {
              "id": "deletion_propagation",
              "question": "How quickly does a deleted document disappear?",
              "support": "unknown",
              "answer": "How quickly does a deleted document disappear? Unverified after checking connector overview and personal-sync documentation; no edit/delete propagation fixture.",
              "evidenceIds": []
            },
            {
              "id": "index_location",
              "question": "Where is indexed content stored?",
              "support": "partial",
              "answer": "Paid synced grounding uses the Microsoft365 tenant Graph cloud index; federation does not copy that external content into an index. A country-level index map remains unverified.",
              "evidenceIds": [
                "microsoft-copilot:ms-connectors-r2",
                "microsoft-copilot:ms-federated-r2",
                "microsoft-copilot:ms-connector-license-r2"
              ]
            }
          ],
          "limitations": [
            "Copilot Chat without the add-on is not included as a general indexed/federated grounding entitlement.",
            "No edit/delete propagation fixture; self-serve Confluence/Jira remains limited preview."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-connectors-r2",
            "microsoft-copilot:ms-federated-r2",
            "microsoft-copilot:ms-connector-license-r2",
            "microsoft-copilot:ms-personal-sync-r2"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:KNOW-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Citations are documented; retrieval outcomes remain untested.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "citations",
              "question": "Are answers linked to specific sources?",
              "support": "partial",
              "answer": "Agent responses cite sources by default; source-access restriction can hide click-through while still using content.",
              "evidenceIds": [
                "langdock:langdock:agents"
              ]
            },
            {
              "id": "citation_accuracy",
              "question": "Do the cited passages support the answer?",
              "support": "unknown",
              "answer": "Do the cited passages support the answer? Unknown. No shared corpus or question set was run. Citation accuracy, cross-language retrieval, no-answer behavior and numeric accuracy remain unknown.",
              "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? Unknown. No shared corpus or question set was run. Citation accuracy, cross-language retrieval, no-answer behavior and numeric accuracy remain unknown.",
              "evidenceIds": []
            },
            {
              "id": "no_answer_behaviour",
              "question": "Does it say when the corpus has no answer?",
              "support": "unknown",
              "answer": "Does it say when the corpus has no answer? Unknown. No shared corpus or question set was run. Citation accuracy, cross-language retrieval, no-answer behavior and numeric accuracy remain unknown.",
              "evidenceIds": []
            },
            {
              "id": "observed_accuracy",
              "question": "How many of the question set were answered correctly?",
              "support": "unknown",
              "answer": "How many of the question set were answered correctly? Unknown. No shared corpus or question set was run. Citation accuracy, cross-language retrieval, no-answer behavior and numeric accuracy remain unknown.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "citations: Agent responses cite sources by default; source-access restriction can hide click-through while still using content.",
            "Unverified citation_accuracy, cross_language, no_answer_behaviour, observed_accuracy: No shared corpus or question set was run. Citation accuracy, cross-language retrieval, no-answer behavior and numeric accuracy remain unknown."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:agents"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:KNOW-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Source links are documented; retrieval quality and cross-language accuracy remain unmeasured.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-paid"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Paid Microsoft Copilot/E7 connector-grounded responses only",
            "addOns": [
              "Eligible Microsoft 365 base subscription",
              "Paid Microsoft Copilot add-on; called Microsoft 365 Copilot in some source pages",
              "Source-service credentials/subscriptions and Purview entitlements where required"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "citations",
              "question": "Are answers linked to specific sources?",
              "support": "supported",
              "answer": "For licensed Copilot connector-grounded responses, Microsoft documents source citations and links to referenced external items.",
              "evidenceIds": [
                "microsoft-copilot:ms-connectors-r2",
                "microsoft-copilot:ms-connector-license-r2"
              ]
            },
            {
              "id": "citation_accuracy",
              "question": "Do the cited passages support the answer?",
              "support": "unknown",
              "answer": "Do the cited passages support the answer? Unverified after checking connector response documentation; no shared DE/FR/EN corpus or answer set was executed.",
              "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? Unverified after checking connector response documentation; no shared DE/FR/EN corpus or answer set was executed.",
              "evidenceIds": []
            },
            {
              "id": "no_answer_behaviour",
              "question": "Does it say when the corpus has no answer?",
              "support": "unknown",
              "answer": "Does it say when the corpus has no answer? Unverified after checking connector response documentation; no shared DE/FR/EN corpus or answer set was executed.",
              "evidenceIds": []
            },
            {
              "id": "observed_accuracy",
              "question": "How many of the question set were answered correctly?",
              "support": "unknown",
              "answer": "How many of the question set were answered correctly? Unverified after checking connector response documentation; no shared DE/FR/EN corpus or answer set was executed.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented citations apply to the licensed connector-grounding route; no equivalent included-Chat entitlement or measured citation accuracy is claimed.",
            "No DE/FR/EN grounding, cross-language, unanswerable-question or restricted-document fixture was run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-connectors-r2",
            "microsoft-copilot:ms-connector-license-r2"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:KNOW-07",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Regular-chat instructions and memory have user and workspace controls.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "custom_instructions",
              "question": "Can users set persistent instructions?",
              "support": "supported",
              "answer": "Personal instructions apply in regular chat; agent/project instructions replace them.",
              "evidenceIds": [
                "langdock:langdock:account"
              ]
            },
            {
              "id": "cross_chat_memory",
              "question": "Does the product remember facts across chats?",
              "support": "supported",
              "answer": "Regular chats use a personal store of up to 50 memories; projects/agents do not use this memory.",
              "evidenceIds": [
                "langdock:langdock:memory"
              ]
            },
            {
              "id": "user_memory_controls",
              "question": "Can users view, edit and delete memories?",
              "support": "supported",
              "answer": "Users inspect, edit, delete or disable memories in account settings and can update/forget through chat.",
              "evidenceIds": [
                "langdock:langdock:memory",
                "langdock:langdock:account"
              ]
            },
            {
              "id": "admin_memory_controls",
              "question": "Can admins turn memory off?",
              "support": "supported",
              "answer": "Memory availability requires workspace and personal enablement.",
              "evidenceIds": [
                "langdock:langdock:chat"
              ]
            }
          ],
          "limitations": [],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:account",
            "langdock:langdock:memory",
            "langdock:langdock:chat"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:KNOW-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Saved memory, history-based personalization and instructions have user controls.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "custom_instructions",
              "question": "Can users set persistent instructions?",
              "support": "supported",
              "answer": "Users set personal instructions; notebooks have their own instructions.",
              "evidenceIds": [
                "microsoft-copilot:ms-memory",
                "microsoft-copilot:ms-notebook-instructions"
              ]
            },
            {
              "id": "cross_chat_memory",
              "question": "Does the product remember facts across chats?",
              "support": "supported",
              "answer": "Enabled memory stores preferences and can use prior-chat inferences; work insights depend on plan.",
              "evidenceIds": [
                "microsoft-copilot:ms-memory"
              ]
            },
            {
              "id": "user_memory_controls",
              "question": "Can users view, edit and delete memories?",
              "support": "partial",
              "answer": "Users can inspect what Copilot knows, ask it to forget details and use temporary chat. Complete saved-memory editing behavior was not tested.",
              "evidenceIds": [
                "microsoft-copilot:ms-memory"
              ]
            },
            {
              "id": "admin_memory_controls",
              "question": "Can admins turn memory off?",
              "support": "unknown",
              "answer": "Can admins turn memory off? Unverified after checking personalization documentation and Copilot management; organization-wide memory policy behavior not independently established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: admin_memory_controls.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-memory",
            "microsoft-copilot:ms-notebook-instructions"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:AGT-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Agents combine reusable knowledge and tools with creation/sharing controls.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "create_assistants",
              "question": "Can users create assistants with instructions, knowledge and tools?",
              "support": "supported",
              "answer": "Agents configure model, instructions, files, folders, integrations, subagents, skills and workflows.",
              "evidenceIds": [
                "langdock:langdock:agents"
              ]
            },
            {
              "id": "creator_permissions",
              "question": "Can admins limit who creates them?",
              "support": "supported",
              "answer": "System/custom roles and extra permissions control agent creation/sharing.",
              "evidenceIds": [
                "langdock:langdock:roles"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can assistants be shared with users, groups or everyone?",
              "support": "partial",
              "answer": "Workspace/group resources and permissioned agent configuration are documented; no fixture was shared.",
              "evidenceIds": [
                "langdock:langdock:workspace",
                "langdock:langdock:agents"
              ]
            },
            {
              "id": "catalogue",
              "question": "Is there an internal assistant directory?",
              "support": "supported",
              "answer": "Workspace agent management has All/Unassigned/Verified views.",
              "evidenceIds": [
                "langdock:langdock:workspace"
              ]
            },
            {
              "id": "prompt_library",
              "question": "Are shared prompt templates available?",
              "support": "supported",
              "answer": "The workspace guide documents group/workspace prompt-library sharing.",
              "evidenceIds": [
                "langdock:langdock:workspace"
              ]
            }
          ],
          "limitations": [
            "sharing_scope: Workspace/group resources and permissioned agent configuration are documented; no fixture was shared."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:agents",
            "langdock:langdock:roles",
            "langdock:langdock:workspace"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:AGT-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Agent Builder and the agent catalogue cover shared assistants; external actions need a different authoring route.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-paid",
              "copilot-chat",
              "copilot-studio"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-studio",
                "name": "Copilot Studio extension and agent builder, separate licensing where stated",
                "type": "agent-builder"
              }
            ]
          },
          "questions": [
            {
              "id": "create_assistants",
              "question": "Can users create assistants with instructions, knowledge and tools?",
              "support": "partial",
              "answer": "Agent Builder combines instructions and selected knowledge; external action authoring requires Copilot Studio.",
              "evidenceIds": [
                "microsoft-copilot:ms-builder"
              ]
            },
            {
              "id": "creator_permissions",
              "question": "Can admins limit who creates them?",
              "support": "supported",
              "answer": "Admins control whether users can access Agent Builder.",
              "evidenceIds": [
                "microsoft-copilot:ms-builder"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can assistants be shared with users, groups or everyone?",
              "support": "partial",
              "answer": "Agent links can be shared; the complete user/group/organization permission matrix was not checked.",
              "evidenceIds": [
                "microsoft-copilot:ms-agents"
              ]
            },
            {
              "id": "catalogue",
              "question": "Is there an internal assistant directory?",
              "support": "supported",
              "answer": "The app lists prebuilt, shared and organization agents.",
              "evidenceIds": [
                "microsoft-copilot:ms-agents"
              ]
            },
            {
              "id": "prompt_library",
              "question": "Are shared prompt templates available?",
              "support": "supported",
              "answer": "The commercial page links Copilot Prompt Gallery.",
              "evidenceIds": [
                "microsoft-copilot:ms-price-us"
              ]
            }
          ],
          "limitations": [
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-builder",
            "microsoft-copilot:ms-agents",
            "microsoft-copilot:ms-price-us"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:AGT-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Remote MCP and custom actions have admin access controls and optional confirmations.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "builtin_tools",
              "question": "Which tools are built in?",
              "support": "supported",
              "answer": "Search, images, file work, document editor, memory, research and company knowledge are governed tools.",
              "evidenceIds": [
                "langdock:langdock:chat"
              ]
            },
            {
              "id": "custom_actions",
              "question": "Can admins add API actions?",
              "support": "supported",
              "answer": "Custom API integrations and shareable individual actions are documented.",
              "evidenceIds": [
                "langdock:langdock:actions"
              ]
            },
            {
              "id": "mcp_client",
              "question": "Can it use remote MCP servers, and with what admin control?",
              "support": "supported",
              "answer": "Streamable HTTP/SSE with OAuth CIMD/DCR/manual PKCE, API key or none; private network URLs blocked by default.",
              "evidenceIds": [
                "langdock:langdock:mcp"
              ]
            },
            {
              "id": "tool_auth",
              "question": "Do tools act as the user or as a shared account?",
              "support": "supported",
              "answer": "Native integrations use personal OAuth or service credentials per provider; MCP supports user OAuth or API headers.",
              "evidenceIds": [
                "langdock:langdock:integrations",
                "langdock:langdock:mcp"
              ]
            },
            {
              "id": "tool_approval",
              "question": "Can admins approve or block tools, and can users confirm actions before they run?",
              "support": "partial",
              "answer": "Admins share integrations/actions by user/group/key, but native core actions cannot be disabled. New MCP tools default to no confirmation; per-tool/agent confirmations can be configured.",
              "evidenceIds": [
                "langdock:langdock:actions",
                "langdock:langdock:mcp",
                "langdock:langdock:changes"
              ]
            }
          ],
          "limitations": [
            "tool_approval: Admins share integrations/actions by user/group/key, but native core actions cannot be disabled. New MCP tools default to no confirmation; per-tool/agent confirmations can be configured."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:chat",
            "langdock:langdock:actions",
            "langdock:langdock:mcp",
            "langdock:langdock:integrations",
            "langdock:langdock:changes"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:AGT-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Paid Copilot documents authenticated MCP tools and conditional writes; the October16 detailed guide supersedes the older generic read-only rollout description.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-paid",
              "copilot-studio"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Paid Microsoft Copilot/E7 federated connectors and paid Copilot Agent Builder; Studio is only the separately licensed extension route",
            "addOns": [
              "Eligible Microsoft 365 base subscription",
              "Paid Microsoft Copilot add-on; called Microsoft 365 Copilot in some source pages",
              "Source-service credentials/subscriptions and Purview entitlements where required"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "copilot-studio",
                "name": "Copilot Studio extension and agent builder, separate licensing where stated",
                "type": "agent-builder"
              }
            ]
          },
          "questions": [
            {
              "id": "builtin_tools",
              "question": "Which tools are built in?",
              "support": "supported",
              "answer": "Paid experiences include Researcher, Analyst and Facilitator.",
              "evidenceIds": [
                "microsoft-copilot:ms-price-us"
              ]
            },
            {
              "id": "custom_actions",
              "question": "Can admins add API actions?",
              "support": "partial",
              "answer": "Agent Builder directs authored external-action scenarios to Copilot Studio. Separately, paid federated MCP connectors can expose create/update/delete tools where supplied by the publisher.",
              "evidenceIds": [
                "microsoft-copilot:ms-builder",
                "microsoft-copilot:ms-custom-mcp-r2",
                "microsoft-copilot:ms-federated-r2"
              ]
            },
            {
              "id": "mcp_client",
              "question": "Can it use remote MCP servers, and with what admin control?",
              "support": "supported",
              "answer": "Custom federation accepts a remote MCP server with search/fetch/query and optional create/update/delete tools. Federation requires the querying user's paid add-on/E7; Studio/pay-as-you-go alone is insufficient.",
              "evidenceIds": [
                "microsoft-copilot:ms-custom-mcp-r2",
                "microsoft-copilot:ms-connector-license-r2"
              ]
            },
            {
              "id": "tool_auth",
              "question": "Do tools act as the user or as a shared account?",
              "support": "supported",
              "answer": "Federated authenticated tools use OAuth/source-user identity and source permissions. Tenant User access, publisher controls and staged rollout also apply.",
              "evidenceIds": [
                "microsoft-copilot:ms-federated-r2",
                "microsoft-copilot:ms-custom-mcp-r2"
              ]
            },
            {
              "id": "tool_approval",
              "question": "Can admins approve or block tools, and can users confirm actions before they run?",
              "support": "partial",
              "answer": "Where a connector supplies writes, October16 docs require initial explicit approval with per-tool Allow once/conversation/Always allow settings. Researcher remains read-only. The Coming soon label concerns the admin Tools list.",
              "evidenceIds": [
                "microsoft-copilot:ms-federated-r2"
              ]
            }
          ],
          "limitations": [
            "Reconciliation: October6 overview retains read-only/early-October text; October16 detailed federation/setup pages explicitly document writes. The current finding is conditional protocol behavior, with actual tenant write availability unknown.",
            "Researcher has an explicit read-only boundary. No external call, approval or access-boundary fixture was executed."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-price-us",
            "microsoft-copilot:ms-builder",
            "microsoft-copilot:ms-custom-mcp-r2",
            "microsoft-copilot:ms-federated-r2",
            "microsoft-copilot:ms-connector-license-r2"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:AGT-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Cited search and public-web Deep Research are available; provider/region details remain incomplete.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "web_search",
              "question": "Is web search available?",
              "support": "supported",
              "answer": "Chat tool generates a query and can open URLs; sources are inspectable.",
              "evidenceIds": [
                "langdock:langdock:web"
              ]
            },
            {
              "id": "admin_toggle",
              "question": "Can admins disable it per organisation or group?",
              "support": "partial",
              "answer": "Workspace admins disable web search and separate agent capabilities. Per-group search-toggle coverage was not established.",
              "evidenceIds": [
                "langdock:langdock:workspace"
              ]
            },
            {
              "id": "search_provider",
              "question": "Which search provider handles queries, and where?",
              "support": "unknown",
              "answer": "Which search provider handles queries, and where? Unknown. Search/crawl provider contracts and query-processing region were not established in the public tool documentation.",
              "evidenceIds": []
            },
            {
              "id": "deep_research",
              "question": "Is multi-step research with a report available?",
              "support": "supported",
              "answer": "Regular chat only, public web only, cited PDF reports; standard keys allow 15 researches per rolling 30 days. BYOK needs research models.",
              "evidenceIds": [
                "langdock:langdock:research"
              ]
            },
            {
              "id": "web_citations",
              "question": "Are web sources cited?",
              "support": "supported",
              "answer": "Search sources link to corresponding paragraphs and Deep Research has activity/source lists.",
              "evidenceIds": [
                "langdock:langdock:web",
                "langdock:langdock:research"
              ]
            }
          ],
          "limitations": [
            "admin_toggle: Workspace admins disable web search and separate agent capabilities. Per-group search-toggle coverage was not established.",
            "Unverified search_provider: Search/crawl provider contracts and query-processing region were not established in the public tool documentation."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:web",
            "langdock:langdock:workspace",
            "langdock:langdock:research"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:AGT-03",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Web search is policy-controlled and uses Bing outside the Microsoft 365 search-query boundary.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "web_search",
              "question": "Is web search available?",
              "support": "supported",
              "answer": "Chat can ground answers in web search.",
              "evidenceIds": [
                "microsoft-copilot:ms-chat-privacy"
              ]
            },
            {
              "id": "admin_toggle",
              "question": "Can admins disable it per organisation or group?",
              "support": "supported",
              "answer": "Allow web search can target the tenant, groups or users.",
              "evidenceIds": [
                "microsoft-copilot:ms-manage"
              ]
            },
            {
              "id": "search_provider",
              "question": "Which search provider handles queries, and where?",
              "support": "supported",
              "answer": "Bing receives generated queries under separate data-handling terms; those queries are outside EUDB.",
              "evidenceIds": [
                "microsoft-copilot:ms-chat-privacy"
              ]
            },
            {
              "id": "deep_research",
              "question": "Is multi-step research with a report available?",
              "support": "supported",
              "answer": "Researcher is included in paid Copilot; a report fixture was not run.",
              "evidenceIds": [
                "microsoft-copilot:ms-price-us"
              ]
            },
            {
              "id": "web_citations",
              "question": "Are web sources cited?",
              "support": "supported",
              "answer": "Responses include web citations and show generated query details for 24 hours.",
              "evidenceIds": [
                "microsoft-copilot:ms-chat-privacy"
              ]
            }
          ],
          "limitations": [],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-chat-privacy",
            "microsoft-copilot:ms-manage",
            "microsoft-copilot:ms-price-us"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:AGT-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Multi-step workflows support automatic triggers and human review.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [
              "Workflow run package; model usage separately metered"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "workflow_builder",
              "question": "Is there a workflow or chain builder?",
              "support": "supported",
              "answer": "Workflows chain agents, integrations, logic, loops and custom code after workspace activation.",
              "evidenceIds": [
                "langdock:langdock:workflows"
              ]
            },
            {
              "id": "scheduled_tasks",
              "question": "Can prompts or assistants run on a schedule?",
              "support": "supported",
              "answer": "Schedule triggers are documented for workflows; the public API index also exposes recurring saved tasks.",
              "evidenceIds": [
                "langdock:langdock:workflows"
              ]
            },
            {
              "id": "event_triggers",
              "question": "Can external events start a workflow?",
              "support": "supported",
              "answer": "Connected-app events, forms and webhooks start runs; dated composable-workflow release supports multiple triggers.",
              "evidenceIds": [
                "langdock:langdock:workflows",
                "langdock:langdock:changes"
              ]
            },
            {
              "id": "builder_audience",
              "question": "Is building aimed at business users, IT or developers?",
              "support": "partial",
              "answer": "Quickstart and conversational Workflow Builder guide non-developers, with code/HTTP nodes for technical users.",
              "evidenceIds": [
                "langdock:langdock:workflows"
              ]
            }
          ],
          "limitations": [
            "builder_audience: Quickstart and conversational Workflow Builder guide non-developers, with code/HTTP nodes for technical users."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:workflows",
            "langdock:langdock:changes"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:AGT-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Paid Copilot schedules prompts; advanced workflow authoring has separate Studio dependencies.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-paid",
              "copilot-studio"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "copilot-studio",
                "name": "Copilot Studio extension and agent builder, separate licensing where stated",
                "type": "agent-builder"
              }
            ]
          },
          "questions": [
            {
              "id": "workflow_builder",
              "question": "Is there a workflow or chain builder?",
              "support": "partial",
              "answer": "Agent Builder directs low-code actions and workflows to Copilot Studio.",
              "evidenceIds": [
                "microsoft-copilot:ms-builder"
              ]
            },
            {
              "id": "scheduled_tasks",
              "question": "Can prompts or assistants run on a schedule?",
              "support": "supported",
              "answer": "Paid users can create up to ten scheduled prompts and manage their recurrence.",
              "evidenceIds": [
                "microsoft-copilot:ms-schedule"
              ]
            },
            {
              "id": "event_triggers",
              "question": "Can external events start a workflow?",
              "support": "unknown",
              "answer": "Can external events start a workflow? Unverified after checking scheduled prompt and Agent Builder documentation; external-event trigger availability was not scoped.",
              "evidenceIds": []
            },
            {
              "id": "builder_audience",
              "question": "Is building aimed at business users, IT or developers?",
              "support": "supported",
              "answer": "Agent Builder uses natural-language configuration; Studio is the low-code extension route.",
              "evidenceIds": [
                "microsoft-copilot:ms-builder"
              ]
            }
          ],
          "limitations": [
            "Unverified parts: event_triggers.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-builder",
            "microsoft-copilot:ms-schedule"
          ]
        }
      ]
    },
    {
      "id": "AGT-05",
      "title": "Agentic task execution",
      "group": {
        "id": 3,
        "name": "Assistants and agents"
      },
      "judgment": "Record an agent mode that plans and carries out multi-step tasks with tools (browser, files, connectors), with visible steps, user confirmation of side effects and stop control. Run one fixture task (gather three documents, draft a summary, propose an email). Record interventions and what ran. A final claim of success is not proof.",
      "questions": [
        {
          "id": "agent_mode",
          "question": "Is there an agent mode for multi-step tasks?"
        },
        {
          "id": "visible_steps",
          "question": "Are steps and tool calls shown?"
        },
        {
          "id": "side_effect_confirmation",
          "question": "Must the user confirm actions with side effects?"
        },
        {
          "id": "stop_control",
          "question": "Can the user stop a running task?"
