{
  "schemaVersion": 1,
  "rubricVersion": "1.1",
  "kind": "pair",
  "slug": "dust-vs-meingpt",
  "canonicalUrl": "https://onaihq.com/compare/agents/dust-vs-meingpt/",
  "markdownUrl": "https://onaihq.com/compare/agents/dust-vs-meingpt/index.md",
  "dataUrl": "https://onaihq.com/compare/agents/dust-vs-meingpt/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": "dust",
      "name": "Dust",
      "website": "https://dust.tt",
      "repository": "https://github.com/dust-tt/dust",
      "pageUrl": "https://onaihq.com/compare/agents/products/dust/",
      "lifecycle": {
        "status": "unknown",
        "note": null
      },
      "surfaces": [
        {
          "id": "web",
          "name": "Dust web workspace",
          "type": "web-app"
        },
        {
          "id": "eu-web",
          "name": "Dust EU web workspace",
          "type": "web-app"
        },
        {
          "id": "enterprise-single",
          "name": "Dust Enterprise single-tenant deployment",
          "type": "managed-server"
        },
        {
          "id": "extension",
          "name": "Dust browser extension",
          "type": "browser-extension"
        },
        {
          "id": "teams",
          "name": "Dust in Microsoft Teams",
          "type": "teams-app"
        },
        {
          "id": "api",
          "name": "Dust APIs and MCP server",
          "type": "api"
        },
        {
          "id": "source-repository",
          "name": "Public dust-tt/dust repository root licence",
          "type": "source-repository"
        }
      ],
      "sourcedClaimCount": 48,
      "statedByVendorCount": 0,
      "crossCheckedClaimCount": 48,
      "sourcedOnlyClaimCount": 0,
      "oldestCheckedAt": "2026-10-21",
      "lastCheckedAt": "2026-10-21"
    },
    {
      "id": "meingpt",
      "name": "meinGPT",
      "website": "https://meingpt.com",
      "repository": null,
      "pageUrl": "https://onaihq.com/compare/agents/products/meingpt/",
      "lifecycle": {
        "status": "unknown",
        "note": null
      },
      "surfaces": [
        {
          "id": "web",
          "name": "meinGPT hosted workspace",
          "type": "web-app"
        },
        {
          "id": "api",
          "name": "meinGPT Enterprise API",
          "type": "api"
        },
        {
          "id": "outlook",
          "name": "meinGPT Outlook add-in",
          "type": "office-add-in"
        },
        {
          "id": "outpost",
          "name": "meinGPT Outpost local connector",
          "type": "local-connector"
        }
      ],
      "sourcedClaimCount": 48,
      "statedByVendorCount": 0,
      "crossCheckedClaimCount": 48,
      "sourcedOnlyClaimCount": 0,
      "oldestCheckedAt": "2026-10-21",
      "lastCheckedAt": "2026-10-26"
    }
  ],
  "coverage": {
    "totalCriteria": 51,
    "sharedCrossCheckedCriteria": 46,
    "sharedSourcedCriteria": 46,
    "crossCheckedCriteriaByProduct": {
      "dust": 48,
      "meingpt": 48
    },
    "sourcedOnlyCriteriaByProduct": {
      "dust": 0,
      "meingpt": 0
    },
    "sourcedCriteriaByProduct": {
      "dust": 48,
      "meingpt": 48
    },
    "crossCheckedCriterionRows": 50,
    "sourcedOnlyCriterionRows": 0,
    "sourcedCriterionRows": 50,
    "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": "dust",
          "claimId": "dust:MOD-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dust offers per-message model choice and ordered auto-model lists, with access-tier and region controls.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit plan (Free/Pro/Max); Enterprise model access inherits the published catalogue; model-tier and EU eligibility separately constrained",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "providers",
              "question": "Which model providers are available?",
              "support": "supported",
              "answer": "Docs list OpenAI, Anthropic, Google, Mistral and Fireworks-served models; exact enabled models depend on workspace and tier.",
              "evidenceIds": [
                "dust:dust:models",
                "dust:dust:eu-models"
              ]
            },
            {
              "id": "current_models",
              "question": "Which current models are selectable on this plan?",
              "support": "partial",
              "answer": "The model-selection document lists GPT6.1 Sol, Claude Opus5.5/Sonnet5.5, Gemini3.8 Flash and Mistral models. Gemini4 Argon is excluded from this current-EU availability finding: its release note conflicts with the EU table, and the documented authoritative picker flag was not observed. No complete current tenant catalogue is claimed.",
              "evidenceIds": [
                "dust:dust:models",
                "dust:dust:changelog",
                "dust:dust:eu-models",
                "dust:dust:pricing"
              ]
            },
            {
              "id": "user_choice",
              "question": "Can users pick the model per chat?",
              "support": "supported",
              "answer": "The composer chooses a model for the next message; Agent Builder sets a persistent agent default.",
              "evidenceIds": [
                "dust:dust:models"
              ]
            },
            {
              "id": "auto_routing",
              "question": "Does the product route between models automatically, and is the chosen model shown?",
              "support": "supported",
              "answer": "Basic/Standard/Premium use ordered candidate lists and availability fallback, not prompt-dependent task routing. A replacement indicator names the fallback during a detected outage.",
              "evidenceIds": [
                "dust:dust:models"
              ]
            },
            {
              "id": "multimodal_input",
              "question": "Which models accept images, audio or files?",
              "support": "partial",
              "answer": "Conversation files support images, documents and audio transcripts; the exact input capability for every current model is not fully tabulated.",
              "evidenceIds": [
                "dust:dust:files"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps.",
            "The catalogue finding is restricted to named documentation entries; conflicting Gemini4 Argon EU eligibility is an explicit gap."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:models",
            "dust:dust:eu-models",
            "dust:dust:changelog",
            "dust:dust:pricing",
            "dust:dust:files"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:MOD-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Curated multi-provider models are selected per chat or by context-length routing; the signed DPA and admin approvals affect availability.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business and individually contracted Enterprise web workspace; permitted models depend on workspace approval and DPA",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "providers",
              "question": "Which model providers are available?",
              "support": "supported",
              "answer": "Model authors include OpenAI, Anthropic, Google, Mistral, DeepSeek, Moonshot, Qwen, GLM and MiniMax. Hosts are separate from authors.",
              "evidenceIds": [
                "meingpt:meingpt:models-rev2",
                "meingpt:meingpt:lifecycle-rev2"
              ]
            },
            {
              "id": "current_models",
              "question": "Which current models are selectable on this plan?",
              "support": "supported",
              "answer": "Active table lists GPT-4.1, GPT-4o/Mini, GPT-5/mini/Nano/Thinking/5.2/5.4/5.5/5.6 Luna/Sol/Terra, GPT-6 Luna/Sol/Astra, GPT-6.1 Sol; o3; Claude Haiku 5.5, Opus 4.5/4.6/4.7/4.8/5/5.5, Sonnet 4.6/5/5.5; Gemini 3.5 Flash/Flash-Lite, 3.6/3.7/3.8 Flash and 4 Argon; MeinGPT Web; Mistral Medium 3.5/CodeStral; GPT-OSS 120B; Kimi K2.6/K3; DeepSeek V3.2/V4 Flash/V4 Pro/V4.1 Flash; GLM-5.3/Flash, MiniMax-M3 and Qwen3.8 Max. Duplicate EU/provider routes exist. GPT-6 Astra requires accepted AVV 2.0. Model labels do not guarantee one-to-one public provider variant names.",
              "evidenceIds": [
                "meingpt:meingpt:lifecycle-rev2",
                "meingpt:meingpt:models-rev2",
                "meingpt:meingpt:rates"
              ]
            },
            {
              "id": "user_choice",
              "question": "Can users pick the model per chat?",
              "support": "supported",
              "answer": "Users select and switch a permitted model per chat.",
              "evidenceIds": [
                "meingpt:meingpt:models-rev2"
              ]
            },
            {
              "id": "auto_routing",
              "question": "Does the product route between models automatically, and is the chosen model shown?",
              "support": "partial",
              "answer": "Bestes Modell starts with GPT-5 and changes to Gemini 3.5 Flash-Lite only when context is too long. This is length routing, not task routing; visibility of the final routed identity is not established.",
              "evidenceIds": [
                "meingpt:meingpt:models-rev2"
              ]
            },
            {
              "id": "multimodal_input",
              "question": "Which models accept images, audio or files?",
              "support": "supported",
              "answer": "GPT-4o/5, Claude, Gemini and Mistral Medium/Magistral accept JPEG/PNG/GIF/WEBP; DeepSeek, GPT-OSS, CodeStral and older Kimi K2 do not. Audio uses separate transcription.",
              "evidenceIds": [
                "meingpt:meingpt:models-rev2"
              ]
            }
          ],
          "limitations": [
            "auto_routing: Bestes Modell starts with GPT-5 and changes to Gemini 3.5 Flash-Lite only when context is too long. This is length routing, not task routing; visibility of the final routed identity is not established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:models-rev2",
            "meingpt:meingpt:lifecycle-rev2",
            "meingpt:meingpt:rates"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:MOD-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The public changelog and exact agent model selection are documented; release-lag and removal notice remain unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "release_lag_days",
              "question": "What was the lag for each of the last three major releases, per provider?",
              "support": "unknown",
              "answer": "What was the lag for each of the last three major releases, per provider? The dated changelog and model-selection docs were checked; last-three-release/provider lag measurements and a fixed advance deprecation-notice period were not established.",
              "evidenceIds": []
            },
            {
              "id": "changelog",
              "question": "Is there a dated public model changelog?",
              "support": "supported",
              "answer": "The public changelog contains dated model releases including Gemini 4 Argon on October 14, 2026.",
              "evidenceIds": [
                "dust:dust:changelog"
              ]
            },
            {
              "id": "deprecation_notice",
              "question": "How much notice is given before a model is removed?",
              "support": "unknown",
              "answer": "How much notice is given before a model is removed? The dated changelog and model-selection docs were checked; last-three-release/provider lag measurements and a fixed advance deprecation-notice period were not established.",
              "evidenceIds": []
            },
            {
              "id": "version_pinning",
              "question": "Can an admin keep an older model version?",
              "support": "partial",
              "answer": "An agent can select a specific model and keeps it until changed, subject to continued provider/workspace availability. No indefinite old-version entitlement is established.",
              "evidenceIds": [
                "dust:dust:models"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:changelog",
            "dust:dust:models"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:MOD-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A dated changelog and explicit retirement rules exist; comparative release-lag medians were not established.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT 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. Provider release dates for the last three major releases per provider were not reconciled against product release dates, so no lag or median is asserted.",
              "evidenceIds": []
            },
            {
              "id": "changelog",
              "question": "Is there a dated public model changelog?",
              "support": "supported",
              "answer": "Public releases include v2.67.0 dated 2026-10-18.",
              "evidenceIds": [
                "meingpt:meingpt:changes"
              ]
            },
            {
              "id": "deprecation_notice",
              "question": "How much notice is given before a model is removed?",
              "support": "supported",
              "answer": "Normally four weeks, then reminders at two and one week; provider short notice can shorten this. Opus 4.5 is listed for 23 November retirement; other future dates are in the table.",
              "evidenceIds": [
                "meingpt:meingpt:lifecycle"
              ]
            },
            {
              "id": "version_pinning",
              "question": "Can an admin keep an older model version?",
              "support": "partial",
              "answer": "An available model can be selected, but retirement automatically substitutes a successor in assistants, workflows and chats; indefinite retention of a retired model is excluded.",
              "evidenceIds": [
                "meingpt:meingpt:lifecycle"
              ]
            }
          ],
          "limitations": [
            "version_pinning: An available model can be selected, but retirement automatically substitutes a successor in assistants, workflows and chats; indefinite retention of a retired model is excluded.",
            "Unverified release_lag_days: Provider release dates for the last three major releases per provider were not reconciled against product release dates, so no lag or median is asserted."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:changes",
            "meingpt:meingpt:lifecycle"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:MOD-03",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:MOD-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Customer LLM API keys, cloud contracts and arbitrary model endpoints are explicitly excluded from the hosted catalogue.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "own_api_keys",
              "question": "Can the customer use its own provider API keys?",
              "support": "unsupported",
              "answer": "The hosted workspace does not accept customer OpenAI, Azure OpenAI or Anthropic keys. DeepL translation BYOK is separate.",
              "evidenceIds": [
                "meingpt:meingpt:models"
              ]
            },
            {
              "id": "own_cloud_contract",
              "question": "Can it use its own Azure OpenAI, Bedrock or Vertex deployment?",
              "support": "unsupported",
              "answer": "LLM requests use meinGPT-managed provider accounts, not customer Azure/OpenAI contracts.",
              "evidenceIds": [
                "meingpt:meingpt:models"
              ]
            },
            {
              "id": "custom_endpoint",
              "question": "Can an admin add any OpenAI-compatible endpoint?",
              "support": "unsupported",
              "answer": "Admins cannot add a model or provider key to the catalogue. Custom MCP adds tools, not LLM endpoints.",
              "evidenceIds": [
                "meingpt:meingpt:models"
              ]
            },
            {
              "id": "byo_pricing",
              "question": "Does BYO change the licence price?",
              "support": "partial",
              "answer": "There is no hosted LLM BYOK licence schedule because LLM BYOK is excluded. DeepL BYOK bills translation directly through DeepL.",
              "evidenceIds": [
                "meingpt:meingpt:models",
                "meingpt:meingpt:translation"
              ]
            },
            {
              "id": "byo_restrictions",
              "question": "Which features stop working with BYO?",
              "support": "partial",
              "answer": "Only DeepL has a documented BYOK exception; it does not replace the workspace model route.",
              "evidenceIds": [
                "meingpt:meingpt:models"
              ]
            }
          ],
          "limitations": [
            "own_api_keys: The hosted workspace does not accept customer OpenAI, Azure OpenAI or Anthropic keys. DeepL translation BYOK is separate.",
            "own_cloud_contract: LLM requests use meinGPT-managed provider accounts, not customer Azure/OpenAI contracts.",
            "custom_endpoint: Admins cannot add a model or provider key to the catalogue. Custom MCP adds tools, not LLM endpoints.",
            "byo_pricing: There is no hosted LLM BYOK licence schedule because LLM BYOK is excluded. DeepL BYOK bills translation directly through DeepL.",
            "byo_restrictions: Only DeepL has a documented BYOK exception; it does not replace the workspace model route."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:models",
            "meingpt:meingpt:translation"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:MOD-04",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:MOD-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Vendor-operated open-model routes exist; customer-hosted LLM and embedding routes were not verified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "self_hosted_chat",
              "question": "Can chat use a customer-hosted model?",
              "support": "unknown",
              "answer": "Can chat use a customer-hosted model? Unknown. Models documentation excludes adding customer model endpoints. No supported customer-hosted embedding route or parity matrix was found; Outpost stores a local index but does not establish local inference.",
              "evidenceIds": []
            },
            {
              "id": "self_hosted_embeddings",
              "question": "Can retrieval use customer-hosted embeddings?",
              "support": "unknown",
              "answer": "Can retrieval use customer-hosted embeddings? Unknown. Models documentation excludes adding customer model endpoints. No supported customer-hosted embedding route or parity matrix was found; Outpost stores a local index but does not establish local inference.",
              "evidenceIds": []
            },
            {
              "id": "feature_parity",
              "question": "Which features fail with self-hosted models?",
              "support": "unknown",
              "answer": "Which features fail with self-hosted models? Unknown. Models documentation excludes adding customer model endpoints. No supported customer-hosted embedding route or parity matrix was found; Outpost stores a local index but does not establish local inference.",
              "evidenceIds": []
            },
            {
              "id": "vendor_hosted_open_models",
              "question": "Does the vendor host open-weight models in EU/CH?",
              "support": "partial",
              "answer": "Open-weight routes include GPT-OSS via Nebius in Finland, DeepSeek/Kimi via TensorX in Ireland and custom models via Verda in Finland; the active table also lists Melious routes. These are vendor-selected routes, with exact region absent for Melious.",
              "evidenceIds": [
                "meingpt:meingpt:lifecycle",
                "meingpt:meingpt:subprocessors"
              ]
            }
          ],
          "limitations": [
            "vendor_hosted_open_models: Open-weight routes include GPT-OSS via Nebius in Finland, DeepSeek/Kimi via TensorX in Ireland and custom models via Verda in Finland; the active table also lists Melious routes. These are vendor-selected routes, with exact region absent for Melious.",
            "Unverified self_hosted_chat, self_hosted_embeddings, feature_parity: Models documentation excludes adding customer model endpoints. No supported customer-hosted embedding route or parity matrix was found; Outpost stores a local index but does not establish local inference."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:lifecycle",
            "meingpt:meingpt:subprocessors"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:MOD-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Admins cap models by workspace, group and member, with explicit published-agent exceptions and credit limits.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "model_allowlist_by_group",
              "question": "Can admins limit models per group?",
              "support": "supported",
              "answer": "Model access ceilings apply to the workspace, groups or individuals and cover reasoning efforts as well as auto selections.",
              "evidenceIds": [
                "dust:dust:tiers"
              ]
            },
            {
              "id": "data_bound_models",
              "question": "Can admins restrict which models receive connector or knowledge content?",
              "support": "partial",
              "answer": "EU-only mode restricts all active agents and pickers to EU-hosted models. Spaces bound knowledge and agent access; arbitrary per-data-class model rules were not established.",
              "evidenceIds": [
                "dust:dust:eu-models",
                "dust:dust:spaces"
              ]
            },
            {
              "id": "default_model",
              "question": "Can admins set the default model?",
              "support": "supported",
              "answer": "Builders configure an agent default, which may be exact or Basic/Standard/Premium. Composer changes do not edit it for others.",
              "evidenceIds": [
                "dust:dust:models"
              ]
            },
            {
              "id": "user_limits",
              "question": "What per-user message or token limits apply, and are they published?",
              "support": "supported",
              "answer": "Free seats have 500 lifetime credits, Pro 8,000/month and Max 40,000/month, plus applicable shared-pool rules and member spend limits.",
              "evidenceIds": [
                "dust:dust:credits",
                "dust:dust:credit-management"
              ]
            },
            {
              "id": "limit_behaviour",
              "question": "What happens when a limit is reached?",
              "support": "supported",
              "answer": "Members block when applicable sources/caps are exhausted. A message begun under a cap can finish above it; new messages then block. A separate root-task checkpoint can pause at 600 AWU.",
              "evidenceIds": [
                "dust:dust:credit-management",
                "dust:dust:credits"
              ]
            }
          ],
          "limitations": [
            "No two-user enforcement test. Published agents can run above member tiers if the separate admin setting permits it."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:tiers",
            "dust:dust:eu-models",
            "dust:dust:spaces",
            "dust:dust:models",
            "dust:dust:credits",
            "dust:dust:credit-management"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:MOD-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Admins set model access and defaults; personal category limits have documented exceptions.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "model_allowlist_by_group",
              "question": "Can admins limit models per group?",
              "support": "supported",
              "answer": "Per-team/person allow and deny rules are documented. Workspace admins and free models are exempt; denied chat models fall back, denied API models fail.",
              "evidenceIds": [
                "meingpt:meingpt:config"
              ]
            },
            {
              "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. A separate rule binding particular knowledge sources to approved models was not documented; no two-user restriction test was run.",
              "evidenceIds": []
            },
            {
              "id": "default_model",
              "question": "Can admins set the default model?",
              "support": "supported",
              "answer": "Workspace admins set the default model and chat standards.",
              "evidenceIds": [
                "meingpt:meingpt:config"
              ]
            },
            {
              "id": "user_limits",
              "question": "What per-user message or token limits apply, and are they published?",
              "support": "supported",
              "answer": "Six usage levels set monthly EUR limits for text, images, API, other services and meeting bots; no single universal message cap.",
              "evidenceIds": [
                "meingpt:meingpt:limits"
              ]
            },
            {
              "id": "limit_behaviour",
              "question": "What happens when a limit is reached?",
              "support": "partial",
              "answer": "Zero blocks the category; API budget exhaustion returns 403. Running/concurrent meeting recordings can exceed personal limits; scheduled tasks consume workspace credit outside personal categories.",
              "evidenceIds": [
                "meingpt:meingpt:limits",
                "meingpt:meingpt:api"
              ]
            }
          ],
          "limitations": [
            "limit_behaviour: Zero blocks the category; API budget exhaustion returns 403. Running/concurrent meeting recordings can exceed personal limits; scheduled tasks consume workspace credit outside personal categories.",
            "Unverified data_bound_models: A separate rule binding particular knowledge sources to approved models was not documented; no two-user restriction test was run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:config",
            "meingpt:meingpt:limits",
            "meingpt:meingpt:api"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:KNOW-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Conversation files and code/OCR handling are documented; conflicting effective upload caps are explicitly unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "formats",
              "question": "Which formats are accepted?",
              "support": "supported",
              "answer": "Conversation uploads accept documents/PDF, text/code, Excel/CSV/TSV, images and supported audio. Direct video uploads are explicitly excluded by the limits FAQ.",
              "evidenceIds": [
                "dust:dust:files",
                "dust:dust:file-limits"
              ]
            },
            {
              "id": "limits",
              "question": "What size and count limits apply per file and chat?",
              "support": "unknown",
              "answer": "Effective image/audio/tabular maximums and file counts are unknown: Conversation Files lists5/25/50MB while File size limits lists20/100/350MB. Both mention50MB general data files, but neither resolves the actual current per-plan upload route. No logged-in upload test was performed.",
              "evidenceIds": []
            },
            {
              "id": "ocr",
              "question": "Are scanned PDFs read?",
              "support": "partial",
              "answer": "Computer documents OCR for English, French and mixed scans with page-level caveats. Drive connector itself ignores image-only files; upload to a conversation is the documented route.",
              "evidenceIds": [
                "dust:dust:computer",
                "dust:dust:drive"
              ]
            },
            {
              "id": "spreadsheets",
              "question": "Are Excel tables read with structure intact?",
              "support": "partial",
              "answer": "Computer can read, calculate and edit uploaded Excel with code. Formula/style preservation must be checked; no fixture fidelity result is available.",
              "evidenceIds": [
                "dust:dust:computer"
              ]
            },
            {
              "id": "full_vs_chunked",
              "question": "Is the whole file used or only retrieved parts, and does the user see which?",
              "support": "partial",
              "answer": "Conversation uploads are not indexed in workspace sources. Computer can inspect full files, while knowledge search retrieves relevant context; complete chunk visibility was not verified.",
              "evidenceIds": [
                "dust:dust:files",
                "dust:dust:computer",
                "dust:dust:search"
              ]
            }
          ],
          "limitations": [
            "No common PDF/scan/Excel/PowerPoint fixture run.",
            "Do not use either disputed cap set as the effective Business upload limit."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:files",
            "dust:dust:file-limits",
            "dust:dust:computer",
            "dust:dust:drive",
            "dust:dust:search"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:KNOW-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Chat uploads and direct sandbox processing have different document behavior.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "formats",
              "question": "Which formats are accepted?",
              "support": "supported",
              "answer": "Text/PDF, images, Word, PowerPoint, Excel, CSV, TXT and URLs are listed; sandbox is needed to read archives and raw mail formats.",
              "evidenceIds": [
                "meingpt:meingpt:flow"
              ]
            },
            {
              "id": "limits",
              "question": "What size and count limits apply per file and chat?",
              "support": "supported",
              "answer": "50 files per chat, 50 MB per non-image file; JPEG/PNG/WEBP/GIF are model-readable images. Provider PDF/page/image limits still apply.",
              "evidenceIds": [
                "meingpt:meingpt:chat",
                "meingpt:meingpt:models"
              ]
            },
            {
              "id": "ocr",
              "question": "Are scanned PDFs read?",
              "support": "unknown",
              "answer": "Are scanned PDFs read? Unknown. No scanned contract or structured spreadsheet fixture was uploaded; OCR behavior for direct scanned attachments was not bounded by a test.",