        }
      ],
      "products": [
        {
          "productId": "langdock",
          "claimId": "langdock:AGT-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Agents execute actions/subagents; workflow and add-in confirmation behavior is explicit.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "office"
            ],
            "version": "Public documentation checked 2026-10-26",
            "plan": "Business Chat & Agents/Workflows; Outlook add-in for paid plans and trials, enabled by workspace admin",
            "addOns": [
              "Workflow package as needed; compatible Microsoft Outlook/Exchange Online subscription"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              },
              {
                "id": "office",
                "name": "Langdock Excel and Outlook add-ins",
                "type": "office-add-in"
              }
            ]
          },
          "questions": [
            {
              "id": "agent_mode",
              "question": "Is there an agent mode for multi-step tasks?",
              "support": "supported",
              "answer": "Agents can call integrations, subagents and workflows to carry out multiple steps.",
              "evidenceIds": [
                "langdock:langdock:agents"
              ]
            },
            {
              "id": "visible_steps",
              "question": "Are steps and tool calls shown?",
              "support": "partial",
              "answer": "Deep Research shows search/page-read activity; workflows expose run history and nested run links. General agent step-display completeness was not independently observed.",
              "evidenceIds": [
                "langdock:langdock:research",
                "langdock:langdock:changes"
              ]
            },
            {
              "id": "side_effect_confirmation",
              "question": "Must the user confirm actions with side effects?",
              "support": "partial",
              "answer": "Web agents can require configured action confirmation; workflow action review is separate. Newly saved MCP actions default to no confirmation. In the Outlook add-in, edits ask by default, users can allow subsequent edits for the chat, and sending requires a requested action plus confirmation.",
              "evidenceIds": [
                "langdock:langdock:changes",
                "langdock:langdock:hitl",
                "langdock:langdock:mcp",
                "langdock:langdock:excel",
                "langdock:langdock:outlook-rev2",
                "langdock:langdock:outlook-marketplace"
              ]
            },
            {
              "id": "stop_control",
              "question": "Can the user stop a running task?",
              "support": "partial",
              "answer": "Deep Research has a stop button; general external side effects already committed cannot be inferred reversible.",
              "evidenceIds": [
                "langdock:langdock:research"
              ]
            }
          ],
          "limitations": [
            "visible_steps: Deep Research shows search/page-read activity; workflows expose run history and nested run links. General agent step-display completeness was not independently observed.",
            "side_effect_confirmation: Configurable per-agent confirmations and workflow action review exist. Newly saved MCP actions default to no confirmation; Office add-ins ask before edits by default.",
            "stop_control: Deep Research has a stop button; general external side effects already committed cannot be inferred reversible."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-25",
          "evidenceIds": [
            "langdock:langdock:agents",
            "langdock:langdock:research",
            "langdock:langdock:changes",
            "langdock:langdock:hitl",
            "langdock:langdock:mcp",
            "langdock:langdock:excel",
            "langdock:langdock:outlook-rev2",
            "langdock:langdock:outlook-marketplace",
            "langdock:langdock:outlook-rev2-20261026",
            "langdock:langdock:outlook-admin-20261026",
            "langdock:langdock:pricing-20261026",
            "langdock:langdock:agents-20261026",
            "langdock:langdock:research-20261026",
            "langdock:langdock:changes-20261026",
            "langdock:langdock:hitl-20261026",
            "langdock:langdock:mcp-20261026",
            "langdock:langdock:excel-20261026"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:AGT-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Cowork documents multi-step tool execution with visible progress and user controls.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-paid",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Paid Microsoft Copilot with Cowork enabled",
            "addOns": [
              "Qualifying Microsoft 365 licence",
              "Enabled usage-based Cowork billing"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "agent_mode",
              "question": "Is there an agent mode for multi-step tasks?",
              "support": "supported",
              "answer": "Cowork handles multi-step work with enabled usage billing and a paid licence.",
              "evidenceIds": [
                "microsoft-copilot:ms-cowork"
              ]
            },
            {
              "id": "visible_steps",
              "question": "Are steps and tool calls shown?",
              "support": "supported",
              "answer": "The interface exposes skill messages and tool steps.",
              "evidenceIds": [
                "microsoft-copilot:ms-cowork"
              ]
            },
            {
              "id": "side_effect_confirmation",
              "question": "Must the user confirm actions with side effects?",
              "support": "supported",
              "answer": "Side effects require approval; users can allow similar actions for the current session.",
              "evidenceIds": [
                "microsoft-copilot:ms-cowork"
              ]
            },
            {
              "id": "stop_control",
              "question": "Can the user stop a running task?",
              "support": "supported",
              "answer": "Users can pause immediately or after the current step, resume or cancel.",
              "evidenceIds": [
                "microsoft-copilot:ms-cowork"
              ]
            }
          ],
          "limitations": [
            "Documented behavior only; no three-document/email fixture or interventions were observed."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-cowork"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:AGT-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public APIs include knowledge and agent MCP, with distinct personal/workspace governance boundaries.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "api"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "API/Agent/Knowledge scopes; workspace activation may apply",
            "addOns": [
              "Metered API usage"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "api",
                "name": "Langdock public APIs and agent MCP server",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_api",
              "question": "Is there an API for chat and assistants?",
              "support": "supported",
              "answer": "Public Completion and Agent APIs use scoped bearer keys. Workspace/personal key access is controlled by admins.",
              "evidenceIds": [
                "langdock:langdock:workspace"
              ]
            },
            {
              "id": "knowledge_api",
              "question": "Can documents be loaded through an API?",
              "support": "supported",
              "answer": "Knowledge Folder API supports upload/update/delete/retrieve/search with API-key sharing roles.",
              "evidenceIds": [
                "langdock:langdock:knowledge"
              ]
            },
            {
              "id": "api_governance",
              "question": "Do audit, budgets and model rules apply to API use?",
              "support": "partial",
              "answer": "Personal API keys share member/workspace spend limits and error on exhaustion; workspace API keys and workflow costs use separate limits.",
              "evidenceIds": [
                "langdock:langdock:billing",
                "langdock:langdock:extra"
              ]
            },
            {
              "id": "mcp_server",
              "question": "Does the product expose itself to other agents over MCP?",
              "support": "supported",
              "answer": "https://api.langdock.com/mcp exposes find_agent/ask_agent/ask_custom_agent under Agent API key scope; dedicated URL differs.",
              "evidenceIds": [
                "langdock:langdock:mcp-server"
              ]
            }
          ],
          "limitations": [
            "api_governance: Personal API keys share member/workspace spend limits and error on exhaustion; workspace API keys and workflow costs use separate limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:workspace",
            "langdock:langdock:knowledge",
            "langdock:langdock:billing",
            "langdock:langdock:extra",
            "langdock:langdock:mcp-server"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:AGT-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The Chat API and the Work IQ API public preview are separate programmable routes.",
          "availability": "beta",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat-api",
              "work-iq-api"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Chat API preview requires the paid Copilot add-on per calling user; Work IQ MCP public-preview prerequisites unverified",
            "addOns": [
              "Eligible Microsoft 365 base subscription",
              "Paid Microsoft Copilot add-on; called Microsoft 365 Copilot in some source pages",
              "Source-service credentials/subscriptions and Purview entitlements where required"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat-api",
                "name": "Microsoft Copilot Chat API preview",
                "type": "api"
              },
              {
                "id": "work-iq-api",
                "name": "Work IQ API public preview, MCP/A2A/REST",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_api",
              "question": "Is there an API for chat and assistants?",
              "support": "partial",
              "answer": "The preview text API is included for paid-add-on users; unlicensed users are explicitly excluded. It supports work/web grounding but not code interpreter, graphic art, action skills or long-running tasks.",
              "evidenceIds": [
                "microsoft-copilot:ms-chat-api-r2"
              ]
            },
            {
              "id": "knowledge_api",
              "question": "Can documents be loaded through an API?",
              "support": "partial",
              "answer": "Separately configured synced content can be ingested through Graph connector APIs for licensed grounding; this does not establish a complete workspace knowledge-management API.",
              "evidenceIds": [
                "microsoft-copilot:ms-connectors-r2",
                "microsoft-copilot:ms-connector-license-r2"
              ]
            },
            {
              "id": "api_governance",
              "question": "Do audit, budgets and model rules apply to API use?",
              "support": "partial",
              "answer": "The Chat API retains source-permission/compliance boundaries; full budget/audit parity was not independently tested.",
              "evidenceIds": [
                "microsoft-copilot:ms-chat-api-r2"
              ]
            },
            {
              "id": "mcp_server",
              "question": "Does the product expose itself to other agents over MCP?",
              "support": "partial",
              "answer": "Microsoft advertises Work IQ API public preview with MCP, A2A and REST access to work context. Endpoint, authentication and plan details were not verified; this does not make the separate Copilot Chat API an MCP server.",
              "evidenceIds": [
                "microsoft-copilot:microsoft-copilot:r4-roadmap-work-iq"
              ]
            }
          ],
          "limitations": [
            "API preview terms apply. This is a distinct API surface, not included Copilot Chat or an assertion of interactive/API feature parity. No API call was executed.",
            "Work IQ MCP is a roadmap-described public preview; no endpoint or API was invoked."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-25",
          "evidenceIds": [
            "microsoft-copilot:ms-chat-api-r2",
            "microsoft-copilot:ms-connectors-r2",
            "microsoft-copilot:ms-connector-license-r2",
            "microsoft-copilot:microsoft-copilot:r4-roadmap-work-iq"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:WORK-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Web, desktop and mobile clients are documented, with IT deployment guidance.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "desktop",
              "mobile"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business or contracted Enterprise workspace clients; the same subscription/approved models apply",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [
              "Windows",
              "macOS",
              "iOS",
              "Android"
            ],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              },
              {
                "id": "desktop",
                "name": "Langdock Windows/macOS desktop",
                "type": "desktop-app"
              },
              {
                "id": "mobile",
                "name": "Langdock iOS/Android",
                "type": "mobile-app"
              }
            ]
          },
          "questions": [
            {
              "id": "web",
              "question": "Is a full web client available?",
              "support": "supported",
              "answer": "The core platform is a browser workspace.",
              "evidenceIds": [
                "langdock:langdock:terms"
              ]
            },
            {
              "id": "desktop_apps",
              "question": "Windows and macOS apps?",
              "support": "supported",
              "answer": "Official Windows/macOS downloads use the same workspace and approved models as web. This is documented availability, not a hands-on parity test.",
              "evidenceIds": [
                "langdock:langdock:desktop-product"
              ]
            },
            {
              "id": "mobile_apps",
              "question": "iOS and Android apps with SSO?",
              "support": "partial",
              "answer": "The vendor publishes iOS/Android clients and official store links. Mobile-specific SSO and managed-access compatibility were not independently tested.",
              "evidenceIds": [
                "langdock:langdock:mobile-rev2",
                "langdock:langdock:mobile-product"
              ]
            },
            {
              "id": "browser_extension",
              "question": "Is there a browser extension or sidebar?",
              "support": "unknown",
              "answer": "Is there a browser extension or sidebar? Unknown. A general browser extension and exhaustive mobile/SSO/Intune parity matrix were not established.",
              "evidenceIds": []
            },
            {
              "id": "managed_deployment",
              "question": "Can IT deploy and configure clients through MDM?",
              "support": "partial",
              "answer": "Windows machine-wide MSIX/Intune and deployment kits are documented. macOS PKG/DMG works with Jamf, Kandji and Intune. These are client installation methods; separate mobile MAM/dedicated entitlements are not established by this finding.",
              "evidenceIds": [
                "langdock:langdock:desktop-rev2"
              ]
            },
            {
              "id": "client_feature_gaps",
              "question": "Which features are missing on mobile?",
              "support": "partial",
              "answer": "Mobile permits five files per message versus 50 on web; other parity gaps were not tested.",
              "evidenceIds": [
                "langdock:langdock:file-count"
              ]
            }
          ],
          "limitations": [
            "Native-client and SSO parity beyond the documented file limit was not tested. The source is installation guidance, not proof of a paid Enterprise-only client entitlement."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:terms",
            "langdock:langdock:desktop-product",
            "langdock:langdock:mobile-rev2",
            "langdock:langdock:mobile-product",
            "langdock:langdock:desktop-rev2",
            "langdock:langdock:file-count"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:WORK-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Web and native access are documented, with authoring gaps on mobile.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "web",
              "question": "Is a full web client available?",
              "support": "supported",
              "answer": "The browser client is available for paid Copilot and Copilot Chat.",
              "evidenceIds": [
                "microsoft-copilot:ms-price-us"
              ]
            },
            {
              "id": "desktop_apps",
              "question": "Windows and macOS apps?",
              "support": "supported",
              "answer": "Cowork documentation lists Windows and macOS Copilot clients.",
              "evidenceIds": [
                "microsoft-copilot:ms-cowork"
              ]
            },
            {
              "id": "mobile_apps",
              "question": "iOS and Android apps with SSO?",
              "support": "partial",
              "answer": "Cowork lists iPhone and Android apps under the licensed account; mobile SSO was not trialled.",
              "evidenceIds": [
                "microsoft-copilot:ms-cowork"
              ]
            },
            {
              "id": "browser_extension",
              "question": "Is there a browser extension or sidebar?",
              "support": "partial",
              "answer": "Copilot is available in the Edge sidebar; this does not establish a separate third-party browser extension.",
              "evidenceIds": [
                "microsoft-copilot:ms-chat-usage"
              ]
            },
            {
              "id": "managed_deployment",
              "question": "Can IT deploy and configure clients through MDM?",
              "support": "supported",
              "answer": "For Windows, IT can distribute the Copilot executable through Intune, Configuration Manager, Group Policy or another MDM and control automatic installation. EEA, government and channel exclusions apply to automatic installation; full mobile policy parity was not tested.",
              "evidenceIds": [
                "microsoft-copilot:microsoft-copilot:r4-mdm-deployment"
              ]
            },
            {
              "id": "client_feature_gaps",
              "question": "Which features are missing on mobile?",
              "support": "partial",
              "answer": "Agent Builder is unavailable on mobile; other feature differences vary by release.",
              "evidenceIds": [
                "microsoft-copilot:ms-builder"
              ]
            }
          ],
          "limitations": [
            "Windows MDM deployment is documented; full mobile deployment/configuration parity was not tested."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-25",
          "evidenceIds": [
            "microsoft-copilot:ms-price-us",
            "microsoft-copilot:ms-cowork",
            "microsoft-copilot:ms-chat-usage",
            "microsoft-copilot:ms-builder",
            "microsoft-copilot:microsoft-copilot:r4-mdm-deployment"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:WORK-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Excel and Outlook add-ins and a Teams bot are documented; broad Office-suite coverage is not inferred.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "office",
              "teams"
            ],
            "version": "Public documentation checked 2026-10-26",
            "plan": "Business or Enterprise workspace; Outlook available on paid plans/trials, Excel/Teams require workspace-admin enablement",
            "addOns": [
              "Compatible Microsoft licences not priced"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "office",
                "name": "Langdock Excel and Outlook add-ins",
                "type": "office-add-in"
              },
              {
                "id": "teams",
                "name": "Langdock Teams bot",
                "type": "teams-app"
              }
            ]
          },
          "questions": [
            {
              "id": "word_excel_powerpoint",
              "question": "Does it work inside Word, Excel and PowerPoint?",
              "support": "partial",
              "answer": "Excel add-in reads/writes workbooks with formulas/charts; no Word or PowerPoint add-in was established.",
              "evidenceIds": [
                "langdock:langdock:excel"
              ]
            },
            {
              "id": "outlook",
              "question": "Does it work inside Outlook?",
              "support": "supported",
              "answer": "Outlook reads connected mailbox/calendar and edits drafts; sending requires a requested action and confirmation. Exchange Online is required.",
              "evidenceIds": [
                "langdock:langdock:outlook-rev2",
                "langdock:langdock:outlook-marketplace"
              ]
            },
            {
              "id": "teams",
              "question": "Is there a Teams app or bot?",
              "support": "supported",
              "answer": "Admin-installed Teams bot supports private chat and collaborative channel mentions.",
              "evidenceIds": [
                "langdock:langdock:teams",
                "langdock:langdock:teams-20261026"
              ]
            },
            {
              "id": "google_workspace_apps",
              "question": "Does it work inside Docs, Sheets or Gmail?",
              "support": "unknown",
              "answer": "Does it work inside Docs, Sheets or Gmail? Unknown. Google in-editor apps were not established; Google content integrations are recorded separately. Rechecked 2026-10-26 in Outlook Add-in, Excel Add-in, How to use the Teams Bot. The Teams Markdown guide was retrieved with HTTP 200; Google in-editor app coverage remains undocumented in these sources.",
              "evidenceIds": []
            },
            {
              "id": "licence_prerequisites",
              "question": "Which licences or consents are needed?",
              "support": "partial",
              "answer": "Excel web/Windows/Mac version matrix and Outlook Exchange Online requirement are explicit; workspace admin access controls apply and extra M365 seat costs were not priced.",
              "evidenceIds": [
                "langdock:langdock:excel",
                "langdock:langdock:outlook-rev2",
                "langdock:langdock:teams",
                "langdock:langdock:outlook-marketplace",
                "langdock:langdock:teams-20261026"
              ]
            }
          ],
          "limitations": [
            "word_excel_powerpoint: Excel add-in reads/writes workbooks with formulas/charts; no Word or PowerPoint add-in was established.",
            "licence_prerequisites: Excel web/Windows/Mac version matrix and Outlook Exchange Online requirement are explicit; workspace admin access controls apply and extra M365 seat costs were not priced.",
            "Unverified google_workspace_apps: Google in-editor apps were not established; Google content integrations are recorded separately."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-25",
          "evidenceIds": [
            "langdock:langdock:excel",
            "langdock:langdock:outlook-rev2",
            "langdock:langdock:outlook-marketplace",
            "langdock:langdock:teams",
            "langdock:langdock:outlook-rev2-20261026",
            "langdock:langdock:outlook-admin-20261026",
            "langdock:langdock:pricing-20261026",
            "langdock:langdock:excel-20261026",
            "langdock:langdock:teams-20261026"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:WORK-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The paid offering works inside Microsoft 365 apps; Chat has narrower contextual access.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "word_excel_powerpoint",
              "question": "Does it work inside Word, Excel and PowerPoint?",
              "support": "supported",
              "answer": "Paid Copilot is integrated in Word, Excel and PowerPoint; Chat open-content interactions are narrower.",
              "evidenceIds": [
                "microsoft-copilot:ms-price-us",
                "microsoft-copilot:ms-chat-privacy"
              ]
            },
            {
              "id": "outlook",
              "question": "Does it work inside Outlook?",
              "support": "supported",
              "answer": "Chat in Outlook can use the user mailbox/calendar and a limited set of accessible files.",
              "evidenceIds": [
                "microsoft-copilot:ms-chat-privacy"
              ]
            },
            {
              "id": "teams",
              "question": "Is there a Teams app or bot?",
              "support": "supported",
              "answer": "Paid Copilot includes Teams; the Chat entry point also appears in Teams.",
              "evidenceIds": [
                "microsoft-copilot:ms-price-us",
                "microsoft-copilot:ms-chat-usage"
              ]
            },
            {
              "id": "google_workspace_apps",
              "question": "Does it work inside Docs, Sheets or Gmail?",
              "support": "unknown",
              "answer": "Does it work inside Docs, Sheets or Gmail? Unverified after checking pricing, Chat organizational-data and deployment documentation; native Google Workspace editing integrations not established.",
              "evidenceIds": []
            },
            {
              "id": "licence_prerequisites",
              "question": "Which licences or consents are needed?",
              "support": "supported",
              "answer": "Paid Copilot requires an eligible M365 base licence; compliance capabilities may need further entitlements.",
              "evidenceIds": [
                "microsoft-copilot:ms-setup"
              ]
            }
          ],
          "limitations": [
            "Unverified parts: google_workspace_apps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-price-us",
            "microsoft-copilot:ms-chat-privacy",
            "microsoft-copilot:ms-chat-usage",
            "microsoft-copilot:ms-setup"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:WORK-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "DeepL integration offers document translation and glossaries; end-to-end layout quality is untested.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "document_translation",
              "question": "Can whole documents be translated with formatting kept?",
              "support": "partial",
              "answer": "Native DeepL integration lists document translation; its supported layout guarantees were not verified in a trial.",
              "evidenceIds": [
                "langdock:langdock:integrations"
              ]
            },
            {
              "id": "translation_engine",
              "question": "Which engine translates?",
              "support": "supported",
              "answer": "The dedicated DeepL integration uses the customer DeepL API key; ordinary chat rewriting uses the chosen model.",
              "evidenceIds": [
                "langdock:langdock:integrations"
              ]
            },
            {
              "id": "glossaries",
              "question": "Are company glossaries supported?",
              "support": "partial",
              "answer": "DeepL integration lists glossary management; full enterprise glossary rollout was not tested.",
              "evidenceIds": [
                "langdock:langdock:integrations"
              ]
            },
            {
              "id": "formality_and_variants",
              "question": "Can formality and regional variants (de-CH) be set?",
              "support": "unknown",
              "answer": "Can formality and regional variants (de-CH) be set? Unknown. Formality/de-CH configuration and DE-to-FR/IT layout-preservation fixtures remain unverified.",
              "evidenceIds": []
            },
            {
              "id": "writing_tools",
              "question": "Are dedicated rewrite and proofreading tools available?",
              "support": "supported",
              "answer": "DeepL integration includes writing polish; Document Editor supports selected-text and whole-document AI edits.",
              "evidenceIds": [
                "langdock:langdock:integrations",
                "langdock:langdock:editor"
              ]
            }
          ],
          "limitations": [
            "document_translation: Native DeepL integration lists document translation; its supported layout guarantees were not verified in a trial.",
            "glossaries: DeepL integration lists glossary management; full enterprise glossary rollout was not tested.",
            "Unverified formality_and_variants: Formality/de-CH configuration and DE-to-FR/IT layout-preservation fixtures remain unverified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:integrations",
            "langdock:langdock:editor"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:WORK-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Copilot Chat can translate referenced document text and accept tone/audience instructions. Format-preserving Word Translator and SharePoint glossary translation are separately scoped workflows.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "m365-apps",
              "copilot-paid"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Commercial Microsoft Copilot add-on for Word writing examples; general work-chat prompts where the support guide explicitly applies",
            "addOns": [
              "Eligible Microsoft 365 base subscription",
              "Paid Microsoft Copilot add-on; called Microsoft 365 Copilot in some source pages",
              "Source-service credentials/subscriptions and Purview entitlements where required"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "document_translation",
              "question": "Can whole documents be translated with formatting kept?",
              "support": "partial",
              "answer": "Copilot Chat documents translation of attached or referenced file content. Microsoft separately documents Word Translator creating a formatted translated copy; that is a Word command, not a Copilot Chat formatting guarantee. No DE-to-FR/IT layout fixture was run.",
              "evidenceIds": [
                "microsoft-copilot:microsoft-copilot:r5-chat-translation",
                "microsoft-copilot:microsoft-copilot:r5-word-translation-boundary"
              ]
            },
            {
              "id": "translation_engine",
              "question": "Which engine translates?",
              "support": "unknown",
              "answer": "Unresolved on 2026-10-26. Re-read https://support.microsoft.com/en-us/microsoft-365-copilot/translate-files-into-another-language-in-microsoft-365-copilot-chat and https://word.cloud.microsoft/create/en/blog/how-to-translate-documents-in-word/ . The latter identifies Word Translator as a separate formatting-preserving command and Copilot as a drafting/rewriting route, but does not specify a dedicated Copilot translation engine/model contract. No engine was inferred from the separate Word/SharePoint services.",
              "evidenceIds": []
            },
            {
              "id": "glossaries",
              "question": "Are company glossaries supported?",
              "support": "unknown",
              "answer": "Unresolved on 2026-10-26. Re-read the Copilot translation support page and https://learn.microsoft.com/en-us/microsoft-365/documentprocessing/translation-glossary?view=o365-worldwide plus https://learn.microsoft.com/en-us/microsoft-365/documentprocessing/syntex-azure-billing?view=o365-worldwide . SharePoint supports glossary files in separately metered document processing; a maintained glossary enforced by Copilot Chat/Word prompts or included with a Copilot seat was not established. No glossary fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "formality_and_variants",
              "question": "Can formality and regional variants (de-CH) be set?",
              "support": "partial",
              "answer": "Official Copilot examples accept tone/style/country and region-specific wording instructions, including refining translated Word content. A deterministic de-CH preset, terminology enforcement and dialect-quality result were not established.",
              "evidenceIds": [
                "microsoft-copilot:microsoft-copilot:r5-chat-translation",
                "microsoft-copilot:microsoft-copilot:r5-word-translation-boundary"
              ]
            },
            {
              "id": "writing_tools",
              "question": "Are dedicated rewrite and proofreading tools available?",
              "support": "partial",
              "answer": "The direct support guide documents drafting from prompts and Word paragraph rewriting; work-data-grounded prompts require the commercial Copilot subscription.",
              "evidenceIds": [
                "microsoft-copilot:ms-writing-r2"
              ]
            }
          ],
          "limitations": [
            "Copilot’s prompted translation does not establish preserved page/table layout or a managed corporate glossary.",
            "Word Translator is a separate base-app command; SharePoint/OneDrive glossary translation is separately metered document processing requiring Azure billing and permissions.",
            "No shared translation/glossary/Swiss-language fixture or complete dedicated-engine specification was verified."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-25",
          "evidenceIds": [
            "microsoft-copilot:ms-writing-r2",
            "microsoft-copilot:microsoft-copilot:r5-chat-translation",
            "microsoft-copilot:microsoft-copilot:r5-word-translation-boundary",
            "microsoft-copilot:microsoft-copilot:r5-sharepoint-translation",
            "microsoft-copilot:microsoft-copilot:r5-sharepoint-glossary",
            "microsoft-copilot:microsoft-copilot:r5-sharepoint-metering"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:WORK-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Image generation and model-specific editing are documented with workspace controls.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "image_generation",
              "question": "Can users generate images, with which models?",
              "support": "partial",
              "answer": "Image-generation tool invokes a chosen available image model; dated September release names EU GPT-Image 2.5 Flare and Sunburst.",
              "evidenceIds": [
                "langdock:langdock:images",
                "langdock:langdock:changes"
              ]
            },
            {
              "id": "image_editing",
              "question": "Can users edit uploaded images?",
              "support": "partial",
              "answer": "The release describes image editing and BYOK model setup has an image-editing capability flag; exhaustive per-model editing limits were not verified.",
              "evidenceIds": [
                "langdock:langdock:changes",
                "langdock:langdock:byok-models"
              ]
            },
            {
              "id": "admin_control",
              "question": "Can admins restrict image generation?",
              "support": "supported",
              "answer": "Workspace admins can disable image generation and manage available models.",
              "evidenceIds": [
                "langdock:langdock:workspace"
              ]
            },
            {
              "id": "usage_terms",
              "question": "What usage rights apply to output?",
              "support": "partial",
              "answer": "As between customer/vendor, customer content rights belong to the customer; third-party model terms and rights restrictions remain applicable.",
              "evidenceIds": [
                "langdock:langdock:terms"
              ]
            }
          ],
          "limitations": [
            "image_generation: Image-generation tool invokes a chosen available image model; dated September release names EU GPT-Image 2.5 Flare and Sunburst.",
            "image_editing: The release describes image editing and BYOK model setup has an image-editing capability flag; exhaustive per-model editing limits were not verified.",
            "usage_terms: As between customer/vendor, customer content rights belong to the customer; third-party model terms and rights restrictions remain applicable."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:images",
            "langdock:langdock:changes",
            "langdock:langdock:byok-models",
            "langdock:langdock:workspace",
            "langdock:langdock:terms"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:WORK-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Image generation and an administrator restriction are documented. General output ownership terms apply; editing and image-model-specific rights remain incomplete.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "image_generation",
              "question": "Can users generate images, with which models?",
              "support": "partial",
              "answer": "Create/image generation appears in Chat and paid offerings; the current image-model mapping was not established.",
              "evidenceIds": [
                "microsoft-copilot:ms-price-us"
              ]
            },
            {
              "id": "image_editing",
              "question": "Can users edit uploaded images?",
              "support": "unknown",
              "answer": "Can users edit uploaded images? Unverified after checking Copilot commercial comparison and release notes; current editing, model-specific cost, image policy and output licence terms not fully retrieved.",
              "evidenceIds": []
            },
            {
              "id": "admin_control",
              "question": "Can admins restrict image generation?",
              "support": "supported",
              "answer": "An authorized administrator can allow or prevent supported image generation under Copilot Settings. Availability depends on the tenant licence, enabled features and rollout; group-level behavior was not tested.",
              "evidenceIds": [
                "microsoft-copilot:microsoft-copilot:r4-image-admin"
              ]
            },
            {
              "id": "usage_terms",
              "question": "What usage rights apply to output?",
              "support": "partial",
              "answer": "The commercial Generative AI Product Terms treat output as Customer Data and state Microsoft does not own it. A complete image-model-specific rights or third-party restriction matrix was not verified.",
              "evidenceIds": [
                "microsoft-copilot:microsoft-copilot:r4-online-service-terms"
              ]
            }
          ],
          "limitations": [
            "Image editing remains unverified.",
            "Administrator image-generation controls are documented; full image-model-specific output rights remain unverified."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-25",
          "evidenceIds": [
            "microsoft-copilot:ms-price-us",
            "microsoft-copilot:microsoft-copilot:r4-image-admin",
            "microsoft-copilot:microsoft-copilot:r4-online-service-terms"
          ]
        }
      ]
    },
    {
      "id": "WORK-05",
      "title": "Voice and meetings",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record dictation, read-aloud, live voice conversation, meeting transcription and summarisation, supported languages including Swiss German speech, and where audio is processed.",
      "questions": [
        {
          "id": "dictation",
          "question": "Can users dictate prompts?"
        },
        {
          "id": "read_aloud",
          "question": "Can answers be read aloud?"
        },
        {
          "id": "voice_conversation",
          "question": "Is a live voice mode available?"
        },
        {
          "id": "meeting_summaries",
          "question": "Are meetings transcribed and summarised?"
        },
        {
          "id": "swiss_german_speech",
          "question": "Is Swiss German speech recognised?"
        }
      ],
      "products": [
        {
          "productId": "langdock",
          "claimId": "langdock:WORK-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Audio/meeting-source integrations are documented; live voice and Swiss German remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "dictation",
              "question": "Can users dictate prompts?",
              "support": "unknown",
              "answer": "Can users dictate prompts? Unknown. Dictation, native live voice, audio processing-region mapping and Swiss German recognition were not established in the user guide or client pages.",
              "evidenceIds": []
            },
            {
              "id": "read_aloud",
              "question": "Can answers be read aloud?",
              "support": "partial",
              "answer": "ElevenLabs integration offers text-to-speech using a customer API key; this is not a guaranteed native read-aloud control.",
              "evidenceIds": [
                "langdock:langdock:integrations"
              ]
            },
            {
              "id": "voice_conversation",
              "question": "Is a live voice mode available?",
              "support": "unknown",
              "answer": "Is a live voice mode available? Unknown. Dictation, native live voice, audio processing-region mapping and Swiss German recognition were not established in the user guide or client pages.",
              "evidenceIds": []
            },
            {
              "id": "meeting_summaries",
              "question": "Are meetings transcribed and summarised?",
              "support": "partial",
              "answer": "Google Meet/Zoom and ElevenLabs integrations can retrieve transcripts; source recordings and processing depend on the connected service. No native meeting-bot transcription fixture was run.",
              "evidenceIds": [
                "langdock:langdock:integrations"
              ]
            },
            {
              "id": "swiss_german_speech",
              "question": "Is Swiss German speech recognised?",
              "support": "unknown",
              "answer": "Is Swiss German speech recognised? Unknown. Dictation, native live voice, audio processing-region mapping and Swiss German recognition were not established in the user guide or client pages.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "read_aloud: ElevenLabs integration offers text-to-speech using a customer API key; this is not a guaranteed native read-aloud control.",
            "meeting_summaries: Google Meet/Zoom and ElevenLabs integrations can retrieve transcripts; source recordings and processing depend on the connected service. No native meeting-bot transcription fixture was run.",
            "Unverified dictation, voice_conversation, swiss_german_speech: Dictation, native live voice, audio processing-region mapping and Swiss German recognition were not established in the user guide or client pages."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:integrations"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:WORK-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Work-account dictation, read-aloud and live voice are documented with availability limits.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "dictation",
              "question": "Can users dictate prompts?",
              "support": "supported",
              "answer": "Work/school dictation sends speech to Microsoft for transcription without retaining dictation audio.",
              "evidenceIds": [
                "microsoft-copilot:ms-voice"
              ]
            },
            {
              "id": "read_aloud",
              "question": "Can answers be read aloud?",
              "support": "supported",
              "answer": "Read-aloud uses client-side text-to-speech.",
              "evidenceIds": [
                "microsoft-copilot:ms-voice"
              ]
            },
            {
              "id": "voice_conversation",
              "question": "Is a live voice mode available?",
              "support": "partial",
              "answer": "Live voice is documented for work/school accounts, subject to subscription and region; feedback audio is removed after 48 hours.",
              "evidenceIds": [
                "microsoft-copilot:ms-voice"
              ]
            },
            {
              "id": "meeting_summaries",
              "question": "Are meetings transcribed and summarised?",
              "support": "unknown",
              "answer": "Are meetings transcribed and summarised? Unverified after checking Copilot Voice and work-language pages; meeting transcription prerequisites and Swiss German dialect recognition not tested or established.",
              "evidenceIds": []
            },
            {
              "id": "swiss_german_speech",
              "question": "Is Swiss German speech recognised?",
              "support": "unknown",
              "answer": "Is Swiss German speech recognised? Unverified after checking Copilot Voice and work-language pages; meeting transcription prerequisites and Swiss German dialect recognition not tested or established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: meeting_summaries, swiss_german_speech.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-voice"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:WORK-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "File analysis, charts and editable document generation are documented; execution-location detail is incomplete.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "data_analysis",
              "question": "Can it analyse spreadsheets with executed code?",
              "support": "partial",
              "answer": "The data-analysis guide documents spreadsheet metrics/calculations; exact executed-code sandbox/model configuration was not verified.",
              "evidenceIds": [
                "langdock:langdock:analysis"
              ]
            },
            {
              "id": "charts",
              "question": "Can it produce charts?",
              "support": "supported",
              "answer": "Charts and downloadable chart images are supported in the guide.",
              "evidenceIds": [
                "langdock:langdock:analysis"
              ]
            },
            {
              "id": "office_file_output",
              "question": "Can it create Word, Excel or PowerPoint files?",
              "support": "supported",
              "answer": "Analysis lists Excel/CSV/Word/PDF/JSON; changelog and agent file templates also describe PowerPoint.",
              "evidenceIds": [
                "langdock:langdock:analysis",
                "langdock:langdock:changes"
              ]
            },
            {
              "id": "canvas_editing",
              "question": "Is there a document or canvas editor for iterating on output?",
              "support": "partial",
              "answer": "Document Editor replaces Canvas; it exports Markdown/Word/PDF but cannot directly edit imported Word/PDF files.",
              "evidenceIds": [
                "langdock:langdock:editor"
              ]
            }
          ],
          "limitations": [
            "data_analysis: The data-analysis guide documents spreadsheet metrics/calculations; exact executed-code sandbox/model configuration was not verified.",
            "canvas_editing: Document Editor replaces Canvas; it exports Markdown/Word/PDF but cannot directly edit imported Word/PDF files."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:analysis",
            "langdock:langdock:changes",
            "langdock:langdock:editor"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:WORK-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Python execution and downloadable Office files are documented.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-paid",
              "m365-apps"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Paid Microsoft Copilot with code interpreter/eligible Agent Builder agents; generated Word/Excel/PowerPoint files as documented for Chat",
            "addOns": [
              "Eligible Microsoft 365 base subscription",
              "Paid Microsoft Copilot add-on; called Microsoft 365 Copilot in some source pages",
              "Source-service credentials/subscriptions and Purview entitlements where required"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              }
            ]
          },
          "questions": [
            {
              "id": "data_analysis",
              "question": "Can it analyse spreadsheets with executed code?",
              "support": "supported",
              "answer": "In the paid Copilot/eligible agent code-interpreter path, LLM-generated Python runs in isolated Azure VMs with no network traffic.",
              "evidenceIds": [
                "microsoft-copilot:ms-code-r2"
              ]
            },
            {
              "id": "charts",
              "question": "Can it produce charts?",
              "support": "supported",
              "answer": "The same paid code-interpreter path can generate data visualizations.",
              "evidenceIds": [
                "microsoft-copilot:ms-code-r2"
              ]
            },
            {
              "id": "office_file_output",
              "question": "Can it create Word, Excel or PowerPoint files?",
              "support": "supported",
              "answer": "Chat's Word/Excel/PowerPoint agents generate files: Word/Excel download; PowerPoint uses OneDrive when available, otherwise download.",
              "evidenceIds": [
                "microsoft-copilot:ms-chat-privacy-r2"
              ]
            },
            {
              "id": "canvas_editing",
              "question": "Is there a document or canvas editor for iterating on output?",
              "support": "unknown",
              "answer": "Notebook instruction editing does not establish an editor for generated output. Output-canvas behavior remains unverified after checking code-interpreter, file-generation and notebook instruction documentation.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "No analysis entitlement is inferred for every included-Chat client. Scope uses the paid Copilot code path explicitly named by the security architecture.",
            "No spreadsheet/formula or editable-PowerPoint fixture was run. Notebook instruction sharing is not counted as an output canvas."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-code-r2",
            "microsoft-copilot:ms-chat-privacy-r2"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:WORK-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Shared projects expose chats/files, and Teams channels support group interaction.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "teams"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business/Enterprise workspace sharing; Teams bot requires workspace-admin setup and Microsoft tenant installation",
            "addOns": [
              "Microsoft Teams access; bot installed and permitted by tenant admin"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              },
              {
                "id": "teams",
                "name": "Langdock Teams bot",
                "type": "teams-app"
              }
            ]
          },
          "questions": [
            {
              "id": "share_chats",
              "question": "Can chats be shared inside the organisation?",
              "support": "supported",
              "answer": "Workspace chat-link sharing is managed under account shared chats.",
              "evidenceIds": [
                "langdock:langdock:account"
              ]
            },
            {
              "id": "team_spaces",
              "question": "Are shared projects or workspaces available?",
              "support": "supported",
              "answer": "Projects shared with users/groups include all current and future project chats, files and instructions; cannot share a project to the whole workspace.",
              "evidenceIds": [
                "langdock:langdock:projects"
              ]
            },
            {
              "id": "group_chat",
              "question": "Can several people chat together with the AI?",
              "support": "supported",
              "answer": "Teams channel threads allow several people to participate with @Langdock.",
              "evidenceIds": [
                "langdock:langdock:teams"
              ]
            },
            {
              "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? Unknown. No cross-group source-boundary sharing fixture was run; project sharing does not by itself prove permission-safe redistribution of generated answers.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified share_permission_boundary: No cross-group source-boundary sharing fixture was run; project sharing does not by itself prove permission-safe redistribution of generated answers."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:account",
            "langdock:langdock:projects",
            "langdock:langdock:teams"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:WORK-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Shared notebooks and agents are documented; chat-sharing boundaries remain untested.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "share_chats",
              "question": "Can chats be shared inside the organisation?",
              "support": "unknown",
              "answer": "Can chats be shared inside the organisation? Unverified after checking notebook sharing and Agent Builder limitations; no cross-group chat-sharing or group-chat test.",
              "evidenceIds": []
            },
            {
              "id": "team_spaces",
              "question": "Are shared projects or workspaces available?",
              "support": "supported",
              "answer": "Users can collaborate on shared notebooks and share agents.",
              "evidenceIds": [
                "microsoft-copilot:ms-notebook-instructions",
                "microsoft-copilot:ms-agents"
              ]
            },
            {
              "id": "group_chat",
              "question": "Can several people chat together with the AI?",
              "support": "unknown",
              "answer": "Can several people chat together with the AI? Unverified after checking notebook sharing and Agent Builder limitations; no cross-group chat-sharing or group-chat test.",
              "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? Unverified after checking notebook sharing and Agent Builder limitations; no cross-group chat-sharing or group-chat test.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: share_chats, group_chat, share_permission_boundary."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-notebook-instructions",
            "microsoft-copilot:ms-agents"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:WORK-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Five interface languages are documented; quality and accessibility have not been audited.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "ui_languages",
              "question": "Which UI languages are offered?",
              "support": "supported",
              "answer": "English, German, Spanish, French and Italian are listed in Account Preferences.",
              "evidenceIds": [
                "langdock:langdock:account"
              ]
            },
            {
              "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? Unknown. No authenticated language-quality/admin-translation inspection or WCAG conformance report was established.",
              "evidenceIds": []
            },
            {
              "id": "accessibility_statement",
              "question": "Is there a WCAG conformance statement?",
              "support": "unknown",
              "answer": "Is there a WCAG conformance statement? Unknown. No authenticated language-quality/admin-translation inspection or WCAG conformance report was established.",
              "evidenceIds": []
            },
            {
              "id": "admin_ui_languages",
              "question": "Is the admin interface available in German?",
              "support": "unknown",
              "answer": "Is the admin interface available in German? Unknown. No authenticated language-quality/admin-translation inspection or WCAG conformance report was established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified dach_language_quality, accessibility_statement, admin_ui_languages: No authenticated language-quality/admin-translation inspection or WCAG conformance report was established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:account"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:WORK-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Microsoft lists the target European languages; naturalness and conformance remain unchecked.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "ui_languages",
              "question": "Which UI languages are offered?",
              "support": "supported",
              "answer": "Microsoft lists English, German, French and Italian among supported work languages and states localization.",
              "evidenceIds": [
                "microsoft-copilot:ms-language"
              ]
            },
            {
              "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? Unverified after checking supported-language page; no localized UI inspection, admin-language pass or product-specific WCAG report.",
              "evidenceIds": []
            },
            {
              "id": "accessibility_statement",
              "question": "Is there a WCAG conformance statement?",
              "support": "unknown",
              "answer": "Is there a WCAG conformance statement? Unverified after checking supported-language page; no localized UI inspection, admin-language pass or product-specific WCAG report.",
              "evidenceIds": []
            },
            {
              "id": "admin_ui_languages",
              "question": "Is the admin interface available in German?",
              "support": "unknown",
              "answer": "Is the admin interface available in German? Unverified after checking supported-language page; no localized UI inspection, admin-language pass or product-specific WCAG report.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Localization availability is documented; linguistic quality was not observed."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-language"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:ADM-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business includes SAML SSO and verified domains; MFA relies on the identity provider.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "sso_protocols",
              "question": "Which SSO protocols and identity providers work?",
              "support": "supported",
              "answer": "SAML 2.0 with Entra ID, Google Workspace and Okta; account docs also name Google/Microsoft SSO.",
              "evidenceIds": [
                "langdock:langdock:saml",
                "langdock:langdock:account"
              ]
            },
            {
              "id": "sso_plan",
              "question": "Which plan includes SSO?",
              "support": "supported",
              "answer": "Business up to 1000 users includes SSO, SCIM and SAML.",
              "evidenceIds": [
                "langdock:langdock:billing"
              ]
            },
            {
              "id": "mfa",
              "question": "Can MFA be enforced?",
              "support": "partial",
              "answer": "No standalone Langdock MFA; SAML identity provider enforces MFA.",
              "evidenceIds": [
                "langdock:langdock:saml"
              ]
            },
            {
              "id": "conditional_access",
              "question": "Do Entra conditional-access policies apply?",
              "support": "unknown",
              "answer": "Do Entra conditional-access policies apply? Unknown. OIDC/LDAP enterprise options and a tested Entra Conditional Access compatibility matrix were not established.",
              "evidenceIds": []
            },
            {
              "id": "domain_capture",
              "question": "Can the company claim its email domain?",
              "support": "supported",
              "answer": "Join by domain and verified email domains are prerequisites for SAML; SAML remains required on those verified domains.",
              "evidenceIds": [
                "langdock:langdock:saml"
              ]
            }
          ],
          "limitations": [
            "mfa: No standalone Langdock MFA; SAML identity provider enforces MFA.",
            "Unverified conditional_access: OIDC/LDAP enterprise options and a tested Entra Conditional Access compatibility matrix were not established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:saml",
            "langdock:langdock:account",
            "langdock:langdock:billing"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:ADM-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Microsoft 365 identity, MFA and conditional-access setup are documented.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "sso_protocols",
              "question": "Which SSO protocols and identity providers work?",
              "support": "partial",
              "answer": "Copilot uses Microsoft 365/Entra work accounts; exact application protocol and direct LDAP alternatives were not verified.",
              "evidenceIds": [
                "microsoft-copilot:ms-price-us"
              ]
            },
            {
              "id": "sso_plan",
              "question": "Which plan includes SSO?",
              "support": "supported",
              "answer": "Chat requires an eligible M365 account; paid access adds a Copilot licence.",
              "evidenceIds": [
                "microsoft-copilot:ms-price-us"
              ]
            },
            {
              "id": "mfa",
              "question": "Can MFA be enforced?",
              "support": "supported",
              "answer": "Deployment guidance documents enforcing MFA through Entra policies.",
              "evidenceIds": [
                "microsoft-copilot:ms-setup"
              ]
            },
            {
              "id": "conditional_access",
              "question": "Do Entra conditional-access policies apply?",
              "support": "partial",
              "answer": "Setup guidance documents conditional access, including SharePoint tenant-level policies.",
              "evidenceIds": [
                "microsoft-copilot:ms-setup"
              ]
            },
            {
              "id": "domain_capture",
              "question": "Can the company claim its email domain?",
              "support": "unknown",
              "answer": "Can the company claim its email domain? Unverified after checking Copilot licence and deployment guidance; no trial SSO login or domain-claim test.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: domain_capture.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-price-us",
            "microsoft-copilot:ms-setup"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:ADM-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "SCIM synchronizes users/groups and preserves functioning ownerless agents.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "scim",
              "question": "Is SCIM provisioning supported?",
              "support": "supported",
              "answer": "SCIM 2.0 via Entra, with prior SAML and verified domains.",
              "evidenceIds": [
                "langdock:langdock:scim"
              ]
            },
            {
              "id": "group_sync",
              "question": "Are identity-provider groups synced?",
              "support": "supported",
              "answer": "Entra SCIM group sync is documented and can be disabled; default group roles are separately configurable.",
              "evidenceIds": [
                "langdock:langdock:scim-entra",
                "langdock:langdock:workspace"
              ]
            },
            {
              "id": "jit_provisioning",
              "question": "Are users created at first login?",
              "support": "unknown",
              "answer": "Are users created at first login? Unknown. Just-in-time first-login provisioning and complete user-chat/knowledge ownership effects were not tested or fully specified.",
              "evidenceIds": []
            },
            {
              "id": "deprovisioning",
              "question": "What happens to a removed user's data and shared assets?",
              "support": "partial",
              "answer": "Entra Update removes unassigned/blocked/soft-deleted memberships when enabled. Agents become unassigned, continue to work and need a new owner before editing; sync-folder owner removal can interrupt refresh.",
              "evidenceIds": [
                "langdock:langdock:scim-entra",
                "langdock:langdock:leaver",
                "langdock:langdock:sync"
              ]
            },
            {
              "id": "seat_assignment",
              "question": "Can admins assign and reclaim seats?",
              "support": "partial",
              "answer": "Admins assign roles/plans in member management; exact reclaimed-seat billing rules depend on subscription.",
              "evidenceIds": [
                "langdock:langdock:workspace"
              ]
            }
          ],
          "limitations": [
            "deprovisioning: Entra Update removes unassigned/blocked/soft-deleted memberships when enabled. Agents become unassigned, continue to work and need a new owner before editing; sync-folder owner removal can interrupt refresh.",
            "seat_assignment: Admins assign roles/plans in member management; exact reclaimed-seat billing rules depend on subscription.",
            "Unverified jit_provisioning: Just-in-time first-login provisioning and complete user-chat/knowledge ownership effects were not tested or fully specified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:scim",
            "langdock:langdock:scim-entra",
            "langdock:langdock:workspace",
            "langdock:langdock:leaver",
            "langdock:langdock:sync"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:ADM-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Seat assignment is tenant-managed; provisioning and content-transfer details remain open.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "scim",
              "question": "Is SCIM provisioning supported?",
              "support": "unknown",
              "answer": "Is SCIM provisioning supported? Unverified after checking Microsoft Copilot setup; SCIM/JIT, group provisioning and leaver asset transfer were not separately documented or tested.",
              "evidenceIds": []
            },
            {
              "id": "group_sync",
              "question": "Are identity-provider groups synced?",
              "support": "unknown",
              "answer": "Are identity-provider groups synced? Unverified after checking Microsoft Copilot setup; SCIM/JIT, group provisioning and leaver asset transfer were not separately documented or tested.",
              "evidenceIds": []
            },
            {
              "id": "jit_provisioning",
              "question": "Are users created at first login?",
              "support": "unknown",
              "answer": "Are users created at first login? Unverified after checking Microsoft Copilot setup; SCIM/JIT, group provisioning and leaver asset transfer were not separately documented or tested.",
              "evidenceIds": []
            },
            {
              "id": "deprovisioning",
              "question": "What happens to a removed user's data and shared assets?",
              "support": "unknown",
              "answer": "What happens to a removed user's data and shared assets? Unverified after checking Microsoft Copilot setup; SCIM/JIT, group provisioning and leaver asset transfer were not separately documented or tested.",
              "evidenceIds": []
            },
            {
              "id": "seat_assignment",
              "question": "Can admins assign and reclaim seats?",
              "support": "supported",
              "answer": "M365 administrators assign purchased Copilot licences to users.",
              "evidenceIds": [
                "microsoft-copilot:ms-setup"
              ]
            }
          ],
          "limitations": [
            "Unverified parts: scim, group_sync, jit_provisioning, deprovisioning."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-setup"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:ADM-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "System/custom roles and delegated groups govern product and action permissions.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_roles",
              "question": "Which admin roles exist, and can admin rights be delegated?",
              "support": "supported",
              "answer": "Member, Editor, Admin, up to five custom roles and extra permissions; group admins are separate from workspace admins.",
              "evidenceIds": [
                "langdock:langdock:roles"
              ]
            },
            {
              "id": "groups",
              "question": "Can permissions be set per group?",
              "support": "supported",
              "answer": "Groups can be SCIM-synced, admin-created or user-created if allowed; group rights and resources are distinct from system roles.",
              "evidenceIds": [
                "langdock:langdock:workspace"
              ]
            },
            {
              "id": "feature_toggles",
              "question": "Which features can be switched on or off per group?",
              "support": "partial",
              "answer": "Role permissions plus integration/action sharing can target people/groups. Global chat/agent capabilities include search, images and file work; universal per-group toggle parity was not established.",
              "evidenceIds": [
                "langdock:langdock:roles",
                "langdock:langdock:actions",
                "langdock:langdock:workspace"
              ]
            },
            {
              "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? Unknown. Subsidiary/contract-level isolation beyond group and workspace boundaries was not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "feature_toggles: Role permissions plus integration/action sharing can target people/groups. Global chat/agent capabilities include search, images and file work; universal per-group toggle parity was not established.",
            "Unverified multi_entity: Subsidiary/contract-level isolation beyond group and workspace boundaries was not established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:roles",
            "langdock:langdock:workspace",
            "langdock:langdock:actions"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:ADM-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Administrative roles and selected group-targeted controls are documented.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_roles",
              "question": "Which admin roles exist, and can admin rights be delegated?",
              "support": "supported",
              "answer": "M365, SharePoint, Purview and billing functions use distinct administrator roles.",
              "evidenceIds": [
                "microsoft-copilot:ms-setup",
                "microsoft-copilot:ms-cost-setup"
              ]
            },
            {
              "id": "groups",
              "question": "Can permissions be set per group?",
              "support": "supported",
              "answer": "Web-search and Anthropic settings can target groups.",
              "evidenceIds": [
                "microsoft-copilot:ms-manage",
                "microsoft-copilot:ms-anthropic"
              ]
            },
            {
              "id": "feature_toggles",
              "question": "Which features can be switched on or off per group?",
              "support": "partial",
              "answer": "Admins control web search and Agent Builder; Anthropic access has separate user/group controls.",
              "evidenceIds": [
                "microsoft-copilot:ms-manage",
                "microsoft-copilot:ms-builder",
                "microsoft-copilot:ms-anthropic"
              ]
            },
            {
              "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? Unverified after checking Copilot admin controls; complete feature-by-group and subsidiary isolation behavior not tested.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "No disabled-feature test with two groups was performed."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-setup",
            "microsoft-copilot:ms-cost-setup",
            "microsoft-copilot:ms-manage",
            "microsoft-copilot:ms-anthropic",
            "microsoft-copilot:ms-builder"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:ADM-04",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Analytics and exports cover adoption and consumption with user-detail controls.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "adoption_dashboard",
              "question": "Is there an adoption dashboard?",
              "support": "supported",
              "answer": "Active users, message trends, agent/group counts and leaderboards are documented.",
              "evidenceIds": [
                "langdock:langdock:workspace"
              ]
            },
            {
              "id": "breakdowns",
              "question": "Can usage be broken down by group, model, feature and assistant?",
              "support": "supported",
              "answer": "Products, models, users, groups, API keys, agents, workflows, projects and add-ins have dashboard/export breakdowns.",
              "evidenceIds": [
                "langdock:langdock:workspace",
                "langdock:langdock:exports"
              ]
            },
            {
              "id": "export",
              "question": "Can usage data be exported?",
              "support": "supported",
              "answer": "CSV and Usage Export API, up to 12 months, one million rows per export and 15-minute generation limit.",
              "evidenceIds": [
                "langdock:langdock:exports"
              ]
            },
            {
              "id": "privacy_modes",
              "question": "Can per-person reporting be limited or pseudonymised?",
              "support": "supported",
              "answer": "User-level data toggle omits listed identifying fields from CSV; whole analytics can be disabled via support.",
              "evidenceIds": [
                "langdock:langdock:exports",
                "langdock:langdock:workspace"
              ]
            }
          ],
          "limitations": [],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:workspace",
            "langdock:langdock:exports"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:ADM-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Chat and paid usage reports are separate and have privacy controls.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "adoption_dashboard",
              "question": "Is there an adoption dashboard?",
              "support": "supported",
              "answer": "Microsoft publishes distinct paid Copilot and unlicensed Chat usage dashboards.",
              "evidenceIds": [
                "microsoft-copilot:ms-usage",
                "microsoft-copilot:ms-chat-usage"
              ]
            },
            {
              "id": "breakdowns",
              "question": "Can usage be broken down by group, model, feature and assistant?",
              "support": "partial",
              "answer": "Reports include application entry points and user activity; complete model/group/assistant breakdowns were not verified.",
              "evidenceIds": [
                "microsoft-copilot:ms-usage",
                "microsoft-copilot:ms-chat-usage"
              ]
            },
            {
              "id": "export",
              "question": "Can usage data be exported?",
              "support": "supported",
              "answer": "The Chat report exports all reported user usage as CSV.",
              "evidenceIds": [
                "microsoft-copilot:ms-chat-usage"
              ]
            },
            {
              "id": "privacy_modes",
              "question": "Can per-person reporting be limited or pseudonymised?",
              "support": "supported",
              "answer": "Identifying user, group and site fields are hidden by default; administrators can change report settings.",
              "evidenceIds": [
                "microsoft-copilot:ms-usage"
              ]
            }
          ],
          "limitations": [
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-usage",
            "microsoft-copilot:ms-chat-usage"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:ADM-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Chat/BYOK, workspace API and workflows have separate spend controls.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_visibility",
              "question": "Can admins see cost or consumption per user and group?",
              "support": "supported",
              "answer": "BYOK analytics show estimated USD from configured custom-model rates; API/extra usage has billed costs. These can differ from provider invoices.",
              "evidenceIds": [
                "langdock:langdock:workspace",
                "langdock:langdock:byok"
              ]
            },
            {
              "id": "budgets",
              "question": "Can budgets be set per user or group?",
              "support": "supported",
              "answer": "Workspace, plan, group, user and agent BYOK limits; personal extra limits; workflow workspace and individual limits.",
              "evidenceIds": [
                "langdock:langdock:byok-limits",
                "langdock:langdock:extra",
                "langdock:langdock:workflow-limits"
              ]
            },
            {
              "id": "budget_enforcement",
              "question": "Does reaching a budget alert, block or downgrade?",
              "support": "partial",
              "answer": "Chat/agents fall back; personal API errors; workflow AI runs stop. Current response overshoot, unpriced models and excluded backbone/workspace API/workflow costs limit a single-budget interpretation.",
              "evidenceIds": [
                "langdock:langdock:extra",
                "langdock:langdock:byok-limits",
                "langdock:langdock:workflow-limits"
              ]
            },
            {
              "id": "chargeback",
              "question": "Can costs be exported per cost centre?",
              "support": "partial",
              "answer": "Usage CSV/API include cost and department/company grouping fields; a full accounting chargeback integration was not established.",
              "evidenceIds": [
                "langdock:langdock:exports"
              ]
            }
          ],
          "limitations": [
            "budget_enforcement: Chat/agents fall back; personal API errors; workflow AI runs stop. Current response overshoot, unpriced models and excluded backbone/workspace API/workflow costs limit a single-budget interpretation.",
            "chargeback: Usage CSV/API include cost and department/company grouping fields; a full accounting chargeback integration was not established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:workspace",
            "langdock:langdock:byok",
            "langdock:langdock:byok-limits",
            "langdock:langdock:extra",
            "langdock:langdock:workflow-limits",
            "langdock:langdock:exports"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:ADM-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Metered-service cost management supports limits; exact stop semantics need verification.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_visibility",
              "question": "Can admins see cost or consumption per user and group?",
              "support": "partial",
              "answer": "The cost dashboard shows credit consumption and billing configuration; complete cost-centre mapping was not verified.",
              "evidenceIds": [
                "microsoft-copilot:ms-cost-setup"
              ]
            },
            {
              "id": "budgets",
              "question": "Can budgets be set per user or group?",
              "support": "supported",
              "answer": "Policies support monthly spending limits and optional per-user limits.",
              "evidenceIds": [
                "microsoft-copilot:ms-cost-setup"
              ]
            },
            {
              "id": "budget_enforcement",