              "evidenceIds": []
            },
            {
              "id": "spreadsheets",
              "question": "Are Excel tables read with structure intact?",
              "support": "partial",
              "answer": "Text extraction loses layout; the sandbox reads original Excel files using code and can preserve formulas. No fixture result is claimed.",
              "evidenceIds": [
                "meingpt:meingpt:chat",
                "meingpt:meingpt:sandbox"
              ]
            },
            {
              "id": "full_vs_chunked",
              "question": "Is the whole file used or only retrieved parts, and does the user see which?",
              "support": "partial",
              "answer": "Direct attachments enter model context after extraction and are constrained by the context window; pools retrieve passages instead. Long-chat compression can drop earlier attachment context.",
              "evidenceIds": [
                "meingpt:meingpt:chat",
                "meingpt:meingpt:models",
                "meingpt:meingpt:pools"
              ]
            }
          ],
          "limitations": [
            "spreadsheets: Text extraction loses layout; the sandbox reads original Excel files using code and can preserve formulas. No fixture result is claimed.",
            "full_vs_chunked: Direct attachments enter model context after extraction and are constrained by the context window; pools retrieve passages instead. Long-chat compression can drop earlier attachment context.",
            "Unverified ocr: No scanned contract or structured spreadsheet fixture was uploaded; OCR behavior for direct scanned attachments was not bounded by a test."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:flow",
            "meingpt:meingpt:chat",
            "meingpt:meingpt:models",
            "meingpt:meingpt:sandbox",
            "meingpt:meingpt:pools"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:KNOW-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Spaces persist shared knowledge and bind it to agent tools.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "persistent_collections",
              "question": "Can users keep document collections across chats?",
              "support": "supported",
              "answer": "Open and restricted Spaces retain connected sources, folders and other data across conversations.",
              "evidenceIds": [
                "dust:dust:spaces"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can collections be shared with users, groups or the whole organisation?",
              "support": "supported",
              "answer": "Open Spaces are workspace-wide; restricted Spaces have explicit members or provisioned groups.",
              "evidenceIds": [
                "dust:dust:spaces"
              ]
            },
            {
              "id": "size_limits",
              "question": "What are the collection limits?",
              "support": "partial",
              "answer": "Business supports five Spaces and Enterprise 100. Complete per-Space storage/document quotas were not established.",
              "evidenceIds": [
                "dust:dust:spaces"
              ]
            },
            {
              "id": "assistant_binding",
              "question": "Can collections be bound to an assistant?",
              "support": "supported",
              "answer": "An agent tool can use selected Space data; Space membership governs agent visibility and use.",
              "evidenceIds": [
                "dust:dust:spaces"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:spaces"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:KNOW-02",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Cloud pools persist across chats and attach to assistants; Outpost is a separate local index.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "persistent_collections",
              "question": "Can users keep document collections across chats?",
              "support": "supported",
              "answer": "Persistent cloud data sources index SharePoint/OneDrive, Drive, Confluence, S3, WebDAV and web content.",
              "evidenceIds": [
                "meingpt:meingpt:pools"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can collections be shared with users, groups or the whole organisation?",
              "support": "supported",
              "answer": "Admins share data sources with teams; workspace admins have broad visibility.",
              "evidenceIds": [
                "meingpt:meingpt:pools"
              ]
            },
            {
              "id": "size_limits",
              "question": "What are the collection limits?",
              "support": "supported",
              "answer": "Standard cloud raw-data budget is 300 GB across the workspace; indexing new content stops when full.",
              "evidenceIds": [
                "meingpt:meingpt:pools"
              ]
            },
            {
              "id": "assistant_binding",
              "question": "Can collections be bound to an assistant?",
              "support": "supported",
              "answer": "Pools bind to assistants or can be selected in a chat; projects themselves cannot bind pools.",
              "evidenceIds": [
                "meingpt:meingpt:assistants",
                "meingpt:meingpt:projects"
              ]
            }
          ],
          "limitations": [],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:pools",
            "meingpt:meingpt:assistants",
            "meingpt:meingpt:projects"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:KNOW-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Managed content connectors coexist with MCP tools and beta imports; Microsoft content indexing is account-scoped.",
          "availability": "generally-available",
          "delivery": "official-integration",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business: up to3 connections and5 remote MCP servers; Enterprise: unlimited connection/MCP packaging; beta imports identified separately",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "microsoft_365",
              "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?",
              "support": "partial",
              "answer": "The Microsoft connection syncs selected SharePoint drives/documents within the connecting account permissions. Teams-associated SharePoint content is described; this does not establish Outlook mail or all Teams messages as indexed sources.",
              "evidenceIds": [
                "dust:dust:microsoft"
              ]
            },
            {
              "id": "google_workspace",
              "question": "Which Google sources are connected?",
              "support": "partial",
              "answer": "Drive documents, Sheets, Slides and text PDFs can sync. Gmail is separately available as an MCP tool in the credits/tool catalog, not established as the same managed content index.",
              "evidenceIds": [
                "dust:dust:drive",
                "dust:dust:credits"
              ]
            },
            {
              "id": "atlassian",
              "question": "Confluence and Jira?",
              "support": "partial",
              "answer": "Confluence indexes selected global spaces, excluding restricted pages. Jira has a beta custom import and MCP tool route; do not count the beta import as a general managed connector.",
              "evidenceIds": [
                "dust:dust:confluence",
                "dust:dust:jira",
                "dust:dust:credits"
              ]
            },
            {
              "id": "other_systems",
              "question": "Which other business systems?",
              "support": "partial",
              "answer": "Documented routes include managed Slack/Notion/GitHub and Salesforce/Zendesk/Snowflake sources/tools. BigQuery specifically uses a dedicated-service-account table-query connection: Dust keeps metadata, not a synchronized table-content index; queries stay within the chosen BigQuery dataset location and Space admins select tables. General Business/Enterprise connection limits apply; a BigQuery-specific commercial add-on is not separately specified.",
              "evidenceIds": [
                "dust:dust:sources",
                "dust:dust:credits",
                "dust:dust:r2-bigquery",
                "dust:dust:pricing"
              ]
            },
            {
              "id": "on_prem_sources",
              "question": "Can on-prem file shares or databases be connected?",
              "support": "partial",
              "answer": "Admins can connect a customer-hosted MCP server at a reachable secured URL. This is tool access, not evidence of a native SMB/file-share connector or on-premises Dust deployment.",
              "evidenceIds": [
                "dust:dust:tools"
              ]
            },
            {
              "id": "connector_provider",
              "question": "Who builds and maintains each connector?",
              "support": "supported",
              "answer": "Dust manages built-in connections; external MCP servers can be vendor/community/customer hosted and authenticated separately.",
              "evidenceIds": [
                "dust:dust:permissions",
                "dust:dust:tools"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps.",
            "Managed sources, metadata/table-query connections, MCP tools and beta imports are separate routes; no all-systems managed-index promise."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:microsoft",
            "dust:dust:drive",
            "dust:dust:credits",
            "dust:dust:confluence",
            "dust:dust:jira",
            "dust:dust:sources",
            "dust:dust:r2-bigquery",
            "dust:dust:pricing",
            "dust:dust:tools",
            "dust:dust:permissions"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:KNOW-03",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "KNOW-04",
      "title": "Permission-aware retrieval",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "Using two test users, verify that a restricted document in the fixture tenant is never cited or summarised for the user without access, including after a permission change. Record whether permissions are enforced at query time by the source system, mirrored into an index, or not enforced. Record the propagation delay of a revocation.",
      "questions": [
        {
          "id": "source_permissions_respected",
          "question": "Are source permissions enforced per user?"
        },
        {
          "id": "enforcement_point",
          "question": "Does the source system, a mirrored index or nothing enforce them?"
        },
        {
          "id": "revocation_delay",
          "question": "How quickly does a removed permission take effect?"
        },
        {
          "id": "admin_scope_controls",
          "question": "Can admins exclude sites, folders or labels?"
        },
        {
          "id": "sensitivity_labels",
          "question": "Are Microsoft Purview or similar labels respected?"
        }
      ],
      "products": [
        {
          "productId": "dust",
          "claimId": "dust:KNOW-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Knowledge access is documented through connection-account scope and Dust Spaces; per-user source-ACL mirroring is unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "source_permissions_respected",
              "question": "Are source permissions enforced per user?",
              "support": "partial",
              "answer": "Drive and Microsoft content available to Dust follows the connecting account and admin-selected data. Users then access agent knowledge through Space membership. Individual source ACL inheritance for each querying user was not established.",
              "evidenceIds": [
                "dust:dust:drive",
                "dust:dust:microsoft",
                "dust:dust:permissions"
              ]
            },
            {
              "id": "enforcement_point",
              "question": "Does the source system, a mirrored index or nothing enforce them?",
              "support": "supported",
              "answer": "Managed content is synchronized under the connection identity and gated through open/restricted Spaces; personal tool credentials are a separate per-user route.",
              "evidenceIds": [
                "dust:dust:permissions",
                "dust:dust:credentials"
              ]
            },
            {
              "id": "revocation_delay",
              "question": "How quickly does a removed permission take effect?",
              "support": "unknown",
              "answer": "How quickly does a removed permission take effect? No two-user restricted-document or revocation fixture was run. Checked connector/Space docs did not establish per-query source ACL mirrors, a source-permission revocation SLA, or Microsoft Purview-label enforcement.",
              "evidenceIds": []
            },
            {
              "id": "admin_scope_controls",
              "question": "Can admins exclude sites, folders or labels?",
              "support": "supported",
              "answer": "Admins choose connector folders/documents/sites and control restricted Space membership.",
              "evidenceIds": [
                "dust:dust:spaces",
                "dust:dust:microsoft"
              ]
            },
            {
              "id": "sensitivity_labels",
              "question": "Are Microsoft Purview or similar labels respected?",
              "support": "unknown",
              "answer": "Are Microsoft Purview or similar labels respected? No two-user restricted-document or revocation fixture was run. Checked connector/Space docs did not establish per-query source ACL mirrors, a source-permission revocation SLA, or Microsoft Purview-label enforcement.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Connector access through one account is not counted as demonstrated per-user source permission preservation."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:drive",
            "dust:dust:microsoft",
            "dust:dust:permissions",
            "dust:dust:credentials",
            "dust:dust:spaces"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:KNOW-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Live OAuth preserves source access; indexed permissions require a separate, default-off setting.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "source_permissions_respected",
              "question": "Are source permissions enforced per user?",
              "support": "partial",
              "answer": "Live M365 tools use each user account. Cloud SharePoint/Drive pools enforce imported source permissions only when request-enabled and switched on; other source types do not inherit them. No two-user test was run.",
              "evidenceIds": [
                "meingpt:meingpt:m365",
                "meingpt:meingpt:pool-controls"
              ]
            },
            {
              "id": "enforcement_point",
              "question": "Does the source system, a mirrored index or nothing enforce them?",
              "support": "supported",
              "answer": "Live tools execute under user OAuth. Indexed SharePoint/Drive permissions are mirrored and fail closed when stale; source-permission mode is off by default.",
              "evidenceIds": [
                "meingpt:meingpt:pool-controls"
              ]
            },
            {
              "id": "revocation_delay",
              "question": "How quickly does a removed permission take effect?",
              "support": "unknown",
              "answer": "How quickly does a removed permission take effect? Unknown. No restricted-document/revocation fixture or Purview-label check was run; revocation timing and sensitivity-label behavior remain unknown.",
              "evidenceIds": []
            },
            {
              "id": "admin_scope_controls",
              "question": "Can admins exclude sites, folders or labels?",
              "support": "supported",
              "answer": "Admins select imported sources/folders and control team sharing.",
              "evidenceIds": [
                "meingpt:meingpt:pools"
              ]
            },
            {
              "id": "sensitivity_labels",
              "question": "Are Microsoft Purview or similar labels respected?",
              "support": "unknown",
              "answer": "Are Microsoft Purview or similar labels respected? Unknown. No restricted-document/revocation fixture or Purview-label check was run; revocation timing and sensitivity-label behavior remain unknown.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "source_permissions_respected: Live M365 tools use each user account. Cloud SharePoint/Drive pools enforce imported source permissions only when request-enabled and switched on; other source types do not inherit them. No two-user test was run.",
            "Unverified revocation_delay, sensitivity_labels: No restricted-document/revocation fixture or Purview-label check was run; revocation timing and sensitivity-label behavior remain unknown."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:m365",
            "meingpt:meingpt:pool-controls",
            "meingpt:meingpt:pools"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:KNOW-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Managed connectors copy and synchronize content, with source-specific refresh and deletion timing.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "live_or_indexed",
              "question": "Is content searched live or copied into an index?",
              "support": "supported",
              "answer": "Connections synchronize content into Dust; conversation uploads remain scoped to the chat. MCP tools can access live services separately.",
              "evidenceIds": [
                "dust:dust:permissions",
                "dust:dust:files",
                "dust:dust:tools"
              ]
            },
            {
              "id": "sync_interval",
              "question": "How often does an index refresh?",
              "support": "supported",
              "answer": "Microsoft describes five-minute sync cycles; Drive says a few minutes; Confluence describes event updates plus an approximate hourly check.",
              "evidenceIds": [
                "dust:dust:microsoft",
                "dust:dust:drive",
                "dust:dust:confluence"
              ]
            },
            {
              "id": "deletion_propagation",
              "question": "How quickly does a deleted document disappear?",
              "support": "partial",
              "answer": "Microsoft changes/deletions appear on a subsequent sync and large batches can take longer. Drive deletions occur during its sync. No measured end-to-end bound was tested.",
              "evidenceIds": [
                "dust:dust:microsoft",
                "dust:dust:drive"
              ]
            },
            {
              "id": "index_location",
              "question": "Where is indexed content stored?",
              "support": "partial",
              "answer": "Dust markets EU or US hosting; exact per-index country, cloud provider and backup location were not established.",
              "evidenceIds": [
                "dust:dust:security"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:permissions",
            "dust:dust:files",
            "dust:dust:tools",
            "dust:dust:microsoft",
            "dust:dust:drive",
            "dust:dust:confluence",
            "dust:dust:security"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:KNOW-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Live connectors query the source; cloud pools copy an index to Germany.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "live_or_indexed",
              "question": "Is content searched live or copied into an index?",
              "support": "supported",
              "answer": "Native connectors fetch live; cloud data pools index imported documents.",
              "evidenceIds": [
                "meingpt:meingpt:pools"
              ]
            },
            {
              "id": "sync_interval",
              "question": "How often does an index refresh?",
              "support": "supported",
              "answer": "Cloud import runs every 15 minutes.",
              "evidenceIds": [
                "meingpt:meingpt:pools"
              ]
            },
            {
              "id": "deletion_propagation",
              "question": "How quickly does a deleted document disappear?",
              "support": "unknown",
              "answer": "How quickly does a deleted document disappear? Unknown. No edit/delete fixture was run and an end-to-end deletion-propagation bound was not verified.",
              "evidenceIds": []
            },
            {
              "id": "index_location",
              "question": "Where is indexed content stored?",
              "support": "supported",
              "answer": "Cloud pools run at Hetzner in Germany; local Outpost pools stay in the customer network.",
              "evidenceIds": [
                "meingpt:meingpt:pools"
              ]
            }
          ],
          "limitations": [
            "Unverified deletion_propagation: No edit/delete fixture was run and an end-to-end deletion-propagation bound was not verified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:pools"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:KNOW-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Knowledge and research tools cite sources; observed retrieval quality remains unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "citations",
              "question": "Are answers linked to specific sources?",
              "support": "supported",
              "answer": "Deep-dive documents citations to documents, web pages and data queries.",
              "evidenceIds": [
                "dust:dust:deep"
              ]
            },
            {
              "id": "citation_accuracy",
              "question": "Do the cited passages support the answer?",
              "support": "unknown",
              "answer": "Do the cited passages support the answer? No multilingual shared corpus or question set was run. Citation accuracy, cross-language retrieval success, no-answer behavior and correct-answer counts remain unmeasured; model multilingual ability is not a retrieval-quality test.",
              "evidenceIds": []
            },
            {
              "id": "cross_language",
              "question": "Does a question in one language find documents in another?",
              "support": "unknown",
              "answer": "Does a question in one language find documents in another? No multilingual shared corpus or question set was run. Citation accuracy, cross-language retrieval success, no-answer behavior and correct-answer counts remain unmeasured; model multilingual ability is not a retrieval-quality test.",
              "evidenceIds": []
            },
            {
              "id": "no_answer_behaviour",
              "question": "Does it say when the corpus has no answer?",
              "support": "unknown",
              "answer": "Does it say when the corpus has no answer? No multilingual shared corpus or question set was run. Citation accuracy, cross-language retrieval success, no-answer behavior and correct-answer counts remain unmeasured; model multilingual ability is not a retrieval-quality test.",
              "evidenceIds": []
            },
            {
              "id": "observed_accuracy",
              "question": "How many of the question set were answered correctly?",
              "support": "unknown",
              "answer": "How many of the question set were answered correctly? No multilingual shared corpus or question set was run. Citation accuracy, cross-language retrieval success, no-answer behavior and correct-answer counts remain unmeasured; model multilingual ability is not a retrieval-quality test.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:deep"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:KNOW-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Source display is documented; grounding quality remains untested.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "citations",
              "question": "Are answers linked to specific sources?",
              "support": "supported",
              "answer": "Cloud source answers always display sources and this cannot be disabled.",
              "evidenceIds": [
                "meingpt:meingpt:pool-controls"
              ]
            },
            {
              "id": "citation_accuracy",
              "question": "Do the cited passages support the answer?",
              "support": "unknown",
              "answer": "Do the cited passages support the answer? Unknown. The shared multilingual corpus and question set were not run, so link correctness, cross-language retrieval and accuracy counts are 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. The shared multilingual corpus and question set were not run, so link correctness, cross-language retrieval and accuracy counts are unknown.",
              "evidenceIds": []
            },
            {
              "id": "no_answer_behaviour",
              "question": "Does it say when the corpus has no answer?",
              "support": "partial",
              "answer": "The guide says source search reports no matching result; actual refusals were not tested.",
              "evidenceIds": [
                "meingpt:meingpt:pools"
              ]
            },
            {
              "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. The shared multilingual corpus and question set were not run, so link correctness, cross-language retrieval and accuracy counts are unknown.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "no_answer_behaviour: The guide says source search reports no matching result; actual refusals were not tested.",
            "Unverified citation_accuracy, cross_language, observed_accuracy: The shared multilingual corpus and question set were not run, so link correctness, cross-language retrieval and accuracy counts are unknown."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:pool-controls",
            "meingpt:meingpt:pools"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:KNOW-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Agent-specific private memory persists across chats and can be viewed or deleted.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "custom_instructions",
              "question": "Can users set persistent instructions?",
              "support": "partial",
              "answer": "Agent instructions persist in the agent configuration and saved memory can contain user preferences; a separate personal global-instructions setting was not established.",
              "evidenceIds": [
                "dust:dust:builder",
                "dust:dust:memory"
              ]
            },
            {
              "id": "cross_chat_memory",
              "question": "Does the product remember facts across chats?",
              "support": "supported",
              "answer": "The Memory tool retains user-specific information across conversations per agent.",
              "evidenceIds": [
                "dust:dust:memory"
              ]
            },
            {
              "id": "user_memory_controls",
              "question": "Can users view, edit and delete memories?",
              "support": "partial",
              "answer": "Users can view and delete agent memories, which persist until deletion. Direct editing or a global personal off switch was not established.",
              "evidenceIds": [
                "dust:dust:memory"
              ]
            },
            {
              "id": "admin_memory_controls",
              "question": "Can admins turn memory off?",
              "support": "unknown",
              "answer": "Can admins turn memory off? The Agent Memory and governance guides were checked; an admin-wide switch to disable all memory was not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:builder",
            "dust:dust:memory"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:KNOW-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Personal instructions and user-specific assistant memory are documented.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "custom_instructions",
              "question": "Can users set persistent instructions?",
              "support": "supported",
              "answer": "Preferences store a persistent system instruction applied with workspace and assistant context.",
              "evidenceIds": [
                "meingpt:meingpt:preferences"
              ]
            },
            {
              "id": "cross_chat_memory",
              "question": "Does the product remember facts across chats?",
              "support": "supported",
              "answer": "Enabled assistants share a personal user memory store across chats, not a team store.",
              "evidenceIds": [
                "meingpt:meingpt:memory"
              ]
            },
            {
              "id": "user_memory_controls",
              "question": "Can users view, edit and delete memories?",
              "support": "partial",
              "answer": "Users view and delete one/all memories; direct editing is unavailable in settings, but an assistant can update entries.",
              "evidenceIds": [
                "meingpt:meingpt:memory"
              ]
            },
            {
              "id": "admin_memory_controls",
              "question": "Can admins turn memory off?",
              "support": "supported",
              "answer": "Admins can disable or remove Memory from the permitted tools.",
              "evidenceIds": [
                "meingpt:meingpt:memory"
              ]
            }
          ],
          "limitations": [
            "user_memory_controls: Users view and delete one/all memories; direct editing is unavailable in settings, but an assistant can update entries."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:preferences",
            "meingpt:meingpt:memory"
          ]
        }
      ]
    },
    {
      "id": "AGT-01",
      "title": "Custom assistants",
      "group": {
        "id": 3,
        "name": "Assistants and agents"
      },
      "judgment": "Record creation of assistants with instructions, model, knowledge and tools; who can create; sharing scope; versioning; and an internal catalogue or directory. Build one HR policy assistant on the fixture and share it with one group. Prompt templates and a prompt library are recorded here.",
      "questions": [
        {
          "id": "create_assistants",
          "question": "Can users create assistants with instructions, knowledge and tools?"