              "question": "Does reaching a budget alert, block or downgrade?",
              "support": "partial",
              "answer": "The setup describes limits on monthly credit spend, but overshoot, timing and enforcement were not tested.",
              "evidenceIds": [
                "microsoft-copilot:ms-cost-setup"
              ]
            },
            {
              "id": "chargeback",
              "question": "Can costs be exported per cost centre?",
              "support": "unknown",
              "answer": "Can costs be exported per cost centre? Unverified after checking Copilot Credits cost management and rate documentation; chargeback exports and enforced-stop timing not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Prepaid-credit exhaustion alone can continue into PAYG; it is not itself a hard budget."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-cost-setup"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:ADM-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise dedicated deployment documents separate administrative-event and conversation-content export APIs. Cloud content export requires workspace enablement and is outside this dedicated finding.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "api"
            ],
            "version": "Public documentation checked 2026-10-26",
            "plan": "Enterprise dedicated deployment: administrative and resource APIs plus separately enabled Compliance API; Business Cloud outside this finding",
            "addOns": [
              "Dedicated Enterprise deployment and relevant API scopes; Compliance API deployment enablement"
            ],
            "deploymentMode": "dedicated-instance",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              },
              {
                "id": "api",
                "name": "Langdock public APIs and agent MCP server",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_events",
              "question": "Are admin and security events logged?",
              "support": "partial",
              "answer": "API logs workspace/model/role/skill/action/workflow changes and failed logins with actor/IP/diff; immutable storage guarantees were not verified.",
              "evidenceIds": [
                "langdock:langdock:audit"
              ]
            },
            {
              "id": "content_logging",
              "question": "Can prompts and answers be retained for compliance, and is it configurable?",
              "support": "partial",
              "answer": "Dedicated deployments serve the Compliance API unless disabled for that deployment. A key with the Compliance API scope is required. Conversation message content and tool inputs/outputs are included only when include_message_content=true and include_action_results=true are both set. On Cloud the scope is hidden and requests return 404 until workspace enablement; Business Cloud entitlement is not inferred.",
              "evidenceIds": [
                "langdock:langdock:compliance-rev2-20261026"
              ]
            },
            {
              "id": "siem_export",
              "question": "Can logs stream to a SIEM or be exported?",
              "support": "supported",
              "answer": "Cursor-paginated event API is documented for SIEM ingestion, under AUDIT_LOG_API scope.",
              "evidenceIds": [
                "langdock:langdock:audit"
              ]
            },
            {
              "id": "ediscovery",
              "question": "Are eDiscovery and legal hold supported?",
              "support": "unknown",
              "answer": "Are eDiscovery and legal hold supported? Unknown. Native legal hold/eDiscovery and audit integrity guarantees were not established. Rechecked 2026-10-26 in Audit Logs API Overview, Export tool parameters and outputs.",
              "evidenceIds": []
            },
            {
              "id": "log_retention",
              "question": "How long are logs kept?",
              "support": "supported",
              "answer": "Administrative audit events have documented90-day retention. Conversation data follows the deployment workspace retention settings. A separate SaaS workflow pricing retention period is not asserted for this dedicated deployment.",
              "evidenceIds": [
                "langdock:langdock:audit",
                "langdock:langdock:workspace",
                "langdock:langdock:pricing"
              ]
            }
          ],
          "limitations": [
            "Audit events, usage rows and conversation-content exports are distinct API functions. The dedicated-deployment behavior is not universal Business Cloud availability."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-25",
          "evidenceIds": [
            "langdock:langdock:audit",
            "langdock:langdock:compliance-rev2",
            "langdock:langdock:workspace",
            "langdock:langdock:pricing",
            "langdock:langdock:compliance-rev2-20261026",
            "langdock:langdock:audit-20261026",
            "langdock:langdock:workspace-20261026",
            "langdock:langdock:pricing-20261026"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:ADM-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Purview provides interaction records and compliance retention, with licence-dependent policies.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_events",
              "question": "Are admin and security events logged?",
              "support": "supported",
              "answer": "With auditing enabled, Purview logs Copilot admin changes and user resource/agent metadata.",
              "evidenceIds": [
                "microsoft-copilot:ms-audit"
              ]
            },
            {
              "id": "content_logging",
              "question": "Can prompts and answers be retained for compliance, and is it configurable?",
              "support": "supported",
              "answer": "Prompts/responses are retained in Exchange-backed compliance copies; administrators can apply retention.",
              "evidenceIds": [
                "microsoft-copilot:ms-retention"
              ]
            },
            {
              "id": "siem_export",
              "question": "Can logs stream to a SIEM or be exported?",
              "support": "supported",
              "answer": "Purview supports export of Copilot audit events. Microsoft documents EXO CSV export and Office 365 Management Activity API streaming of CopilotInteraction events to a SIEM; this does not imply full prompt/response content in audit metadata.",
              "evidenceIds": [
                "microsoft-copilot:microsoft-copilot:r4-audit-export",
                "microsoft-copilot:microsoft-copilot:r4-audit-api"
              ]
            },
            {
              "id": "ediscovery",
              "question": "Are eDiscovery and legal hold supported?",
              "support": "supported",
              "answer": "Hidden interaction copies are searchable through eDiscovery and remain subject to holds.",
              "evidenceIds": [
                "microsoft-copilot:ms-retention"
              ]
            },
            {
              "id": "log_retention",
              "question": "How long are logs kept?",
              "support": "partial",
              "answer": "Audit Standard and Premium have distinct retention entitlements; a product-specific integrity and exact retention configuration was not verified.",
              "evidenceIds": [
                "microsoft-copilot:ms-audit-standard"
              ]
            }
          ],
          "limitations": [
            "Compliance copies differ from the visible chat history. No export or hold test was run."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-25",
          "evidenceIds": [
            "microsoft-copilot:ms-audit",
            "microsoft-copilot:ms-retention",
            "microsoft-copilot:ms-audit-standard",
            "microsoft-copilot:microsoft-copilot:r4-audit-export",
            "microsoft-copilot:microsoft-copilot:r4-audit-api"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:ADM-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Purview source filtering is documented; generic prompt/file PII redaction remains unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "pii_detection",
              "question": "Is personal data detected in prompts and files?",
              "support": "unknown",
              "answer": "Is personal data detected in prompts and files? Unknown. The full documentation indexes and official PII/redaction search did not establish generic detection, redaction behavior or configurable sensitive-number patterns; no AHV/IBAN fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "pii_action",
              "question": "Is it redacted, masked, blocked or only warned?",
              "support": "unknown",
              "answer": "Is it redacted, masked, blocked or only warned? Unknown. The full documentation indexes and official PII/redaction search did not establish generic detection, redaction behavior or configurable sensitive-number patterns; no AHV/IBAN fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "custom_patterns",
              "question": "Can admins add custom patterns or terms?",
              "support": "unknown",
              "answer": "Can admins add custom patterns or terms? Unknown. The full documentation indexes and official PII/redaction search did not establish generic detection, redaction behavior or configurable sensitive-number patterns; no AHV/IBAN fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "dlp_integration",
              "question": "Does it integrate with an existing DLP product?",
              "support": "partial",
              "answer": "Request-enabled Purview label policy can withhold content before AI access for supported Microsoft integrations, with substantial documented exclusions.",
              "evidenceIds": [
                "langdock:langdock:labels"
              ]
            },
            {
              "id": "filter_location",
              "question": "Where does filtering run?",
              "support": "partial",
              "answer": "The label check runs in Langdock integration code before permitted content reaches the AI; it is not a generic AHV/IBAN detector.",
              "evidenceIds": [
                "langdock:langdock:labels"
              ]
            }
          ],
          "limitations": [
            "dlp_integration: Request-enabled Purview label policy can withhold content before AI access for supported Microsoft integrations, with substantial documented exclusions.",
            "filter_location: The label check runs in Langdock integration code before permitted content reaches the AI; it is not a generic AHV/IBAN detector.",
            "Unverified pii_detection, pii_action, custom_patterns: The full documentation indexes and official PII/redaction search did not establish generic detection, redaction behavior or configurable sensitive-number patterns; no AHV/IBAN fixture was run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:labels"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:ADM-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Purview can block sensitive prompts when configured; its default policy simulates.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "pii_detection",
              "question": "Is personal data detected in prompts and files?",
              "support": "supported",
              "answer": "Purview DLP can match selected sensitive information types in prompts.",
              "evidenceIds": [
                "microsoft-copilot:ms-dlp"
              ]
            },
            {
              "id": "pii_action",
              "question": "Is it redacted, masked, blocked or only warned?",
              "support": "supported",
              "answer": "Configured policies prevent prompt processing; the default policy is simulation/alert mode.",
              "evidenceIds": [
                "microsoft-copilot:ms-dlp",
                "microsoft-copilot:ms-dlp-default"
              ]
            },
            {
              "id": "custom_patterns",
              "question": "Can admins add custom patterns or terms?",
              "support": "supported",
              "answer": "The Copilot DLP location supports custom sensitive-information types for prompt blocking. This control is in preview and subject to tenant rollout and licensing; the location does not scan files uploaded directly in prompts. No AHV/IBAN fixture was run.",
              "evidenceIds": [
                "microsoft-copilot:microsoft-copilot:r4-custom-dlp-types"
              ]
            },
            {
              "id": "dlp_integration",
              "question": "Does it integrate with an existing DLP product?",
              "support": "partial",
              "answer": "Microsoft Purview is the documented integration; base subscription entitlements determine available controls.",
              "evidenceIds": [
                "microsoft-copilot:ms-dlp",
                "microsoft-copilot:ms-setup"
              ]
            },
            {
              "id": "filter_location",
              "question": "Where does filtering run?",
              "support": "unknown",
              "answer": "Where does filtering run? Unverified after checking Purview DLP documentation; custom AHV/IBAN patterns, filtering geography and fixture behavior unverified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "No Swiss AHV or IBAN test was performed."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-25",
          "evidenceIds": [
            "microsoft-copilot:ms-dlp",
            "microsoft-copilot:ms-dlp-default",
            "microsoft-copilot:ms-setup",
            "microsoft-copilot:microsoft-copilot:r4-custom-dlp-types"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:ADM-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Instructions, disclaimers and agent compliance checks exist; prompt-level topic enforcement remains incomplete.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "org_instructions",
              "question": "Can admins set organisation-wide instructions?",
              "support": "partial",
              "answer": "Company description supplies up to 10000 characters in regular chats; agent/project instructions replace that field.",
              "evidenceIds": [
                "langdock:langdock:workspace"
              ]
            },
            {
              "id": "usage_notice",
              "question": "Can users be required to accept a usage policy?",
              "support": "partial",
              "answer": "Admins can set chat/folder disclaimers and custom guidance links; required acceptance is not established.",
              "evidenceIds": [
                "langdock:langdock:workspace"
              ]
            },
            {
              "id": "content_filters",
              "question": "Are content filters configurable?",
              "support": "partial",
              "answer": "Governance rules evaluate agent configurations when created/published, not every prompt; failure can lead to manual flag/disable.",
              "evidenceIds": [
                "langdock:langdock:gov"
              ]
            },
            {
              "id": "violation_reporting",
              "question": "Are policy hits visible to admins?",
              "support": "partial",
              "answer": "Rule severity/results and per-rule failure analytics are visible in Governance; runtime prompt-policy reporting was not established.",
              "evidenceIds": [
                "langdock:langdock:gov"
              ]
            }
          ],
          "limitations": [
            "org_instructions: Company description supplies up to 10000 characters in regular chats; agent/project instructions replace that field.",
            "usage_notice: Admins can set chat/folder disclaimers and custom guidance links; required acceptance is not established.",
            "content_filters: Governance rules evaluate agent configurations when created/published, not every prompt; failure can lead to manual flag/disable.",
            "violation_reporting: Rule severity/results and per-rule failure analytics are visible in Governance; runtime prompt-policy reporting was not established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:workspace",
            "langdock:langdock:gov"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:ADM-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Microsoft documents safety controls and policy metadata; organization-wide instruction enforcement remains unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "org_instructions",
              "question": "Can admins set organisation-wide instructions?",
              "support": "unknown",
              "answer": "Can admins set organisation-wide instructions? Unverified after checking Copilot privacy and audit schemas; organization-wide instructions and mandatory AUP acknowledgement not established.",
              "evidenceIds": []
            },
            {
              "id": "usage_notice",
              "question": "Can users be required to accept a usage policy?",
              "support": "unknown",
              "answer": "Can users be required to accept a usage policy? Unverified after checking Copilot privacy and audit schemas; organization-wide instructions and mandatory AUP acknowledgement not established.",
              "evidenceIds": []
            },
            {
              "id": "content_filters",
              "question": "Are content filters configurable?",
              "support": "partial",
              "answer": "Copilot documents harmful-content and prompt-injection protections; customer configurability was not established.",
              "evidenceIds": [
                "microsoft-copilot:ms-privacy"
              ]
            },
            {
              "id": "violation_reporting",
              "question": "Are policy hits visible to admins?",
              "support": "partial",
              "answer": "Audit resource metadata can include policy restrictions and prompt-injection detection; complete violation coverage was not established.",
              "evidenceIds": [
                "microsoft-copilot:ms-audit"
              ]
            }
          ],
          "limitations": [
            "Unverified parts: org_instructions, usage_notice.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-privacy",
            "microsoft-copilot:ms-audit"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:DATA-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Default Azure Frankfurt/EU storage and provider-specific inference are contractually distinguished.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "storage_region",
              "question": "Where are chats, files and indexes stored?",
              "support": "supported",
              "answer": "Terms Appendix 1 places files, prompts, outputs and embeddings in selected EU Azure data centres; Frankfurt named.",
              "evidenceIds": [
                "langdock:langdock:terms"
              ]
            },
            {
              "id": "inference_region",
              "question": "Where do model calls run, per provider?",
              "support": "supported",
              "answer": "Azure, OpenAI, Google, AWS Bedrock and Mistral have described EU routes. Opt-in Global Azure/Google/AWS/OpenAI routes can infer worldwide, including US; default model enablement is EU only.",
              "evidenceIds": [
                "langdock:langdock:terms",
                "langdock:langdock:dpa",
                "langdock:langdock:workspace"
              ]
            },
            {
              "id": "backups_logs_region",
              "question": "Where are backups, logs and telemetry?",
              "support": "partial",
              "answer": "DPA Appendix 2 places Sentry diagnostic data in EU; full backup/telemetry physical region matrix was not disclosed.",
              "evidenceIds": [
                "langdock:langdock:dpa"
              ]
            },
            {
              "id": "support_access_region",
              "question": "From where can vendor staff access data?",
              "support": "partial",
              "answer": "User-granted Support sharing expires after 72 hours and is unavailable on dedicated deployments; staff access geography is not specified.",
              "evidenceIds": [
                "langdock:langdock:account"
              ]
            },
            {
              "id": "swiss_hosting",
              "question": "Is Swiss hosting available?",
              "support": "partial",
              "answer": "Custom model setup allows CH region on some dedicated deployments, which does not prove end-to-end Swiss platform/support residency.",
              "evidenceIds": [
                "langdock:langdock:byok-models"
              ]
            },
            {
              "id": "residency_plan",
              "question": "Which plan or option provides residency?",
              "support": "supported",
              "answer": "Standard multi-tenant uses EU Azure; global model activation is a controller instruction under DPA section 8.",
              "evidenceIds": [
                "langdock:langdock:security",
                "langdock:langdock:dpa"
              ]
            }
          ],
          "limitations": [
            "backups_logs_region: DPA Appendix 2 places Sentry diagnostic data in EU; full backup/telemetry physical region matrix was not disclosed.",
            "swiss_hosting: Custom model setup allows CH region on some dedicated deployments, which does not prove end-to-end Swiss platform/support residency.",
            "support_access_region: User-granted Support sharing expires after 72 hours and is unavailable on dedicated deployments; staff access geography is not specified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:terms",
            "langdock:langdock:dpa",
            "langdock:langdock:workspace",
            "langdock:langdock:byok-models",
            "langdock:langdock:account",
            "langdock:langdock:security"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:DATA-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "EU/EFTA commitments have separate model, web-search and operational exceptions.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "storage_region",
              "question": "Where are chats, files and indexes stored?",
              "support": "partial",
              "answer": "Microsoft 365 tenant commitments govern interaction storage and OneDrive files; EUDB covers qualifying EU/EFTA configurations, not a universal Swiss-only deployment.",
              "evidenceIds": [
                "microsoft-copilot:ms-chat-privacy",
                "microsoft-copilot:ms-eudb"
              ]
            },
            {
              "id": "inference_region",
              "question": "Where do model calls run, per provider?",
              "support": "partial",
              "answer": "EU traffic has EUDB safeguards; optional Anthropic is excluded from EUDB and in-country processing commitments.",
              "evidenceIds": [
                "microsoft-copilot:ms-privacy",
                "microsoft-copilot:ms-anthropic"
              ]
            },
            {
              "id": "backups_logs_region",
              "question": "Where are backups, logs and telemetry?",
              "support": "partial",
              "answer": "EUDB includes pseudonymized personal system logs subject to limited-transfer exceptions; a separate backup/telemetry country map was not retrieved.",
              "evidenceIds": [
                "microsoft-copilot:ms-eudb"
              ]
            },
            {
              "id": "support_access_region",
              "question": "From where can vendor staff access data?",
              "support": "partial",
              "answer": "EUDB professional-services data is committed at rest; operational transfers remain possible. This does not prove EU-only staff access.",
              "evidenceIds": [
                "microsoft-copilot:ms-eudb"
              ]
            },
            {
              "id": "swiss_hosting",
              "question": "Is Swiss hosting available?",
              "support": "unknown",
              "answer": "Is Swiss hosting available? Unverified after checking Copilot privacy, EUDB and residency documentation; no comprehensive Swiss storage/inference/support matrix.",
              "evidenceIds": []
            },
            {
              "id": "residency_plan",
              "question": "Which plan or option provides residency?",
              "support": "partial",
              "answer": "Chat and paid Copilot use M365 commitments; model and service-specific exceptions must be applied separately.",
              "evidenceIds": [
                "microsoft-copilot:ms-edp",
                "microsoft-copilot:ms-anthropic"
              ]
            }
          ],
          "limitations": [
            "Bing web queries are outside EUDB. Anthropic opt-in changes the model-processing scope. No sovereign-cloud claims are made."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-chat-privacy",
            "microsoft-copilot:ms-eudb",
            "microsoft-copilot:ms-privacy",
            "microsoft-copilot:ms-anthropic",
            "microsoft-copilot:ms-edp"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:DATA-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Deployment minimums differ from Enterprise subscription entry.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Standard SaaS; Enterprise 1000+; managed dedicated 2000+; own cloud/on-premise 5000+",
            "addOns": [
              "Deployment and operations quoted"
            ],
            "deploymentMode": null,
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "multi_tenant_saas",
              "question": "Is a shared SaaS offered?",
              "support": "supported",
              "answer": "Standard multi-tenant SaaS is hosted on Microsoft Azure within EU.",
              "evidenceIds": [
                "langdock:langdock:security"
              ]
            },
            {
              "id": "dedicated_instance",
              "question": "Is a dedicated single-tenant instance offered, from what size?",
              "support": "supported",
              "answer": "Langdock-managed single-tenant SaaS from 2000+ seats.",
              "evidenceIds": [
                "langdock:langdock:security"
              ]
            },
            {
              "id": "customer_cloud",
              "question": "Can it run in the customer's own cloud account, from what size?",
              "support": "partial",
              "answer": "Customer-cloud dedicated deployment from 5000+ seats; detailed operator and feature allocation are contract-specific.",
              "evidenceIds": [
                "langdock:langdock:security"
              ]
            },
            {
              "id": "on_premise",
              "question": "Can the whole platform run on customer infrastructure, from what size?",
              "support": "partial",
              "answer": "Custom Kubernetes via Helm from 5000+ seats; operator split and infrastructure requirements are not public here.",
              "evidenceIds": [
                "langdock:langdock:security"
              ]
            },
            {
              "id": "air_gapped",
              "question": "Can it run without internet access?",
              "support": "unknown",
              "answer": "Can it run without internet access? Unknown. Air-gapped operation was not established. Thresholds are not universal feature or pricing entitlements.",
              "evidenceIds": []
            },
            {
              "id": "mode_feature_gaps",
              "question": "Which features are missing outside SaaS?",
              "support": "partial",
              "answer": "Dedicated lacks Support chat-sharing and password/profile editing in Langdock; other feature controls depend on deployment configuration. No exhaustive parity list was found.",
              "evidenceIds": [
                "langdock:langdock:account",
                "langdock:langdock:chat"
              ]
            }
          ],
          "limitations": [
            "customer_cloud: Customer-cloud dedicated deployment from 5000+ seats; detailed operator and feature allocation are contract-specific.",
            "on_premise: Custom Kubernetes via Helm from 5000+ seats; operator split and infrastructure requirements are not public here.",
            "mode_feature_gaps: Dedicated lacks Support chat-sharing and password/profile editing in Langdock; other feature controls depend on deployment configuration. No exhaustive parity list was found.",
            "Unverified air_gapped: Air-gapped operation was not established. Thresholds are not universal feature or pricing entitlements."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:security",
            "langdock:langdock:account",
            "langdock:langdock:chat"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:DATA-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The researched offering is Microsoft-operated tenant SaaS; other deployment contracts remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "multi_tenant_saas",
              "question": "Is a shared SaaS offered?",
              "support": "supported",
              "answer": "Enterprise protection documents isolated customer tenants in Microsoft 365.",
              "evidenceIds": [
                "microsoft-copilot:ms-edp"
              ]
            },
            {
              "id": "dedicated_instance",
              "question": "Is a dedicated single-tenant instance offered, from what size?",
              "support": "unknown",
              "answer": "Is a dedicated single-tenant instance offered, from what size? Unverified after checking Microsoft Copilot commercial plans and architecture; dedicated-instance, customer-cloud, full on-premises and air-gapped offerings and thresholds not established.",
              "evidenceIds": []
            },
            {
              "id": "customer_cloud",
              "question": "Can it run in the customer's own cloud account, from what size?",
              "support": "unknown",
              "answer": "Can it run in the customer's own cloud account, from what size? Unverified after checking Microsoft Copilot commercial plans and architecture; dedicated-instance, customer-cloud, full on-premises and air-gapped offerings and thresholds not established.",
              "evidenceIds": []
            },
            {
              "id": "on_premise",
              "question": "Can the whole platform run on customer infrastructure, from what size?",
              "support": "unknown",
              "answer": "Can the whole platform run on customer infrastructure, from what size? Unverified after checking Microsoft Copilot commercial plans and architecture; dedicated-instance, customer-cloud, full on-premises and air-gapped offerings and thresholds not established.",
              "evidenceIds": []
            },
            {
              "id": "air_gapped",
              "question": "Can it run without internet access?",
              "support": "unknown",
              "answer": "Can it run without internet access? Unverified after checking Microsoft Copilot commercial plans and architecture; dedicated-instance, customer-cloud, full on-premises and air-gapped offerings and thresholds not established.",
              "evidenceIds": []
            },
            {
              "id": "mode_feature_gaps",
              "question": "Which features are missing outside SaaS?",
              "support": "unknown",
              "answer": "Which features are missing outside SaaS? Unverified after checking Microsoft Copilot commercial plans and architecture; dedicated-instance, customer-cloud, full on-premises and air-gapped offerings and thresholds not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: dedicated_instance, customer_cloud, on_premise, air_gapped, mode_feature_gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-edp"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:DATA-03",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Microsoft Azure model routes use the contract-described no-training and Modified Abuse Monitoring configuration. Other providers are outside this finding.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business/Enterprise managed Microsoft Azure model routes only; BYOK and Fable/other-provider routes excluded",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default; explicitly selected global Azure models may infer outside EU",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "vendor_training",
              "question": "Does the vendor train on customer content?",
              "support": "supported",
              "answer": "Terms section9 prohibits Langdock use of customer data for model development, training or improvement.",
              "evidenceIds": [
                "langdock:langdock:terms-rev2"
              ]
            },
            {
              "id": "provider_training",
              "question": "Do model providers train on it under this product's contracts?",
              "support": "supported",
              "answer": "Appendix1 Microsoft Azure obligations exclude sharing customer prompts/files/embeddings with model developers and using them to train or improve models.",
              "evidenceIds": [
                "langdock:langdock:terms-rev2"
              ]
            },
            {
              "id": "provider_retention",
              "question": "How long do model providers keep prompts, including for abuse monitoring?",
              "support": "supported",
              "answer": "For the scoped Microsoft Azure model route, Langdock states Modified Abuse Monitoring disables provider storage of prompts/outputs for abuse monitoring. Platform conversation storage is separate.",
              "evidenceIds": [
                "langdock:langdock:terms-rev2"
              ]
            },
            {
              "id": "zero_retention",
              "question": "Is zero data retention available, and on which plan?",
              "support": "supported",
              "answer": "The Azure route has the Modified Abuse Monitoring zero-retention configuration described in Appendix1. This does not establish ZDR for arbitrary customer keys or other providers.",
              "evidenceIds": [
                "langdock:langdock:terms-rev2"
              ]
            },
            {
              "id": "human_review",
              "question": "Can provider staff review content?",
              "support": "supported",
              "answer": "Appendix1 states Azure human abuse review of the scoped prompts/outputs is disabled by Modified Abuse Monitoring.",
              "evidenceIds": [
                "langdock:langdock:terms-rev2"
              ]
            }
          ],
          "limitations": [
            "Fable5/5.1 and direct/OpenAI image/file exceptions are outside this Azure-only scope; no platform-wide ZDR claim is made."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:terms-rev2"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:DATA-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "No-training assertions and provider exceptions are recorded separately from customer retention.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "vendor_training",
              "question": "Does the vendor train on customer content?",
              "support": "partial",
              "answer": "Microsoft states commercial prompts, responses and Graph data do not train foundation models; the underlying DPA text was not inspected.",
              "evidenceIds": [
                "microsoft-copilot:ms-no-training"
              ]
            },
            {
              "id": "provider_training",
              "question": "Do model providers train on it under this product's contracts?",
              "support": "partial",
              "answer": "Microsoft makes the same foundation-model statement; separate Data Retention model terms require their own review.",
              "evidenceIds": [
                "microsoft-copilot:ms-no-training",
                "microsoft-copilot:ms-anthropic"
              ]
            },
            {
              "id": "provider_retention",
              "question": "How long do model providers keep prompts, including for abuse monitoring?",
              "support": "partial",
              "answer": "Some Anthropic models explicitly retain data under separate Anthropic terms; ordinary eligible subprocessor models are described differently. No universal retention period is established.",
              "evidenceIds": [
                "microsoft-copilot:ms-anthropic"
              ]
            },
            {
              "id": "zero_retention",
              "question": "Is zero data retention available, and on which plan?",
              "support": "partial",
              "answer": "Eligible Anthropic subprocessor offerings are described as not retaining customer content; this is not zero retention for M365 interactions.",
              "evidenceIds": [
                "microsoft-copilot:ms-anthropic"
              ]
            },
            {
              "id": "human_review",
              "question": "Can provider staff review content?",
              "support": "partial",
              "answer": "Copilot opts out of Azure OpenAI abuse-monitoring human review; Anthropic illegal-content safeguards are separate.",
              "evidenceIds": [
                "microsoft-copilot:ms-no-training",
                "microsoft-copilot:ms-anthropic"
              ]
            }
          ],
          "limitations": [
            "No-training statements remain vendor assertions pending direct contract verification. Stored tenant chat history is distinct from provider retention."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-no-training",
            "microsoft-copilot:ms-anthropic"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:DATA-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Admins control chat retention; file cleanup depends on all remaining references.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "default_retention",
              "question": "What is retained and for how long by default?",
              "support": "partial",
              "answer": "No universal default duration is specified. File retention depends on recent files, chats, agents, folders or knowledge links; workflow pricing lists 30-day run retention.",
              "evidenceIds": [
                "langdock:langdock:retention",
                "langdock:langdock:pricing"
              ]
            },
            {
              "id": "admin_retention",
              "question": "Can admins set retention periods?",
              "support": "supported",
              "answer": "Chat inactivity retention options are seven days, one/three/twelve months or forever, with daily irreversible deletion.",
              "evidenceIds": [
                "langdock:langdock:workspace"
              ]
            },
            {
              "id": "user_deletion",
              "question": "Can users delete their chats and files permanently?",
              "support": "partial",
              "answer": "Deleted chats become unavailable immediately; files belonging only to them are deleted at overnight cleanup. Files linked elsewhere remain; deleting a folder alone retains its files.",
              "evidenceIds": [
                "langdock:langdock:retention"
              ]
            },
            {
              "id": "contract_end_deletion",
              "question": "What is deleted at contract end, and when?",
              "support": "supported",
              "answer": "DPA section 11 requires deletion within 30 days of termination subject to legal retention, confirmation on request and export access until deletion.",
              "evidenceIds": [
                "langdock:langdock:dpa"
              ]
            }
          ],
          "limitations": [
            "default_retention: No universal default duration is specified. File retention depends on recent files, chats, agents, folders or knowledge links; workflow pricing lists 30-day run retention.",
            "user_deletion: Deleted chats become unavailable immediately; files belonging only to them are deleted at overnight cleanup. Files linked elsewhere remain; deleting a folder alone retains its files."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:retention",
            "langdock:langdock:pricing",
            "langdock:langdock:workspace",
            "langdock:langdock:dpa"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:DATA-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Purview governs retained Exchange copies of managed Copilot interactions; uploaded-file repository retention is outside this finding.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Managed work/school Microsoft Copilot and Copilot Chat with EDP; Exchange prompt/response copies governed by applicable Purview retention/holds",
            "addOns": [
              "Eligible Microsoft365 tenant",
              "Applicable Purview retention/eDiscovery licensing and configured policies"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "default_retention",
              "question": "What is retained and for how long by default?",
              "support": "partial",
              "answer": "Prompts/responses are logged in Exchange; retention depends on tenant policies. A universal default duration for uploaded files/indexes is not established and is excluded from this Exchange-interaction scope.",
              "evidenceIds": [
                "microsoft-copilot:ms-chat-privacy-r2",
                "microsoft-copilot:ms-retention-r2"
              ]
            },
            {
              "id": "admin_retention",
              "question": "Can admins set retention periods?",
              "support": "supported",
              "answer": "Purview can retain/delete interaction copies; retention and eDiscovery holds can suspend permanent deletion.",
              "evidenceIds": [
                "microsoft-copilot:ms-retention-r2"
              ]
            },
            {
              "id": "user_deletion",
              "question": "Can users delete their chats and files permanently?",
              "support": "partial",
              "answer": "Removing visible history does not immediately delete retained Exchange copies; retention/hold processing continues asynchronously.",
              "evidenceIds": [
                "microsoft-copilot:ms-retention-r2"
              ]
            },
            {
              "id": "contract_end_deletion",
              "question": "What is deleted at contract end, and when?",
              "support": "unknown",
              "answer": "What is deleted at contract end, and when? Unverified after checking Purview retention and privacy documentation; complete post-termination deletion terms were not retrieved.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Narrowed scope resolves the publication conflict for this finding: Exchange interaction copies are separate from uploaded-file repositories and temporary prompt context.",
            "No universal18-month file-retention promise or immediate-deletion guarantee is made. Full repository/post-termination behavior needs a separate source/tenant check."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-chat-privacy-r2",
            "microsoft-copilot:ms-retention-r2"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:DATA-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "DPA publishes seven default subprocessors and conditional Global routes with transfer mechanisms.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "subprocessor_list",
              "question": "Is a dated sub-processor list published?",
              "support": "supported",
              "answer": "DPA 2.1 Appendix 2 embeds the current named list; trust-centre subprocessor page needs client rendering and did not return text.",
              "evidenceIds": [
                "langdock:langdock:dpa"
              ]
            },
            {
              "id": "subprocessor_countries",
              "question": "Which countries do sub-processors operate in?",
              "support": "supported",
              "answer": "Default entities: Microsoft Ireland, AWS EMEA Luxembourg, Google Cloud EMEA Ireland, OpenAI Ireland, Mistral France, Sentry US and Cloudflare US; default processing column is EU. Global opt-ins include worldwide/US inference and Azure EU storage.",
              "evidenceIds": [
                "langdock:langdock:dpa"
              ]
            },
            {
              "id": "change_notification",
              "question": "Are customers notified of sub-processor changes?",
              "support": "supported",
              "answer": "At least 14 days before new/replaced subprocessor via public register and email only if subscribed; objection within 14 days of publication.",
              "evidenceIds": [
                "langdock:langdock:dpa"
              ]
            },
            {
              "id": "parent_jurisdiction",
              "question": "Which jurisdiction governs the vendor and its parent?",
              "support": "partial",
              "answer": "Langdock GmbH, Berlin, Germany is contracting entity. Parent-company ownership was not fully established.",
              "evidenceIds": [
                "langdock:langdock:terms"
              ]
            },
            {
              "id": "transfer_mechanism",
              "question": "Which transfer mechanism applies to non-EU/CH processing?",
              "support": "supported",
              "answer": "DPA lists EU-US/Swiss-US DPF, UK extension and EU/UK SCCs with Swiss addenda per provider; Global OpenAI lists EU/UK SCCs.",
              "evidenceIds": [
                "langdock:langdock:dpa"
              ]
            },
            {
              "id": "government_access_policy",
              "question": "Is there a published government-access or transparency policy?",
              "support": "partial",
              "answer": "Confidentiality clause requires minimizing legally compelled disclosure and notifying where legally permitted; no separate request statistics/transparency report was found.",
              "evidenceIds": [
                "langdock:langdock:terms"
              ]
            }
          ],
          "limitations": [
            "parent_jurisdiction: Langdock GmbH, Berlin, Germany is contracting entity. Parent-company ownership was not fully established.",
            "government_access_policy: Confidentiality clause requires minimizing legally compelled disclosure and notifying where legally permitted; no separate request statistics/transparency report was found."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:dpa",
            "langdock:langdock:terms"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:DATA-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Microsoft publishes subprocessor governance and change-notification routes; legal transfer details need direct contract review.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "subprocessor_list",
              "question": "Is a dated sub-processor list published?",
              "support": "partial",
              "answer": "The AI subprocessor overview links the Online Services Subprocessors List; a dated country-by-country copy was not downloaded.",
              "evidenceIds": [
                "microsoft-copilot:ms-subprocessors"
              ]
            },
            {
              "id": "subprocessor_countries",
              "question": "Which countries do sub-processors operate in?",
              "support": "unknown",
              "answer": "Which countries do sub-processors operate in? Unverified after checking AI subprocessor overview and linked Service Trust Portal; countries, contracting jurisdiction, transfer clauses and government-access policy not retrieved in this pass.",
              "evidenceIds": []
            },
            {
              "id": "change_notification",
              "question": "Are customers notified of sub-processor changes?",
              "support": "partial",
              "answer": "Customers can subscribe to list updates. Exact advance-notice periods were not established.",
              "evidenceIds": [
                "microsoft-copilot:ms-subprocessors"
              ]
            },
            {
              "id": "parent_jurisdiction",
              "question": "Which jurisdiction governs the vendor and its parent?",
              "support": "unknown",
              "answer": "Which jurisdiction governs the vendor and its parent? Unverified after checking AI subprocessor overview and linked Service Trust Portal; countries, contracting jurisdiction, transfer clauses and government-access policy not retrieved in this pass.",
              "evidenceIds": []
            },
            {
              "id": "transfer_mechanism",
              "question": "Which transfer mechanism applies to non-EU/CH processing?",
              "support": "unknown",
              "answer": "Which transfer mechanism applies to non-EU/CH processing? Unverified after checking AI subprocessor overview and linked Service Trust Portal; countries, contracting jurisdiction, transfer clauses and government-access policy not retrieved in this pass.",
              "evidenceIds": []
            },
            {
              "id": "government_access_policy",
              "question": "Is there a published government-access or transparency policy?",
              "support": "unknown",
              "answer": "Is there a published government-access or transparency policy? Unverified after checking AI subprocessor overview and linked Service Trust Portal; countries, contracting jurisdiction, transfer clauses and government-access policy not retrieved in this pass.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: subprocessor_countries, parent_jurisdiction, transfer_mechanism, government_access_policy.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-subprocessors"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:DATA-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "DPA automatically forms part of German-law terms; Swiss and sector materials need qualification.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "dpa",
              "question": "Is a DPA available, and is it negotiable?",
              "support": "partial",
              "answer": "Terms section 16 automatically incorporates public DPA 2.1; nonstandard instructions require written amendment, and negotiability is not promised.",
              "evidenceIds": [
                "langdock:langdock:terms",
                "langdock:langdock:dpa"
              ]
            },
            {
              "id": "revdsg_gdpr",
              "question": "Does the DPA cover revDSG and GDPR?",
              "support": "partial",
              "answer": "GDPR Article 28 governs; provider transfer table includes Swiss safeguards but a complete revDSG scope/addendum was not established.",
              "evidenceIds": [
                "langdock:langdock:dpa"
              ]
            },
            {
              "id": "governing_law",
              "question": "Which law and court govern the contract?",
              "support": "supported",
              "answer": "German law, Berlin exclusive jurisdiction; German language version binds over English translation.",
              "evidenceIds": [
                "langdock:langdock:terms"
              ]
            },
            {
              "id": "ai_act_materials",
              "question": "Is EU AI Act documentation provided?",
              "support": "partial",
              "answer": "Governance templates include EU AI Act/GDPR/security checks of agent definitions; these do not establish a complete product provider/deployer dossier.",
              "evidenceIds": [
                "langdock:langdock:pricing",
                "langdock:langdock:gov"
              ]
            },
            {
              "id": "sector_materials",
              "question": "Are FINMA or other sector materials provided?",
              "support": "partial",
              "answer": "Legal-links page advertises a Professional Secrecy Addendum in Trust Center; no FINMA package was obtained.",
              "evidenceIds": [
                "langdock:langdock:legal"
              ]
            }
          ],
          "limitations": [
            "dpa: Terms section 16 automatically incorporates public DPA 2.1; nonstandard instructions require written amendment, and negotiability is not promised.",
            "revdsg_gdpr: GDPR Article 28 governs; provider transfer table includes Swiss safeguards but a complete revDSG scope/addendum was not established.",
            "ai_act_materials: Governance templates include EU AI Act/GDPR/security checks of agent definitions; these do not establish a complete product provider/deployer dossier.",
            "sector_materials: Legal-links page advertises a Professional Secrecy Addendum in Trust Center; no FINMA package was obtained."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:terms",
            "langdock:langdock:dpa",
            "langdock:langdock:pricing",
            "langdock:langdock:gov",
            "langdock:langdock:legal"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:DATA-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise data protection links a DPA and Product Terms; no regulatory compliance verdict is made.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "dpa",
              "question": "Is a DPA available, and is it negotiable?",
              "support": "partial",
              "answer": "Microsoft says commercial Copilot/Chat are covered by its DPA and Product Terms; negotiability was not verified.",
              "evidenceIds": [
                "microsoft-copilot:ms-edp"
              ]
            },
            {
              "id": "revdsg_gdpr",
              "question": "Does the DPA cover revDSG and GDPR?",
              "support": "partial",
              "answer": "The enterprise protection page names GDPR; Swiss revDSG wording was not inspected.",
              "evidenceIds": [
                "microsoft-copilot:ms-edp"
              ]
            },
            {
              "id": "governing_law",
              "question": "Which law and court govern the contract?",
              "support": "unknown",
              "answer": "Which law and court govern the contract? Unverified after checking Enterprise data protection; the public DPA document index timed out, so law/court, AI Act and sector clauses remain unverified.",
              "evidenceIds": []
            },
            {
              "id": "ai_act_materials",
              "question": "Is EU AI Act documentation provided?",
              "support": "unknown",
              "answer": "Is EU AI Act documentation provided? Unverified after checking Enterprise data protection; the public DPA document index timed out, so law/court, AI Act and sector clauses remain unverified.",
              "evidenceIds": []
            },
            {
              "id": "sector_materials",
              "question": "Are FINMA or other sector materials provided?",
              "support": "unknown",
              "answer": "Are FINMA or other sector materials provided? Unverified after checking Enterprise data protection; the public DPA document index timed out, so law/court, AI Act and sector clauses remain unverified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: governing_law, ai_act_materials, sector_materials.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-edp"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:DATA-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "ISO 27001 and SOC 2 Type II are vendor claims pending certificate/report verification.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "iso_27001",
              "question": "ISO 27001 with scope and validity?",
              "support": "partial",
              "answer": "Security page claims Langdock ISO 27001; issuer, exact scope and validity were not retrieved.",
              "evidenceIds": [
                "langdock:langdock:security"
              ]
            },
            {
              "id": "soc2",
              "question": "SOC 2 type, period and covered service?",
              "support": "partial",
              "answer": "Security page claims SOC 2 Type II; report period/auditor/service scope was not retrieved.",
              "evidenceIds": [
                "langdock:langdock:security"
              ]
            },
            {
              "id": "c5",
              "question": "BSI C5 attestation?",
              "support": "unknown",
              "answer": "BSI C5 attestation? Unknown. No C5, other product certificate, issuer-register verification or gated report was established.",
              "evidenceIds": []
            },
            {
              "id": "other_certifications",
              "question": "Which other certificates (27701, 42001, TISAX)?",
              "support": "unknown",
              "answer": "Which other certificates (27701, 42001, TISAX)? Unknown. No C5, other product certificate, issuer-register verification or gated report was established.",
              "evidenceIds": []
            },
            {
              "id": "report_access",
              "question": "How can customers obtain reports?",
              "support": "partial",
              "answer": "Public legal-links page sends certificate/report requests to the Trust Center, which rendered no text in this access method.",
              "evidenceIds": [
                "langdock:langdock:legal"
              ]
            },
            {
              "id": "pentest",
              "question": "Are independent penetration test summaries available?",
              "support": "partial",
              "answer": "Vendor describes frequent independent penetration testing; no test report or bounded result was retrieved.",
              "evidenceIds": [
                "langdock:langdock:security"
              ]
            }
          ],
          "limitations": [
            "iso_27001: Security page claims Langdock ISO 27001; issuer, exact scope and validity were not retrieved.",
            "soc2: Security page claims SOC 2 Type II; report period/auditor/service scope was not retrieved.",
            "report_access: Public legal-links page sends certificate/report requests to the Trust Center, which rendered no text in this access method.",
            "pentest: Vendor describes frequent independent penetration testing; no test report or bounded result was retrieved.",
            "Unverified c5, other_certifications: No C5, other product certificate, issuer-register verification or gated report was established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:security",
            "langdock:langdock:legal"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:DATA-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "BSI’s public registry verifies Microsoft 365 ISMS/privacy certificates with validity through July 28, 2027. A Copilot-specific certificate schedule and current SOC/C5 reports remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "iso_27001",
              "question": "ISO 27001 with scope and validity?",
              "support": "partial",
              "answer": "BSI registry entry IS 552878 verifies Microsoft Corporation’s Microsoft 365 services ISMS against ISO/IEC 27001:2022, effective July 29, 2024 through July 28, 2027, under a February 14, 2024 applicability statement. Microsoft places Copilot under Microsoft 365 compliance commitments; the issuer entry does not separately enumerate Copilot, so exact app-scope verification remains incomplete.",
              "evidenceIds": [
                "microsoft-copilot:microsoft-copilot:r5-bsi-iso27001",
                "microsoft-copilot:microsoft-copilot:r5-copilot-compliance-boundary"
              ]
            },
            {
              "id": "soc2",
              "question": "SOC 2 type, period and covered service?",
              "support": "unknown",
              "answer": "Unresolved on 2026-10-26. Searched https://servicetrust.microsoft.com/ViewPage/HomePageV2 and its public search index, https://learn.microsoft.com/en-us/compliance/regulatory/offering-soc-2 and BSI’s Microsoft certificate directory. STP retrieval returned a JavaScript shell; indexed report/bridge-letter titles are not an inspected auditor opinion, audit period or Copilot-specific system description. No authenticated report was accessed.",
              "evidenceIds": []
            },
            {
              "id": "c5",
              "question": "BSI C5 attestation?",
              "support": "unknown",
              "answer": "Unresolved on 2026-10-26. Searched https://servicetrust.microsoft.com/ViewPage/HomePageV2 and its public report index plus https://learn.microsoft.com/en-us/compliance/regulatory/offering-soc-2 . Microsoft describes C5 controls in Office 365 SOC reporting, but a current C5 report and exact Copilot service scope/period were not retrieved; no Azure-only attestation was transferred to Copilot.",
              "evidenceIds": []
            },
            {
              "id": "other_certifications",
              "question": "Which other certificates (27701, 42001, TISAX)?",
              "support": "partial",
              "answer": "BSI PM 741035 verifies Microsoft 365 services’ processor privacy-management scope against ISO/IEC 27701:2019, effective July 29, 2024 through July 28, 2027. Microsoft’s public ISO 42001 page names Copilot/Chat, but its product-specific certificate issuer/validity were not obtained. No TISAX evidence or separately enumerated Copilot 27701 scope was verified.",
              "evidenceIds": [
                "microsoft-copilot:microsoft-copilot:r5-bsi-iso27701",
                "microsoft-copilot:microsoft-copilot:r5-iso42001-scope"
              ]
            },
            {
              "id": "report_access",
              "question": "How can customers obtain reports?",
              "support": "supported",
              "answer": "Customers use the Microsoft Service Trust Portal for audit reports. Some downloads require an Entra organizational cloud-services account and acceptance of a compliance-material NDA. No restricted document was accessed in this research.",
              "evidenceIds": [
                "microsoft-copilot:microsoft-copilot:r4-report-access"
              ]
            },
            {
              "id": "pentest",
              "question": "Are independent penetration test summaries available?",
              "support": "partial",
              "answer": "STP documents a Pen Test and Security Assessments category for third-party attestations. No Copilot-specific assessment scope, date or summary was downloaded.",
              "evidenceIds": [
                "microsoft-copilot:microsoft-copilot:r4-report-access"
              ]
            }
          ],
          "limitations": [
            "Registry verification covers the named Microsoft 365 ISMS/privacy scope; the issuer entries do not separately enumerate Copilot.",
            "No restricted Service Trust Portal document, Copilot ISO 42001 certificate schedule, current SOC 2 audit period or C5 report was inspected.",
            "Vendor-listed ISO 42001 scope is distinguished from issuer-verified ISO 27001/27701 metadata."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-25",
          "evidenceIds": [
            "microsoft-copilot:microsoft-copilot:r4-report-access",
            "microsoft-copilot:microsoft-copilot:r5-bsi-iso27001",
            "microsoft-copilot:microsoft-copilot:r5-bsi-iso27701",
            "microsoft-copilot:microsoft-copilot:r5-copilot-compliance-boundary",
            "microsoft-copilot:microsoft-copilot:r5-iso42001-scope"
          ]
        }
      ]
    },
    {
      "id": "DATA-08",
      "title": "Encryption and key control",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record encryption at rest and in transit, customer-managed keys (BYOK/HYOK), key location, and private networking (private link, IP allow-lists, VPN).",
      "questions": [
        {
          "id": "encryption_at_rest",
          "question": "Is data encrypted at rest?"
        },
        {
          "id": "customer_managed_keys",
          "question": "Can the customer manage or hold the keys?"
        },
        {
          "id": "private_networking",
          "question": "Is private connectivity or IP restriction available?"
        },
        {
          "id": "tenant_isolation",
          "question": "How are customers separated in shared SaaS?"
        }
      ],
      "products": [
        {
          "productId": "langdock",
          "claimId": "langdock:DATA-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Encryption and network restrictions are documented; customer key custody is not established.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "encryption_at_rest",
              "question": "Is data encrypted at rest?",
              "support": "supported",
              "answer": "Vendor states AES-256 storage and TLS 1.2+ transport.",
              "evidenceIds": [
                "langdock:langdock:security"
              ]
            },
            {
              "id": "customer_managed_keys",
              "question": "Can the customer manage or hold the keys?",
              "support": "unknown",
              "answer": "Can the customer manage or hold the keys? Unknown. Customer-managed encryption keys and exact shared-SaaS tenant isolation implementation were not established; LLM BYOK is a separate concept.",
              "evidenceIds": []
            },
            {
              "id": "private_networking",
              "question": "Is private connectivity or IP restriction available?",
              "support": "partial",
              "answer": "CIDR IP allowlists block workspace login/use from unapproved networks; private-link endpoint availability was not established.",
              "evidenceIds": [
                "langdock:langdock:ip"
              ]
            },
            {
              "id": "tenant_isolation",
              "question": "How are customers separated in shared SaaS?",
              "support": "unknown",
              "answer": "How are customers separated in shared SaaS? Unknown. Customer-managed encryption keys and exact shared-SaaS tenant isolation implementation were not established; LLM BYOK is a separate concept.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "private_networking: CIDR IP allowlists block workspace login/use from unapproved networks; private-link endpoint availability was not established.",
            "Unverified customer_managed_keys, tenant_isolation: Customer-managed encryption keys and exact shared-SaaS tenant isolation implementation were not established; LLM BYOK is a separate concept."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:security",
            "langdock:langdock:ip"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:DATA-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Microsoft documents encryption and tenant separation; key-control coverage varies by component.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "encryption_at_rest",
              "question": "Is data encrypted at rest?",
              "support": "supported",
              "answer": "Enterprise protection documents encryption at rest and in transit.",
              "evidenceIds": [
                "microsoft-copilot:ms-edp"
              ]
            },
            {
              "id": "customer_managed_keys",
              "question": "Can the customer manage or hold the keys?",
              "support": "partial",
              "answer": "Agent Builder explicitly does not support customer-managed keys; this does not establish the key policy of every M365 workload.",
              "evidenceIds": [
                "microsoft-copilot:ms-builder"
              ]
            },
            {
              "id": "private_networking",
              "question": "Is private connectivity or IP restriction available?",
              "support": "unknown",
              "answer": "Is private connectivity or IP restriction available? Unverified after checking enterprise data protection and Agent Builder limitations; private networking/IP restrictions and complete key-location matrix not established.",
              "evidenceIds": []
            },
            {
              "id": "tenant_isolation",
              "question": "How are customers separated in shared SaaS?",
              "support": "supported",
              "answer": "Microsoft documents separation of customer tenants; isolation was not tested.",
              "evidenceIds": [
                "microsoft-copilot:ms-edp"
              ]
            }
          ],
          "limitations": [
            "Unverified parts: private_networking.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-edp",
            "microsoft-copilot:ms-builder"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:DATA-09",
          "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": "microsoft-copilot",
          "claimId": "microsoft-copilot:DATA-09",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Commercial data protection and model-specific access safeguards are documented; a scoped professional-secrecy undertaking was not verified.",
          "availability": "unknown",
          "delivery": "unknown",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "German §203 StGB and Swiss Art.321 StGB use cases; existing hosting, support and provider-location exceptions still apply.",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "secrecy_undertaking",
              "question": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff?",
              "support": "unknown",
              "answer": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff? Unverified after checking commercial Copilot/Chat enterprise-data-protection, privacy, EU Data Boundary and Anthropic processing pages, plus official-domain searches for professional secrecy, §203 and Art.321. The Microsoft-hosted German data-secrecy amendment PDF redirected to login, so its current text, Copilot plan coverage, subprocessor obligations, signatures, price and Swiss applicability were not verified.",
              "evidenceIds": []
            },
            {
              "id": "subprocessor_coverage",
              "question": "Does the undertaking extend to its sub-processors, and is that documented?",
              "support": "unknown",
              "answer": "Does the undertaking extend to its sub-processors, and is that documented? Unverified after checking commercial Copilot/Chat enterprise-data-protection, privacy, EU Data Boundary and Anthropic processing pages, plus official-domain searches for professional secrecy, §203 and Art.321. The Microsoft-hosted German data-secrecy amendment PDF redirected to login, so its current text, Copilot plan coverage, subprocessor obligations, signatures, price and Swiss applicability were not verified.",
              "evidenceIds": []
            },
            {
              "id": "secrecy_offering",
              "question": "Is it a dedicated offering or add-on, and on which plan?",
              "support": "unknown",
              "answer": "Is it a dedicated offering or add-on, and on which plan? Unverified after checking commercial Copilot/Chat enterprise-data-protection, privacy, EU Data Boundary and Anthropic processing pages, plus official-domain searches for professional secrecy, §203 and Art.321. The Microsoft-hosted German data-secrecy amendment PDF redirected to login, so its current text, Copilot plan coverage, subprocessor obligations, signatures, price and Swiss applicability were not verified.",
              "evidenceIds": []
            },
            {
              "id": "content_access",
              "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?",
              "support": "partial",
              "answer": "Microsoft documents Azure OpenAI abuse-monitoring human-review exclusion and distinguishes optional Anthropic subprocessor models from models under separate retention terms. This does not establish a complete staff/subprocessor plain-text access matrix or a §203/Art.321 restriction.",
              "evidenceIds": [
                "microsoft-copilot:ms-no-training",
                "microsoft-copilot:ms-anthropic",
                "microsoft-copilot:ms-eudb"
              ]
            },
            {
              "id": "secrecy_documentation",
              "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?",
              "support": "unknown",
              "answer": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)? Unverified after checking commercial Copilot/Chat enterprise-data-protection, privacy, EU Data Boundary and Anthropic processing pages, plus official-domain searches for professional secrecy, §203 and Art.321. The Microsoft-hosted German data-secrecy amendment PDF redirected to login, so its current text, Copilot plan coverage, subprocessor obligations, signatures, price and Swiss applicability were not verified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "General confidentiality, a DPA and no-training commitments do not establish a professional-secrecy undertaking. No vendor/sales contact or agreement signing was performed.",
            "No legal compliance verdict; unknown does not mean the offering is unavailable."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-no-training",
            "microsoft-copilot:ms-anthropic",
            "microsoft-copilot:ms-eudb"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:VEN-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business uses seats with included managed-chat usage; workflow/API and other add-ons are separate. An applicable Standard/BYOK licence tariff is not established.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents and optional modules; Enterprise quoted at1000+; applicable Standard/BYOK tariff unknown",
            "addOns": [
              "Workflows",
              "Governance",
              "API/Extra Usage"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "pricing_unit",
              "question": "What is the pricing unit?",
              "support": "supported",
              "answer": "Seat/month platform, per-workspace workflow packages, metered API/workflow AI/extra usage, optional per-seat Governance.",
              "evidenceIds": [
                "langdock:langdock:pricing-rev2"
              ]
            },
            {
              "id": "list_prices",
              "question": "What are list prices per plan, with date and currency?",
              "support": "unknown",
              "answer": "Unknown applicable Standard/BYOK seat tariff. The public Business headline is EUR25 while the annual price breakdown starts at EUR23.20; billing docs refer to the same pricing page without reconciling them. Enterprise1000+ is quote-only. Prior hashed-calculator rates are excluded.",
              "evidenceIds": []
            },
            {
              "id": "included_usage",
              "question": "What usage is included?",
              "support": "partial",
              "answer": "Standard includes managed chat/agent usage under five-hour and weekly windows; Max has 5x. Precise numerical included cost budgets are not public. Starter includes 2500 workflow runs/month but no workflow model tokens.",
              "evidenceIds": [
                "langdock:langdock:pricing-rev2",
                "langdock:langdock:limits"
              ]
            },
            {
              "id": "add_ons",
              "question": "Which features cost extra?",
              "support": "partial",
              "answer": "Workflow Starter includes2500runs/month with AI tokens billed separately. The public add-on page lists40k/100k packages and Governance free until2027-01-01, then separately priced per base-plan seat. The applicable binding package/billing-period amounts are not established here.",
              "evidenceIds": [
                "langdock:langdock:pricing-rev2"
              ]
            },
            {
              "id": "overage",
              "question": "What do usage beyond limits and premium models cost?",
              "support": "supported",
              "answer": "Extra usage is charged at API rates. Model page lists GPT-5 Mini EUR 0.22 input/1.78 output per million; workflow and API spend use separate caps.",
              "evidenceIds": [
                "langdock:langdock:extra",
                "langdock:langdock:models"
              ]
            }
          ],
          "limitations": [
            "Inconsistent price representations are retained as a named price gap, not combined into a synthetic tariff."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:pricing-rev2",
            "langdock:langdock:limits",
            "langdock:langdock:extra",
            "langdock:langdock:models"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:VEN-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Pricing combines seat licensing with usage-based extensions and base-suite prerequisites.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "pricing_unit",
              "question": "What is the pricing unit?",
              "support": "supported",
              "answer": "Paid Copilot is a per-user add-on; Chat is included with eligible M365 and some extensions are metered.",
              "evidenceIds": [
                "microsoft-copilot:ms-price-us"
              ]
            },
            {
              "id": "list_prices",
              "question": "What are list prices per plan, with date and currency?",
              "support": "supported",
              "answer": "Retrieved 2026-10-21: US USD 30/user/month billed annually; Germany EUR 26/user/month billed annually, excluding VAT.",
              "evidenceIds": [
                "microsoft-copilot:ms-price-us",
                "microsoft-copilot:ms-price-de"
              ]
            },
            {
              "id": "included_usage",
              "question": "What usage is included?",
              "support": "partial",
              "answer": "Paid users have included qualifying assistive-agent usage; exact limits and exclusions depend on the scenario.",
              "evidenceIds": [
                "microsoft-copilot:ms-credit-rates"
              ]
            },
            {
              "id": "add_ons",
              "question": "Which features cost extra?",
              "support": "supported",
              "answer": "Qualifying M365 licensing is separate; Cowork is metered and compliance tools can need further entitlements.",
              "evidenceIds": [
                "microsoft-copilot:ms-price-us",
                "microsoft-copilot:ms-setup"
              ]
            },
            {
              "id": "overage",
              "question": "What do usage beyond limits and premium models cost?",
              "support": "partial",
              "answer": "Credits have feature-dependent rates; prepaid exhaustion may continue into PAYG. Currency-per-credit and full premium-model rate mapping were not retrieved.",
              "evidenceIds": [
                "microsoft-copilot:ms-credit-rates",
                "microsoft-copilot:ms-cost-setup"
              ]
            }
          ],
          "limitations": [
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-price-us",
            "microsoft-copilot:ms-price-de",
            "microsoft-copilot:ms-credit-rates",
            "microsoft-copilot:ms-setup",
            "microsoft-copilot:ms-cost-setup"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:VEN-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "All requested200/1000/5000-user totals are unknown because an applicable Business Standard tariff or Enterprise quote is not verified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Standard up to1000 users; Enterprise1000+; all applicable scenario licence totals unknown",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_200",
              "question": "Year-one cost at 200 users?",
              "support": "unknown",
              "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. Unknown total for200users over12months excluding VAT. No applicable Business Standard tariff is established from the conflicting headline/breakdown; Enterprise at1000+ is quote-only. No calculator-derived base floor or inferred discount is retained. Included managed-chat use is not separately billed by the token mix.",
              "evidenceIds": []
            },
            {
              "id": "cost_1000",
              "question": "Year-one cost at 1,000 users?",
              "support": "unknown",
              "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. Unknown total for1000users over12months excluding VAT. No applicable Business Standard tariff is established from the conflicting headline/breakdown; Enterprise at1000+ is quote-only. No calculator-derived base floor or inferred discount is retained. Included managed-chat use is not separately billed by the token mix.",
              "evidenceIds": []
            },
            {
              "id": "cost_5000",
              "question": "Year-one cost at 5,000 users?",
              "support": "unknown",
              "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. Unknown total for5000users over12months excluding VAT. No applicable Business Standard tariff is established from the conflicting headline/breakdown; Enterprise at1000+ is quote-only. No calculator-derived base floor or inferred discount is retained. Included managed-chat use is not separately billed by the token mix.",