        },
        {
          "id": "creator_permissions",
          "question": "Can admins limit who creates them?"
        },
        {
          "id": "sharing_scope",
          "question": "Can assistants be shared with users, groups or everyone?"
        },
        {
          "id": "catalogue",
          "question": "Is there an internal assistant directory?"
        },
        {
          "id": "prompt_library",
          "question": "Are shared prompt templates available?"
        }
      ],
      "products": [
        {
          "productId": "dust",
          "claimId": "dust:AGT-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Custom agents have instructions, models, knowledge and tools with group-governed creation and sharing.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "create_assistants",
              "question": "Can users create assistants with instructions, knowledge and tools?",
              "support": "supported",
              "answer": "Agent Builder configures instructions, models, knowledge and tools.",
              "evidenceIds": [
                "dust:dust:builder"
              ]
            },
            {
              "id": "creator_permissions",
              "question": "Can admins limit who creates them?",
              "support": "supported",
              "answer": "Create/publish agent and skill permissions can be Everyone, Groups or Admin only.",
              "evidenceIds": [
                "dust:dust:governance"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can assistants be shared with users, groups or everyone?",
              "support": "supported",
              "answer": "Agents and their knowledge access are controlled by sharing and Space memberships; group governance regulates publishing.",
              "evidenceIds": [
                "dust:dust:builder",
                "dust:dust:spaces",
                "dust:dust:governance"
              ]
            },
            {
              "id": "catalogue",
              "question": "Is there an internal assistant directory?",
              "support": "partial",
              "answer": "Published/shared agents and default agents are discoverable in the workspace; exact catalog configuration was not observed.",
              "evidenceIds": [
                "dust:dust:builder",
                "dust:dust:models"
              ]
            },
            {
              "id": "prompt_library",
              "question": "Are shared prompt templates available?",
              "support": "partial",
              "answer": "Reusable agents and skills package instructions, knowledge and tools. A separate legacy prompt-library feature is not assumed.",
              "evidenceIds": [
                "dust:dust:governance",
                "dust:dust:builder"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:builder",
            "dust:dust:governance",
            "dust:dust:spaces",
            "dust:dust:models"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:AGT-01",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Assistants combine model, instructions, tools and knowledge, with governed creation and sharing.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "create_assistants",
              "question": "Can users create assistants with instructions, knowledge and tools?",
              "support": "supported",
              "answer": "The editor supports instructions, model, files, pools, connectors and built-in tools.",
              "evidenceIds": [
                "meingpt:meingpt:assistants"
              ]
            },
            {
              "id": "creator_permissions",
              "question": "Can admins limit who creates them?",
              "support": "supported",
              "answer": "Request-enabled permissions restrict assistant creation/sharing/publication by team or person; admins are exempt.",
              "evidenceIds": [
                "meingpt:meingpt:permissions"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can assistants be shared with users, groups or everyone?",
              "support": "supported",
              "answer": "Team and direct-person assistant sharing are documented; workspace-wide publication is admin-only by default.",
              "evidenceIds": [
                "meingpt:meingpt:permissions",
                "meingpt:meingpt:roles"
              ]
            },
            {
              "id": "catalogue",
              "question": "Is there an internal assistant directory?",
              "support": "supported",
              "answer": "The navigation lists personal assistants and shared resources.",
              "evidenceIds": [
                "meingpt:meingpt:assistants"
              ]
            },
            {
              "id": "prompt_library",
              "question": "Are shared prompt templates available?",
              "support": "supported",
              "answer": "Prompt folders can be personal, workspace or department scoped.",
              "evidenceIds": [
                "meingpt:meingpt:prompts"
              ]
            }
          ],
          "limitations": [],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:assistants",
            "meingpt:meingpt:permissions",
            "meingpt:meingpt:roles",
            "meingpt:meingpt:prompts"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:AGT-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dust supports built-in tools, customer MCP servers and personal or shared credentials.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "builtin_tools",
              "question": "Which tools are built in?",
              "support": "supported",
              "answer": "Documented tools include knowledge search, table queries, web search, Computer, images, speech and agent orchestration.",
              "evidenceIds": [
                "dust:dust:credits",
                "dust:dust:computer"
              ]
            },
            {
              "id": "custom_actions",
              "question": "Can admins add API actions?",
              "support": "supported",
              "answer": "Admins can connect customer-written MCP tools over secured publicly reachable URLs.",
              "evidenceIds": [
                "dust:dust:tools"
              ]
            },
            {
              "id": "mcp_client",
              "question": "Can it use remote MCP servers, and with what admin control?",
              "support": "supported",
              "answer": "Admins add remote MCP servers with automatic/static OAuth or bearer-token authentication and can restrict tools to skills.",
              "evidenceIds": [
                "dust:dust:tools"
              ]
            },
            {
              "id": "tool_auth",
              "question": "Do tools act as the user or as a shared account?",
              "support": "supported",
              "answer": "Shared credentials act as one service account; personal credentials use each user OAuth after initial admin setup.",
              "evidenceIds": [
                "dust:dust:credentials"
              ]
            },
            {
              "id": "tool_approval",
              "question": "Can admins approve or block tools, and can users confirm actions before they run?",
              "support": "partial",
              "answer": "Computer network domains can require user approval; dated connector releases describe approval for writes. A universal confirmation rule for every tool and unattended trigger was not established.",
              "evidenceIds": [
                "dust:dust:computer",
                "dust:dust:changelog"
              ]
            }
          ],
          "limitations": [
            "No external-tool call or access-boundary fixture was run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:credits",
            "dust:dust:computer",
            "dust:dust:tools",
            "dust:dust:credentials",
            "dust:dust:changelog"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:AGT-02",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "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": "dust",
          "claimId": "dust:AGT-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Agents can search the web and run multi-step Deep-dive research.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "web_search",
              "question": "Is web search available?",
              "support": "supported",
              "answer": "Web Search & Browse runs Google queries and reads result pages.",
              "evidenceIds": [
                "dust:dust:web"
              ]
            },
            {
              "id": "admin_toggle",
              "question": "Can admins disable it per organisation or group?",
              "support": "partial",
              "answer": "Web tools are selected in agent configuration; default Deep-dive can be disabled by admins. A universal per-group web-off rule was not established.",
              "evidenceIds": [
                "dust:dust:web",
                "dust:dust:deep"
              ]
            },
            {
              "id": "search_provider",
              "question": "Which search provider handles queries, and where?",
              "support": "partial",
              "answer": "The guide calls the search a Google query. The intermediary provider and countries handling queries/crawling were not established.",
              "evidenceIds": [
                "dust:dust:web"
              ]
            },
            {
              "id": "deep_research",
              "question": "Is multi-step research with a report available?",
              "support": "supported",
              "answer": "Deep-dive plans, spawns parallel specialists and produces a research report. It searches Company Data and cannot use Table Query.",
              "evidenceIds": [
                "dust:dust:deep"
              ]
            },
            {
              "id": "web_citations",
              "question": "Are web sources cited?",
              "support": "supported",
              "answer": "Deep-dive promises citations to web and company sources.",
              "evidenceIds": [
                "dust:dust:deep"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:web",
            "dust:dust:deep"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:AGT-03",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Linkup powers cited web search and Deep Research; admins can restrict app access.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "web_search",
              "question": "Is web search available?",
              "support": "supported",
              "answer": "Search can be switched on in chat, is always on in MeinGPT Web and runs in the Recherche app.",
              "evidenceIds": [
                "meingpt:meingpt:web"
              ]
            },
            {
              "id": "admin_toggle",
              "question": "Can admins disable it per organisation or group?",
              "support": "supported",
              "answer": "Request-enabled per-team/person app controls include Web search.",
              "evidenceIds": [
                "meingpt:meingpt:permissions"
              ]
            },
            {
              "id": "search_provider",
              "question": "Which search provider handles queries, and where?",
              "support": "supported",
              "answer": "Linkup processes search; the register lists Azure France. Prompt terms can enter generated search queries.",
              "evidenceIds": [
                "meingpt:meingpt:web",
                "meingpt:meingpt:subprocessors"
              ]
            },
            {
              "id": "deep_research",
              "question": "Is multi-step research with a report available?",
              "support": "supported",
              "answer": "The research app has a user-controlled multi-step Deep Research mode.",
              "evidenceIds": [
                "meingpt:meingpt:web"
              ]
            },
            {
              "id": "web_citations",
              "question": "Are web sources cited?",
              "support": "supported",
              "answer": "Results include source previews and page references.",
              "evidenceIds": [
                "meingpt:meingpt:web"
              ]
            }
          ],
          "limitations": [],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:web",
            "meingpt:meingpt:permissions",
            "meingpt:meingpt:subprocessors"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:AGT-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Agents support schedules and webhook automation with admin-created event sources.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "workflow_builder",
              "question": "Is there a workflow or chain builder?",
              "support": "partial",
              "answer": "Agents orchestrate tools and sub-agents; external n8n and trigger workflows are documented. A separate visual multi-step chain canvas was not established.",
              "evidenceIds": [
                "dust:dust:deep",
                "dust:dust:triggers",
                "dust:dust:changelog"
              ]
            },
            {
              "id": "scheduled_tasks",
              "question": "Can prompts or assistants run on a schedule?",
              "support": "supported",
              "answer": "Agents can run on recurring schedules.",
              "evidenceIds": [
                "dust:dust:schedules"
              ]
            },
            {
              "id": "event_triggers",
              "question": "Can external events start a workflow?",
              "support": "supported",
              "answer": "Built-in webhook sources include GitHub, Jira, Linear, Zendesk and Fathom; signed custom webhooks are supported.",
              "evidenceIds": [
                "dust:dust:webhooks"
              ]
            },
            {
              "id": "builder_audience",
              "question": "Is building aimed at business users, IT or developers?",
              "support": "supported",
              "answer": "Admins connect event sources; builders/members attach filtered triggers in Agent Builder and can use natural-language trigger creation through Dust Default.",
              "evidenceIds": [
                "dust:dust:webhooks",
                "dust:dust:changelog"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:deep",
            "dust:dust:triggers",
            "dust:dust:changelog",
            "dust:dust:schedules",
            "dust:dust:webhooks"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:AGT-04",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Multi-step workflows are documented; scheduled/event automations are request-enabled beta.",
          "availability": "beta",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "workflow_builder",
              "question": "Is there a workflow or chain builder?",
              "support": "supported",
              "answer": "A project editor chains prompts with variables and per-step models, or Buddy drafts the workflow.",
              "evidenceIds": [
                "meingpt:meingpt:workflows"
              ]
            },
            {
              "id": "scheduled_tasks",
              "question": "Can prompts or assistants run on a schedule?",
              "support": "supported",
              "answer": "Support enables beta tasks with daily, weekly, monthly or selected calendar schedules.",
              "evidenceIds": [
                "meingpt:meingpt:scheduled"
              ]
            },
            {
              "id": "event_triggers",
              "question": "Can external events start a workflow?",
              "support": "supported",
              "answer": "Beta tasks accept tokenized webhooks and task-specific email addresses.",
              "evidenceIds": [
                "meingpt:meingpt:scheduled"
              ]
            },
            {
              "id": "builder_audience",
              "question": "Is building aimed at business users, IT or developers?",
              "support": "supported",
              "answer": "Members can build with natural-language Buddy help or manual steps, subject to admin rights.",
              "evidenceIds": [
                "meingpt:meingpt:workflows"
              ]
            }
          ],
          "limitations": [
            "Workflow editor is documented separately from request-enabled beta scheduled tasks; beta is not universal plan availability."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:workflows",
            "meingpt:meingpt:scheduled"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:AGT-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Multi-step agent work and visible Deep-dive progress are documented; safety controls depend on tool and trigger.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "agent_mode",
              "question": "Is there an agent mode for multi-step tasks?",
              "support": "supported",
              "answer": "Deep-dive plans, delegates and synthesizes, and Computer can execute deterministic file/code work.",
              "evidenceIds": [
                "dust:dust:deep",
                "dust:dust:computer"
              ]
            },
            {
              "id": "visible_steps",
              "question": "Are steps and tool calls shown?",
              "support": "supported",
              "answer": "Deep-dive documentation shows reasoning and sub-agent progress in real time.",
              "evidenceIds": [
                "dust:dust:deep"
              ]
            },
            {
              "id": "side_effect_confirmation",
              "question": "Must the user confirm actions with side effects?",
              "support": "partial",
              "answer": "Computer domains may require user approval and selected connector write actions ask for approval. Pods agents can also act without a human, so universal write confirmation is not claimed.",
              "evidenceIds": [
                "dust:dust:computer",
                "dust:dust:changelog",
                "dust:dust:pods"
              ]
            },
            {
              "id": "stop_control",
              "question": "Can the user stop a running task?",
              "support": "partial",
              "answer": "The 600-AWU root-task checkpoint offers Stop or Continue. A complete general stop/rollback behavior was not tested.",
              "evidenceIds": [
                "dust:dust:credits"
              ]
            }
          ],
          "limitations": [
            "No shared gather/documents/email fixture or side-effect audit was run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:deep",
            "dust:dust:computer",
            "dust:dust:changelog",
            "dust:dust:pods",
            "dust:dust:credits"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:AGT-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Assistants can execute successive tool calls, show progress and stop; per-action confirmation is absent.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "agent_mode",
              "question": "Is there an agent mode for multi-step tasks?",
              "support": "supported",
              "answer": "Assistant tools run multiple sequential steps within a response and stop at a bounded tool-call budget.",
              "evidenceIds": [
                "meingpt:meingpt:assistants"
              ]
            },
            {
              "id": "visible_steps",
              "question": "Are steps and tool calls shown?",
              "support": "supported",
              "answer": "Tool/reasoning steps and progress are shown in chat.",
              "evidenceIds": [
                "meingpt:meingpt:assistants",
                "meingpt:meingpt:chat"
              ]
            },
            {
              "id": "side_effect_confirmation",
              "question": "Must the user confirm actions with side effects?",
              "support": "unsupported",
              "answer": "No built-in method-specific permission popup exists at runtime; admin-approved write/dangerous methods can run without an additional dialog.",
              "evidenceIds": [
                "meingpt:meingpt:tools"
              ]
            },
            {
              "id": "stop_control",
              "question": "Can the user stop a running task?",
              "support": "supported",
              "answer": "The input button changes to Abbrechen and stops response generation while preserving text.",
              "evidenceIds": [
                "meingpt:meingpt:chat"
              ]
            }
          ],
          "limitations": [
            "side_effect_confirmation: No built-in method-specific permission popup exists at runtime; admin-approved write/dangerous methods can run without an additional dialog."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:assistants",
            "meingpt:meingpt:chat",
            "meingpt:meingpt:tools"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:AGT-06",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Dust offers conversation/knowledge APIs, enforceable API-key caps and OAuth MCP access.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "api"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business conversation API; Enterprise adds Data Source API per pricing; MCP subject to workspace enablement",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "api",
                "name": "Dust APIs and MCP server",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_api",
              "question": "Is there an API for chat and assistants?",
              "support": "supported",
              "answer": "Documented APIs retrieve/create conversations and messages with scoped API keys.",
              "evidenceIds": [
                "dust:dust:get-conversation",
                "dust:dust:api-keys"
              ]
            },
            {
              "id": "knowledge_api",
              "question": "Can documents be loaded through an API?",
              "support": "supported",
              "answer": "The data-source API upserts documents into scoped data sources.",
              "evidenceIds": [
                "dust:dust:upsert"
              ]
            },
            {
              "id": "api_governance",
              "question": "Do audit, budgets and model rules apply to API use?",
              "support": "supported",
              "answer": "Per-key caps reject further API usage at the limit. Model overrides obey workspace/tier rules; programmatic usage uses the workspace pool and does not count toward beta pooled group budgets.",
              "evidenceIds": [
                "dust:dust:api-keys",
                "dust:dust:models",
                "dust:dust:credit-management"
              ]
            },
            {
              "id": "mcp_server",
              "question": "Does the product expose itself to other agents over MCP?",
              "support": "supported",
              "answer": "Global and EU MCP URLs expose authorized Dust knowledge, conversations, agents, files and Pods via OAuth; admins can disable access and control redirects.",
              "evidenceIds": [
                "dust:dust:mcp-server"
              ]
            }
          ],
          "limitations": [],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:get-conversation",
            "dust:dust:api-keys",
            "dust:dust:upsert",
            "dust:dust:models",
            "dust:dust:credit-management",
            "dust:dust:mcp-server"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:AGT-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise-enabled APIs cover chat, assistants and workflows with model and budget enforcement.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "api"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Enterprise API, explicitly enabled; no public add-on price",
            "addOns": [
              "Enterprise API"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "api",
                "name": "meinGPT Enterprise API",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_api",
              "question": "Is there an API for chat and assistants?",
              "support": "supported",
              "answer": "Bearer-key chat completions, assistants, workflow runs, embeddings and transcription are documented; personal keys require Enterprise enablement.",
              "evidenceIds": [
                "meingpt:meingpt:api",
                "meingpt:meingpt:outlook"
              ]
            },
            {
              "id": "knowledge_api",
              "question": "Can documents be loaded through an API?",
              "support": "unknown",
              "answer": "Can documents be loaded through an API? Unknown. A knowledge-ingestion API and product MCP-server endpoint were not established in the API guide.",
              "evidenceIds": []
            },
            {
              "id": "api_governance",
              "question": "Do audit, budgets and model rules apply to API use?",
              "support": "partial",
              "answer": "Model permission failures return 403; API has a separate personal budget and shared token-rate ceilings; compliance-content logging coverage was not fully established.",
              "evidenceIds": [
                "meingpt:meingpt:api",
                "meingpt:meingpt:config",
                "meingpt:meingpt:audit"
              ]
            },
            {
              "id": "mcp_server",
              "question": "Does the product expose itself to other agents over MCP?",
              "support": "unknown",
              "answer": "Does the product expose itself to other agents over MCP? Unknown. A knowledge-ingestion API and product MCP-server endpoint were not established in the API guide.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "api_governance: Model permission failures return 403; API has a separate personal budget and shared token-rate ceilings; compliance-content logging coverage was not fully established.",
            "Unverified knowledge_api, mcp_server: A knowledge-ingestion API and product MCP-server endpoint were not established in the API guide."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:api",
            "meingpt:meingpt:outlook",
            "meingpt:meingpt:config",
            "meingpt:meingpt:audit"
          ]
        }
      ]
    },
    {
      "id": "WORK-01",
      "title": "Clients and access points",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "List web, desktop (Windows, macOS), iOS, Android, mobile browser and browser extension separately. For each, record login with company SSO, feature gaps against web, and MDM/Intune deployability. An installable app is different from a mobile website.",
      "questions": [
        {
          "id": "web",
          "question": "Is a full web client available?"
        },
        {
          "id": "desktop_apps",
          "question": "Windows and macOS apps?"
        },
        {
          "id": "mobile_apps",
          "question": "iOS and Android apps with SSO?"
        },
        {
          "id": "browser_extension",
          "question": "Is there a browser extension or sidebar?"
        },
        {
          "id": "managed_deployment",
          "question": "Can IT deploy and configure clients through MDM?"
        },
        {
          "id": "client_feature_gaps",
          "question": "Which features are missing on mobile?"