              "evidenceIds": []
            },
            {
              "id": "variable_share",
              "question": "Which part depends on usage?",
              "support": "partial",
              "answer": "Managed Business chat includes model usage subject to usage limits. ExtraUsage,workflow/API,Governance and customer-provider BYOK bills are separate. Missing applicable tariff/allowance components remain unknown; no proxy substitutes for vendor-billed usage.",
              "evidenceIds": [
                "langdock:langdock:billing",
                "langdock:langdock:extra"
              ]
            },
            {
              "id": "unknown_parts",
              "question": "Which costs could not be priced?",
              "support": "partial",
              "answer": "Business Standard/BYOK applicable seat rate, Enterprise licence/deployment quote, workload-preserving overage and required modules/services are unknown. This prevents a verifiable EUR/CHF total.",
              "evidenceIds": [
                "langdock:langdock:pricing-rev2",
                "langdock:langdock:billing"
              ]
            }
          ],
          "limitations": [
            "ALM-14 shared cost assumptions v1.4, 2026-10-21:12months, list prices, excluding VAT;60/30/10 users at100/400/1500messages monthly,3000input+600output tokens/message. Only separately billed usage uses this token mix.",
            "ECB2026-10-20 EUR1=USD1.1215=CHF0.9237. Unknown base/variable components prevent totals; no silent conversion."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:pricing-rev2",
            "langdock:langdock:billing",
            "langdock:langdock:extra",
            "langdock:langdock:ecb-fx"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:VEN-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A reproducible licence-only scenario is available; full rollout cost remains open.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_200",
              "question": "Year-one cost at 200 users?",
              "support": "partial",
              "answer": "From EUR 62400.00 + unknown, or CHF 57638.88 + unknown, for 12 months excluding VAT. Licence-only incremental add-on baseline at EUR 26/user/month; eligible M365 licences assumed already owned. ALM-14 shared cost assumptions v1.4, 2026-10-21: 60% light at 100, 30% regular at 400, 10% power at 1,500 messages/user/month; 3,000 input and 600 output tokens/message where usage is billed separately. No metered agent/Cowork usage or discounts assumed; included-capacity sufficiency is unverified.",
              "evidenceIds": [
                "microsoft-copilot:ms-price-de",
                "microsoft-copilot:fx-20261020"
              ]
            },
            {
              "id": "cost_1000",
              "question": "Year-one cost at 1,000 users?",
              "support": "partial",
              "answer": "From EUR 312000.00 + unknown, or CHF 288194.40 + unknown, for 12 months excluding VAT. Licence-only incremental add-on baseline at EUR 26/user/month; eligible M365 licences assumed already owned. ALM-14 shared cost assumptions v1.4, 2026-10-21: 60% light at 100, 30% regular at 400, 10% power at 1,500 messages/user/month; 3,000 input and 600 output tokens/message where usage is billed separately. No metered agent/Cowork usage or discounts assumed; included-capacity sufficiency is unverified.",
              "evidenceIds": [
                "microsoft-copilot:ms-price-de",
                "microsoft-copilot:fx-20261020"
              ]
            },
            {
              "id": "cost_5000",
              "question": "Year-one cost at 5,000 users?",
              "support": "partial",
              "answer": "From EUR 1560000.00 + unknown, or CHF 1440972.00 + unknown, for 12 months excluding VAT. Licence-only incremental add-on baseline at EUR 26/user/month; eligible M365 licences assumed already owned. ALM-14 shared cost assumptions v1.4, 2026-10-21: 60% light at 100, 30% regular at 400, 10% power at 1,500 messages/user/month; 3,000 input and 600 output tokens/message where usage is billed separately. No metered agent/Cowork usage or discounts assumed; included-capacity sufficiency is unverified.",
              "evidenceIds": [
                "microsoft-copilot:ms-price-de",
                "microsoft-copilot:fx-20261020"
              ]
            },
            {
              "id": "variable_share",
              "question": "Which part depends on usage?",
              "support": "partial",
              "answer": "Cowork and uncovered agent/credit usage add variable charges. No model/task tariff is substituted where the product does not publish the required rate.",
              "evidenceIds": [
                "microsoft-copilot:ms-price-us"
              ]
            },
            {
              "id": "unknown_parts",
              "question": "Which costs could not be priced?",
              "support": "partial",
              "answer": "Base-suite renewal costs, metered workload, usage headroom, implementation and optional compliance/support charges remain unpriced.",
              "evidenceIds": [
                "microsoft-copilot:ms-price-us"
              ]
            }
          ],
          "limitations": [
            "Shared assumptions v1.3; ECB 2026-10-20 EUR 1 = USD 1.1215 = CHF 0.9237. The stated mix is a research assumption, not an observed workload or entitlement.",
            "Full totals remain baseline + unknown because additional licences, workload capacity, optional support and deployment costs were not priced."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-price-de",
            "microsoft-copilot:fx-20261020",
            "microsoft-copilot:ms-price-us"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:VEN-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A seven-day self-serve business trial is advertised without a card.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "free_tier",
              "question": "Is there a free tier for business use?",
              "support": "partial",
              "answer": "Terms describe a time-limited trial that ends automatically; permanent business free access is not established.",
              "evidenceIds": [
                "langdock:langdock:terms"
              ]
            },
            {
              "id": "self_serve_trial",
              "question": "Is a self-serve business trial available?",
              "support": "supported",
              "answer": "Seven days, no card, EUR 5 model credit and team invitations.",
              "evidenceIds": [
                "langdock:langdock:pricing"
              ]
            },
            {
              "id": "trial_scope",
              "question": "Do trials include SSO, connectors and admin features?",
              "support": "partial",
              "answer": "Pricing says test all platform features, but enterprise deployments and optional enablement cannot be inferred; SAML/SCIM trial configuration was not run.",
              "evidenceIds": [
                "langdock:langdock:pricing"
              ]
            },
            {
              "id": "sales_gate",
              "question": "Does meaningful evaluation require sales contact?",
              "support": "partial",
              "answer": "Base trial is self-serve; enterprise deployment and custom terms require an offer.",
              "evidenceIds": [
                "langdock:langdock:billing"
              ]
            }
          ],
          "limitations": [
            "free_tier: Terms describe a time-limited trial that ends automatically; permanent business free access is not established.",
            "trial_scope: Pricing says test all platform features, but enterprise deployments and optional enablement cannot be inferred; SAML/SCIM trial configuration was not run.",
            "sales_gate: Base trial is self-serve; enterprise deployment and custom terms require an offer."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:terms",
            "langdock:langdock:pricing",
            "langdock:langdock:billing"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:VEN-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Eligible M365 users can evaluate Copilot Chat directly; paid pilot terms remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "free_tier",
              "question": "Is there a free tier for business use?",
              "support": "supported",
              "answer": "Chat has no incremental charge for eligible M365 work accounts, with enterprise protections.",
              "evidenceIds": [
                "microsoft-copilot:ms-price-us"
              ]
            },
            {
              "id": "self_serve_trial",
              "question": "Is a self-serve business trial available?",
              "support": "partial",
              "answer": "The enterprise page offers Chat access as the evaluation path; a timed paid add-on trial was not established.",
              "evidenceIds": [
                "microsoft-copilot:ms-price-us"
              ]
            },
            {
              "id": "trial_scope",
              "question": "Do trials include SSO, connectors and admin features?",
              "support": "partial",
              "answer": "Chat includes enterprise protection and agent management, but full paid work grounding and other enterprise scenarios need their prerequisites.",
              "evidenceIds": [
                "microsoft-copilot:ms-price-us"
              ]
            },
            {
              "id": "sales_gate",
              "question": "Does meaningful evaluation require sales contact?",
              "support": "unknown",
              "answer": "Does meaningful evaluation require sales contact? Unverified after checking enterprise pricing FAQ; no signup, card check or enterprise trial was performed.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: sales_gate.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-price-us"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:VEN-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Monthly/annual contract defaults and EUR invoices are public; some pricing representations conflict.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "minimum_commitment",
              "question": "What seat or spend minimum applies?",
              "support": "partial",
              "answer": "Calculator starts at one user and Business supports up to1000; Enterprise/deployment minimums differ.",
              "evidenceIds": [
                "langdock:langdock:pricing",
                "langdock:langdock:security"
              ]
            },
            {
              "id": "contract_length",
              "question": "What contract lengths are offered?",
              "support": "supported",
              "answer": "Monthly or annual; annual offers 20% reduction on Standard tiers.",
              "evidenceIds": [
                "langdock:langdock:billing"
              ]
            },
            {
              "id": "cancellation",
              "question": "How can the contract be cancelled or reduced?",
              "support": "supported",
              "answer": "Terms specify seven-day notice before monthly end, fourteen days before annual/multiyear end; automatic monthly/12-month renewals; notices by text/email or platform.",
              "evidenceIds": [
                "langdock:langdock:terms"
              ]
            },
            {
              "id": "local_invoicing",
              "question": "Can it be invoiced in CHF or EUR from a European entity?",
              "support": "partial",
              "answer": "Langdock GmbH invoices EUR excl tax; contract specifies market-rate conversion of provider foreign-currency charges. CHF invoices were not established.",
              "evidenceIds": [
                "langdock:langdock:terms"
              ]
            },
            {
              "id": "transparency_class",
              "question": "Is pricing transparent, partial, quote-only or unknown?",
              "support": "partial",
              "answer": "Partially specified public rates and usage rules; Enterprise quote-only and headline/calculator rates differ.",
              "evidenceIds": [
                "langdock:langdock:pricing",
                "langdock:langdock:billing"
              ]
            }
          ],
          "limitations": [
            "minimum_commitment: Calculator starts at one user and Business supports up to1000; Enterprise/deployment minimums differ.",
            "local_invoicing: Langdock GmbH invoices EUR excl tax; contract specifies market-rate conversion of provider foreign-currency charges. CHF invoices were not established.",
            "transparency_class: Partially specified public rates and usage rules; Enterprise quote-only and headline/calculator rates differ."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:pricing",
            "langdock:langdock:security",
            "langdock:langdock:billing",
            "langdock:langdock:terms"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:VEN-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public seat prices are visible; procurement and cancellation details remain partly specified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "minimum_commitment",
              "question": "What seat or spend minimum applies?",
              "support": "unknown",
              "answer": "What seat or spend minimum applies? Unverified after checking enterprise price cards and FAQ; seat minimums, downgrade/cancellation rules and contracting-entity currency terms not retrieved.",
              "evidenceIds": []
            },
            {
              "id": "contract_length",
              "question": "What contract lengths are offered?",
              "support": "supported",
              "answer": "The quoted add-on price uses annual auto-renewing subscription billing.",
              "evidenceIds": [
                "microsoft-copilot:ms-price-de"
              ]
            },
            {
              "id": "cancellation",
              "question": "How can the contract be cancelled or reduced?",
              "support": "unknown",
              "answer": "How can the contract be cancelled or reduced? Unverified after checking enterprise price cards and FAQ; seat minimums, downgrade/cancellation rules and contracting-entity currency terms not retrieved.",
              "evidenceIds": []
            },
            {
              "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? Unverified after checking enterprise price cards and FAQ; seat minimums, downgrade/cancellation rules and contracting-entity currency terms not retrieved.",
              "evidenceIds": []
            },
            {
              "id": "transparency_class",
              "question": "Is pricing transparent, partial, quote-only or unknown?",
              "support": "partial",
              "answer": "Partially specified: list seat prices exist, while base licensing, metered services and negotiated terms change total cost.",
              "evidenceIds": [
                "microsoft-copilot:ms-price-de",
                "microsoft-copilot:ms-price-us"
              ]
            }
          ],
          "limitations": [
            "Unverified parts: minimum_commitment, cancellation, local_invoicing.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-price-de",
            "microsoft-copilot:ms-price-us"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:VEN-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Commercial platform rights are proprietary and time-limited.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "licence_type",
              "question": "Which licence applies to each component?",
              "support": "partial",
              "answer": "Terms grant a nonexclusive/nontransferable contract-term right, not an OSI source licence. Component-level connector/client licences are not enumerated.",
              "evidenceIds": [
                "langdock:langdock:terms"
              ]
            },
            {
              "id": "branding_restrictions",
              "question": "Do licence terms restrict branding or user counts?",
              "support": "partial",
              "answer": "Terms prohibit removing proprietary notices and reselling platform access; admin branding options do not transfer platform IP.",
              "evidenceIds": [
                "langdock:langdock:terms"
              ]
            },
            {
              "id": "enterprise_features_closed",
              "question": "Are enterprise features in a separate closed edition?",
              "support": "unknown",
              "answer": "Are enterprise features in a separate closed edition? Unknown. A public component-by-component source licence/current revision and distinct open/closed enterprise edition mapping were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "licence_type: Terms grant a nonexclusive/nontransferable contract-term right, not an OSI source licence. Component-level connector/client licences are not enumerated.",
            "branding_restrictions: Terms prohibit removing proprietary notices and reselling platform access; admin branding options do not transfer platform IP.",
            "Unverified enterprise_features_closed: A public component-by-component source licence/current revision and distinct open/closed enterprise edition mapping were not established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:terms"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:VEN-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Commercial hosted-service use is governed by restrictive Microsoft licence terms; component source licences remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "licence_type",
              "question": "Which licence applies to each component?",
              "support": "partial",
              "answer": "The hosted commercial service uses Microsoft Online Services Product Terms. Use is limited to the licensing agreement, rights are reserved, and reverse engineering is restricted. Individual client and connector source licences were not inventoried.",
              "evidenceIds": [
                "microsoft-copilot:microsoft-copilot:r4-online-service-terms"
              ]
            },
            {
              "id": "branding_restrictions",
              "question": "Do licence terms restrict branding or user counts?",
              "support": "unknown",
              "answer": "Do licence terms restrict branding or user counts? Unverified after checking Microsoft product, licensing and Agent Builder documentation; no service/client/connector source-licence inventory or current product licence grant was inspected.",
              "evidenceIds": []
            },
            {
              "id": "enterprise_features_closed",
              "question": "Are enterprise features in a separate closed edition?",
              "support": "unknown",
              "answer": "Are enterprise features in a separate closed edition? Unverified after checking Microsoft product, licensing and Agent Builder documentation; no service/client/connector source-licence inventory or current product licence grant was inspected.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "This records hosted-service contractual rights, not an audited licence inventory for every client, sample or connector."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-25",
          "evidenceIds": [
            "microsoft-copilot:microsoft-copilot:r4-online-service-terms"
          ]
        }
      ]
    },
    {
      "id": "VEN-06",
      "title": "Data export and exit",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Record admin export of chats, assistants, knowledge bases, prompts and audit logs, formats, export completeness, user self-export, and what survives contract end. Run an admin export on a trial. Exported chats alone do not make assistants and knowledge portable.",
      "questions": [
        {
          "id": "chat_export",
          "question": "Can admins export all chats?"
        },
        {
          "id": "assistant_export",
          "question": "Can assistants and prompts be exported in a reusable format?"
        },
        {
          "id": "knowledge_export",
          "question": "Can knowledge bases and their sources be exported?"
        },
        {
          "id": "export_format",
          "question": "Are formats documented and machine-readable?"
        },
        {
          "id": "post_termination_window",
          "question": "How long can data be retrieved after termination?"
        }
      ],
      "products": [
        {
          "productId": "langdock",
          "claimId": "langdock:VEN-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise dedicated resource/configuration and conversation-content APIs document exports. A complete source/index/ACL workspace exit bundle has not been established.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "api"
            ],
            "version": "Public documentation checked 2026-10-26",
            "plan": "Enterprise dedicated deployment: administrative and resource APIs plus separately enabled Compliance API; Business Cloud outside this finding",
            "addOns": [
              "Dedicated Enterprise deployment and relevant API scopes; Compliance API deployment enablement"
            ],
            "deploymentMode": "dedicated-instance",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              },
              {
                "id": "api",
                "name": "Langdock public APIs and agent MCP server",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_export",
              "question": "Can admins export all chats?",
              "support": "partial",
              "answer": "The dedicated-deployment Compliance API documents paginated conversation/message exports. include_message_content=true adds messages; both it and include_action_results=true add tool arguments and outputs. A scoped key is required. Cloud workspaces need separate enablement and no Business Cloud entitlement is inferred.",
              "evidenceIds": [
                "langdock:langdock:compliance-rev2-20261026"
              ]
            },
            {
              "id": "assistant_export",
              "question": "Can assistants and prompts be exported in a reusable format?",
              "support": "partial",
              "answer": "Agent API Get/Create migration exports configuration; attachments/skills must be handled separately and some fields/ownership do not transfer.",
              "evidenceIds": [
                "langdock:langdock:migration"
              ]
            },
            {
              "id": "knowledge_export",
              "question": "Can knowledge bases and their sources be exported?",
              "support": "partial",
              "answer": "Knowledge Folder API can retrieve/list files; a complete original-source/index/ACL export bundle was not demonstrated.",
              "evidenceIds": [
                "langdock:langdock:knowledge",
                "langdock:langdock:knowledge-20261026"
              ]
            },
            {
              "id": "export_format",
              "question": "Are formats documented and machine-readable?",
              "support": "partial",
              "answer": "Agent and Compliance API JSON plus usage CSV/JSON are documented; this is not a one-click complete workspace export.",
              "evidenceIds": [
                "langdock:langdock:compliance-rev2",
                "langdock:langdock:migration",
                "langdock:langdock:exports",
                "langdock:langdock:exports-20261026"
              ]
            },
            {
              "id": "post_termination_window",
              "question": "How long can data be retrieved after termination?",
              "support": "supported",
              "answer": "DPA permits exports during contract and until deletion, which occurs no later than30 days after termination subject to legal retention.",
              "evidenceIds": [
                "langdock:langdock:dpa"
              ]
            }
          ],
          "limitations": [
            "Configuration/file APIs are separate from conversation export. Dedicated Compliance API availability does not establish a Business Cloud entitlement."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-25",
          "evidenceIds": [
            "langdock:langdock:compliance-rev2",
            "langdock:langdock:migration",
            "langdock:langdock:knowledge",
            "langdock:langdock:exports",
            "langdock:langdock:dpa",
            "langdock:langdock:compliance-rev2-20261026",
            "langdock:langdock:migration-20261026",
            "langdock:langdock:knowledge-20261026",
            "langdock:langdock:exports-20261026",
            "langdock:langdock:dpa-20261026"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:VEN-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Compliance search/export is distinct from a reusable complete workspace exit.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_export",
              "question": "Can admins export all chats?",
              "support": "partial",
              "answer": "Microsoft documents Content search/Purview access and Teams Export APIs for stored interaction data; completeness across every chat surface was not tested.",
              "evidenceIds": [
                "microsoft-copilot:ms-privacy"
              ]
            },
            {
              "id": "assistant_export",
              "question": "Can assistants and prompts be exported in a reusable format?",
              "support": "unknown",
              "answer": "Can assistants and prompts be exported in a reusable format? Unverified after checking Copilot privacy, retention and Agent Builder documentation; no admin export or post-contract retrieval test.",
              "evidenceIds": []
            },
            {
              "id": "knowledge_export",
              "question": "Can knowledge bases and their sources be exported?",
              "support": "unknown",
              "answer": "Can knowledge bases and their sources be exported? Unverified after checking Copilot privacy, retention and Agent Builder documentation; no admin export or post-contract retrieval test.",
              "evidenceIds": []
            },
            {
              "id": "export_format",
              "question": "Are formats documented and machine-readable?",
              "support": "partial",
              "answer": "Teams has an export API route; a complete reusable chat/assistant/knowledge format was not established.",
              "evidenceIds": [
                "microsoft-copilot:ms-privacy"
              ]
            },
            {
              "id": "post_termination_window",
              "question": "How long can data be retrieved after termination?",
              "support": "unknown",
              "answer": "How long can data be retrieved after termination? Unverified after checking Copilot privacy, retention and Agent Builder documentation; no admin export or post-contract retrieval test.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: assistant_export, knowledge_export, post_termination_window.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-privacy"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:VEN-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Berlin vendor support, public status history and a 99% monthly availability term are documented.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "support_channels",
              "question": "Which support channels are available on each plan?",
              "support": "partial",
              "answer": "Support email is documented; Enterprise has custom account management/support, and rollout programmes have shared Teams/Slack channels.",
              "evidenceIds": [
                "langdock:langdock:billing",
                "langdock:langdock:playbook"
              ]
            },
            {
              "id": "support_languages",
              "question": "Is support available in German, French or Italian?",
              "support": "partial",
              "answer": "The imprint says users and authorities can contact support@langdock.com in German and English. It does not specify contractual French or Italian support, hours or response times.",
              "evidenceIds": [
                "langdock:langdock:imprint-20261026"
              ]
            },
            {
              "id": "regional_presence",
              "question": "Is there a DACH or Swiss entity, team or partner?",
              "support": "supported",
              "answer": "Langdock GmbH contracts from Berlin, Germany.",
              "evidenceIds": [
                "langdock:langdock:terms"
              ]
            },
            {
              "id": "uptime_sla",
              "question": "Is there an uptime SLA with credits?",
              "support": "partial",
              "answer": "Terms promise at least99% monthly availability with defined exclusions and up to5h scheduled maintenance/month. Statutory remedy/credit procedure exists, but no fixed percentage-credit schedule is published.",
              "evidenceIds": [
                "langdock:langdock:terms"
              ]
            },
            {
              "id": "status_page",
              "question": "Is there a public status page with history?",
              "support": "supported",
              "answer": "Public status separates app/API/Workflow/Integration history.",
              "evidenceIds": [
                "langdock:langdock:status"
              ]
            }
          ],
          "limitations": [
            "support_channels: Support email is documented; Enterprise has custom account management/support, and rollout programmes have shared Teams/Slack channels.",
            "uptime_sla: Terms promise at least99% monthly availability with defined exclusions and up to5h scheduled maintenance/month. Statutory remedy/credit procedure exists, but no fixed percentage-credit schedule is published.",
            "Unverified support_languages: Contractual DE/FR/IT support languages, full hours/timezone and dedicated response/credit schedules were not established."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-25",
          "evidenceIds": [
            "langdock:langdock:billing",
            "langdock:langdock:playbook",
            "langdock:langdock:terms",
            "langdock:langdock:status",
            "langdock:langdock:imprint-20261026",
            "langdock:langdock:terms-20261026",
            "langdock:langdock:status-20261026"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:VEN-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Copilot support entry points are documented; plan-specific response, language and SLA commitments remain gaps.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "support_channels",
              "question": "Which support channels are available on each plan?",
              "support": "partial",
              "answer": "Copilot service/development support uses Admin Center Help and Support; the extensibility guide ties service requests to a Premier/Unified support agreement. General questions can use Microsoft Q&A. A complete plan/language/SLA matrix was not retrieved.",
              "evidenceIds": [
                "microsoft-copilot:microsoft-copilot:r4-support-channels"
              ]
            },
            {
              "id": "support_languages",
              "question": "Is support available in German, French or Italian?",
              "support": "unknown",
              "answer": "Is support available in German, French or Italian? Unverified after checking https://status.cloud.microsoft/ returned a JavaScript-only shell; Copilot setup and enterprise plans did not establish language-specific support hours, regional team, response targets or applicable SLA credits.",
              "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? Unverified after checking https://status.cloud.microsoft/ returned a JavaScript-only shell; Copilot setup and enterprise plans did not establish language-specific support hours, regional team, response targets or applicable SLA credits.",
              "evidenceIds": []
            },
            {
              "id": "uptime_sla",
              "question": "Is there an uptime SLA with credits?",
              "support": "unknown",
              "answer": "Is there an uptime SLA with credits? Unverified after checking https://status.cloud.microsoft/ returned a JavaScript-only shell; Copilot setup and enterprise plans did not establish language-specific support hours, regional team, response targets or applicable SLA credits.",
              "evidenceIds": []
            },
            {
              "id": "status_page",
              "question": "Is there a public status page with history?",
              "support": "unknown",
              "answer": "Is there a public status page with history? Unverified after checking https://status.cloud.microsoft/ returned a JavaScript-only shell; Copilot setup and enterprise plans did not establish language-specific support hours, regional team, response targets or applicable SLA credits.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Developer/extensibility support route only; no support case or sales request was opened."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-25",
          "evidenceIds": [
            "microsoft-copilot:microsoft-copilot:r4-support-channels"
          ]
        }
      ]
    },
    {
      "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": "langdock",
          "claimId": "langdock:VEN-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Rollout support starts at 250 licences; public learning material and champion guidance are available.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Azure EU default, with admin-enabled global model exceptions",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Langdock hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "onboarding_service",
              "question": "Is guided onboarding included?",
              "support": "partial",
              "answer": "Dedicated rollout/workshops/shared channels are available from250 seats; exact included versus chargeable services depends on contract.",
              "evidenceIds": [
                "langdock:langdock:playbook"
              ]
            },
            {
              "id": "user_training",
              "question": "Is end-user training offered, in which languages?",
              "support": "partial",
              "answer": "Public workshops have recordings/slides; the complete delivery-language and included-live-training matrix is not specified.",
              "evidenceIds": [
                "langdock:langdock:training"
              ]
            },
            {
              "id": "use_case_library",
              "question": "Are role-based use cases and templates provided?",
              "support": "supported",
              "answer": "Playbook recommends role-specific prompts/agents and gives structured use-case discovery material.",
              "evidenceIds": [
                "langdock:langdock:playbook"
              ]
            },
            {
              "id": "adoption_programme",
              "question": "Is there a champion or adoption programme?",
              "support": "supported",
              "answer": "Playbook includes department champions, follow-ups, hackathons and AI challenges.",
              "evidenceIds": [
                "langdock:langdock:playbook"
              ]
            },
            {
              "id": "service_cost",
              "question": "Which services cost extra?",
              "support": "partial",
              "answer": "Enterprise custom onboarding/support is quote-based; public per-workshop fees were not found.",
              "evidenceIds": [
                "langdock:langdock:billing"
              ]
            }
          ],
          "limitations": [
            "onboarding_service: Dedicated rollout/workshops/shared channels are available from250 seats; exact included versus chargeable services depends on contract.",
            "user_training: Public workshops have recordings/slides; the complete delivery-language and included-live-training matrix is not specified.",
            "service_cost: Enterprise custom onboarding/support is quote-based; public per-workshop fees were not found."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "langdock:langdock:playbook",
            "langdock:langdock:training",
            "langdock:langdock:billing"
          ]
        },
        {
          "productId": "microsoft-copilot",
          "claimId": "microsoft-copilot:VEN-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Microsoft publishes role-based learning and adoption materials.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "copilot-chat",
              "copilot-paid",
              "m365-apps",
              "copilot-clients"
            ],
            "version": "Continuously updated commercial service, retrieved 2026-10-21",
            "plan": "Microsoft Copilot Chat with eligible Microsoft 365 subscription; paid Microsoft Copilot add-on where stated",
            "addOns": [
              "Qualifying Microsoft 365 base licence",
              "Purview and SharePoint Advanced Management entitlements where stated",
              "Copilot Credits usage-based billing for Cowork and other metered features where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Commercial cloud; EU/EFTA tenant scope where stated, including Switzerland; no government-cloud generalisation",
            "os": [],
            "surfaces": [
              {
                "id": "copilot-chat",
                "name": "Microsoft Copilot Chat web app",
                "type": "web-app"
              },
              {
                "id": "copilot-paid",
                "name": "Microsoft Copilot paid work chat",
                "type": "web-app"
              },
              {
                "id": "m365-apps",
                "name": "Copilot in Microsoft 365 apps and Teams",
                "type": "suite-app"
              },
              {
                "id": "copilot-clients",
                "name": "Microsoft Copilot desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "onboarding_service",
              "question": "Is guided onboarding included?",
              "support": "unknown",
              "answer": "Is guided onboarding included? Unverified after checking Copilot Skilling Center and commercial resources; included onboarding entitlements, service language and professional-service fees not established.",
              "evidenceIds": []
            },
            {
              "id": "user_training",
              "question": "Is end-user training offered, in which languages?",
              "support": "partial",
              "answer": "The Skilling Center lists Academy learning, webinars and instructor-led events; exact DE/FR/IT delivery was not checked.",
              "evidenceIds": [
                "microsoft-copilot:ms-training"
              ]
            },
            {
              "id": "use_case_library",
              "question": "Are role-based use cases and templates provided?",
              "support": "supported",
              "answer": "Copilot Prompt Gallery offers starter prompts.",
              "evidenceIds": [
                "microsoft-copilot:ms-price-us"
              ]
            },
            {
              "id": "adoption_programme",
              "question": "Is there a champion or adoption programme?",
              "support": "supported",
              "answer": "Microsoft links its Champion programme and adoption resources.",
              "evidenceIds": [
                "microsoft-copilot:ms-training"
              ]
            },
            {
              "id": "service_cost",
              "question": "Which services cost extra?",
              "support": "unknown",
              "answer": "Which services cost extra? Unverified after checking Copilot Skilling Center and commercial resources; included onboarding entitlements, service language and professional-service fees not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: onboarding_service, service_cost.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "microsoft-copilot:ms-training",
            "microsoft-copilot:ms-price-us"
          ]
        }
      ]
    }
  ],
  "sources": [
    {
      "id": "langdock:langdock:models",
      "productId": "langdock",
      "kind": "vendor-claimed",
      "url": "https://langdock.com/models",
      "title": "AI Models | Langdock",
      "locator": "Provider tables",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Public model table lists current text models and EUR metered prices."
    },
    {
      "id": "langdock:langdock:model-guide",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/models-and-limits/models.md",
      "title": "Model Guide",
      "locator": "Selecting a Model, Auto and Thinking",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Users select models or Auto routing; reasoning levels vary by model."
    },
    {
      "id": "microsoft-copilot:ms-ppt-model-r2",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://support.microsoft.com/en-us/office/choose-your-model-when-editing-with-copilot-in-powerpoint",
      "title": "Choose your model when editing with Copilot in PowerPoint",
      "locator": "Commercial subscription requirement; editing-mode selector; session and region limits",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Commercial PowerPoint editing documents Auto, ChatGPT and Claude choices, with Anthropic admin enablement and session/region limits."
    },
    {
      "id": "langdock:langdock:changes",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://langdock.com/changelog",
      "title": "Product Changelog | Langdock",
      "locator": "13 October 2026 model release; 15/10 September feature releases",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dated releases document model additions, desktop apps and per-agent confirmations."
    },
    {
      "id": "microsoft-copilot:ms-roadmap",
      "productId": "microsoft-copilot",
      "kind": "vendor-claimed",
      "url": "https://www.microsoft.com/en-us/microsoft-365/roadmap",
      "title": "AI at Work Roadmap",
      "locator": "September model entries; October 9 Office Frontier; June 16 Cowork GA",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The roadmap contains dated model launches, identifies Office in Copilot as Frontier and lists Cowork as generally available."
    },
    {
      "id": "microsoft-copilot:ms-release",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/microsoft-365/copilot/release-notes",
      "title": "Microsoft 365 Copilot release notes",
      "locator": "October 6 2026; gradual release policy",
      "sourceDate": "2026-10-06",
      "retrievedAt": "2026-10-21",
      "finding": "Release notes distinguish platform availability and describe gradual tenant rollout."
    },
    {
      "id": "langdock:langdock:billing",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/admin/billing/pricing.md",
      "title": "https://docs.langdock.com/en/admin/billing/pricing.md",
      "locator": "Products, volume tiers, Enterprise and API",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Business covers up to 1000 users, BYOK separates model costs, workflows/API are metered and Enterprise is quoted."
    },
    {
      "id": "langdock:langdock:byok",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/admin/byok/byok.md",
      "title": "https://docs.langdock.com/en/admin/byok/byok.md",
      "locator": "Options, requirements, setup and usage export",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "BYOK replaces completion, embedding and image routes; missing model categories break relevant features."
    },
    {
      "id": "langdock:langdock:byok-routes",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/admin/byok/setup-guides.md",
      "title": "Setup Guides",
      "locator": "Provider setup tabs and OpenAI-compatible endpoints",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Named BYOK routes include cloud providers, Vercel Gateway and self-hosted OpenAI-compatible HTTPS endpoints."
    },
    {
      "id": "langdock:langdock:research",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/chat/tools/deep-research.md",
      "title": "Deep Research",
      "locator": "Model configuration, limitations and usage",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Deep Research creates cited public-web reports and has a 15-per-30-days cap for standard keys."
    },
    {
      "id": "langdock:langdock:terms",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://langdock.com/terms",
      "title": "Terms of Use | Langdock",
      "locator": "Sections 6/7/9/12/15/16/19 and Appendix 1",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Terms 2.1 prohibit training and describe provider-specific residency and retention agreements, proprietary use rights and contract defaults."
    },
    {
      "id": "langdock:langdock:byok-models",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/admin/byok/adding-models.md",
      "title": "How to add your own models",
      "locator": "Custom model setup and deployment configuration",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins configure completion, image and embedding models, deployments, capability flags and USD accounting rates."
    },
    {
      "id": "langdock:langdock:pricing",
      "productId": "langdock",
      "kind": "vendor-claimed",
      "url": "https://langdock.com/pricing",
      "title": "Pricing Plans | Langdock",
      "locator": "Chat & Agents, price breakdown, add-ons and API",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Business headline prices, annual discounts, workflow packages and Governance promotion are public."
    },
    {
      "id": "langdock:langdock:workspace",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/admin/workspace/workspace.md",
      "title": "Workspace Settings",
      "locator": "Product Settings, Models, Analytics and Customizations",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Workspace settings define retention, model defaults, EU-only default enablement, analytics and product controls."
    },
    {
      "id": "langdock:langdock:limits",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/models-and-limits/fair-usage-policy.md",
      "title": "Usage Limits",
      "locator": "Usage windows and exhaustion",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Five-hour and weekly usage windows trigger extra usage or a fallback; spam protection caps 250 messages per three hours."
    },
    {
      "id": "langdock:langdock:extra",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/admin/manage-usage/extra-usage.md",
      "title": "Extra Usage",
      "locator": "Enabling extra usage, spend limits and API exceptions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Extra usage has workspace/plan/user caps and fallback behavior with possible final-response overshoot."
    },
    {
      "id": "microsoft-copilot:ms-anthropic",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/microsoft-365/copilot/connect-to-ai-subprocessor",
      "title": "Anthropic models in Microsoft Online Services",
      "locator": "Opt-in regions; admin settings; Anthropic models with Data Retention",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Anthropic is disabled by default for EU/EFTA/UK tenants, excluded from EU/in-country processing commitments, and retention-labelled models have separate terms."
    },
    {
      "id": "microsoft-copilot:ms-price-us",
      "productId": "microsoft-copilot",
      "kind": "vendor-claimed",
      "url": "https://www.microsoft.com/en-us/copilot/pricing/enterprise",
      "title": "Microsoft Copilot Plans and Pricing - Enterprise",
      "locator": "Copilot Chat; paid add-on; compare plans; FAQ",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The US page lists Copilot Chat at no additional cost with eligible M365, a USD 30 annual-billing monthly add-on, separate base licensing and metered agent/Cowork use."
    },
    {
      "id": "langdock:langdock:files",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/troubleshooting/faq/supported-file-types.md",
      "title": "Which file types does Langdock support?",
      "locator": "Format/size tables and processing limits",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Supported files have different type-specific size limits and processing restrictions."
    },
    {
      "id": "langdock:langdock:file-count",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/troubleshooting/faq/file-limit.md",
      "title": "What are the file limits in the chat and in agents?",
      "locator": "Chat and agent attachment limits",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Web message uploads allow 50 files, mobile five; agent knowledge and knowledge bases have separate limits."
    },
    {
      "id": "langdock:langdock:retrieval",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/guides/knowledge/knowledge-basics.md",
      "title": "Knowledge Basics",
      "locator": "Direct context and embedding search",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Direct file previews differ from semantic search over 2000-character chunks, returning up to 50 passages."
    },
    {
      "id": "microsoft-copilot:ms-upload",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://support.microsoft.com/en-us/microsoft-365-copilot/file-upload-in-microsoft-copilot",
      "title": "File upload in Microsoft Copilot",
      "locator": "Supported file formats; file limits; files handling",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The support article names document/image/text formats and a limit of 20 files per conversation and 50 MB per file."
    },
    {
      "id": "langdock:langdock:knowledge",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/library/knowledge-bases.md",
      "title": "Knowledge bases",
      "locator": "Creation, sharing, limits and agent use",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Persistent shareable knowledge bases accept up to 1000 text documents, search chunks and attach to agents."
    },
    {
      "id": "langdock:langdock:agents",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/agents/configuration.md",
      "title": "Agent Configuration",
      "locator": "Agent configuration, knowledge and source restriction",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Agents combine instructions, files, folders, models, actions, skills and subagents, with optional source-access restrictions."
    },
    {
      "id": "microsoft-copilot:ms-notebooks",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://support.microsoft.com/en-us/microsoft-365-copilot/get-answers-and-insights-about-your-microsoft-365-copilot-notebook",
      "title": "Get answers and insights about your Microsoft Copilot Notebook",
      "locator": "Reference limits and supported content types",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Free Copilot Chat notebooks use up to 50 references; paid notebook grounding uses up to 300, with broader entity types."
    },
    {
      "id": "microsoft-copilot:ms-notebook-instructions",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://support.microsoft.com/en-us/microsoft-365-copilot/provide-custom-instructions-for-your-microsoft-365-copilot-notebook",
      "title": "Provide custom instructions for your Microsoft Copilot Notebook",
      "locator": "Instructions; sharing note; prerequisites",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Notebook instructions can be edited and shared collaboratively; a SharePoint or OneDrive service plan is required."
    },
    {
      "id": "microsoft-copilot:ms-builder",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/microsoft-365/copilot/extensibility/agent-builder",
      "title": "Agent Builder in Microsoft 365 Copilot",
      "locator": "Knowledge; licensing; admin controls; known limitations",
      "sourceDate": "2026-09-30",
      "retrievedAt": "2026-10-21",
      "finding": "Agent Builder creates knowledge/instruction agents, has admin access controls and requires Copilot Studio for authored external actions."
    },
    {
      "id": "langdock:langdock:sync",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/guides/integrations/folder-sync.md",
      "title": "Folder Sync",
      "locator": "Setup, permission checks, sync behavior and owner removal",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Daily folder sync supports SharePoint, OneDrive, Drive and Confluence, with real-time user access checks."
    },
    {
      "id": "langdock:langdock:integrations",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/integrations/integration-directory.md",
      "title": "Integration Directory",
      "locator": "Native integration directory",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The native directory lists Microsoft, Google, Atlassian, CRM, BI, vector search, DeepL and audio integrations."
    },
    {
      "id": "langdock:langdock:mcp",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/guides/integrations/mcp/mcp.md",
      "title": "Model Context Protocol (MCP)",
      "locator": "Transports, authentication and tool confirmation",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "MCP clients support Streamable HTTP/SSE and several authentication types; new tools do not require confirmation by default."
    },
    {
      "id": "microsoft-copilot:ms-privacy",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/microsoft-365/copilot/microsoft-365-copilot-privacy",
      "title": "Data, Privacy, and Security for Microsoft Copilot",
      "locator": "Rename note; organizational data; stored interactions; EU Data Boundary",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Microsoft documents the rename, Graph permissions, protected interaction storage, no foundation-model training and residency exceptions."
    },
    {
      "id": "microsoft-copilot:ms-connector-license-r2",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/microsoftsearch/licensing",
      "title": "Prerequisites for deploying connectors",
      "locator": "Licensing matrix; federated prerequisites; synced versus agents",
      "sourceDate": "2026-06-02",
      "retrievedAt": "2026-10-21",
      "finding": "Paid Copilot/E7 supports connector grounding and federation; Studio/pay-as-you-go supports synced data in agents only, with no federated entitlement."
    },
    {
      "id": "microsoft-copilot:ms-connectors-r2",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/microsoft-365/copilot/connectors/overview",
      "title": "Copilot connectors overview",
      "locator": "Architecture; source examples; citations; October rollout note",
      "sourceDate": "2026-10-06",
      "retrievedAt": "2026-10-21",
      "finding": "Synced connectors index content/ACLs and provide citations; federation fetches live, while this October6 overview retains earlier read-only rollout wording."
    },
    {
      "id": "microsoft-copilot:ms-federated-r2",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/microsoft-365/copilot/connectors/federated-connectors-overview",
      "title": "Federated connectors overview",
      "locator": "Supported experiences; user licence; actions and confirmation; Tools view",
      "sourceDate": "2026-10-16",
      "retrievedAt": "2026-10-21",
      "finding": "The October16 detailed guide documents source-authorized writes and per-tool approval; Researcher stays read-only and Coming soon labels the admin Tools view."
    },
    {
      "id": "microsoft-copilot:ms-custom-mcp-r2",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/microsoft-365/copilot/connectors/set-up-custom-federated-connectors",
      "title": "Set up custom federated connectors",
      "locator": "MCP prerequisites; OAuth; tenant controls and staged rollout",
      "sourceDate": "2026-10-16",
      "retrievedAt": "2026-10-21",
      "finding": "Custom MCP prerequisites include create/update/delete tools; user access requires the Copilot licence and intersecting tenant/staging controls."
    },
    {
      "id": "microsoft-copilot:ms-personal-sync-r2",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/microsoft-365/copilot/connectors/personal-sync-connectors-overview",
      "title": "Self-serve sync connectors overview",
      "locator": "Limited preview; Confluence/Jira; incremental/full synchronization",
      "sourceDate": "2026-08-13",
      "retrievedAt": "2026-10-21",
      "finding": "Self-serve Confluence/Jira synchronization is a limited-preview per-user route with documented incremental/full crawl intervals."
    },
    {
      "id": "langdock:langdock:labels",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/admin/manage-integrations/sensitivity-label-policy.md",
      "title": "Sensitivity Label Policy",
      "locator": "Availability, enforcement, exceptions and unsupported areas",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A request-enabled Purview label policy filters supported integrations, with documented actions and upload exceptions."
    },
    {
      "id": "langdock:langdock:actions",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/admin/manage-integrations/manage-action-access.md",
      "title": "Manage Action Access",
      "locator": "Access settings and native-action exception",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins share integrations and actions with users/groups/API keys; native core actions cannot be disabled."
    },
    {
      "id": "microsoft-copilot:ms-setup",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/microsoft-365/copilot/microsoft-365-copilot-setup",
      "title": "Set up Microsoft Copilot and assign licenses",
      "locator": "Prerequisites; security; get started and deploy",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "IT assigns paid licences through M365; Microsoft documents Entra MFA, conditional access and additional Purview/SAM licensing dependencies."
    },
    {
      "id": "microsoft-copilot:ms-dlp",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/purview/dlp-microsoft365-copilot-location-learn-about",
      "title": "Microsoft Purview DLP for Microsoft 365 Copilot and Cowork",
      "locator": "Sensitive information types; prevent processing prompts; sensitivity labels",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Purview policies can detect sensitive prompt types and block Copilot processing; file-label and prompt paths have distinct conditions."
    },
    {
      "id": "langdock:langdock:chat",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/chat/functionalities.md",
      "title": "Basic Chat functionalities",
      "locator": "Model selector and tool availability",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Chat supports model selection and governed tools; memory, deep research and agent tool conditions differ."
    },
    {
      "id": "langdock:langdock:account",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/account/account.md",
      "title": "Account Settings",
      "locator": "Preferences, shared chats, custom instructions and memory",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Account settings include five UI languages, personal controls and temporary 72-hour Support sharing."
    },
    {
      "id": "langdock:langdock:memory",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/chat/tools/memory.md",
      "title": "Memory",
      "locator": "Availability, management and limits",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Memory works in regular chats only, with a 50-memory cap and view/edit/delete controls."
    },
    {
      "id": "microsoft-copilot:ms-memory",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://support.microsoft.com/en-us/microsoft-365-copilot/personalize-what-microsoft-365-copilot-remembers",
      "title": "Personalize what Microsoft Copilot remembers",
      "locator": "Saved memory; history; work insights; custom instructions; temporary chat",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Microsoft documents saved memories, prior-chat inferences, custom instructions and user removal controls, with work insights depending on plan."
    },
    {
      "id": "langdock:langdock:roles",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/admin/workspace/roles.md",
      "title": "Roles and extra permissions",
      "locator": "System roles, custom roles and group permissions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "System roles, up to five custom roles and delegated group permissions are configurable."
    },
    {
      "id": "microsoft-copilot:ms-agents",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://support.microsoft.com/en-us/microsoft-365-copilot/get-started-with-agents-in-the-microsoft-365-copilot-app",
      "title": "Get started with agents in the Microsoft Copilot app",
      "locator": "Explore agents; create and share",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Users can discover prebuilt and organization agents and share agent links, subject to account and organization settings."
    },
    {
      "id": "langdock:langdock:web",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/chat/tools/web-search.md",
      "title": "Web Search",
      "locator": "Search behavior and source inspection",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Web search returns inspectable citations and has a separate open-URL tool."
    },
    {
      "id": "microsoft-copilot:ms-chat-privacy",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/copilot/privacy-and-protections",
      "title": "Microsoft Copilot Chat Privacy and Protections",
      "locator": "Grounding; organizational data; logging; generated files; EUDB",
      "sourceDate": "2026-08-24",
      "retrievedAt": "2026-10-21",
      "finding": "Copilot Chat has limited contextual work access, Exchange interaction logging, OneDrive uploads and a separate Bing web-query boundary."
    },
    {
      "id": "microsoft-copilot:ms-manage",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/copilot/manage",
      "title": "Manage Microsoft Copilot Chat",
      "locator": "Manage web search queries; Cloud Policy",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The Allow web search policy can target the tenant, groups and users and also applies to paid Copilot."
    },
    {
      "id": "langdock:langdock:workflows",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/workflows/introduction.md",
      "title": "Introduction to Workflows",
      "locator": "Introduction and activation",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Workflows chain agents, integrations and logic with form, schedule and event triggers after admin activation."
    },
    {
      "id": "microsoft-copilot:ms-schedule",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://support.microsoft.com/en-us/microsoft-365-copilot/schedule-your-most-used-copilot-prompts",
      "title": "Schedule your most used Copilot prompts",
      "locator": "Prerequisites; create; manage scheduled prompts",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Paid Copilot users can schedule up to ten prompts and edit, disable or delete schedules."
    },
    {
      "id": "langdock:langdock:hitl",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/workflows/fundamentals/human-in-the-loop.md",
      "title": "Human in the Loop",
      "locator": "Approval and action confirmation",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Workflow runs can pause for editor approval or per-action confirmation."
    },
    {
      "id": "langdock:langdock:excel",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/microsoft-add-ins/excel.md",
      "title": "Excel Add-in",
      "locator": "Install, workbook operations and edit permissions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The Excel add-in reads and writes workbooks with default edit confirmation and named version prerequisites."
    },
    {
      "id": "langdock:langdock:outlook-rev2",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/microsoft-add-ins/outlook.md",
      "title": "Outlook Add-in",
      "locator": "Installation and Exchange Online prerequisites; edit permissions; HTTP200 Markdown re-read2026-10-21",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The Outlook add-in requires workspace-admin access and Exchange Online; edits ask by default and sending requires an explicit requested and confirmed action."
    },
    {
      "id": "langdock:langdock:outlook-marketplace",
      "productId": "langdock",
      "kind": "vendor-claimed",
      "url": "https://marketplace.microsoft.com/en-us/product/WA200011534?tab=Overview",
      "title": "Langdock for Outlook, by Langdock GmbH",
      "locator": "Overview and eligibility sentence",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Vendor listing offers the add-in to every paid Langdock plan and trials, with draft review before sending."
    },
    {
      "id": "langdock:langdock:outlook-rev2-20261026",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/microsoft-add-ins/outlook.md",
      "title": "Outlook Add-in",
      "locator": "Installation and Exchange Online prerequisites; edit permissions; HTTP200 Markdown re-read2026-10-21",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The Outlook add-in requires workspace-admin access and Exchange Online; edits ask by default and sending requires an explicit requested and confirmed action."
    },
    {
      "id": "langdock:langdock:pricing-20261026",
      "productId": "langdock",
      "kind": "vendor-claimed",
      "url": "https://langdock.com/pricing",
      "title": "Pricing Plans | Langdock",
      "locator": "Chat & Agents, price breakdown, add-ons and API",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Business headline prices, annual discounts, workflow packages and Governance promotion are public."
    },
    {
      "id": "langdock:langdock:changes-20261026",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://langdock.com/changelog",
      "title": "Product Changelog | Langdock",
      "locator": "13 October 2026 model release; 15/10 September feature releases",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Dated releases document model additions, desktop apps and per-agent confirmations."
    },
    {
      "id": "langdock:langdock:outlook-admin-20261026",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/admin/manage-integrations/add-in-setup-guides/outlook.md",
      "title": "Outlook Add-in setup",
      "locator": "Availability and access settings",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Admins set Outlook add-in access to Nobody, Everyone or Specific members and groups; Outlook Email and Calendar integrations have separate access/scopes."
    },
    {
      "id": "langdock:langdock:agents-20261026",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/agents/configuration.md",
      "title": "Agent Configuration",
      "locator": "Agent configuration, knowledge and source restriction",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Agents combine instructions, files, folders, models, actions, skills and subagents, with optional source-access restrictions."
    },
    {
      "id": "langdock:langdock:research-20261026",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/chat/tools/deep-research.md",
      "title": "Deep Research",
      "locator": "Model configuration, limitations and usage",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Deep Research creates cited public-web reports and has a 15-per-30-days cap for standard keys."
    },
    {
      "id": "langdock:langdock:hitl-20261026",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/workflows/fundamentals/human-in-the-loop.md",
      "title": "Human in the Loop",
      "locator": "Approval and action confirmation",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Workflow runs can pause for editor approval or per-action confirmation."
    },
    {
      "id": "langdock:langdock:mcp-20261026",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/guides/integrations/mcp/mcp.md",
      "title": "Model Context Protocol (MCP)",
      "locator": "Transports, authentication and tool confirmation",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "MCP clients support Streamable HTTP/SSE and several authentication types; new tools do not require confirmation by default."
    },
    {
      "id": "langdock:langdock:excel-20261026",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/microsoft-add-ins/excel.md",
      "title": "Excel Add-in",
      "locator": "Install, workbook operations and edit permissions",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The Excel add-in reads and writes workbooks with default edit confirmation and named version prerequisites."
    },
    {
      "id": "microsoft-copilot:ms-cowork",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/microsoft-365/copilot/cowork/get-started",
      "title": "Get started with Copilot Cowork",
      "locator": "Prerequisites; watch Cowork work; approve actions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Cowork requires paid Copilot and enabled usage billing, exposes tool steps, and supports action approval and pause/cancel controls."
    },
    {
      "id": "langdock:langdock:mcp-server",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/guides/integrations/mcp/langdock-agent-mcp-server.md",
      "title": "Langdock Agent MCP Server",
      "locator": "Endpoint, authentication and tools",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A public MCP endpoint exposes workspace agents under Agent API scope."
    },
    {
      "id": "microsoft-copilot:ms-chat-api-r2",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/microsoft-365/copilot/extensibility/api/ai-services/chat/overview",
      "title": "Microsoft 365 Copilot Chat API overview",
      "locator": "Licensing; preview terms; limitations",
      "sourceDate": "2026-07-02",
      "retrievedAt": "2026-10-21",
      "finding": "The text Chat API preview requires each user to have the paid add-on, uses grounding/compliance, and excludes graphical/code/action skills."
    },
    {
      "id": "microsoft-copilot:microsoft-copilot:r4-roadmap-work-iq",
      "productId": "microsoft-copilot",
      "kind": "vendor-claimed",
      "url": "https://www.microsoft.com/en-us/microsoft-365/roadmap",
      "title": "Microsoft AI at Work roadmap",
      "locator": "April 30, Work IQ API public preview; October 15 legal announcement",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The roadmap describes Work IQ API public preview with MCP, REST and A2A access to work context. This does not establish that the separate Chat API is an MCP server or confirm endpoint/plan prerequisites."
    },
    {
      "id": "langdock:langdock:desktop-rev2",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/admin/desktop-app/deploy.md",
      "title": "Enterprise Guide for Langdock Desktop",
      "locator": "Windows machine-wide MSIX/Intune; macOS PKG/DMG/Jamf/Kandji; HTTP200 Markdown re-read2026-10-21",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Managed desktop rollout supports machine-wide Windows packages and signed/notarized macOS installers; these installation instructions do not change subscription entitlements."
    },
    {
      "id": "langdock:langdock:mobile-rev2",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/mobile-app/introduction.md",
      "title": "Mobile App",
      "locator": "Download routes",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "HTTP200 Markdown introduction links official Apple App Store and Google Play mobile clients."
    },
    {
      "id": "langdock:langdock:desktop-product",
      "productId": "langdock",
      "kind": "vendor-claimed",
      "url": "https://langdock.com/products/desktop",
      "title": "Langdock Desktop",
      "locator": "Downloads and Q&A",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Windows/macOS desktop clients use the same workspace and approved models as web."
    },
    {
      "id": "langdock:langdock:mobile-product",
      "productId": "langdock",
      "kind": "vendor-claimed",
      "url": "https://langdock.com/mobile",
      "title": "Langdock Mobile",
      "locator": "App Store/Google Play links and Q&A",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Vendor mobile page offers iOS/Android clients using the workspace-approved models."
    },
    {
      "id": "microsoft-copilot:ms-chat-usage",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/microsoft-365/admin/activity-reports/microsoft-copilot-usage",
      "title": "Microsoft Copilot Chat usage report",
      "locator": "Audience; metrics; export",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Unlicensed Copilot Chat usage is reported separately, anonymized by default, with per-user metrics and CSV export."
    },
    {
      "id": "microsoft-copilot:microsoft-copilot:r4-mdm-deployment",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/microsoft-365/copilot/deploy-microsoft-365-copilot-app",
      "title": "Microsoft Copilot app deployment",
      "locator": "Deploy via any MDM; prevent automatic installation; rename note",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The Windows Copilot installer can be distributed through Intune, Configuration Manager, Group Policy or another MDM. Automatic Microsoft 365 Apps installation has EEA/government/channel exclusions. The article confirms the Microsoft Copilot rename."
    },
    {
      "id": "langdock:langdock:teams",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/guides/chatbots/teams-bot.md",
      "title": "How to use the Teams Bot",
      "locator": "Private chats, channels and admin install",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Teams has personal bot chats and channel threads with team participation."
    },
    {
      "id": "langdock:langdock:teams-20261026",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/guides/chatbots/teams-bot.md",
      "title": "How to use the Teams Bot",
      "locator": "Installation note; Two Ways to Use the Teams Bot; Private Chat; Using Langdock in Channels; Limitations",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The public Markdown guide was retrieved with HTTP 200. A workspace admin installs the Teams app, which supports private bot chat and channel threads using @Langdock; it is separate from the web chat history."
    },
    {
      "id": "langdock:langdock:editor",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/chat/document-editor.md",
      "title": "Document Editor",
      "locator": "Editor, AI edits, export and limitations",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Document Editor replaces Canvas and exports Markdown, Word and PDF; imported Word/PDF cannot be edited directly there."