        }
      ],
      "products": [
        {
          "productId": "dust",
          "claimId": "dust:WORK-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Web, browser extension and Teams access are documented; native desktop/mobile availability remains unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web",
              "extension"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              },
              {
                "id": "extension",
                "name": "Dust browser extension",
                "type": "browser-extension"
              }
            ]
          },
          "questions": [
            {
              "id": "web",
              "question": "Is a full web client available?",
              "support": "supported",
              "answer": "Dust provides the hosted web workspace, including the EU region.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:models"
              ]
            },
            {
              "id": "desktop_apps",
              "question": "Windows and macOS apps?",
              "support": "unknown",
              "answer": "Windows and macOS apps? The documentation index, extension page, pricing and integration guides were checked. Native Windows/macOS apps, iOS/Android SSO apps, managed MDM configuration and a mobile parity matrix were not established.",
              "evidenceIds": []
            },
            {
              "id": "mobile_apps",
              "question": "iOS and Android apps with SSO?",
              "support": "unknown",
              "answer": "iOS and Android apps with SSO? The documentation index, extension page, pricing and integration guides were checked. Native Windows/macOS apps, iOS/Android SSO apps, managed MDM configuration and a mobile parity matrix were not established.",
              "evidenceIds": []
            },
            {
              "id": "browser_extension",
              "question": "Is there a browser extension or sidebar?",
              "support": "supported",
              "answer": "The extension guide covers Chrome, Firefox and Chromium browsers.",
              "evidenceIds": [
                "dust:dust:browser"
              ]
            },
            {
              "id": "managed_deployment",
              "question": "Can IT deploy and configure clients through MDM?",
              "support": "unknown",
              "answer": "Can IT deploy and configure clients through MDM? The documentation index, extension page, pricing and integration guides were checked. Native Windows/macOS apps, iOS/Android SSO apps, managed MDM configuration and a mobile parity matrix were not established.",
              "evidenceIds": []
            },
            {
              "id": "client_feature_gaps",
              "question": "Which features are missing on mobile?",
              "support": "unknown",
              "answer": "Which features are missing on mobile? The documentation index, extension page, pricing and integration guides were checked. Native Windows/macOS apps, iOS/Android SSO apps, managed MDM configuration and a mobile parity matrix were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:models",
            "dust:dust:browser"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:WORK-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The platform is browser-based; Outlook has a separate centrally deployed add-in.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "outlook",
              "api"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business/Enterprise web workspace; Outlook add-in requires Enterprise API enablement and personal API key",
            "addOns": [
              "Enterprise API enabled for Outlook add-in"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              },
              {
                "id": "outlook",
                "name": "meinGPT Outlook add-in",
                "type": "office-add-in"
              },
              {
                "id": "api",
                "name": "meinGPT Enterprise API",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "web",
              "question": "Is a full web client available?",
              "support": "supported",
              "answer": "The terms define a browser-accessible workspace.",
              "evidenceIds": [
                "meingpt:meingpt:terms"
              ]
            },
            {
              "id": "desktop_apps",
              "question": "Windows and macOS apps?",
              "support": "unknown",
              "answer": "Windows and macOS apps? Unknown. No first-party native Windows/macOS/iOS/Android workspace client or browser-extension support matrix was located in the user guide, client setup or official site search; mobile parity was not tested.",
              "evidenceIds": []
            },
            {
              "id": "mobile_apps",
              "question": "iOS and Android apps with SSO?",
              "support": "unknown",
              "answer": "iOS and Android apps with SSO? Unknown. No first-party native Windows/macOS/iOS/Android workspace client or browser-extension support matrix was located in the user guide, client setup or official site search; mobile parity was not tested.",
              "evidenceIds": []
            },
            {
              "id": "browser_extension",
              "question": "Is there a browser extension or sidebar?",
              "support": "unknown",
              "answer": "Is there a browser extension or sidebar? Unknown. No first-party native Windows/macOS/iOS/Android workspace client or browser-extension support matrix was located in the user guide, client setup or official site search; mobile parity was not tested.",
              "evidenceIds": []
            },
            {
              "id": "managed_deployment",
              "question": "Can IT deploy and configure clients through MDM?",
              "support": "partial",
              "answer": "The Enterprise API-enabled Outlook add-in can be assigned to users/groups through Microsoft365 integrated apps. It supports Outlook web, Windows classic/new and Mac; each user needs a personal meinGPT API key. General desktop/mobile MDM configuration was not established.",
              "evidenceIds": [
                "meingpt:meingpt:outlook"
              ]
            },
            {
              "id": "client_feature_gaps",
              "question": "Which features are missing on mobile?",
              "support": "unknown",
              "answer": "Which features are missing on mobile? Unknown. No first-party native Windows/macOS/iOS/Android workspace client or browser-extension support matrix was located in the user guide, client setup or official site search; mobile parity was not tested.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "managed_deployment: The Outlook add-in can be assigned to users or groups in Microsoft 365 integrated apps; general desktop/mobile MDM configuration was not found.",
            "Unverified desktop_apps, mobile_apps, browser_extension, client_feature_gaps: No first-party native Windows/macOS/iOS/Android workspace client or browser-extension support matrix was located in the user guide, client setup or official site search; mobile parity was not tested."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:terms",
            "meingpt:meingpt:outlook"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:WORK-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "An official Teams integration runs agents in Teams; document connectors do not imply Office add-ins.",
          "availability": "generally-available",
          "delivery": "official-integration",
          "scope": {
            "surfaceIds": [
              "teams"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "teams",
                "name": "Dust in Microsoft Teams",
                "type": "teams-app"
              }
            ]
          },
          "questions": [
            {
              "id": "word_excel_powerpoint",
              "question": "Does it work inside Word, Excel and PowerPoint?",
              "support": "unknown",
              "answer": "Does it work inside Word, Excel and PowerPoint? Teams and Microsoft connector guides were checked. Embedded assistance inside Word/Excel/PowerPoint, Outlook, Docs/Sheets/Gmail was not established; MCP tool access is recorded separately.",
              "evidenceIds": []
            },
            {
              "id": "outlook",
              "question": "Does it work inside Outlook?",
              "support": "unknown",
              "answer": "Does it work inside Outlook? Teams and Microsoft connector guides were checked. Embedded assistance inside Word/Excel/PowerPoint, Outlook, Docs/Sheets/Gmail was not established; MCP tool access is recorded separately.",
              "evidenceIds": []
            },
            {
              "id": "teams",
              "question": "Is there a Teams app or bot?",
              "support": "supported",
              "answer": "Dust in Teams has an official integration guide and admin setup.",
              "evidenceIds": [
                "dust:dust:teams"
              ]
            },
            {
              "id": "google_workspace_apps",
              "question": "Does it work inside Docs, Sheets or Gmail?",
              "support": "unknown",
              "answer": "Does it work inside Docs, Sheets or Gmail? Teams and Microsoft connector guides were checked. Embedded assistance inside Word/Excel/PowerPoint, Outlook, Docs/Sheets/Gmail was not established; MCP tool access is recorded separately.",
              "evidenceIds": []
            },
            {
              "id": "licence_prerequisites",
              "question": "Which licences or consents are needed?",
              "support": "partial",
              "answer": "The Teams guide requires integration/admin authorization in a Dust workspace. Extra Microsoft/Dust licence charges were not established.",
              "evidenceIds": [
                "dust:dust:teams"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:teams"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:WORK-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A documented Outlook add-in operates in the received-message view and needs Enterprise API access.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "outlook"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Enterprise API enabled workspace",
            "addOns": [
              "Enterprise API"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "outlook",
                "name": "meinGPT Outlook add-in",
                "type": "office-add-in"
              }
            ]
          },
          "questions": [
            {
              "id": "word_excel_powerpoint",
              "question": "Does it work inside Word, Excel and PowerPoint?",
              "support": "unknown",
              "answer": "Does it work inside Word, Excel and PowerPoint? Unknown. Word/Excel/PowerPoint/Teams or Google-editor in-app extensions were not established; connectors that read their content are recorded in KNOW-03.",
              "evidenceIds": []
            },
            {
              "id": "outlook",
              "question": "Does it work inside Outlook?",
              "support": "supported",
              "answer": "Outlook Web, Windows classic/new and Mac support summarizing the selected received email and drafting replies; compose view is excluded.",
              "evidenceIds": [
                "meingpt:meingpt:outlook"
              ]
            },
            {
              "id": "teams",
              "question": "Is there a Teams app or bot?",
              "support": "unknown",
              "answer": "Is there a Teams app or bot? Unknown. Word/Excel/PowerPoint/Teams or Google-editor in-app extensions were not established; connectors that read their content are recorded in KNOW-03.",
              "evidenceIds": []
            },
            {
              "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. Word/Excel/PowerPoint/Teams or Google-editor in-app extensions were not established; connectors that read their content are recorded in KNOW-03.",
              "evidenceIds": []
            },
            {
              "id": "licence_prerequisites",
              "question": "Which licences or consents are needed?",
              "support": "partial",
              "answer": "Personal meinGPT API key and Enterprise API enablement are required; tenant admins can centrally deploy the add-in. A separate Microsoft licence price is not stated.",
              "evidenceIds": [
                "meingpt:meingpt:outlook"
              ]
            }
          ],
          "limitations": [
            "licence_prerequisites: Personal meinGPT API key and Enterprise API enablement are required; tenant admins can centrally deploy the add-in. A separate Microsoft licence price is not stated.",
            "Unverified word_excel_powerpoint, teams, google_workspace_apps: Word/Excel/PowerPoint/Teams or Google-editor in-app extensions were not established; connectors that read their content are recorded in KNOW-03."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:outlook"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:WORK-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Agents can perform language work, but document-translation fidelity and controlled terminology are untested.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "document_translation",
              "question": "Can whole documents be translated with formatting kept?",
              "support": "unknown",
              "answer": "Can whole documents be translated with formatting kept? Builder, file-processing and language documentation were checked. Whole-document translation with layout retention, a dedicated engine, company glossaries, formality/de-CH controls and DE-to-FR/IT fixture outcomes were not established.",
              "evidenceIds": []
            },
            {
              "id": "translation_engine",
              "question": "Which engine translates?",
              "support": "unknown",
              "answer": "Which engine translates? Builder, file-processing and language documentation were checked. Whole-document translation with layout retention, a dedicated engine, company glossaries, formality/de-CH controls and DE-to-FR/IT fixture outcomes were not established.",
              "evidenceIds": []
            },
            {
              "id": "glossaries",
              "question": "Are company glossaries supported?",
              "support": "unknown",
              "answer": "Are company glossaries supported? Builder, file-processing and language documentation were checked. Whole-document translation with layout retention, a dedicated engine, company glossaries, formality/de-CH controls and DE-to-FR/IT fixture outcomes were not established.",
              "evidenceIds": []
            },
            {
              "id": "formality_and_variants",
              "question": "Can formality and regional variants (de-CH) be set?",
              "support": "unknown",
              "answer": "Can formality and regional variants (de-CH) be set? Builder, file-processing and language documentation were checked. Whole-document translation with layout retention, a dedicated engine, company glossaries, formality/de-CH controls and DE-to-FR/IT fixture outcomes were not established.",
              "evidenceIds": []
            },
            {
              "id": "writing_tools",
              "question": "Are dedicated rewrite and proofreading tools available?",
              "support": "partial",
              "answer": "Configurable agent instructions and Computer document editing support writing workflows; a separate dedicated proofreading product was not established.",
              "evidenceIds": [
                "dust:dust:builder",
                "dust:dust:computer"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:builder",
            "dust:dust:computer"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:WORK-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dedicated text/document translation uses EU Google/DeepL routes and managed glossaries.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "document_translation",
              "question": "Can whole documents be translated with formatting kept?",
              "support": "partial",
              "answer": "DeepL document translation preserves layout for DOC/DOCX, PPT/PPTX, XLS/XLSX, PDF, HTML, TXT, SRT and XLIFF. Layout quality was not fixture-tested.",
              "evidenceIds": [
                "meingpt:meingpt:translation"
              ]
            },
            {
              "id": "translation_engine",
              "question": "Which engine translates?",
              "support": "supported",
              "answer": "Default Google Cloud Translate for text and DeepL for documents; own DeepL key switches both to DeepL.",
              "evidenceIds": [
                "meingpt:meingpt:translation"
              ]
            },
            {
              "id": "glossaries",
              "question": "Are company glossaries supported?",
              "support": "supported",
              "answer": "Workspace admins create per-language-pair glossaries and import CSV; exact word forms must match.",
              "evidenceIds": [
                "meingpt:meingpt:translation"
              ]
            },
            {
              "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 settings within the translator and guaranteed de-CH spelling were not established; no DE-to-FR/IT contract fixture was translated.",
              "evidenceIds": []
            },
            {
              "id": "writing_tools",
              "question": "Are dedicated rewrite and proofreading tools available?",
              "support": "partial",
              "answer": "Quick Actions rewrite answers, including more formal and improve options.",
              "evidenceIds": [
                "meingpt:meingpt:chat"
              ]
            }
          ],
          "limitations": [
            "document_translation: DeepL document translation preserves layout for DOC/DOCX, PPT/PPTX, XLS/XLSX, PDF, HTML, TXT, SRT and XLIFF. Layout quality was not fixture-tested.",
            "writing_tools: Quick Actions rewrite answers, including more formal and improve options.",
            "Unverified formality_and_variants: Formality settings within the translator and guaranteed de-CH spelling were not established; no DE-to-FR/IT contract fixture was translated."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:translation",
            "meingpt:meingpt:chat"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:WORK-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Image tools use reference images and parallel generation; exact model and output-right terms need further evidence.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "image_generation",
              "question": "Can users generate images, with which models?",
              "support": "partial",
              "answer": "Image Generation is a configurable agent capability with SynthID-marked output. The exact current model identifier is not named in the checked guide.",
              "evidenceIds": [
                "dust:dust:images"
              ]
            },
            {
              "id": "image_editing",
              "question": "Can users edit uploaded images?",
              "support": "partial",
              "answer": "Uploaded and prior generated images can be used as references, with up to 14 references. Precise inpainting/masking controls were not established.",
              "evidenceIds": [
                "dust:dust:images"
              ]
            },
            {
              "id": "admin_control",
              "question": "Can admins restrict image generation?",
              "support": "partial",
              "answer": "Builders enable image tools in an agent, while group governance controls who creates/publishes agents. A separate organization/group image-off switch was not established.",
              "evidenceIds": [
                "dust:dust:images",
                "dust:dust:governance"
              ]
            },
            {
              "id": "usage_terms",
              "question": "What usage rights apply to output?",
              "support": "unknown",
              "answer": "What usage rights apply to output? The image guide and legal entry points were checked. Current model identifier, per-image tariff and contractual output usage rights were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:images",
            "dust:dust:governance"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:WORK-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Twelve named image variants include reference editing with administrator model controls.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "image_generation",
              "question": "Can users generate images, with which models?",
              "support": "supported",
              "answer": "FLUX.2 Klein/Pro/Flex/Max, FLUX 1.1 Pro, FLUX.1 Kontext Max; GPT Image 1/Mini/1.5/2; Gemini 2.5 Flash Image and 3 Pro Image.",
              "evidenceIds": [
                "meingpt:meingpt:images"
              ]
            },
            {
              "id": "image_editing",
              "question": "Can users edit uploaded images?",
              "support": "partial",
              "answer": "Reference image generation supports model-dependent uploads; app lacks post-generation crop/color editing.",
              "evidenceIds": [
                "meingpt:meingpt:images"
              ]
            },
            {
              "id": "admin_control",
              "question": "Can admins restrict image generation?",
              "support": "supported",
              "answer": "Admins enable models and default; request-enabled permissions can restrict Image app use by teams or persons.",
              "evidenceIds": [
                "meingpt:meingpt:image-admin",
                "meingpt:meingpt:permissions"
              ]
            },
            {
              "id": "usage_terms",
              "question": "What usage rights apply to output?",
              "support": "partial",
              "answer": "Terms warn third-party output may carry rights; no blanket unrestricted-use warranty is made. C2PA metadata labels generated output.",
              "evidenceIds": [
                "meingpt:meingpt:terms",
                "meingpt:meingpt:images"
              ]
            }
          ],
          "limitations": [
            "image_editing: Reference image generation supports model-dependent uploads; app lacks post-generation crop/color editing.",
            "usage_terms: Terms warn third-party output may carry rights; no blanket unrestricted-use warranty is made. C2PA metadata labels generated output."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:images",
            "meingpt:meingpt:image-admin",
            "meingpt:meingpt:permissions",
            "meingpt:meingpt: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": "dust",
          "claimId": "dust:WORK-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Speech generation and meeting-transcript integrations are documented; live voice and Swiss German recognition remain unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "dictation",
              "question": "Can users dictate prompts?",
              "support": "unknown",
              "answer": "Can users dictate prompts? Speech, upload and meeting guides were checked. Prompt dictation, live two-way voice, Swiss German accuracy and audio-processing countries were not established.",
              "evidenceIds": []
            },
            {
              "id": "read_aloud",
              "question": "Can answers be read aloud?",
              "support": "partial",
              "answer": "Speech Generator converts written text to MP3 audio with selectable voices/languages; a one-click read-aloud mode for all responses was not established.",
              "evidenceIds": [
                "dust:dust:speech"
              ]
            },
            {
              "id": "voice_conversation",
              "question": "Is a live voice mode available?",
              "support": "unknown",
              "answer": "Is a live voice mode available? Speech, upload and meeting guides were checked. Prompt dictation, live two-way voice, Swiss German accuracy and audio-processing countries were not established.",
              "evidenceIds": []
            },
            {
              "id": "meeting_summaries",
              "question": "Are meetings transcribed and summarised?",
              "support": "supported",
              "answer": "Connected Granola/Fathom/Gong/Praiz transcripts can feed summaries; private Gong transcripts are excluded. This is not a native meeting recorder claim.",
              "evidenceIds": [
                "dust:dust:meetings"
              ]
            },
            {
              "id": "swiss_german_speech",
              "question": "Is Swiss German speech recognised?",
              "support": "unknown",
              "answer": "Is Swiss German speech recognised? Speech, upload and meeting guides were checked. Prompt dictation, live two-way voice, Swiss German accuracy and audio-processing countries were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:speech",
            "dust:dust:meetings"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:WORK-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dictation and meeting transcription are documented; speech quality was not tested.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "dictation",
              "question": "Can users dictate prompts?",
              "support": "supported",
              "answer": "A microphone transcribes prompts into the input field.",
              "evidenceIds": [
                "meingpt:meingpt:chat"
              ]
            },
            {
              "id": "read_aloud",
              "question": "Can answers be read aloud?",
              "support": "unknown",
              "answer": "Can answers be read aloud? Unknown. No first-party complete read-aloud/live-voice plan and language matrix or Swiss German recognition fixture was established.",
              "evidenceIds": []
            },
            {
              "id": "voice_conversation",
              "question": "Is a live voice mode available?",
              "support": "unknown",
              "answer": "Is a live voice mode available? Unknown. No first-party complete read-aloud/live-voice plan and language matrix or Swiss German recognition fixture was established.",
              "evidenceIds": []
            },
            {
              "id": "meeting_summaries",
              "question": "Are meetings transcribed and summarised?",
              "support": "supported",
              "answer": "Audio/video/transcript uploads and meeting-bot notes are documented; storage Hetzner Germany, Gladia transcription France, Vertex EU summaries.",
              "evidenceIds": [
                "meingpt:meingpt:meeting"
              ]
            },
            {
              "id": "swiss_german_speech",
              "question": "Is Swiss German speech recognised?",
              "support": "unknown",
              "answer": "Is Swiss German speech recognised? Unknown. No first-party complete read-aloud/live-voice plan and language matrix or Swiss German recognition fixture was established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified read_aloud, voice_conversation, swiss_german_speech: No first-party complete read-aloud/live-voice plan and language matrix or Swiss German recognition fixture was established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:chat",
            "meingpt:meingpt:meeting"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:WORK-06",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Computer executes analysis and creates real Office files; Frames provide editable interactive output.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "data_analysis",
              "question": "Can it analyse spreadsheets with executed code?",
              "support": "supported",
              "answer": "Computer executes code to inspect and transform Excel/CSV, compute every-row results and return edited workbooks.",
              "evidenceIds": [
                "dust:dust:computer"
              ]
            },
            {
              "id": "charts",
              "question": "Can it produce charts?",
              "support": "supported",
              "answer": "Computer documents chart generation from spreadsheet data and inclusion in reports/decks.",
              "evidenceIds": [
                "dust:dust:computer"
              ]
            },
            {
              "id": "office_file_output",
              "question": "Can it create Word, Excel or PowerPoint files?",
              "support": "supported",
              "answer": "Computer creates/edits Word, Excel and PowerPoint files and returns downloadable artifacts, with fidelity caveats.",
              "evidenceIds": [
                "dust:dust:computer"
              ]
            },
            {
              "id": "canvas_editing",
              "question": "Is there a document or canvas editor for iterating on output?",
              "support": "supported",
              "answer": "Frames are persistent interactive content that can be revised through agents and shared.",
              "evidenceIds": [
                "dust:dust:frames"
              ]
            }
          ],
          "limitations": [
            "No Excel/PowerPoint fixture or artifact fidelity test. File Generation is deprecated in favor of Computer as of October 14, 2026."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:computer",
            "dust:dust:frames"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:WORK-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "An isolated EU sandbox executes analysis code and generates downloadable Office files.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "data_analysis",
              "question": "Can it analyse spreadsheets with executed code?",
              "support": "supported",
              "answer": "Python/JavaScript sandbox reads original spreadsheets with pandas/openpyxl and executes code.",
              "evidenceIds": [
                "meingpt:meingpt:sandbox"
              ]
            },
            {
              "id": "charts",
              "question": "Can it produce charts?",
              "support": "supported",
              "answer": "Executed matplotlib charts can be returned as PNG.",
              "evidenceIds": [
                "meingpt:meingpt:sandbox"
              ]
            },
            {
              "id": "office_file_output",
              "question": "Can it create Word, Excel or PowerPoint files?",
              "support": "supported",
              "answer": "Sandbox libraries support DOCX/XLSX/PPTX; workflows also generate Word/PDF/Excel/CSV/PowerPoint/JSON.",
              "evidenceIds": [
                "meingpt:meingpt:sandbox",
                "meingpt:meingpt:workflows"
              ]
            },
            {
              "id": "canvas_editing",
              "question": "Is there a document or canvas editor for iterating on output?",
              "support": "partial",
              "answer": "Downloaded artifacts and an Excel editor exist; editor changes stay local until downloaded and the chat card keeps the original.",
              "evidenceIds": [
                "meingpt:meingpt:sandbox"
              ]
            }
          ],
          "limitations": [
            "canvas_editing: Downloaded artifacts and an Excel editor exist; editor changes stay local until downloaded and the chat card keeps the original."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:sandbox",
            "meingpt:meingpt:workflows"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:WORK-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Pods provide shared team conversations, files and tasks; source-sharing effects still need testing.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "share_chats",
              "question": "Can chats be shared inside the organisation?",
              "support": "supported",
              "answer": "Pod conversations are visible to all members, who can contribute.",
              "evidenceIds": [
                "dust:dust:pod-chats"
              ]
            },
            {
              "id": "team_spaces",
              "question": "Are shared projects or workspaces available?",
              "support": "supported",
              "answer": "Open/Restricted Pods group conversations, files and tasks; restricted access is invite-only.",
              "evidenceIds": [
                "dust:dust:pods"
              ]
            },
            {
              "id": "group_chat",
              "question": "Can several people chat together with the AI?",
              "support": "supported",
              "answer": "Teammates and agents participate in the same Pod thread and can be mentioned.",
              "evidenceIds": [
                "dust:dust:pod-chats"
              ]
            },
            {
              "id": "share_permission_boundary",
              "question": "Does sharing respect the recipient's access to sources?",
              "support": "partial",
              "answer": "All Pod members read conversation contents. Spaces restrict source/agent use and personal tools act under their user; recipient-safe redaction of previously generated text was not established.",
              "evidenceIds": [
                "dust:dust:pod-chats",
                "dust:dust:permissions",
                "dust:dust:credentials"
              ]
            }
          ],
          "limitations": [
            "No cross-group sharing fixture. Do not infer source-ACL propagation from Pod membership."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pod-chats",
            "dust:dust:pods",
            "dust:dust:permissions",
            "dust:dust:credentials"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:WORK-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Chat links and shared projects exist; projects preserve private member chat histories.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "share_chats",
              "question": "Can chats be shared inside the organisation?",
              "support": "supported",
              "answer": "A share toggle creates a link displaying the shared conversation.",
              "evidenceIds": [
                "meingpt:meingpt:chat"
              ]
            },
            {
              "id": "team_spaces",
              "question": "Are shared projects or workspaces available?",
              "support": "supported",
              "answer": "Projects share instructions and workflows with Owner/Editor/Member roles.",
              "evidenceIds": [
                "meingpt:meingpt:projects"
              ]
            },
            {
              "id": "group_chat",
              "question": "Can several people chat together with the AI?",
              "support": "partial",
              "answer": "Within Projects,each member has a separate private chat list. Simultaneous multi-user group conversation elsewhere was not established.",
              "evidenceIds": [
                "meingpt:meingpt:projects"
              ]
            },
            {
              "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 chat-sharing test was run; recipient access to source attachments and restricted knowledge was not verified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "group_chat: Each project member has a separate private chat list; shared project chats are not a simultaneous group conversation.",
            "Unverified share_permission_boundary: No cross-group chat-sharing test was run; recipient access to source attachments and restricted knowledge was not verified.",
            "Project chat privacy does not prove absence of every group-chat surface."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:chat",
            "meingpt:meingpt:projects"
          ]
        }
      ]
    },
    {
      "id": "WORK-08",
      "title": "Interface languages and accessibility",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record UI languages, focusing on German, French, Italian and English, with translation quality observed (complete, partial, machine-translated). Record response language handling and WCAG conformance statements.",
      "questions": [
        {
          "id": "ui_languages",
          "question": "Which UI languages are offered?"
        },
        {
          "id": "dach_language_quality",
          "question": "Are German, French and Italian UIs complete and natural?"