    },
    {
      "id": "microsoft-copilot:ms-writing-r2",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://support.microsoft.com/en-us/microsoft-365-copilot/get-started-writing-prompts-in-microsoft-365-copilot",
      "title": "Get started writing prompts in Microsoft Copilot",
      "locator": "Scope note; draft/edit examples; work-content licence",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The support guide gives drafting and Word rewrite examples and separately requires the commercial Copilot subscription for work-data grounding."
    },
    {
      "id": "microsoft-copilot:microsoft-copilot:r5-chat-translation",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://support.microsoft.com/en-us/microsoft-365-copilot/translate-files-into-another-language-in-microsoft-365-copilot-chat",
      "title": "Copilot Chat file-content translation",
      "locator": "Translate a file; tone/style/country examples",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Documents can be attached/referenced for prompted translation in Copilot Chat. The page documents tone and audience instructions, not a formatting-preservation guarantee or managed terminology glossary."
    },
    {
      "id": "microsoft-copilot:microsoft-copilot:r5-word-translation-boundary",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://word.cloud.microsoft/create/en/blog/how-to-translate-documents-in-word/",
      "title": "Word Translator and Copilot translation workflow",
      "locator": "Translate a Word document with Translator; Rewrite translated content with AI; Review checks",
      "sourceDate": "2026-09-16",
      "retrievedAt": "2026-10-26",
      "finding": "Word Translator creates a separate translated copy while retaining formatting; Copilot adapts wording, tone and audience. The page still asks users to review tables/layout after translation and does not make Translator the Copilot Chat engine."
    },
    {
      "id": "microsoft-copilot:microsoft-copilot:r5-sharepoint-translation",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/microsoft-365/documentprocessing/translation-overview?view=o365-worldwide",
      "title": "SharePoint document translation scope",
      "locator": "Requirements; translated file copy; release limitations",
      "sourceDate": "2026-04-23",
      "retrievedAt": "2026-10-26",
      "finding": "SharePoint/OneDrive document processing offers format/structure-preserving translated copies, with 40 MB limits and file/permission restrictions. It is a separate service from Copilot Chat."
    },
    {
      "id": "microsoft-copilot:microsoft-copilot:r5-sharepoint-glossary",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/microsoft-365/documentprocessing/translation-glossary?view=o365-worldwide",
      "title": "SharePoint terminology glossary",
      "locator": "Create and use a custom glossary for document translation",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Document processing accepts language-pair glossary files, including CSV/TSV/TAB/XLF, selected in its translation workflow. This does not establish a managed glossary in Copilot Chat."
    },
    {
      "id": "microsoft-copilot:microsoft-copilot:r5-sharepoint-metering",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/microsoft-365/documentprocessing/syntex-azure-billing?view=o365-worldwide",
      "title": "Document processing separate metered billing",
      "locator": "Prerequisites; services list including document translation",
      "sourceDate": "2025-08-04",
      "retrievedAt": "2026-10-26",
      "finding": "Document processing uses an Azure subscription/resource group and a pay-as-you-go meter. A Copilot seat alone is not evidence that the separate glossary translation service is included."
    },
    {
      "id": "langdock:langdock:images",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/chat/tools/image-generation.md",
      "title": "Image Generation",
      "locator": "Generating images and model choice",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Chat invokes configured image-generation models with a user model selector."
    },
    {
      "id": "microsoft-copilot:microsoft-copilot:r4-image-admin",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/microsoft-365/copilot/configure-copilot-admin-center",
      "title": "Configure Microsoft Copilot settings",
      "locator": "Configure Copilot actions; Before you begin",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Copilot Settings exposes an image-generation allow/prevent control. Available settings depend on licences, enabled features and rollout; AI Administrator is an example of the required admin role."
    },
    {
      "id": "microsoft-copilot:microsoft-copilot:r4-online-service-terms",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://www.microsoft.com/licensing/terms/product/ForOnlineServices/all",
      "title": "Microsoft Product Terms for Online Services",
      "locator": "Using the Online Services; Acceptable Use; Generative AI Output Content",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Commercial use is limited to the licensing agreement and Microsoft reserves other rights. Reverse engineering is restricted. Generative-AI output is Customer Data and Microsoft does not own it; this is not a component-by-component source-licence inventory."
    },
    {
      "id": "microsoft-copilot:ms-voice",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://support.microsoft.com/en-us/microsoft-365-copilot/get-started-with-voice-features-in-microsoft-365-copilot",
      "title": "Get started with Copilot Voice",
      "locator": "Feature/account matrix; work/school data and privacy",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Work/school dictation and read-aloud are documented, while Voice availability varies and feedback audio is removed after 48 hours."
    },
    {
      "id": "langdock:langdock:analysis",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/guides/data-analysis.md",
      "title": "Using Langdock for Data Analysis",
      "locator": "Analysis procedure and outputs",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Tabular analysis produces charts and downloadable spreadsheet and document formats."
    },
    {
      "id": "microsoft-copilot:ms-code-r2",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/microsoft-365/copilot/extensibility/code-interpreter-security",
      "title": "Code interpreter security architecture",
      "locator": "Availability; isolated Azure VM; Python analysis",
      "sourceDate": "2025-11-26",
      "retrievedAt": "2026-10-21",
      "finding": "Code interpreter in Copilot/eligible declarative agents runs Python analysis and charts in session-isolated Azure VMs with no network traffic."
    },
    {
      "id": "microsoft-copilot:ms-chat-privacy-r2",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/copilot/privacy-and-protections",
      "title": "Copilot Chat privacy and protections",
      "locator": "Exchange logging; OneDrive uploads; Office file generation",
      "sourceDate": "2026-08-24",
      "retrievedAt": "2026-10-21",
      "finding": "Managed work Chat logs prompts/responses in Exchange and places uploads in OneDrive for Business; generated Office files have separate download/storage paths."
    },
    {
      "id": "langdock:langdock:projects",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/chat/projects.md",
      "title": "Projects",
      "locator": "Project sharing and permissions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Shared projects expose all project chats/files to members and can be shared with users/groups, not the whole workspace."
    },
    {
      "id": "microsoft-copilot:ms-language",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://support.microsoft.com/en-us/microsoft-365-copilot/supported-languages-for-microsoft-365-copilot",
      "title": "Supported languages for Microsoft Copilot",
      "locator": "Work or school accounts; localization description",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The supported work/school language list includes English, German, French and Italian, with localization asserted by Microsoft."
    },
    {
      "id": "langdock:langdock:saml",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/admin/security/saml/saml.md",
      "title": "https://docs.langdock.com/en/admin/security/saml/saml.md",
      "locator": "Checklist, supported IdPs, external authentication and MFA",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "SAML 2.0 requires a verified domain; MFA comes from the IdP rather than standalone Langdock MFA."
    },
    {
      "id": "langdock:langdock:scim",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/admin/security/scim/scim.md",
      "title": "https://docs.langdock.com/en/admin/security/scim/scim.md",
      "locator": "Overview and prerequisites",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "SCIM 2.0 supports Entra provisioning after SAML setup and domain verification."
    },
    {
      "id": "langdock:langdock:scim-entra",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/admin/security/scim/entra.md",
      "title": "https://docs.langdock.com/en/admin/security/scim/entra.md",
      "locator": "Target Object Actions and optional group synchronization",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Entra target actions control provisioning/deactivation and group synchronization."
    },
    {
      "id": "langdock:langdock:leaver",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/admin/manage-agents/unassign-agents.md",
      "title": "Unassign Agents",
      "locator": "Unassigned agents and reassignment",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Agents whose owner is deactivated keep functioning but cannot be edited until reassigned."
    },
    {
      "id": "microsoft-copilot:ms-cost-setup",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/microsoft-365/copilot/usage-based-billing-copilot-credits-setup",
      "title": "Set up usage-based billing for Copilot Credits",
      "locator": "Roles; monthly limits; prepaid and PAYG",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The cost dashboard exposes policy and per-user monthly limits and consumes prepaid credit before PAYG overage."
    },
    {
      "id": "langdock:langdock:exports",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/admin/compliance-and-governance/usage-exports.md",
      "title": "Usage Exports",
      "locator": "Export data types, limits and user-level data",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Usage CSV exports span users, agents, keys, projects, models and workflows, with user-detail privacy controls."
    },
    {
      "id": "microsoft-copilot:ms-usage",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/microsoft-365/admin/activity-reports/microsoft-365-copilot-usage",
      "title": "Microsoft Copilot usage report",
      "locator": "Report metrics and privacy note",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The paid report tracks adoption and application activity and hides identifying user, group and site fields by default."
    },
    {
      "id": "langdock:langdock:byok-limits",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/admin/manage-usage/byok/usage-limits.md",
      "title": "Usage and spend limits",
      "locator": "Scope, unpriced models and spend limits",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "BYOK cost limits depend on configured prices and exclude backbone, workflows and workspace API usage."
    },
    {
      "id": "langdock:langdock:workflow-limits",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/admin/manage-workflows/spend-limits.md",
      "title": "Workflow limits",
      "locator": "Spend limits and execution step cap",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Workflow AI use has a separate workspace EUR limit and per-workflow USD limits that block new runs."
    },
    {
      "id": "langdock:langdock:audit",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/developer/audit-logs-api/intro-to-audit-logs-api.md",
      "title": "Audit Logs API Overview",
      "locator": "Event schema, retention and prerequisites",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Audit events retain 90 days and are retrievable by a dedicated-scope admin API for SIEM ingestion."
    },
    {
      "id": "langdock:langdock:compliance-rev2",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/developer/compliance-api/export-tool-results.md",
      "title": "Export tool parameters and outputs",
      "locator": "Before You Start, parameters and conversation endpoints; HTTP200 Markdown re-read2026-10-21",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Cloud Compliance API is workspace-enable­ment gated; dedicated deployments serve it unless disabled. Conversation exports include messages and tool inputs/outputs only with both explicit flags."
    },
    {
      "id": "langdock:langdock:compliance-rev2-20261026",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/developer/compliance-api/export-tool-results.md",
      "title": "Export tool parameters and outputs",
      "locator": "Before You Start, parameters and conversation endpoints; HTTP200 Markdown re-read2026-10-21",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Cloud Compliance API is workspace-enable­ment gated; dedicated deployments serve it unless disabled. Conversation exports include messages and tool inputs/outputs only with both explicit flags."
    },
    {
      "id": "langdock:langdock:audit-20261026",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/developer/audit-logs-api/intro-to-audit-logs-api.md",
      "title": "Audit Logs API Overview",
      "locator": "Event schema, retention and prerequisites",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Audit events retain 90 days and are retrievable by a dedicated-scope admin API for SIEM ingestion."
    },
    {
      "id": "langdock:langdock:workspace-20261026",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/admin/workspace/workspace.md",
      "title": "Workspace Settings",
      "locator": "Product Settings, Models, Analytics and Customizations",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Workspace settings define retention, model defaults, EU-only default enablement, analytics and product controls."
    },
    {
      "id": "microsoft-copilot:ms-audit",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/purview/audit-copilot",
      "title": "Audit logs for Copilot and AI applications",
      "locator": "Admin and user activities; common properties",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enabled Purview Audit records Copilot admin changes, users, accessed resources, agent identifiers and policy metadata."
    },
    {
      "id": "microsoft-copilot:ms-audit-standard",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/purview/audit-solutions-overview",
      "title": "Learn about auditing solutions in Microsoft Purview",
      "locator": "Audit Standard and Premium retention",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Purview distinguishes standard audit retention from separately licensed longer-retention capabilities."
    },
    {
      "id": "microsoft-copilot:ms-retention",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/purview/retention-policies-copilot",
      "title": "Learn about retention for Copilot and AI apps",
      "locator": "What is included; mailbox retention flow; holds",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Copilot interaction copies live in hidden Exchange folders, can have Purview retention policies and remain subject to legal holds."
    },
    {
      "id": "microsoft-copilot:microsoft-copilot:r4-audit-export",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/purview/audit-copilot",
      "title": "Audit logs for Copilot and AI applications",
      "locator": "Accessing Copilot audit logs; Next steps",
      "sourceDate": "2026-08-26",
      "retrievedAt": "2026-10-26",
      "finding": "Purview supports searching and exporting Copilot audit events, then filtering exported AppIdentity values. This is metadata export, not a claim that audit events contain full prompts and responses."
    },
    {
      "id": "microsoft-copilot:microsoft-copilot:r4-audit-api",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/graph/api/resources/report?view=graph-rest-beta",
      "title": "Microsoft 365 usage reports in Microsoft Graph",
      "locator": "Programmatically export unlicensed Copilot Chat usage",
      "sourceDate": "2025-12-23",
      "retrievedAt": "2026-10-26",
      "finding": "The document identifies EXO Search-UnifiedAuditLog CSV export and Office 365 Management Activity API streaming to SIEM for CopilotInteraction events. It distinguishes these from Graph usage-report APIs."
    },
    {
      "id": "microsoft-copilot:ms-dlp-default",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/purview/dlp-microsoft365-copilot-location-default-policy",
      "title": "Learn about the default DLP policy for Microsoft 365 Copilot location",
      "locator": "Simulation mode default",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The default sensitive-prompt DLP policy simulates and alerts rather than blocking until configured otherwise."
    },
    {
      "id": "microsoft-copilot:microsoft-copilot:r4-custom-dlp-types",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/purview/dlp-microsoft365-copilot-location-learn-about",
      "title": "Purview DLP for Copilot and Cowork",
      "locator": "Block sensitive information types in prompts; Files uploaded in prompts; Availability",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Prompt blocking supports built-in and custom sensitive-information types in preview with tenant rollout caveats. Uploaded-file contents are not scanned by this Copilot DLP location."
    },
    {
      "id": "langdock:langdock:gov",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/admin/governance/compliance-rules.md",
      "title": "Compliance Rules",
      "locator": "Rule operation, failures and analytics",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Custom agent compliance checks produce pass/fail and severity results with per-rule analytics."
    },
    {
      "id": "langdock:langdock:security",
      "productId": "langdock",
      "kind": "vendor-claimed",
      "url": "https://langdock.com/security",
      "title": "security",
      "locator": "Deployment, security, BYOK and certifications",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Default Azure EU SaaS, managed dedicated from 2000 and customer-cloud/on-premise from 5000 seats are advertised."
    },
    {
      "id": "langdock:langdock:dpa",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://langdock.com/dpa",
      "title": "Data Processing Agreement | Langdock",
      "locator": "Sections 7-12 and Appendices 1/2",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "DPA 2.1 defines third-country instructions, subprocessor notice and deletion/export rules, with an embedded provider table."
    },
    {
      "id": "microsoft-copilot:ms-edp",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/microsoft-365/copilot/enterprise-data-protection",
      "title": "Enterprise data protection in Microsoft Copilot and Microsoft Copilot Chat",
      "locator": "DPA; protection of prompts and responses",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise data protection applies Microsoft DPA/Product Terms and documents encryption and tenant separation."
    },
    {
      "id": "microsoft-copilot:ms-eudb",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/privacy/eudb/eu-data-boundary-learn",
      "title": "What is the EU Data Boundary?",
      "locator": "Overview; logs; countries; configuration",
      "sourceDate": "2025-02-26",
      "retrievedAt": "2026-10-21",
      "finding": "The EU/EFTA boundary covers customer data and pseudonymized personal logs subject to transfer exceptions, with professional-services data committed at rest."
    },
    {
      "id": "langdock:langdock:terms-rev2",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://langdock.com/terms",
      "title": "Terms of Use | Langdock",
      "locator": "Section9 and Appendix1 Microsoft Azure service terms",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Microsoft Azure routes use Modified Abuse Monitoring, disabling provider prompt/output retention and human abuse review. Other provider/model routes require separate assessment."
    },
    {
      "id": "microsoft-copilot:ms-no-training",
      "productId": "microsoft-copilot",
      "kind": "vendor-claimed",
      "url": "https://learn.microsoft.com/en-us/microsoft-365/copilot/microsoft-365-copilot-privacy",
      "title": "Microsoft Copilot no-training statement",
      "locator": "Important; abuse monitoring",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Microsoft states that prompts, responses and Graph data do not train foundation models and that the Copilot service opts out of Azure OpenAI abuse monitoring."
    },
    {
      "id": "langdock:langdock:retention",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/troubleshooting/faq/data-retention-for-files.md",
      "title": "How long are files saved in Langdock?",
      "locator": "Retention by object type",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Deleted chats are immediately unavailable and unreferenced files are cleaned overnight; shared file references survive."
    },
    {
      "id": "microsoft-copilot:ms-retention-r2",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/purview/retention-policies-copilot",
      "title": "Learn about retention for Copilot and AI apps",
      "locator": "Interaction storage; retention/hold processing; deleted users",
      "sourceDate": "2025-09-26",
      "retrievedAt": "2026-10-21",
      "finding": "Purview governs Exchange copies of AI interactions and holds, with asynchronous deletion processing distinct from uploaded-file storage."
    },
    {
      "id": "microsoft-copilot:ms-subprocessors",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/microsoft-365/copilot/copilot-subprocessor-overview",
      "title": "Overview of AI Subprocessors",
      "locator": "Subprocessor governance; customer notification",
      "sourceDate": "2026-08-18",
      "retrievedAt": "2026-10-21",
      "finding": "Microsoft links its Online Services Subprocessors List and subscriptions for change notifications."
    },
    {
      "id": "langdock:langdock:legal",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/admin/compliance-and-governance/legal-compliance.md",
      "title": "https://docs.langdock.com/en/admin/compliance-and-governance/legal-compliance.md",
      "locator": "Legal and compliance links",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "DPA applies automatically and a Professional Secrecy Addendum and certificates are linked from the Trust Center."
    },
    {
      "id": "microsoft-copilot:microsoft-copilot:r4-report-access",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/compliance/assurance/stp-get-started",
      "title": "Microsoft Service Trust Portal access",
      "locator": "Accessing the Service Trust Portal; Reports, Whitepapers and Artifacts",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Microsoft publishes external audit reports and third-party penetration-test attestations in STP; some downloads require an Entra organization account and acceptance of the compliance-material NDA. No report was downloaded."
    },
    {
      "id": "microsoft-copilot:microsoft-copilot:r5-bsi-iso27001",
      "productId": "microsoft-copilot",
      "kind": "certificate-verified",
      "url": "https://www.bsigroup.com/en-GB/products-and-services/assessment-and-certification/validation-and-verification/client-directory-certificate/IS%20552878/",
      "title": "BSI certificate registry: Microsoft 365 ISMS IS 552878",
      "locator": "ISO/IEC 27001:2022; Microsoft Corporation; scope and effective/expiry dates",
      "sourceDate": "2024-07-26",
      "retrievedAt": "2026-10-26",
      "finding": "BSI registry verifies Microsoft Corporation IS 552878 for the Microsoft 365 services ISMS, development, operations and PII protection, with a February 14, 2024 applicability statement. It does not name Copilot separately.",
      "issuer": "BSI",
      "certificateScope": "Microsoft Corporation; Microsoft 365 services ISMS, development, operations and PII protection; Statement of Applicability dated 2024-02-14. No explicit Copilot-specific scope list was obtained from this registry entry.",
      "validFrom": "2024-07-29",
      "validUntil": "2027-07-28",
      "registryUrl": "https://www.bsigroup.com/en-GB/products-and-services/assessment-and-certification/validation-and-verification/client-directory-certificate/IS%20552878/"
    },
    {
      "id": "microsoft-copilot:microsoft-copilot:r5-bsi-iso27701",
      "productId": "microsoft-copilot",
      "kind": "certificate-verified",
      "url": "https://www.bsigroup.com/en-GB/products-and-services/assessment-and-certification/validation-and-verification/client-directory-certificate/PM%20741035/",
      "title": "BSI certificate registry: Microsoft 365 privacy PM 741035",
      "locator": "ISO/IEC 27701:2019; processor scope; effective/expiry dates",
      "sourceDate": "2024-07-26",
      "retrievedAt": "2026-10-26",
      "finding": "BSI verifies the Microsoft 365 services processor privacy-management scope, referring to IS 552878 and the February 14, 2024 applicability statement. Copilot-specific applicability is not independently enumerated.",
      "issuer": "BSI",
      "certificateScope": "Microsoft Corporation; Microsoft 365 services ISMS, development, operations, support and PII protection as a processor; Statement of Applicability dated 2024-02-14; references IS 552878. Not a separately enumerated Copilot certificate.",
      "validFrom": "2024-07-29",
      "validUntil": "2027-07-28",
      "registryUrl": "https://www.bsigroup.com/en-GB/products-and-services/assessment-and-certification/validation-and-verification/client-directory-certificate/PM%20741035/"
    },
    {
      "id": "microsoft-copilot:microsoft-copilot:r5-copilot-compliance-boundary",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/microsoft-365/copilot/microsoft-365-copilot-privacy",
      "title": "Copilot Microsoft 365 compliance relationship",
      "locator": "Meeting regulatory compliance requirements",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Microsoft includes Copilot in its existing Microsoft 365 privacy/security/compliance commitments and lists ISO 27001/42001. This is vendor scope documentation, not the issuer’s Copilot-specific certificate schedule."
    },
    {
      "id": "microsoft-copilot:microsoft-copilot:r5-iso42001-scope",
      "productId": "microsoft-copilot",
      "kind": "vendor-claimed",
      "url": "https://learn.microsoft.com/en-us/compliance/regulatory/offering-iso-42001",
      "title": "Microsoft public ISO 42001 service scope",
      "locator": "Microsoft AI services in scope; report route",
      "sourceDate": "2026-09-11",
      "retrievedAt": "2026-10-26",
      "finding": "Microsoft explicitly lists Copilot and Copilot Chat in its ISO 42001 service scope. The public page points to STP but does not provide an issuer/certificate validity interval for those products."
    },
    {
      "id": "langdock:langdock:ip",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/admin/security/ip-restrictions.md",
      "title": "IP Restrictions",
      "locator": "Prerequisites and enforcement",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "CIDR allowlists immediately block unauthorized network access when enabled."
    },
    {
      "id": "langdock:langdock:pricing-rev2",
      "productId": "langdock",
      "kind": "vendor-claimed",
      "url": "https://langdock.com/pricing",
      "title": "Pricing Plans | Langdock",
      "locator": "Business/Enterprise cards; price breakdown; product add-ons",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The page maps Business to up to1000 users and Enterprise to1000+; the Standard headline and breakdown disagree, so no applicable Standard/BYOK tariff is established here."
    },
    {
      "id": "microsoft-copilot:ms-price-de",
      "productId": "microsoft-copilot",
      "kind": "vendor-claimed",
      "url": "https://www.microsoft.com/de-de/copilot/pricing/enterprise",
      "title": "Microsoft Copilot - Pläne und Preise für Unternehmen",
      "locator": "Paid Microsoft 365 Copilot price card and tax notice",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The German page lists EUR 26 per user per month billed annually excluding VAT, plus a qualifying M365 subscription."
    },
    {
      "id": "microsoft-copilot:ms-credit-rates",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/microsoft-copilot-studio/requirements-messages-management",
      "title": "Billing rates and management",
      "locator": "Copilot Credits billing table",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Studio billing uses feature-dependent credits, with qualifying paid-user assistive scenarios listed at no charge."
    },
    {
      "id": "langdock:langdock:ecb-fx",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml",
      "title": "ECB historical euro reference rates, 20 October 2026",
      "locator": "Cube time=2026-10-20, USD and CHF currency entries",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "ECB2026-10-20 reference rates:EUR1=USD1.1215=CHF0.9237, implying USD1=EUR0.89166206."
    },
    {
      "id": "microsoft-copilot:fx-20261020",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml",
      "title": "Euro foreign exchange reference rates",
      "locator": "Cube time=2026-10-20; USD and CHF entries",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "ECB historical XML retrieved directly confirms EUR 1 = USD 1.1215 and CHF 0.9237 for 2026-10-20."
    },
    {
      "id": "langdock:langdock:migration",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/developer/agents-api/agent-migration.md",
      "title": "Agent Migration Guide",
      "locator": "Prerequisites, exported settings and field mapping",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Agent API export/import preserves selected configuration; files/skills and some fields require separate migration."
    },
    {
      "id": "langdock:langdock:dpa-20261026",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://langdock.com/dpa",
      "title": "Data Processing Agreement | Langdock",
      "locator": "Sections 7-12 and Appendices 1/2",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "DPA 2.1 defines third-country instructions, subprocessor notice and deletion/export rules, with an embedded provider table."
    },
    {
      "id": "langdock:langdock:migration-20261026",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/developer/agents-api/agent-migration.md",
      "title": "Agent Migration Guide",
      "locator": "Prerequisites, exported settings and field mapping",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Agent API export/import preserves selected configuration; files/skills and some fields require separate migration."
    },
    {
      "id": "langdock:langdock:knowledge-20261026",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/library/knowledge-bases.md",
      "title": "Knowledge bases",
      "locator": "Create a Knowledge base and add documents, API upload; Share search access; Convert a Knowledge base to a folder",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The public Markdown guide was retrieved with HTTP 200. The Knowledge Folder API can upload, update, delete, retrieve and search files; Viewer supports retrieval, while writes need Editor. This does not establish a complete index/ACL workspace export bundle."
    },
    {
      "id": "langdock:langdock:exports-20261026",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/admin/compliance-and-governance/usage-exports.md",
      "title": "Usage Exports",
      "locator": "Accessing Usage Exports; Export Limits; Export Data Structure; Usage Exports; Data Retention",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The public Markdown guide was retrieved with HTTP 200. Workspace administrators can export usage analytics as CSV or through the Usage Export API, with up to 12 months of history and JSON-valued mapping fields. Usage analytics are distinct from a complete chat/knowledge export."
    },
    {
      "id": "langdock:langdock:playbook",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/admin/ai-adoption-and-rollout/getting-started/rollout-playbook.md",
      "title": "Rollout Playbook",
      "locator": "Programme qualification and rollout phases",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dedicated rollout support/workshops start at 250 licences and include a champion approach."
    },
    {
      "id": "langdock:langdock:status",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://status.langdock.com/",
      "title": "status",
      "locator": "Components and history",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The public status page covers the app, APIs, Workflows and Integrations with history."
    },
    {
      "id": "langdock:langdock:terms-20261026",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://langdock.com/terms",
      "title": "Terms of Use | Langdock",
      "locator": "Sections 6/7/9/12/15/16/19 and Appendix 1",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Terms 2.1 prohibit training and describe provider-specific residency and retention agreements, proprietary use rights and contract defaults."
    },
    {
      "id": "langdock:langdock:imprint-20261026",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://langdock.com/imprint",
      "title": "Langdock imprint and contact point",
      "locator": "Contact Point for Users and Authorities",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Users and authorities can contact support@langdock.com in German and English; the imprint identifies Langdock GmbH in Berlin."
    },
    {
      "id": "langdock:langdock:status-20261026",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://status.langdock.com/",
      "title": "status",
      "locator": "Components and history",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The public status page covers the app, APIs, Workflows and Integrations with history."
    },
    {
      "id": "microsoft-copilot:microsoft-copilot:r4-support-channels",
      "productId": "microsoft-copilot",
      "kind": "documented",
      "url": "https://learn.microsoft.com/en-us/microsoft-365/copilot/extensibility/feedback",
      "title": "Copilot support and feedback",
      "locator": "Developer support channels",
      "sourceDate": "2026-01-22",
      "retrievedAt": "2026-10-26",
      "finding": "Copilot extensibility support directs general questions to Microsoft Q&A and service/development issues to Admin Center Help and Support; service requests depend on Premier/Unified support agreement."
    },
    {
      "id": "langdock:langdock:training",
      "productId": "langdock",
      "kind": "documented",
      "url": "https://docs.langdock.com/en/using-langdock/resources/langdock-workshops.md",
      "title": "Langdock Workshops",
      "locator": "Workshop catalogue",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Official workshop recordings/slides cover chat, skills, integrations, agents and workflows."
    },
    {
      "id": "microsoft-copilot:ms-training",
      "productId": "microsoft-copilot",
      "kind": "vendor-claimed",
      "url": "https://adoption.microsoft.com/en-us/copilot/skilling-center/",
      "title": "Microsoft Copilot Skilling Center",
      "locator": "Role-based resources; Academy; Champions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Microsoft publishes admin and user learning resources and links its Champion programme."
    }
  ]
}