        },
        {
          "id": "accessibility_statement",
          "question": "Is there a WCAG conformance statement?"
        },
        {
          "id": "admin_ui_languages",
          "question": "Is the admin interface available in German?"
        }
      ],
      "products": [
        {
          "productId": "dust",
          "claimId": "dust:WORK-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "German and French UI releases are documented alongside English, with remaining English areas.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "ui_languages",
              "question": "Which UI languages are offered?",
              "support": "supported",
              "answer": "October 21, 2026 release adds German; October 16 adds French alongside English US/UK, across product, Frames, extension, Sidekick and Slack/Teams.",
              "evidenceIds": [
                "dust:dust:changelog"
              ]
            },
            {
              "id": "dach_language_quality",
              "question": "Are German, French and Italian UIs complete and natural?",
              "support": "partial",
              "answer": "Release notes explicitly leave agent/skill names and instructions in English. German/French naturalness and completeness were not observed; Italian UI was not established.",
              "evidenceIds": [
                "dust:dust:changelog"
              ]
            },
            {
              "id": "accessibility_statement",
              "question": "Is there a WCAG conformance statement?",
              "support": "unknown",
              "answer": "Is there a WCAG conformance statement? The dated locale announcements were checked; Italian UI and a WCAG conformance statement/report were not established.",
              "evidenceIds": []
            },
            {
              "id": "admin_ui_languages",
              "question": "Is the admin interface available in German?",
              "support": "partial",
              "answer": "Admins can set a workspace default language. A complete German admin-screen walkthrough was not observed.",
              "evidenceIds": [
                "dust:dust:changelog"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:changelog"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:WORK-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Platform-language choice exists, but the full UI and accessibility matrix remains unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "ui_languages",
              "question": "Which UI languages are offered?",
              "support": "partial",
              "answer": "Preferences provide a platform-language selector distinct from response language; a complete named language list is not published on this page.",
              "evidenceIds": [
                "meingpt:meingpt:preferences"
              ]
            },
            {
              "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 DE/FR/IT/EN UI inspection or WCAG conformance statement was located in the user guide or security pages; admin language completeness is untested.",
              "evidenceIds": []
            },
            {
              "id": "accessibility_statement",
              "question": "Is there a WCAG conformance statement?",
              "support": "unknown",
              "answer": "Is there a WCAG conformance statement? Unknown. No authenticated DE/FR/IT/EN UI inspection or WCAG conformance statement was located in the user guide or security pages; admin language completeness is untested.",
              "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 DE/FR/IT/EN UI inspection or WCAG conformance statement was located in the user guide or security pages; admin language completeness is untested.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "ui_languages: Preferences provide a platform-language selector distinct from response language; a complete named language list is not published on this page.",
            "Unverified dach_language_quality, accessibility_statement, admin_ui_languages: No authenticated DE/FR/IT/EN UI inspection or WCAG conformance statement was located in the user guide or security pages; admin language completeness is untested."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:preferences"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:ADM-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "SAML SSO can be enforced; Business offers it from five seats on demand.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "sso_protocols",
              "question": "Which SSO protocols and identity providers work?",
              "support": "supported",
              "answer": "SAML SSO is documented, with Okta, Entra ID and JumpCloud named on pricing. Enterprise marketing also names OIDC; a full provider/protocol matrix was not verified.",
              "evidenceIds": [
                "dust:dust:sso",
                "dust:dust:pricing",
                "dust:dust:enterprise"
              ]
            },
            {
              "id": "sso_plan",
              "question": "Which plan includes SSO?",
              "support": "supported",
              "answer": "Business pricing lists SSO for 5+ seats on demand; Enterprise includes it.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            },
            {
              "id": "mfa",
              "question": "Can MFA be enforced?",
              "support": "partial",
              "answer": "Enforced SAML routes sign-in through the IdP. Specific MFA enforcement behavior was not tested or established in the checked setup guide.",
              "evidenceIds": [
                "dust:dust:sso"
              ]
            },
            {
              "id": "conditional_access",
              "question": "Do Entra conditional-access policies apply?",
              "support": "unknown",
              "answer": "Do Entra conditional-access policies apply? SSO and plan guides were checked; conditional-access compatibility and verified-domain capture/migration semantics were not established.",
              "evidenceIds": []
            },
            {
              "id": "domain_capture",
              "question": "Can the company claim its email domain?",
              "support": "unknown",
              "answer": "Can the company claim its email domain? SSO and plan guides were checked; conditional-access compatibility and verified-domain capture/migration semantics were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "No self-serve SSO login test."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:sso",
            "dust:dust:pricing",
            "dust:dust:enterprise"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:ADM-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Microsoft/Google login is included; custom OIDC is enabled on request and SAML is excluded.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "sso_protocols",
              "question": "Which SSO protocols and identity providers work?",
              "support": "supported",
              "answer": "Google and Microsoft sign-in plus custom OpenID Connect for Entra, Keycloak, Okta, PingFederate and Authentik. SAML is not supported.",
              "evidenceIds": [
                "meingpt:meingpt:sso"
              ]
            },
            {
              "id": "sso_plan",
              "question": "Which plan includes SSO?",
              "support": "partial",
              "answer": "Platform pricing includes Microsoft/Google/Magic Link; own OIDC needs workspace enablement, while Governance prices Entra group sync and provisioning. Exact custom-OIDC fee is not stated.",
              "evidenceIds": [
                "meingpt:meingpt:sso",
                "meingpt:meingpt:prices"
              ]
            },
            {
              "id": "mfa",
              "question": "Can MFA be enforced?",
              "support": "supported",
              "answer": "MFA is enforced at the customer IdP; disabling a user prevents new sign-ins but does not immediately invalidate an existing session.",
              "evidenceIds": [
                "meingpt:meingpt:sso"
              ]
            },
            {
              "id": "conditional_access",
              "question": "Do Entra conditional-access policies apply?",
              "support": "supported",
              "answer": "Customer IdP controls Conditional Access. Existing sessions expire normally unless separately removing the membership.",
              "evidenceIds": [
                "meingpt:meingpt:sso"
              ]
            },
            {
              "id": "domain_capture",
              "question": "Can the company claim its email domain?",
              "support": "supported",
              "answer": "DNS TXT verification enables domain auto-join and optional rejection of invitations into other workspaces; existing external memberships remain.",
              "evidenceIds": [
                "meingpt:meingpt:sso"
              ]
            }
          ],
          "limitations": [
            "sso_plan: Platform pricing includes Microsoft/Google/Magic Link; own OIDC needs workspace enablement, while Governance prices Entra group sync and provisioning. Exact custom-OIDC fee is not stated."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:sso",
            "meingpt:meingpt:prices"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:ADM-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise SCIM and group roles are documented, with specific annual-seat reclaim behavior.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Enterprise for SCIM; seat-management differences stated",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "scim",
              "question": "Is SCIM provisioning supported?",
              "support": "supported",
              "answer": "SCIM 2.0 creates, updates and deactivates users from an IdP as an Enterprise feature.",
              "evidenceIds": [
                "dust:dust:provision"
              ]
            },
            {
              "id": "group_sync",
              "question": "Are identity-provider groups synced?",
              "support": "supported",
              "answer": "Provisioned IdP groups govern Space access and can map to Admin/Manager roles.",
              "evidenceIds": [
                "dust:dust:provision",
                "dust:dust:spaces"
              ]
            },
            {
              "id": "jit_provisioning",
              "question": "Are users created at first login?",
              "support": "unknown",
              "answer": "Are users created at first login? Provisioning and seat docs were checked. First-login JIT creation and complete leaver-data transfer were not established.",
              "evidenceIds": []
            },
            {
              "id": "deprovisioning",
              "question": "What happens to a removed user's data and shared assets?",
              "support": "partial",
              "answer": "SCIM deactivates users; removal/reassignment affects seats but exact chat/agent/knowledge ownership transfer was not tested.",
              "evidenceIds": [
                "dust:dust:provision",
                "dust:dust:seats"
              ]
            },
            {
              "id": "seat_assignment",
              "question": "Can admins assign and reclaim seats?",
              "support": "supported",
              "answer": "Admins assign seat types independent of roles. Unassigned members cannot interact with agents; annual seats return to stock, and already-granted credits can persist to period end.",
              "evidenceIds": [
                "dust:dust:seats"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:provision",
            "dust:dust:spaces",
            "dust:dust:seats"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:ADM-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Governance includes SCIM; user provisioning and login-time group sync have separate effects.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform plus Governance provisioning add-on",
            "addOns": [
              "Governance"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "scim",
              "question": "Is SCIM provisioning supported?",
              "support": "supported",
              "answer": "Entra SCIM v1 creates/updates/deactivates users, requires a verified domain and workspace enablement, and replaces manual invitations.",
              "evidenceIds": [
                "meingpt:meingpt:scim",
                "meingpt:meingpt:prices"
              ]
            },
            {
              "id": "group_sync",
              "question": "Are identity-provider groups synced?",
              "support": "partial",
              "answer": "Entra group-to-team synchronization is separate from user-only SCIM and adds memberships on login. It is not a general bidirectional SCIM-group sync.",
              "evidenceIds": [
                "meingpt:meingpt:scim",
                "meingpt:meingpt:sso"
              ]
            },
            {
              "id": "jit_provisioning",
              "question": "Are users created at first login?",
              "support": "supported",
              "answer": "Custom OIDC can join a verified-domain workspace on first authenticated login; plain Microsoft sign-in alone does not grant workspace membership.",
              "evidenceIds": [
                "meingpt:meingpt:sso",
                "meingpt:meingpt:scim"
              ]
            },
            {
              "id": "deprovisioning",
              "question": "What happens to a removed user's data and shared assets?",
              "support": "partial",
              "answer": "SCIM deactivates membership, preserves data and releases the seat. Shared-asset transfer behavior was not trial-tested.",
              "evidenceIds": [
                "meingpt:meingpt:scim"
              ]
            },
            {
              "id": "seat_assignment",
              "question": "Can admins assign and reclaim seats?",
              "support": "supported",
              "answer": "New SCIM users start as unlicensed viewers unless automatic seat assignment is on; admins can assign seats.",
              "evidenceIds": [
                "meingpt:meingpt:scim"
              ]
            }
          ],
          "limitations": [
            "group_sync: Entra group-to-team synchronization is separate from user-only SCIM and adds memberships on login. It is not a general bidirectional SCIM-group sync.",
            "deprovisioning: SCIM deactivates membership, preserves data and releases the seat. Shared-asset transfer behavior was not trial-tested."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:scim",
            "meingpt:meingpt:prices",
            "meingpt:meingpt:sso"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:ADM-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dust separates Admin, Manager, Member and group-manager permissions and supports restricted knowledge spaces.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_roles",
              "question": "Which admin roles exist, and can admin rights be delegated?",
              "support": "supported",
              "answer": "Admins control all governance; Managers delegate member/group/usage administration; group managers administer selected groups.",
              "evidenceIds": [
                "dust:dust:governance"
              ]
            },
            {
              "id": "groups",
              "question": "Can permissions be set per group?",
              "support": "supported",
              "answer": "Permissions go to manual or provisioned groups using Everyone, Groups or Admin-only modes. Multiple grants combine additively.",
              "evidenceIds": [
                "dust:dust:governance"
              ]
            },
            {
              "id": "feature_toggles",
              "question": "Which features can be switched on or off per group?",
              "support": "partial",
              "answer": "Group controls cover agent/skill creation and publishing, automation charging, billing/security and model ceilings. An exhaustive per-feature toggle matrix for uploads/web/images was not established.",
              "evidenceIds": [
                "dust:dust:governance",
                "dust:dust:tiers"
              ]
            },
            {
              "id": "multi_entity",
              "question": "Can subsidiaries or departments be separated within one contract?",
              "support": "partial",
              "answer": "Restricted Spaces and Pods separate audiences inside a workspace; separate legal/subsidiary tenant boundaries within one contract were not established.",
              "evidenceIds": [
                "dust:dust:spaces",
                "dust:dust:pods"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:governance",
            "dust:dust:tiers",
            "dust:dust:spaces",
            "dust:dust:pods"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:ADM-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Role and group controls include request-enabled app permissions and model restrictions.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_roles",
              "question": "Which admin roles exist, and can admin rights be delegated?",
              "support": "supported",
              "answer": "Admin, Member and Viewer; unlimited workspace admins and separate team administrators are documented. Workspace admins consume a seat and bypass restrictions.",
              "evidenceIds": [
                "meingpt:meingpt:roles",
                "meingpt:meingpt:permissions"
              ]
            },
            {
              "id": "groups",
              "question": "Can permissions be set per group?",
              "support": "supported",
              "answer": "Teams control shared resources and models; admins see all team-shared assets.",
              "evidenceIds": [
                "meingpt:meingpt:roles",
                "meingpt:meingpt:config"
              ]
            },
            {
              "id": "feature_toggles",
              "question": "Which features can be switched on or off per group?",
              "support": "supported",
              "answer": "Request-enabled controls restrict image, meeting notes/bot, translation, web, Voice Agent, Buddy and automation use by teams or persons.",
              "evidenceIds": [
                "meingpt:meingpt:permissions"
              ]
            },
            {
              "id": "multi_entity",
              "question": "Can subsidiaries or departments be separated within one contract?",
              "support": "partial",
              "answer": "Multiple workspaces can represent separate companies, but each has separate credit and billing; a unified multi-entity contract was not established.",
              "evidenceIds": [
                "meingpt:meingpt:sso"
              ]
            }
          ],
          "limitations": [
            "multi_entity: Multiple workspaces can represent separate companies, but each has separate credit and billing; a unified multi-entity contract was not established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:roles",
            "meingpt:meingpt:permissions",
            "meingpt:meingpt:config",
            "meingpt:meingpt:sso"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:ADM-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Consumption analytics has detailed attribution and exports without message content.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "adoption_dashboard",
              "question": "Is there an adoption dashboard?",
              "support": "partial",
              "answer": "Pricing lists usage/adoption reporting; the Analytics guide focuses on credit consumption and attribution rather than a complete active-user adoption scorecard.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:analytics"
              ]
            },
            {
              "id": "breakdowns",
              "question": "Can usage be broken down by group, model, feature and assistant?",
              "support": "supported",
              "answer": "Analytics filters/ranks agents, members, groups, models, tools, sources, API keys, skills and Pods. Group attribution may count a member in several groups.",
              "evidenceIds": [
                "dust:dust:analytics"
              ]
            },
            {
              "id": "export",
              "question": "Can usage data be exported?",
              "support": "supported",
              "answer": "Raw CSV consumption export and API analytics export are documented, with workspace enablement and key-scope restrictions.",
              "evidenceIds": [
                "dust:dust:analytics"
              ]
            },
            {
              "id": "privacy_modes",
              "question": "Can per-person reporting be limited or pseudonymised?",
              "support": "partial",
              "answer": "Analytics exports omit message content, but contain member/message/conversation identifiers. Pseudonymous or works-council privacy modes were not established.",
              "evidenceIds": [
                "dust:dust:analytics"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:analytics"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:ADM-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Adoption metrics and cost CSVs have team and anonymization options.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "adoption_dashboard",
              "question": "Is there an adoption dashboard?",
              "support": "supported",
              "answer": "Cockpit lists prompts, active users, daily prompts/workflow runs and popular workflows.",
              "evidenceIds": [
                "meingpt:meingpt:analytics"
              ]
            },
            {
              "id": "breakdowns",
              "question": "Can usage be broken down by group, model, feature and assistant?",
              "support": "partial",
              "answer": "Usage-based plans report costs by user, team, model and platform/API; complete assistant/feature breakdown is not demonstrated.",
              "evidenceIds": [
                "meingpt:meingpt:analytics"
              ]
            },
            {
              "id": "export",
              "question": "Can usage data be exported?",
              "support": "supported",
              "answer": "User/team cost statistics export to CSV.",
              "evidenceIds": [
                "meingpt:meingpt:analytics"
              ]
            },
            {
              "id": "privacy_modes",
              "question": "Can per-person reporting be limited or pseudonymised?",
              "support": "supported",
              "answer": "Metric anonymization replaces names with IDs; top-user metrics depend on that setting.",
              "evidenceIds": [
                "meingpt:meingpt:analytics"
              ]
            }
          ],
          "limitations": [
            "breakdowns: Usage-based plans report costs by user, team, model and platform/API; complete assistant/feature breakdown is not demonstrated."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:analytics"
          ]
        }
      ]
    },
    {
      "id": "ADM-05",
      "title": "Spend controls and cost allocation",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record cost visibility per user, group and cost centre, budgets and their behaviour (alert, block, downgrade model), pooled credits, and chargeback exports. Test a small budget on a trial where possible. Distinguish billed amounts, estimates and unavailable amounts.",
      "questions": [
        {
          "id": "cost_visibility",
          "question": "Can admins see cost or consumption per user and group?"
        },
        {
          "id": "budgets",
          "question": "Can budgets be set per user or group?"
        },
        {
          "id": "budget_enforcement",
          "question": "Does reaching a budget alert, block or downgrade?"
        },
        {
          "id": "chargeback",
          "question": "Can costs be exported per cost centre?"
        }
      ],
      "products": [
        {
          "productId": "dust",
          "claimId": "dust:ADM-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Credit plans offer consumption visibility, member limits and plan-specific pooled budgets, with programmatic exceptions.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_visibility",
              "question": "Can admins see cost or consumption per user and group?",
              "support": "supported",
              "answer": "Analytics and Credits show consumed credits by member, group, model, tool and agent. Credits are not assumed to be invoice currency.",
              "evidenceIds": [
                "dust:dust:analytics",
                "dust:dust:credit-management"
              ]
            },
            {
              "id": "budgets",
              "question": "Can budgets be set per user or group?",
              "support": "supported",
              "answer": "Members have shared-pool spend limits; beta group budgets require Enterprise Pooled. Programmatic monthly and API-key caps are separate.",
              "evidenceIds": [
                "dust:dust:credit-management",
                "dust:dust:api-keys"
              ]
            },
            {
              "id": "budget_enforcement",
              "question": "Does reaching a budget alert, block or downgrade?",
              "support": "supported",
              "answer": "Pool limits/group budgets block further requests; an in-progress message can finish above its starting cap. API calls reject at per-key caps. Optional automatic seat upgrades may increase billed subscriptions.",
              "evidenceIds": [
                "dust:dust:credit-management",
                "dust:dust:api-keys"
              ]
            },
            {
              "id": "chargeback",
              "question": "Can costs be exported per cost centre?",
              "support": "partial",
              "answer": "Consumption CSV includes groups and identifiers, but group attribution can duplicate usage and is not a guaranteed invoice-ready cost-center chargeback.",
              "evidenceIds": [
                "dust:dust:analytics"
              ]
            }
          ],
          "limitations": [
            "Group budgets are beta and exclude programmatic usage. No budget fixture test."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:analytics",
            "dust:dust:credit-management",
            "dust:dust:api-keys"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:ADM-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Personal category budgets and pooled credit provide controls with documented exceptions.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_visibility",
              "question": "Can admins see cost or consumption per user and group?",
              "support": "supported",
              "answer": "Usage-based plans show EUR costs per user/model and team, separately for platform and API.",
              "evidenceIds": [
                "meingpt:meingpt:analytics"
              ]
            },
            {
              "id": "budgets",
              "question": "Can budgets be set per user or group?",
              "support": "supported",
              "answer": "Six personal usage levels configure monthly budgets across five categories and are assigned singly or in bulk.",
              "evidenceIds": [
                "meingpt:meingpt:limits"
              ]
            },
            {
              "id": "budget_enforcement",
              "question": "Does reaching a budget alert, block or downgrade?",
              "support": "partial",
              "answer": "Zero blocks new category use and API exhaustion returns 403; running meeting bots can overshoot and automated runs are outside personal categories.",
              "evidenceIds": [
                "meingpt:meingpt:limits",
                "meingpt:meingpt:api"
              ]
            },
            {
              "id": "chargeback",
              "question": "Can costs be exported per cost centre?",
              "support": "partial",
              "answer": "CSV cost exports exist by user/team; formal cost-centre coding is not established.",
              "evidenceIds": [
                "meingpt:meingpt:analytics"
              ]
            }
          ],
          "limitations": [
            "budget_enforcement: Zero blocks new category use and API exhaustion returns 403; running meeting bots can overshoot and automated runs are outside personal categories.",
            "chargeback: CSV cost exports exist by user/team; formal cost-centre coding is not established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:analytics",
            "meingpt:meingpt:limits",
            "meingpt:meingpt:api"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:ADM-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise has documented event logs and SIEM delivery; content logging and legal hold remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web",
              "api"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Enterprise",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              },
              {
                "id": "api",
                "name": "Dust APIs and MCP server",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_events",
              "question": "Are admin and security events logged?",
              "support": "supported",
              "answer": "Enterprise Audit Logs record significant admin/security, user, API-key, system and tool events with timestamps, targets and actor metadata.",
              "evidenceIds": [
                "dust:dust:audit"
              ]
            },
            {
              "id": "content_logging",
              "question": "Can prompts and answers be retained for compliance, and is it configurable?",
              "support": "unknown",
              "answer": "Can prompts and answers be retained for compliance, and is it configurable? Audit, analytics and public legal entry points were checked. Prompt/response compliance capture, eDiscovery/legal hold and detailed log-integrity implementation/retention contract were not established.",
              "evidenceIds": []
            },
            {
              "id": "siem_export",
              "question": "Can logs stream to a SIEM or be exported?",
              "support": "supported",
              "answer": "CSV export and continuous destinations include Datadog, Splunk, S3, GCS and custom HTTPS.",
              "evidenceIds": [
                "dust:dust:audit"
              ]
            },
            {
              "id": "ediscovery",
              "question": "Are eDiscovery and legal hold supported?",
              "support": "unknown",
              "answer": "Are eDiscovery and legal hold supported? Audit, analytics and public legal entry points were checked. Prompt/response compliance capture, eDiscovery/legal hold and detailed log-integrity implementation/retention contract were not established.",
              "evidenceIds": []
            },
            {
              "id": "log_retention",
              "question": "How long are logs kept?",
              "support": "partial",
              "answer": "Enterprise marketing states 365-day audit retention; no underlying report/contract or configurable retention details were retrieved.",
              "evidenceIds": [
                "dust:dust:enterprise"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:audit",
            "dust:dust:enterprise"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:ADM-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Administrative change exports and a separate Outpost search log have distinct retention.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_events",
              "question": "Are admin and security events logged?",
              "support": "partial",
              "answer": "Administrative settings and SCIM changes are logged with actor and changes; a login/security-event coverage inventory and tamper-evidence model were not found.",
              "evidenceIds": [
                "meingpt:meingpt:audit",
                "meingpt:meingpt:scim"
              ]
            },
            {
              "id": "content_logging",
              "question": "Can prompts and answers be retained for compliance, and is it configurable?",
              "support": "partial",
              "answer": "The settings-change log explicitly excludes conversation contents; a separate API-logging setting exists but prompt/response compliance-retention coverage is unclear.",
              "evidenceIds": [
                "meingpt:meingpt:audit"
              ]
            },
            {
              "id": "siem_export",
              "question": "Can logs stream to a SIEM or be exported?",
              "support": "partial",
              "answer": "CSV/JSON filtered audit export, 10000 entries/20 MiB/two minutes per export; SIEM streaming is not established.",
              "evidenceIds": [
                "meingpt:meingpt:audit-export"
              ]
            },
            {
              "id": "ediscovery",
              "question": "Are eDiscovery and legal hold supported?",
              "support": "unknown",
              "answer": "Are eDiscovery and legal hold supported? Unknown. No legal-hold or eDiscovery documentation was located; immutable audit storage and full content-logging configuration were not established.",
              "evidenceIds": []
            },
            {
              "id": "log_retention",
              "question": "How long are logs kept?",
              "support": "supported",
              "answer": "Administrative settings changes are retained indefinitely; Governance Outpost query records are retained 90 days from enablement.",
              "evidenceIds": [
                "meingpt:meingpt:audit"
              ]
            }
          ],
          "limitations": [
            "admin_events: Administrative settings and SCIM changes are logged with actor and changes; a login/security-event coverage inventory and tamper-evidence model were not found.",
            "content_logging: The settings-change log explicitly excludes conversation contents; a separate API-logging setting exists but prompt/response compliance-retention coverage is unclear.",
            "siem_export: CSV/JSON filtered audit export, 10000 entries/20 MiB/two minutes per export; SIEM streaming is not established.",
            "Unverified ediscovery: No legal-hold or eDiscovery documentation was located; immutable audit storage and full content-logging configuration were not established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:audit",
            "meingpt:meingpt:scim",
            "meingpt:meingpt:audit-export"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:ADM-07",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:ADM-07",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "ADM-08",
      "title": "AI policy and guardrails",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record organisation-wide system instructions, acceptable-use notices and acknowledgement, content filters, topic restrictions, AI-output labelling, and admin visibility of policy violations. Separate enforced policy from instructions the model is expected to follow.",
      "questions": [
        {
          "id": "org_instructions",
          "question": "Can admins set organisation-wide instructions?"
        },
        {
          "id": "usage_notice",
          "question": "Can users be required to accept a usage policy?"
        },
        {
          "id": "content_filters",
          "question": "Are content filters configurable?"
        },
        {
          "id": "violation_reporting",
          "question": "Are policy hits visible to admins?"
        }
      ],
      "products": [
        {
          "productId": "dust",
          "claimId": "dust:ADM-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Agents have persistent instructions and workspace governance; broad enforced content-policy administration is unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "org_instructions",
              "question": "Can admins set organisation-wide instructions?",
              "support": "partial",
              "answer": "Admins/builders configure agent instructions; an enforced single organization-wide instruction applied to every agent/message was not established.",
              "evidenceIds": [
                "dust:dust:builder",
                "dust:dust:governance"
              ]
            },
            {
              "id": "usage_notice",
              "question": "Can users be required to accept a usage policy?",
              "support": "unknown",
              "answer": "Can users be required to accept a usage policy? Agent, governance and security pages were checked. Mandatory usage-policy acknowledgement and administrator policy-violation reporting were not established.",
              "evidenceIds": []
            },
            {
              "id": "content_filters",
              "question": "Are content filters configurable?",
              "support": "partial",
              "answer": "Image Generation documents NSFW/celebrity safety filtering. Custom organization-wide topic/content rules were not established.",
              "evidenceIds": [
                "dust:dust:images"
              ]
            },
            {
              "id": "violation_reporting",
              "question": "Are policy hits visible to admins?",
              "support": "unknown",
              "answer": "Are policy hits visible to admins? Agent, governance and security pages were checked. Mandatory usage-policy acknowledgement and administrator policy-violation reporting were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:builder",
            "dust:dust:governance",
            "dust:dust:images"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:ADM-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Workspace instructions and Governance acknowledgements are documented; policy enforcement breadth is limited.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "org_instructions",
              "question": "Can admins set organisation-wide instructions?",
              "support": "partial",
              "answer": "Additional Chat Context is a workspace-wide system instruction, not a guaranteed enforcement layer.",
              "evidenceIds": [
                "meingpt:meingpt:config"
              ]
            },
            {
              "id": "usage_notice",
              "question": "Can users be required to accept a usage policy?",
              "support": "supported",
              "answer": "Governance includes multilingual acceptable-use policies for acknowledgement and mandatory courses that block other pages until complete.",
              "evidenceIds": [
                "meingpt:meingpt:prices",
                "meingpt:meingpt:audit"
              ]
            },
            {
              "id": "content_filters",
              "question": "Are content filters configurable?",
              "support": "partial",
              "answer": "Provider content filtering can stop output; configurable organization-wide topic filters were not established.",
              "evidenceIds": [
                "meingpt:meingpt:api"
              ]
            },
            {
              "id": "violation_reporting",
              "question": "Are policy hits visible to admins?",
              "support": "unknown",
              "answer": "Are policy hits visible to admins? Unknown. Admin policy-violation reporting was not established in Compliance Controls; no guardrail fixture was run.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "org_instructions: Additional Chat Context is a workspace-wide system instruction, not a guaranteed enforcement layer.",
            "content_filters: Provider content filtering can stop output; configurable organization-wide topic filters were not established.",
            "Unverified violation_reporting: Admin policy-violation reporting was not established in Compliance Controls; no guardrail fixture was run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:config",
            "meingpt:meingpt:prices",
            "meingpt:meingpt:audit",
            "meingpt:meingpt:api"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:DATA-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "EU workspace and EU model controls are distinct from general hosting and global subprocessing.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "storage_region",
              "question": "Where are chats, files and indexes stored?",
              "support": "partial",
              "answer": "Pricing/security advertise EU or US workspace hosting. Exact cloud provider, storage country and index location were not established.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:security"
              ]
            },
            {
              "id": "inference_region",
              "question": "Where do model calls run, per provider?",
              "support": "supported",
              "answer": "EU credit-priced workspaces using Dust-hosted models can enable EU-hosted models only after all active agents comply. BYOK is outside this setting; not every model is eligible.",
              "evidenceIds": [
                "dust:dust:eu-models"
              ]
            },
            {
              "id": "backups_logs_region",
              "question": "Where are backups, logs and telemetry?",
              "support": "unknown",
              "answer": "Where are backups, logs and telemetry? Hosting, EU-model and privacy pages were checked. Backup/log/telemetry countries, customer-content support-access geography and Swiss hosting were not established.",
              "evidenceIds": []
            },
            {
              "id": "support_access_region",
              "question": "From where can vendor staff access data?",
              "support": "partial",
              "answer": "The controller privacy policy permits non-EEA access/processing including the US; it does not establish customer-content support access by staff country.",
              "evidenceIds": [
                "dust:dust:privacy"
              ]
            },
            {
              "id": "swiss_hosting",
              "question": "Is Swiss hosting available?",
              "support": "unknown",
              "answer": "Is Swiss hosting available? Hosting, EU-model and privacy pages were checked. Backup/log/telemetry countries, customer-content support-access geography and Swiss hosting were not established.",
              "evidenceIds": []
            },
            {
              "id": "residency_plan",
              "question": "Which plan or option provides residency?",
              "support": "supported",
              "answer": "Business and Enterprise list EU/US residency; EU-only model restrictions additionally require EU region and credit pricing with Dust model hosting.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:eu-models"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:security",
            "dust:dust:eu-models",
            "dust:dust:privacy"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:DATA-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Germany platform storage and model-specific EU/global routes must be scoped separately.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "storage_region",
              "question": "Where are chats, files and indexes stored?",
              "support": "supported",
              "answer": "Hetzner Germany hosts chats, accounts, documents and cloud indexes; register identifies Nürnberg/Falkenstein.",
              "evidenceIds": [
                "meingpt:meingpt:pools",
                "meingpt:meingpt:subprocessors"
              ]
            },
            {
              "id": "inference_region",
              "question": "Where do model calls run, per provider?",
              "support": "partial",
              "answer": "Azure Sweden/France, Vertex Frankfurt, Mistral France/Sweden, OpenAI EU endpoint, Nebius Finland, TensorX Ireland and other conditional routes. Some image variants remain Global; the accepted DPA governs authorized exceptions.",
              "evidenceIds": [
                "meingpt:meingpt:subprocessors",
                "meingpt:meingpt:image-admin",
                "meingpt:meingpt:dpa"
              ]
            },
            {
              "id": "backups_logs_region",
              "question": "Where are backups, logs and telemetry?",
              "support": "partial",
              "answer": "Scaleway France is conditional backup infrastructure; log/telemetry locations are not separately specified.",
              "evidenceIds": [
                "meingpt:meingpt:subprocessors",
                "meingpt:meingpt:dpa"
              ]
            },
            {
              "id": "support_access_region",
              "question": "From where can vendor staff access data?",
              "support": "unknown",
              "answer": "From where can vendor staff access data? Unknown. No Swiss hosting entitlement or complete geographical support-access and log/telemetry matrix was found.",
              "evidenceIds": []
            },
            {
              "id": "swiss_hosting",
              "question": "Is Swiss hosting available?",
              "support": "unknown",
              "answer": "Is Swiss hosting available? Unknown. No Swiss hosting entitlement or complete geographical support-access and log/telemetry matrix was found.",
              "evidenceIds": []
            },
            {
              "id": "residency_plan",
              "question": "Which plan or option provides residency?",
              "support": "partial",
              "answer": "DPA 2.0.1 governs new acceptance since 24 September; existing customers retain agreed versions. EU inference depends on selected/approved routes; section 4(3) permits listed/instructed third-country transfers.",
              "evidenceIds": [
                "meingpt:meingpt:dpa-page",
                "meingpt:meingpt:dpa"
              ]
            }
          ],
          "limitations": [
            "inference_region: Azure Sweden/France, Vertex Frankfurt, Mistral France/Sweden, OpenAI EU endpoint, Nebius Finland, TensorX Ireland and other conditional routes. Some image variants remain Global; the accepted DPA governs authorized exceptions.",
            "backups_logs_region: Scaleway France is conditional backup infrastructure; log/telemetry locations are not separately specified.",
            "residency_plan: DPA 2.0.1 governs new acceptance since 24 September; existing customers retain agreed versions. EU inference depends on selected/approved routes; section 4(3) permits listed/instructed third-country transfers.",
            "Unverified support_access_region, swiss_hosting: No Swiss hosting entitlement or complete geographical support-access and log/telemetry matrix was found."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:pools",
            "meingpt:meingpt:subprocessors",
            "meingpt:meingpt:image-admin",
            "meingpt:meingpt:dpa",
            "meingpt:meingpt:dpa-page"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:DATA-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Hosted Business and Enterprise single-tenant offers are public; supported customer-operated whole-platform modes are unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web",
              "enterprise-single"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": null,
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              },
              {
                "id": "enterprise-single",
                "name": "Dust Enterprise single-tenant deployment",
                "type": "managed-server"
              }
            ]
          },
          "questions": [
            {
              "id": "multi_tenant_saas",
              "question": "Is a shared SaaS offered?",
              "support": "partial",
              "answer": "Business is a self-serve hosted workspace; exact shared-infrastructure isolation architecture is not documented in the checked pages.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:privacy"
              ]
            },
            {
              "id": "dedicated_instance",
              "question": "Is a dedicated single-tenant instance offered, from what size?",
              "support": "supported",
              "answer": "Enterprise pricing advertises single-tenant deployment. Numerical seat/spend minimum, supported countries and operating terms were not established.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            },
            {
              "id": "customer_cloud",
              "question": "Can it run in the customer's own cloud account, from what size?",
              "support": "unknown",
              "answer": "Can it run in the customer's own cloud account, from what size? Pricing, security and the public repository were checked. Customer-cloud, whole-platform on-premise/air-gapped support and their thresholds were not established; MIT source alone does not promise a supported product deployment.",
              "evidenceIds": []
            },
            {
              "id": "on_premise",
              "question": "Can the whole platform run on customer infrastructure, from what size?",
              "support": "unknown",
              "answer": "Can the whole platform run on customer infrastructure, from what size? Pricing, security and the public repository were checked. Customer-cloud, whole-platform on-premise/air-gapped support and their thresholds were not established; MIT source alone does not promise a supported product deployment.",
              "evidenceIds": []
            },
            {
              "id": "air_gapped",
              "question": "Can it run without internet access?",
              "support": "unknown",
              "answer": "Can it run without internet access? Pricing, security and the public repository were checked. Customer-cloud, whole-platform on-premise/air-gapped support and their thresholds were not established; MIT source alone does not promise a supported product deployment.",
              "evidenceIds": []
            },
            {
              "id": "mode_feature_gaps",
              "question": "Which features are missing outside SaaS?",
              "support": "partial",
              "answer": "Business/Enterprise packaging differs in connectors, MCP, Spaces, APIs and governance. No customer-operated hosting feature-parity contract was established.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:privacy"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:DATA-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "SaaS is offered; terms permit individually agreed on-premise use, while Outpost is a connector.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "outpost"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Public SaaS; on-premise only if specifically contracted",
            "addOns": [],
            "deploymentMode": null,
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              },
              {
                "id": "outpost",
                "name": "meinGPT Outpost local connector",
                "type": "local-connector"
              }
            ]
          },
          "questions": [
            {
              "id": "multi_tenant_saas",
              "question": "Is a shared SaaS offered?",
              "support": "supported",
              "answer": "The public web workspace and shared organization API limits establish the managed SaaS offer.",
              "evidenceIds": [
                "meingpt:meingpt:terms",
                "meingpt:meingpt:api"
              ]
            },
            {
              "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? Unknown. Dedicated-instance, customer-cloud and air-gapped entitlements, operators, minimum seats and prices were not established. Outpost is a local connector, not evidence for those modes.",
              "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? Unknown. Dedicated-instance, customer-cloud and air-gapped entitlements, operators, minimum seats and prices were not established. Outpost is a local connector, not evidence for those modes.",
              "evidenceIds": []
            },
            {
              "id": "on_premise",
              "question": "Can the whole platform run on customer infrastructure, from what size?",
              "support": "partial",
              "answer": "Terms section 1a permits the whole software in customer data centres when agreed in the licence contract. The linked on-premise-requirements URL redirects to the generic security page; minimum seats and setup/operator terms are not public.",
              "evidenceIds": [
                "meingpt:meingpt:terms"
              ]
            },
            {
              "id": "air_gapped",
              "question": "Can it run without internet access?",
              "support": "unknown",
              "answer": "Can it run without internet access? Unknown. Dedicated-instance, customer-cloud and air-gapped entitlements, operators, minimum seats and prices were not established. Outpost is a local connector, not evidence for those modes.",
              "evidenceIds": []
            },
            {
              "id": "mode_feature_gaps",
              "question": "Which features are missing outside SaaS?",
              "support": "partial",
              "answer": "The code sandbox remains in Frankfurt cloud even for on-premise customers; there is no complete mode parity list.",
              "evidenceIds": [
                "meingpt:meingpt:sandbox"
              ]
            }
          ],
          "limitations": [
            "on_premise: Terms section 1a permits the whole software in customer data centres when agreed in the licence contract. The linked on-premise-requirements URL redirects to the generic security page; minimum seats and setup/operator terms are not public.",
            "mode_feature_gaps: The code sandbox remains in Frankfurt cloud even for on-premise customers; there is no complete mode parity list.",
            "Unverified dedicated_instance, customer_cloud, air_gapped: Dedicated-instance, customer-cloud and air-gapped entitlements, operators, minimum seats and prices were not established. Outpost is a local connector, not evidence for those modes."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:terms",
            "meingpt:meingpt:api",
            "meingpt:meingpt:sandbox"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:DATA-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dust publishes no-training and provider-retention claims; the customer DPA was not retrieved.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "vendor_training",
              "question": "Does the vendor train on customer content?",
              "support": "partial",
              "answer": "The security page claims customer data is never used for model training. This remains vendor-claimed because no customer DPA/contract clause was retrieved.",
              "evidenceIds": [
                "dust:dust:security"
              ]
            },
            {
              "id": "provider_training",
              "question": "Do model providers train on it under this product's contracts?",
              "support": "partial",
              "answer": "The privacy policy names OpenAI, Anthropic, Mistral, Google and Fireworks as prohibited from training on customer/personal content; BYOK arrangements need separate confirmation.",
              "evidenceIds": [
                "dust:dust:training-policy"
              ]
            },
            {
              "id": "provider_retention",
              "question": "How long do model providers keep prompts, including for abuse monitoring?",
              "support": "partial",
              "answer": "The policy states providers do not log Customer Content for human review or save it to disk. Exception/abuse-retention periods were not established from customer contracts.",
              "evidenceIds": [
                "dust:dust:training-policy"
              ]
            },
            {
              "id": "zero_retention",
              "question": "Is zero data retention available, and on which plan?",
              "support": "partial",
              "answer": "Security and privacy pages assert provider zero retention, but applicable plan/model exceptions were not contract-verified.",
              "evidenceIds": [
                "dust:dust:security",
                "dust:dust:training-policy"
              ]
            },
            {
              "id": "human_review",
              "question": "Can provider staff review content?",
              "support": "partial",
              "answer": "The published policy says listed providers do not log Customer Content for human review. This is a vendor assertion, not an independently reviewed model-provider contract.",
              "evidenceIds": [
                "dust:dust:training-policy"
              ]
            }
          ],
          "limitations": [
            "Controller privacy-policy scope is distinct from processor DPA coverage."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:security",
            "dust:dust:training-policy"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:DATA-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "DPA 2.0.1 prohibits training and marks conditional AI services for no permanent provider content copy.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "vendor_training",
              "question": "Does the vendor train on customer content?",
              "support": "supported",
              "answer": "Section 5(5) restricts processing to service delivery and excludes other purposes.",
              "evidenceIds": [
                "meingpt:meingpt:dpa"
              ]
            },
            {
              "id": "provider_training",
              "question": "Do model providers train on it under this product's contracts?",
              "support": "supported",
              "answer": "Section 5(5) states no subprocessor uses customer data to train its own AI model.",
              "evidenceIds": [
                "meingpt:meingpt:dpa"
              ]
            },
            {
              "id": "provider_retention",
              "question": "How long do model providers keep prompts, including for abuse monitoring?",
              "support": "partial",
              "answer": "Annex 4 defines ZDR as no permanent copy on the provider infrastructure; exact abuse-monitoring time and exceptions are not specified.",
              "evidenceIds": [
                "meingpt:meingpt:dpa"
              ]
            },
            {
              "id": "zero_retention",
              "question": "Is zero data retention available, and on which plan?",
              "support": "partial",
              "answer": "Conditional AI/function services in Annex 4 carry ZDR, while SelectCode-controlled storage remains separate; applies to the accepted DPA version.",
              "evidenceIds": [
                "meingpt:meingpt:dpa"
              ]
            },
            {
              "id": "human_review",
              "question": "Can provider staff review content?",
              "support": "unknown",
              "answer": "Can provider staff review content? Unknown. Human provider-review rights and per-model transient/abuse-retention durations are not disclosed in the accepted-form DPA or data-flow guide.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "provider_retention: Annex 4 defines ZDR as no permanent copy on the provider infrastructure; exact abuse-monitoring time and exceptions are not specified.",
            "zero_retention: Conditional AI/function services in Annex 4 carry ZDR, while SelectCode-controlled storage remains separate; applies to the accepted DPA version.",
            "Unverified human_review: Human provider-review rights and per-model transient/abuse-retention durations are not disclosed in the accepted-form DPA or data-flow guide."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:dpa"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:DATA-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Some user deletion and memory retention behavior is documented; tenant-wide retention schedules remain open.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "default_retention",
              "question": "What is retained and for how long by default?",
              "support": "partial",
              "answer": "Agent memories persist until manually deleted. This does not define default retention for all conversations, files, indexes or logs.",
              "evidenceIds": [
                "dust:dust:memory"
              ]
            },
            {
              "id": "admin_retention",
              "question": "Can admins set retention periods?",
              "support": "partial",
              "answer": "Enterprise pricing offers custom data retention; periods, deletion mechanics and exceptions were not retrieved.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            },
            {
              "id": "user_deletion",
              "question": "Can users delete their chats and files permanently?",
              "support": "partial",
              "answer": "Users can delete conversations and agent memories. Backup erasure timing and all attached-file deletion behavior were not established.",
              "evidenceIds": [
                "dust:dust:delete-chat",
                "dust:dust:memory"
              ]
            },
            {
              "id": "contract_end_deletion",
              "question": "What is deleted at contract end, and when?",
              "support": "unknown",
              "answer": "What is deleted at contract end, and when? Conversation/memory docs, Enterprise pricing and unreadable legal entry points were checked. Contract-end erasure timing and complete storage/index/log retention defaults remain unknown.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:memory",
            "dust:dust:pricing",
            "dust:dust:delete-chat"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:DATA-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Ordinary chat removal archives; admin retention and contractual deletion use different mechanisms.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "default_retention",
              "question": "What is retained and for how long by default?",
              "support": "supported",
              "answer": "Chat/file data stays until instructed deletion; UI Chat löschen archives. Text translations remain until user deletion; document translations persist until account/workspace deletion.",
              "evidenceIds": [
                "meingpt:meingpt:flow",
                "meingpt:meingpt:translation"
              ]
            },
            {
              "id": "admin_retention",
              "question": "Can admins set retention periods?",
              "support": "supported",
              "answer": "Release 2.67.0 adds disabled-by-default deletion periods for chats, meetings and automation runs, with a 24-hour wait before a new/shorter period applies.",
              "evidenceIds": [
                "meingpt:meingpt:changes"
              ]
            },
            {
              "id": "user_deletion",
              "question": "Can users delete their chats and files permanently?",
              "support": "partial",
              "answer": "Chat removal does not permanently delete messages or attachments; final account deletion is requested by the administrator via support. Generated images/text translations have their own deletion controls.",
              "evidenceIds": [
                "meingpt:meingpt:flow",
                "meingpt:meingpt:security",
                "meingpt:meingpt:images",
                "meingpt:meingpt:translation"
              ]
            },
            {
              "id": "contract_end_deletion",
              "question": "What is deleted at contract end, and when?",
              "support": "supported",
              "answer": "DPA section 12 requires return or requested deletion, including backups, within 30 days after termination or an agreed export window; statutory retention exceptions apply and proof is available on request.",
              "evidenceIds": [
                "meingpt:meingpt:dpa"
              ]
            }
          ],
          "limitations": [
            "user_deletion: Chat removal does not permanently delete messages or attachments; final account deletion is requested by the administrator via support. Generated images/text translations have their own deletion controls."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:flow",
            "meingpt:meingpt:translation",
            "meingpt:meingpt:changes",
            "meingpt:meingpt:security",
            "meingpt:meingpt:images",
            "meingpt:meingpt:dpa"
          ]
        }
      ]
    },
    {
      "id": "DATA-05",
      "title": "Sub-processors and foreign-law exposure",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record the published sub-processor list with countries, change-notification rules, the vendor's and parent company's jurisdiction, transfer mechanisms (EU-US Data Privacy Framework, Swiss-US DPF, SCCs) and the vendor's documented position on foreign government access requests (e.g. US CLOUD Act). Record facts, not a legal assessment.",
      "questions": [
        {
          "id": "subprocessor_list",
          "question": "Is a dated sub-processor list published?"
        },
        {
          "id": "subprocessor_countries",
          "question": "Which countries do sub-processors operate in?"
        },
        {
          "id": "change_notification",
          "question": "Are customers notified of sub-processor changes?"
        },
        {
          "id": "parent_jurisdiction",
          "question": "Which jurisdiction governs the vendor and its parent?"
        },
        {
          "id": "transfer_mechanism",
          "question": "Which transfer mechanism applies to non-EU/CH processing?"
        },
        {
          "id": "government_access_policy",
          "question": "Is there a published government-access or transparency policy?"
        }
      ],
      "products": [
        {
          "productId": "dust",
          "claimId": "dust:DATA-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dust identifies a French operating entity; customer subprocessor inventory and notice rules remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "subprocessor_list",
              "question": "Is a dated sub-processor list published?",
              "support": "unknown",
              "answer": "Is a dated sub-processor list published? The privacy policy refers to a Sub-Processors list, but the official Terms/Notion and trust-center routes were not readable. A dated customer-processor list, complete countries and change-notification rules were not established.",
              "evidenceIds": []
            },
            {
              "id": "subprocessor_countries",
              "question": "Which countries do sub-processors operate in?",
              "support": "unknown",
              "answer": "Which countries do sub-processors operate in? The privacy policy refers to a Sub-Processors list, but the official Terms/Notion and trust-center routes were not readable. A dated customer-processor list, complete countries and change-notification rules were not established.",
              "evidenceIds": []
            },
            {
              "id": "change_notification",
              "question": "Are customers notified of sub-processor changes?",
              "support": "unknown",
              "answer": "Are customers notified of sub-processor changes? The privacy policy refers to a Sub-Processors list, but the official Terms/Notion and trust-center routes were not readable. A dated customer-processor list, complete countries and change-notification rules were not established.",
              "evidenceIds": []
            },
            {
              "id": "parent_jurisdiction",
              "question": "Which jurisdiction governs the vendor and its parent?",
              "support": "partial",
              "answer": "The public policy identifies Permutation Labs at a Paris, France address. A separate parent company or controlling entity was not established.",
              "evidenceIds": [
                "dust:dust:privacy"
              ]
            },
            {
              "id": "transfer_mechanism",
              "question": "Which transfer mechanism applies to non-EU/CH processing?",
              "support": "partial",
              "answer": "For its controller processing, the privacy policy describes adequacy or EU SCC safeguards for non-EU transfers, including the US. Customer processor transfer terms were not retrieved.",
              "evidenceIds": [
                "dust:dust:privacy"
              ]
            },
            {
              "id": "government_access_policy",
              "question": "Is there a published government-access or transparency policy?",
              "support": "partial",
              "answer": "The controller policy allows legally required disclosure to authorities; a dedicated government-request transparency policy for customer content was not established.",
              "evidenceIds": [
                "dust:dust:privacy"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:privacy"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:DATA-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "DPA and processing register name providers, conditional use and advance change notices.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "subprocessor_list",
              "question": "Is a dated sub-processor list published?",
              "support": "supported",
              "answer": "DPA Annex 4 is dated 24 September 2026; live function/region register is also public.",
              "evidenceIds": [
                "meingpt:meingpt:dpa",
                "meingpt:meingpt:subprocessors"
              ]
            },
            {
              "id": "subprocessor_countries",
              "question": "Which countries do sub-processors operate in?",
              "support": "supported",
              "answer": "Contract entities include Germany, Netherlands, Slovenia, Luxembourg, France, Ireland and Finland. Processing register names Germany platform, France backups, Finland, Ireland, Sweden/France and Frankfurt inference routes; EU symbol is processing, not ownership.",
              "evidenceIds": [
                "meingpt:meingpt:dpa",
                "meingpt:meingpt:subprocessors"
              ]
            },
            {
              "id": "change_notification",
              "question": "Are customers notified of sub-processor changes?",
              "support": "supported",
              "answer": "Section 9 requires notice before additions/replacements and gives two weeks to object on important data-protection grounds, with specified termination rights.",
              "evidenceIds": [
                "meingpt:meingpt:dpa"
              ]
            },
            {
              "id": "parent_jurisdiction",
              "question": "Which jurisdiction governs the vendor and its parent?",
              "support": "partial",
              "answer": "SelectCode GmbH is a German entity; the security site describes it as independent. A separately owned parent was not identified.",
              "evidenceIds": [
                "meingpt:meingpt:terms",
                "meingpt:meingpt:subprocessors"
              ]
            },
            {
              "id": "transfer_mechanism",
              "question": "Which transfer mechanism applies to non-EU/CH processing?",
              "support": "supported",
              "answer": "DPA section 4(3) uses GDPR Article 45 adequacy or Article 46 safeguards for disclosed/instructed transfers; it does not promise a blanket absence of third-country processing.",
              "evidenceIds": [
                "meingpt:meingpt:dpa"
              ]
            },
            {
              "id": "government_access_policy",
              "question": "Is there a published government-access or transparency policy?",
              "support": "supported",
              "answer": "Section 7 requires notification where lawful, review/challenge of disproportionate requests, minimization and no compliance with unrecognized third-country requests.",
              "evidenceIds": [
                "meingpt:meingpt:dpa"
              ]
            }
          ],
          "limitations": [
            "parent_jurisdiction: SelectCode GmbH is a German entity; the security site describes it as independent. A separately owned parent was not identified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:dpa",
            "meingpt:meingpt:subprocessors",
            "meingpt:meingpt:terms"
          ]
        }
      ]
    },
    {
      "id": "DATA-06",
      "title": "Contracts and regulatory coverage",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record DPA availability and form (click-through, negotiable), reference to Swiss revDSG and GDPR, governing law and court, EU AI Act documentation (provider or deployer role, transparency materials), and sector-specific materials (FINMA outsourcing, banking secrecy, public sector). No compliance verdict.",
      "questions": [
        {
          "id": "dpa",
          "question": "Is a DPA available, and is it negotiable?"
        },
        {
          "id": "revdsg_gdpr",
          "question": "Does the DPA cover revDSG and GDPR?"
        },
        {
          "id": "governing_law",
          "question": "Which law and court govern the contract?"
        },
        {
          "id": "ai_act_materials",
          "question": "Is EU AI Act documentation provided?"
        },
        {
          "id": "sector_materials",
          "question": "Are FINMA or other sector materials provided?"
        }
      ],
      "products": [
        {
          "productId": "dust",
          "claimId": "dust:DATA-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise offers custom MSA/DPA terms, while the underlying legal materials were inaccessible.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "dpa",
              "question": "Is a DPA available, and is it negotiable?",
              "support": "partial",
              "answer": "Enterprise pricing explicitly offers custom MSA/DPA terms. The form, sign-up incorporation and negotiability boundaries were not inspected.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            },
            {
              "id": "revdsg_gdpr",
              "question": "Does the DPA cover revDSG and GDPR?",
              "support": "partial",
              "answer": "Marketing and privacy materials reference GDPR; explicit Swiss revDSG coverage in the customer DPA was not established.",
              "evidenceIds": [
                "dust:dust:security",
                "dust:dust:privacy"
              ]
            },
            {
              "id": "governing_law",
              "question": "Which law and court govern the contract?",
              "support": "unknown",
              "answer": "Which law and court govern the contract? Official Terms & Policies redirects to a Notion page that returned no readable terms; trust.dust.com also exposed no report text. Governing law/court and EU AI Act technical/role materials were not established.",
              "evidenceIds": []
            },
            {
              "id": "ai_act_materials",
              "question": "Is EU AI Act documentation provided?",
              "support": "unknown",
              "answer": "Is EU AI Act documentation provided? Official Terms & Policies redirects to a Notion page that returned no readable terms; trust.dust.com also exposed no report text. Governing law/court and EU AI Act technical/role materials were not established.",
              "evidenceIds": []
            },
            {
              "id": "sector_materials",
              "question": "Are FINMA or other sector materials provided?",
              "support": "partial",
              "answer": "Security marketing says the service enables HIPAA compliance. A BAA, FINMA or banking-secrecy outsourcing pack was not retrieved.",
              "evidenceIds": [
                "dust:dust:security"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:security",
            "dust:dust:privacy"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:DATA-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A public GDPR DPA and German-law terms are available; sector coverage needs qualification.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "dpa",
              "question": "Is a DPA available, and is it negotiable?",
              "support": "partial",
              "answer": "Version 2.0.1 is a public signed-form or electronic-acceptance DPA; negotiability is not promised.",
              "evidenceIds": [
                "meingpt:meingpt:dpa-page",
                "meingpt:meingpt:dpa"
              ]
            },
            {
              "id": "revdsg_gdpr",
              "question": "Does the DPA cover revDSG and GDPR?",
              "support": "partial",
              "answer": "GDPR Article 28 governs the DPA; an explicit Swiss revDSG annex was not found.",
              "evidenceIds": [
                "meingpt:meingpt:dpa"
              ]
            },
            {
              "id": "governing_law",
              "question": "Which law and court govern the contract?",
              "support": "supported",
              "answer": "DPA section 13 uses German law; terms choose the competent court at the vendor seat.",
              "evidenceIds": [
                "meingpt:meingpt:dpa",
                "meingpt:meingpt:terms"
              ]
            },
            {
              "id": "ai_act_materials",
              "question": "Is EU AI Act documentation provided?",
              "support": "partial",
              "answer": "Governance includes usage policies and mandatory training; automated EU AI Act use-case checks are labelled Coming soon, so a complete current provider/deployer dossier was not established.",
              "evidenceIds": [
                "meingpt:meingpt:prices"
              ]
            },
            {
              "id": "sector_materials",
              "question": "Are FINMA or other sector materials provided?",
              "support": "partial",
              "answer": "Governance offers a separate section 203 German professional-secrecy agreement; FINMA-specific materials were not found.",
              "evidenceIds": [
                "meingpt:meingpt:prices"
              ]
            }
          ],
          "limitations": [
            "dpa: Version 2.0.1 is a public signed-form or electronic-acceptance DPA; negotiability is not promised.",
            "revdsg_gdpr: GDPR Article 28 governs the DPA; an explicit Swiss revDSG annex was not found.",
            "ai_act_materials: Governance includes usage policies and mandatory training; automated EU AI Act use-case checks are labelled Coming soon, so a complete current provider/deployer dossier was not established.",
            "sector_materials: Governance offers a separate section 203 German professional-secrecy agreement; FINMA-specific materials were not found."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:dpa-page",
            "meingpt:meingpt:dpa",
            "meingpt:meingpt:terms",
            "meingpt:meingpt:prices"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:DATA-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "SOC 2 Type II is claimed publicly, without a verified report or certificate.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "iso_27001",
              "question": "ISO 27001 with scope and validity?",
              "support": "unknown",
              "answer": "ISO 27001 with scope and validity? Security/pricing and the trust center were checked. ISO 27001, C5, other scoped certificates and independent penetration-test summaries were not established; no evidence is certificate-verified.",
              "evidenceIds": []
            },
            {
              "id": "soc2",
              "question": "SOC 2 type, period and covered service?",
              "support": "partial",
              "answer": "Dust security/pricing claim SOC 2 Type II. Auditor, reporting period and exact service scope were not verified.",
              "evidenceIds": [
                "dust:dust:security",
                "dust:dust:pricing"
              ]
            },
            {
              "id": "c5",
              "question": "BSI C5 attestation?",
              "support": "unknown",
              "answer": "BSI C5 attestation? Security/pricing and the trust center were checked. ISO 27001, C5, other scoped certificates and independent penetration-test summaries were not established; no evidence is certificate-verified.",
              "evidenceIds": []
            },
            {
              "id": "other_certifications",
              "question": "Which other certificates (27701, 42001, TISAX)?",
              "support": "unknown",
              "answer": "Which other certificates (27701, 42001, TISAX)? Security/pricing and the trust center were checked. ISO 27001, C5, other scoped certificates and independent penetration-test summaries were not established; no evidence is certificate-verified.",
              "evidenceIds": []
            },
            {
              "id": "report_access",
              "question": "How can customers obtain reports?",
              "support": "partial",
              "answer": "The security page directs customers to trust.dust.com; underlying reports were not accessible in this public source pass.",
              "evidenceIds": [
                "dust:dust:security"
              ]
            },
            {
              "id": "pentest",
              "question": "Are independent penetration test summaries available?",
              "support": "unknown",
              "answer": "Are independent penetration test summaries available? Security/pricing and the trust center were checked. ISO 27001, C5, other scoped certificates and independent penetration-test summaries were not established; no evidence is certificate-verified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:security",
            "dust:dust:pricing"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:DATA-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "ISO and penetration-test documents are advertised behind email access; certificates were not independently verified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "iso_27001",
              "question": "ISO 27001 with scope and validity?",
              "support": "partial",
              "answer": "DPA Annex 3 states ISO/IEC 27001:2022 certificate DE-IS-20250256, Proks Certification GmbH, development/operation of MeinGPT SaaS and custom services, valid to 2028-12-16. The certificate/issuer record was not obtained, so this remains a vendor claim.",
              "evidenceIds": [
                "meingpt:meingpt:dpa",
                "meingpt:meingpt:trust"
              ]
            },
            {
              "id": "soc2",
              "question": "SOC 2 type, period and covered service?",
              "support": "unknown",
              "answer": "SOC 2 type, period and covered service? Unknown. SOC 2 and other product attestations were not established. No email-gated report was requested.",
              "evidenceIds": []
            },
            {
              "id": "c5",
              "question": "BSI C5 attestation?",
              "support": "partial",
              "answer": "The register attributes BSI C5 to Hetzner infrastructure, not to the MeinGPT service.",
              "evidenceIds": [
                "meingpt:meingpt:subprocessors"
              ]
            },
            {
              "id": "other_certifications",
              "question": "Which other certificates (27701, 42001, TISAX)?",
              "support": "unknown",
              "answer": "Which other certificates (27701, 42001, TISAX)? Unknown. SOC 2 and other product attestations were not established. No email-gated report was requested.",
              "evidenceIds": []
            },
            {
              "id": "report_access",
              "question": "How can customers obtain reports?",
              "support": "supported",
              "answer": "The trust centre asks for email-based access for ISO and SySS 2025 penetration-test documents.",
              "evidenceIds": [
                "meingpt:meingpt:trust"
              ]
            },
            {
              "id": "pentest",
              "question": "Are independent penetration test summaries available?",
              "support": "partial",
              "answer": "A SySS 2025 penetration-test certificate is listed but its result/scope and validity were not retrieved.",
              "evidenceIds": [
                "meingpt:meingpt:trust"
              ]
            }
          ],
          "limitations": [
            "iso_27001: DPA Annex 3 states ISO/IEC 27001:2022 certificate DE-IS-20250256, Proks Certification GmbH, development/operation of MeinGPT SaaS and custom services, valid to 2028-12-16. The certificate/issuer record was not obtained, so this remains a vendor claim.",
            "c5: The register attributes BSI C5 to Hetzner infrastructure, not to the MeinGPT service.",
            "pentest: A SySS 2025 penetration-test certificate is listed but its result/scope and validity were not retrieved.",
            "Unverified soc2, other_certifications: SOC 2 and other product attestations were not established. No email-gated report was requested."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:dpa",
            "meingpt:meingpt:trust",
            "meingpt:meingpt:subprocessors"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:DATA-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dust claims AES-256/TLS and advertises Enterprise single tenancy; customer key custody is unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "encryption_at_rest",
              "question": "Is data encrypted at rest?",
              "support": "supported",
              "answer": "The security page states AES-256 at rest and TLS in transit; this is a vendor claim.",
              "evidenceIds": [
                "dust:dust:security"
              ]
            },
            {
              "id": "customer_managed_keys",
              "question": "Can the customer manage or hold the keys?",
              "support": "unknown",
              "answer": "Can the customer manage or hold the keys? Security, pricing and network/MCP docs were checked. Customer-managed/held data-encryption keys and key-location guarantees were not established. Provider API BYOK is not encryption-key custody.",
              "evidenceIds": []
            },
            {
              "id": "private_networking",
              "question": "Is private connectivity or IP restriction available?",
              "support": "partial",
              "answer": "Custom MCP servers can restrict access and use documented static egress on verified domains. This is tool connectivity, not proof of private connectivity to the whole service.",
              "evidenceIds": [
                "dust:dust:tools"
              ]
            },
            {
              "id": "tenant_isolation",
              "question": "How are customers separated in shared SaaS?",
              "support": "partial",
              "answer": "Enterprise offers single tenancy; shared Business tenancy and lower-level isolation mechanics were not established.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:security",
            "dust:dust:tools",
            "dust:dust:pricing"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:DATA-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Encryption and logical tenancy are documented; key and private-networking details remain incomplete.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business/Enterprise hosted workspace; CMK entitlement excluded from verified findings",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "encryption_at_rest",
              "question": "Is data encrypted at rest?",
              "support": "supported",
              "answer": "Security guide states AES-256 at rest and TLS 1.3; DPA Annex 3 includes encryption at rest/transit.",
              "evidenceIds": [
                "meingpt:meingpt:security",
                "meingpt:meingpt:dpa"
              ]
            },
            {
              "id": "customer_managed_keys",
              "question": "Can the customer manage or hold the keys?",
              "support": "unknown",
              "answer": "Unknown for Business or Enterprise. The security FAQ says Customer Managed Keys are on request but does not identify an eligible tier, price, key custody or location. No plan-scoped CMK commitment was verified.",
              "evidenceIds": []
            },
            {
              "id": "private_networking",
              "question": "Is private connectivity or IP restriction available?",
              "support": "unknown",
              "answer": "Is private connectivity or IP restriction available? Unknown. A private-link/IP allowlist/VPN product entitlement was not established; Outpost outbound TLS is a source connector rather than a private SaaS endpoint.",
              "evidenceIds": []
            },
            {
              "id": "tenant_isolation",
              "question": "How are customers separated in shared SaaS?",
              "support": "partial",
              "answer": "DPA Annex 3 specifies logical tenant separation and network segmentation; no independent isolation test was run.",
              "evidenceIds": [
                "meingpt:meingpt:dpa"
              ]
            }
          ],
          "limitations": [
            "CMK is an access/entitlement gap, not an absent capability."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:security",
            "meingpt:meingpt:dpa"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:DATA-09",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public personnel/model handling statements exist; an explicit professional-secrecy contract and subprocessor flow-down remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Dust Business/Enterprise public policy; Enterprise and BYOK routes differ",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "EU/US storage and provider routes; no DE/CH-specific secrecy contract verified",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "secrecy_undertaking",
              "question": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff?",
              "support": "unknown",
              "answer": "The public security and platform privacy pages do not establish a signed §203 StGB/Art321 StGB professional-secrecy undertaking covering Dust staff. The Terms/Policies link did not expose readable contractual text in this pass.",
              "evidenceIds": []
            },
            {
              "id": "subprocessor_coverage",
              "question": "Does the undertaking extend to its sub-processors, and is that documented?",
              "support": "unknown",
              "answer": "The privacy policy describes service-provider data-protection agreements and model no-training/retention conditions, but no dedicated professional-secrecy undertaking or its binding subprocessor flow-down was retrieved.",
              "evidenceIds": []
            },
            {
              "id": "secrecy_offering",
              "question": "Is it a dedicated offering or add-on, and on which plan?",
              "support": "unknown",
              "answer": "No publicly documented German/Swiss professional-secrecy-specific plan or paid add-on was established. Enterprise single-tenancy/EU model options are not treated as such a contractual undertaking.",
              "evidenceIds": []
            },
            {
              "id": "content_access",
              "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?",
              "support": "partial",
              "answer": "The platform privacy policy limits personnel access to authorized staff and says customer context is processed by selected foundation-model providers; it asserts no provider disk retention/human-review logging. This vendor statement does not establish the complete customer-content plaintext access matrix, support countries, private contracts or every BYOK/MCP/tool route.",
              "evidenceIds": [
                "dust:dust:privacy",
                "dust:dust:training-policy",
                "dust:dust:eu-models"
              ]
            },
            {
              "id": "secrecy_documentation",
              "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?",
              "support": "unknown",
              "answer": "Reviewed public security, privacy, EU-hosted model documentation and Enterprise plan scope plus targeted first-party secrecy search. Trust Center content was not available and Terms/Policies routed to unreadable external content. No public §203/Art321 template or professional-body guidance was retrieved.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "No-training, ZDR marketing/policy assertions, EU hosting and a general privacy policy do not establish a professional-secrecy undertaking.",
            "No legal suitability or compliance conclusion."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:privacy",
            "dust:dust:training-policy",
            "dust:dust:eu-models"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:DATA-09",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The base AGB contains conditional professional-secrecy duties. Eligibility and executed terms of the separately marketed Governance addendum remain unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked2026-10-21",
            "plan": "Business/Enterprise customer contracts incorporating AGB section12(4); only the base-terms obligation is assessed",
            "addOns": [
              "Separate Governance addendum excluded from verified entitlement; contract required"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany/EU platform; model route and deployment exceptions apply",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "secrecy_undertaking",
              "question": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff?",
              "support": "partial",
              "answer": "For contracts incorporating the published AGB, section12(4) applies when processed data fall under professional secrecy, including §203. It imposes indefinite confidentiality, access only as necessary to perform services and acknowledgement of criminal duties. The clause states no Governance prerequisite. It does not establish a separately executed addendum or Swiss Art321 coverage.",
              "evidenceIds": [
                "meingpt:meingpt:secrecy-contract-rev2"
              ]
            },
            {
              "id": "subprocessor_coverage",
              "question": "Does the undertaking extend to its sub-processors, and is that documented?",
              "support": "partial",
              "answer": "Section12(4) requires staff/subcontractors who can access covered data to be bound in at least text form. Subcontracting and services outside the EU require text consent, deemed granted for known providers at contract start. Provider-specific executed undertakings were not retrieved.",
              "evidenceIds": [
                "meingpt:meingpt:secrecy-contract-rev2"
              ]
            },
            {
              "id": "secrecy_offering",
              "question": "Is it a dedicated offering or add-on, and on which plan?",
              "support": "unknown",
              "answer": "Unknown whether the separate Governance §203 addendum is available with self-service Business or only a contracted platform offer. The calculator lists it under Governance at EUR1.35/user/month annually, but this is not proof of eligibility or a fee for the base AGB duties.",
              "evidenceIds": [
                "meingpt:meingpt:prices-rev2"
              ]
            },
            {
              "id": "content_access",
              "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?",
              "support": "partial",
              "answer": "The base AGB restrict knowledge of covered data to what is necessary for the contracted service. The clause does not promise that staff or model providers can never see plaintext. Agreement-specific access restrictions beyond section12(4) were not verified.",
              "evidenceIds": [
                "meingpt:meingpt:secrecy-contract-rev2"
              ]
            },
            {
              "id": "secrecy_documentation",
              "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?",
              "support": "partial",
              "answer": "The public AGB section12(4) is the verified contract text. A separately executed/template Governance addendum and provider-by-provider undertakings were not obtained.",
              "evidenceIds": [
                "meingpt:meingpt:secrecy-contract-rev2"
              ]
            }
          ],
          "limitations": [
            "The base-terms duties and a separately executed Governance addendum are separate legal documents. No claim that one depends on purchase of the other is made."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:secrecy-contract-rev2",
            "meingpt:meingpt:prices-rev2"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:VEN-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business seat prices are public; only the documented prepaid route is described here, while conflicting Business overage eligibility remains unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business Free/Pro/Max seat list pricing; Enterprise quoted pool and programmatic contracts are separate",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "pricing_unit",
              "question": "What is the pricing unit?",
              "support": "partial",
              "answer": "Business publishes per-seat subscriptions and included credits. Detailed Credit management describes prepaid Business top-ups and Enterprise PAYG; pricing FAQ separately describes enabled Business workspace overage, so Business post-allocation billing eligibility is unverified.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:credit-management"
              ]
            },
            {
              "id": "list_prices",
              "question": "What are list prices per plan, with date and currency?",
              "support": "supported",
              "answer": "As retrieved 2026-10-21, ex-VAT Business Free is EUR 0; Pro EUR 30/month or EUR 24/month annually; Max EUR 150/month or EUR 120/month annually. Enterprise is quote-only.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            },
            {
              "id": "included_usage",
              "question": "What usage is included?",
              "support": "supported",
              "answer": "Free has 500 lifetime credits, Pro 8,000/month and Max 40,000/month. Monthly credits do not roll over; Workspace seats draw from a contracted pool.",
              "evidenceIds": [
                "dust:dust:credits",
                "dust:dust:seats"
              ]
            },
            {
              "id": "add_ons",
              "question": "Which features cost extra?",
              "support": "partial",
              "answer": "Business limits include three connectors, five remote MCP servers and five Spaces. Enterprise adds unlimited connector/MCP packaging, SCIM, audit, retention and support. Individual add-on tariffs are not published.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            },
            {
              "id": "overage",
              "question": "What do usage beyond limits and premium models cost?",
              "support": "unknown",
              "answer": "Effective Business post-allocation billing is unknown: current pricing FAQ allows Pro/Max workspace overage, while Credit management reserves PAYG for Enterprise and describes prepaid Business top-ups. The USD0.01/credit Business programmatic rate does not resolve whether interactive overage is PAYG or prepaid. No account/contract test resolved this.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps.",
            "Do not present Business PAYG as established; retain list seat prices separately from the unresolved overage route."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:credit-management",
            "dust:dust:credits",
            "dust:dust:seats"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:VEN-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Self-service Business costs EUR29/user/month excluding VAT and includes standard-model use. Enterprise and platform-module pricing are outside this scoped offer.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Self-service Business, monthly billing only; contracted Enterprise/platform calculator excluded",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "pricing_unit",
              "question": "What is the pricing unit?",
              "support": "supported",
              "answer": "Business is sold per user per month through self-service Stripe checkout. Premium/reasoning models, API use and meeting-bot recordings are separately metered.",
              "evidenceIds": [
                "meingpt:meingpt:billing-rev2"
              ]
            },
            {
              "id": "list_prices",
              "question": "What are list prices per plan, with date and currency?",
              "support": "supported",
              "answer": "Self-service Business is EUR29/user/month, excluding VAT, on monthly billing. No annual discount or progressive marginal tiers are applied to this offer.",
              "evidenceIds": [
                "meingpt:meingpt:billing-rev2"
              ]
            },
            {
              "id": "included_usage",
              "question": "What usage is included?",
              "support": "partial",
              "answer": "Standard-model use in Business is unlimited according to the billing guide. Premium/reasoning models, API and meeting bots remain additional; the exact standard-model catalog and any applicable workload restrictions are not fixed by this page.",
              "evidenceIds": [
                "meingpt:meingpt:billing-rev2"
              ]
            },
            {
              "id": "add_ons",
              "question": "Which features cost extra?",
              "support": "unknown",
              "answer": "Unknown for self-service Business. The separate platform calculator has Governance/Outpost modules, but their Business eligibility and package prices were not established.",
              "evidenceIds": []
            },
            {
              "id": "overage",
              "question": "What do usage beyond limits and premium models cost?",
              "support": "partial",
              "answer": "Business standard models do not consume additional billed usage under the billing guide. Premium/reasoning, API and meeting-bot use draw on workspace credit; meeting bots cost EUR0.80/audio hour. Other route-specific charges depend on the selected service.",
              "evidenceIds": [
                "meingpt:meingpt:billing-rev2"
              ]
            }
          ],
          "limitations": [
            "The progressive platform calculator is not used as a Business tariff. Its contract eligibility remains outside this finding."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:billing-rev2"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:VEN-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21 apply; all three target seat counts require unpriced Enterprise terms.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_200",
              "question": "Year-one cost at 200 users?",
              "support": "unknown",
              "answer": "Year-one cost at 200 users? For 200, 1,000 and 5,000 users over 12 months, the shared 60/30/10 message/token workload has no public applicable Enterprise seat quote or complete credit tariff. CHF/EUR ex-VAT totals remain unknown. ECB 2026-10-20 rates are recorded; the small-team Business price is not multiplied beyond its stated 100-person scope.",
              "evidenceIds": []
            },
            {
              "id": "cost_1000",
              "question": "Year-one cost at 1,000 users?",
              "support": "unknown",
              "answer": "Year-one cost at 1,000 users? For 200, 1,000 and 5,000 users over 12 months, the shared 60/30/10 message/token workload has no public applicable Enterprise seat quote or complete credit tariff. CHF/EUR ex-VAT totals remain unknown. ECB 2026-10-20 rates are recorded; the small-team Business price is not multiplied beyond its stated 100-person scope.",
              "evidenceIds": []
            },
            {
              "id": "cost_5000",
              "question": "Year-one cost at 5,000 users?",
              "support": "unknown",
              "answer": "Year-one cost at 5,000 users? For 200, 1,000 and 5,000 users over 12 months, the shared 60/30/10 message/token workload has no public applicable Enterprise seat quote or complete credit tariff. CHF/EUR ex-VAT totals remain unknown. ECB 2026-10-20 rates are recorded; the small-team Business price is not multiplied beyond its stated 100-person scope.",
              "evidenceIds": []
            },
            {
              "id": "variable_share",
              "question": "Which part depends on usage?",
              "support": "supported",
              "answer": "Consumption adds token and action credits, including sub-agent work. Programmatic use and Enterprise PAYG draw from workspace pools separately from personal seat allocations.",
              "evidenceIds": [
                "dust:dust:credits",
                "dust:dust:credit-management"
              ]
            },
            {
              "id": "unknown_parts",
              "question": "Which costs could not be priced?",
              "support": "supported",
              "answer": "Business is scoped to 100 people, so 200/1,000/5,000 seat Enterprise fees, committed pool and PAYG tariffs are unknown. The default Standard auto list is published, but a complete token-to-credit tariff is not, so no proxy replaces vendor-billed usage.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:models",
                "dust:dust:credits"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:credits",
            "dust:dust:credit-management",
            "dust:dust:pricing",
            "dust:dust:models",
            "dust:dust:fx-ecb"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:VEN-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business-only seat floors are EUR69600 / EUR348000 / EUR1740000 for200/1000/5000 users over12months, each plus unknown workload and contract components.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Self-service Business at EUR29/user/month, paid monthly for12months; Business standard-chat floor only",
            "addOns": [
              "No paid add-ons included; required extras unknown"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_200",
              "question": "Year-one cost at 200 users?",
              "support": "partial",
              "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. Self-service Business seat floor for 200 users over12months: from EUR69600.00 / CHF64289.52 + unknown, excluding VAT. Uses EUR29/user/month with monthly billing and no invented annual discount. Standard-model chat is included, so no separate token bill is added for that included route. Eligibility at this size, the exact standard-model catalog needed for the workload, premium/API/meeting use, add-ons and Enterprise services remain unknown. This is a Business floor, not an Enterprise quote.",
              "evidenceIds": [
                "meingpt:meingpt:billing-rev2",
                "meingpt:meingpt:ecb-fx"
              ]
            },
            {
              "id": "cost_1000",
              "question": "Year-one cost at 1,000 users?",
              "support": "partial",
              "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. Self-service Business seat floor for 1000 users over12months: from EUR348000.00 / CHF321447.60 + unknown, excluding VAT. Uses EUR29/user/month with monthly billing and no invented annual discount. Standard-model chat is included, so no separate token bill is added for that included route. Eligibility at this size, the exact standard-model catalog needed for the workload, premium/API/meeting use, add-ons and Enterprise services remain unknown. This is a Business floor, not an Enterprise quote.",
              "evidenceIds": [
                "meingpt:meingpt:billing-rev2",
                "meingpt:meingpt:ecb-fx"
              ]
            },
            {
              "id": "cost_5000",
              "question": "Year-one cost at 5,000 users?",
              "support": "partial",
              "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. Self-service Business seat floor for 5000 users over12months: from EUR1740000.00 / CHF1607238.00 + unknown, excluding VAT. Uses EUR29/user/month with monthly billing and no invented annual discount. Standard-model chat is included, so no separate token bill is added for that included route. Eligibility at this size, the exact standard-model catalog needed for the workload, premium/API/meeting use, add-ons and Enterprise services remain unknown. This is a Business floor, not an Enterprise quote.",
              "evidenceIds": [
                "meingpt:meingpt:billing-rev2",
                "meingpt:meingpt:ecb-fx"
              ]
            },
            {
              "id": "variable_share",
              "question": "Which part depends on usage?",
              "support": "partial",
              "answer": "Business standard-model chat is included. A model-preserving workload outside that standard catalog, premium/reasoning models, API and meeting-bot charges cannot be quantified without the actual route and contract; the variable remainder stays unknown. No provider proxy or progressive-platform tariff is substituted.",
              "evidenceIds": [
                "meingpt:meingpt:billing-rev2"
              ]
            },
            {
              "id": "unknown_parts",
              "question": "Which costs could not be priced?",
              "support": "partial",
              "answer": "Business eligibility for200/1000/5000 users, standard-model mapping, premium/tool use, required Governance/Outpost, rollout and Enterprise services remain unknown. No progressive-platform amount is mixed into the Business floor.",
              "evidenceIds": [
                "meingpt:meingpt:billing-rev2"
              ]
            }
          ],
          "limitations": [
            "ALM-14 shared cost assumptions v1.4, 2026-10-21:12months, list prices, excluding VAT;60% light100,30% regular400,10% power1500 messages/user/month;3000 input and600 output tokens/message. Weighted330messages,0.99M input/0.198M output per user/month. Token mix is used only on separately billed routes; this Business standard-chat floor has included usage.",
            "ECB2026-10-20 EUR1=USD1.1215=CHF0.9237. Vendor currency EUR is primary. Contract-specific extras remain unknown."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:billing-rev2",
            "meingpt:meingpt:ecb-fx"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:VEN-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A limited Business free option enables self-serve evaluation; Enterprise features remain contract-scoped.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "free_tier",
              "question": "Is there a free tier for business use?",
              "support": "supported",
              "answer": "Business free supports up to five members with 500 lifetime credits per Free seat. Credits do not reset and a user cannot return to Free after upgrading.",
              "evidenceIds": [
                "dust:dust:seats"
              ]
            },
            {
              "id": "self_serve_trial",
              "question": "Is a self-serve business trial available?",
              "support": "partial",
              "answer": "The public site offers self-serve free workspace access, not a documented time-limited fully featured Enterprise trial. No card requirement was established.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:seats"
              ]
            },
            {
              "id": "trial_scope",
              "question": "Do trials include SSO, connectors and admin features?",
              "support": "partial",
              "answer": "Business lists up to three connectors/five Spaces/five remote MCP servers and SSO at 5+ seats on demand. SCIM, audit and custom retention are Enterprise.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            },
            {
              "id": "sales_gate",
              "question": "Does meaningful evaluation require sales contact?",
              "support": "supported",
              "answer": "Enterprise terms, pooled credits, advanced governance and support are sales-led; a small-team free evaluation is self-serve.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:seats",
            "dust:dust:pricing"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:VEN-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A self-serve 10-day trial exists, while several enterprise features still need enablement.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "free_tier",
              "question": "Is there a free tier for business use?",
              "support": "partial",
              "answer": "Trial expiry locks the workspace even for free models; the guide does not describe a permanent free business workspace.",
              "evidenceIds": [
                "meingpt:meingpt:billing"
              ]
            },
            {
              "id": "self_serve_trial",
              "question": "Is a self-serve business trial available?",
              "support": "supported",
              "answer": "10 days, EUR 5 after phone verification, no payment details or automatic paid conversion, up to ten emailed invitees.",
              "evidenceIds": [
                "meingpt:meingpt:billing"
              ]
            },
            {
              "id": "trial_scope",
              "question": "Do trials include SSO, connectors and admin features?",
              "support": "partial",
              "answer": "Most base functions are included; personal API keys are off, and request-only meeting/live recording and automations are initially off as in paid plans. SCIM/SSO enterprise enablement is not guaranteed.",
              "evidenceIds": [
                "meingpt:meingpt:billing"
              ]
            },
            {
              "id": "sales_gate",
              "question": "Does meaningful evaluation require sales contact?",
              "support": "partial",
              "answer": "Base trial is self-serve; request-enabled features and Enterprise terms are not self-service. No sales contact was made.",
              "evidenceIds": [
                "meingpt:meingpt:billing"
              ]
            }
          ],
          "limitations": [
            "free_tier: Trial expiry locks the workspace even for free models; the guide does not describe a permanent free business workspace.",
            "trial_scope: Most base functions are included; personal API keys are off, and request-only meeting/live recording and automations are initially off as in paid plans. SCIM/SSO enterprise enablement is not guaranteed.",
            "sales_gate: Base trial is self-serve; request-enabled features and Enterprise terms are not self-service. No sales contact was made."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:billing"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:VEN-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business monthly and annual subscriptions are public; Enterprise seats are annual and prices contractual.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "minimum_commitment",
              "question": "What seat or spend minimum applies?",
              "support": "partial",
              "answer": "The free option has up to five members and Business targets up to 100 people; Enterprise numerical seat/spend minimum was not established.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:seats"
              ]
            },
            {
              "id": "contract_length",
              "question": "What contract lengths are offered?",
              "support": "supported",
              "answer": "Business offers monthly and annual seats together; Enterprise seats are annual only.",
              "evidenceIds": [
                "dust:dust:seats"
              ]
            },
            {
              "id": "cancellation",
              "question": "How can the contract be cancelled or reduced?",
              "support": "supported",
              "answer": "Monthly seats unassign immediately with a prorated credit; annual seats return to stock for reassignment and are not refunded when someone leaves.",
              "evidenceIds": [
                "dust:dust:seats"
              ]
            },
            {
              "id": "local_invoicing",
              "question": "Can it be invoiced in CHF or EUR from a European entity?",
              "support": "partial",
              "answer": "Prices are displayed in EUR and the privacy policy identifies a French entity; CHF invoicing and the actual invoicing entity/currency were not contract-verified.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:privacy"
              ]
            },
            {
              "id": "transparency_class",
              "question": "Is pricing transparent, partial, quote-only or unknown?",
              "support": "supported",
              "answer": "Partially specified: Business seat prices/credit allowances are public, while Enterprise pricing, complete usage conversion and negotiated terms require a quote.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:credits"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:seats",
            "dust:dust:privacy",
            "dust:dust:credits"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:VEN-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public price fields and German contract defaults exist; customer-specific terms and CHF invoicing remain open.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "minimum_commitment",
              "question": "What seat or spend minimum applies?",
              "support": "partial",
              "answer": "Public calculator starts at one user; individually negotiated Enterprise or on-prem minimums are not stated.",
              "evidenceIds": [
                "meingpt:meingpt:prices"
              ]
            },
            {
              "id": "contract_length",
              "question": "What contract lengths are offered?",
              "support": "supported",
              "answer": "Public calculator has annual/monthly options; terms default to one year absent another agreement.",
              "evidenceIds": [
                "meingpt:meingpt:prices",
                "meingpt:meingpt:terms"
              ]
            },
            {
              "id": "cancellation",
              "question": "How can the contract be cancelled or reduced?",
              "support": "supported",
              "answer": "Absent other terms, three months before term-end, text/email or admin cancellation; downgrades/user reductions effective following month, no current-month refund. Price changes require the stated notice/consent procedure.",
              "evidenceIds": [
                "meingpt:meingpt:terms"
              ]
            },
            {
              "id": "local_invoicing",
              "question": "Can it be invoiced in CHF or EUR from a European entity?",
              "support": "partial",
              "answer": "SelectCode GmbH is the German contracting entity and prices are EUR; CHF invoices were not confirmed.",
              "evidenceIds": [
                "meingpt:meingpt:terms"
              ]
            },
            {
              "id": "transparency_class",
              "question": "Is pricing transparent, partial, quote-only or unknown?",
              "support": "partial",
              "answer": "Partially specified: public marginal seat/model/add-on rates, but PII base, services and deployments are quote-only and Business packaging differs.",
              "evidenceIds": [
                "meingpt:meingpt:prices",
                "meingpt:meingpt:billing"
              ]
            }
          ],
          "limitations": [
            "minimum_commitment: Public calculator starts at one user; individually negotiated Enterprise or on-prem minimums are not stated.",
            "local_invoicing: SelectCode GmbH is the German contracting entity and prices are EUR; CHF invoices were not confirmed.",
            "transparency_class: Partially specified: public marginal seat/model/add-on rates, but PII base, services and deployments are quote-only and Business packaging differs."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:prices",
            "meingpt:meingpt:terms",
            "meingpt:meingpt:billing"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:VEN-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The pinned public repository has an MIT root licence; hosted licensing and complete component coverage are separate.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "source-repository"
            ],
            "version": "dust-tt/dust commit2b1a4973af824f8ff970d585c5eb1f40ae76186c; root LICENSE only",
            "plan": "Public source component, not Business/Enterprise hosted-service rights",
            "addOns": [],
            "deploymentMode": null,
            "region": "Repository licence has no deployment-region entitlement",
            "os": [],
            "surfaces": [
              {
                "id": "source-repository",
                "name": "Public dust-tt/dust repository root licence",
                "type": "source-repository"
              }
            ]
          },
          "questions": [
            {
              "id": "licence_type",
              "question": "Which licence applies to each component?",
              "support": "partial",
              "answer": "dust-tt/dust root LICENSE is MIT at commit 2b1a4973af824f8ff970d585c5eb1f40ae76186c. This does not classify every dependency or the contracted hosted service.",
              "evidenceIds": [
                "dust:dust:licence"
              ]
            },
            {
              "id": "branding_restrictions",
              "question": "Do licence terms restrict branding or user counts?",
              "support": "supported",
              "answer": "The MIT root grant requires preserving copyright and permission notices and does not itself impose branding or user-count caps.",
              "evidenceIds": [
                "dust:dust:licence"
              ]
            },
            {
              "id": "enterprise_features_closed",
              "question": "Are enterprise features in a separate closed edition?",
              "support": "unknown",
              "answer": "Are enterprise features in a separate closed edition? The pinned root LICENSE and README were retrieved; a complete nested-component licence inventory and separate closed Enterprise edition boundary were not established. Hosted terms were inaccessible.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "MIT applies to the pinned repository root grant only; dependencies, supported self-host deployment, hosted terms and any closed Enterprise boundary remain unverified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:licence"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:VEN-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The public AGB establish a commercial subscription/rental use licence with contract-limited rights. Public component source licences and a distinct enterprise source-edition mapping remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "licence_type",
              "question": "Which licence applies to each component?",
              "support": "partial",
              "answer": "SelectCode AGB describe the software as a subscription/rental and grant a non-exclusive use right limited to the contract term. Public display, adaptation, translation and decompilation of the software are restricted subject to statutory rights. This establishes the commercial service-use licence; a client/server/connector source-licence inventory and current implementation revision remain unpublished.",
              "evidenceIds": [
                "meingpt:meingpt:terms-20261026"
              ]
            },
            {
              "id": "branding_restrictions",
              "question": "Do licence terms restrict branding or user counts?",
              "support": "partial",
              "answer": "AGB require purchased licences for majority-owned affiliates and give no independent right to sublicense or transfer usage rights. They restrict adapting the software. A numerical user cap or a component-specific branding licence is not established by these clauses.",
              "evidenceIds": [
                "meingpt:meingpt:terms-20261026"
              ]
            },
            {
              "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. The public commercial terms describe rented software, but no public client/server/connector source licence or current repository revision was located. Repository visibility was not treated as a licence. Rechecked 2026-10-26 in Allgemeine Geschäftsbedingungen | MeinGPT | KI-Use-Case-Plattform für den Mittelstand. Official links and targeted first-party searches yielded no further plan-scoped specification for the remaining atom.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Contractual service-use rights do not establish the licence of every server/client/connector dependency.",
            "No public implementation repository or enterprise source-edition map was identified."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-25",
          "evidenceIds": [
            "meingpt:meingpt:terms-20261026"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:VEN-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business Conversation API and Enterprise Data Source API provide scoped data retrieval; agent export entitlement and complete tenant exit remain unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "api",
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business Conversation API and web analytics; Enterprise adds Data Source API. Agent-YAML endpoint entitlement is unverified.",
            "addOns": [
              "API keys with appropriate workspace/resource permissions"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "api",
                "name": "Dust APIs and MCP server",
                "type": "api"
              },
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_export",
              "question": "Can admins export all chats?",
              "support": "partial",
              "answer": "Business pricing includes Conversation API; authorized API users retrieve accessible conversation messages with pagination. This does not establish one-click all-tenant admin export.",
              "evidenceIds": [
                "dust:dust:get-conversation",
                "dust:dust:pricing"
              ]
            },
            {
              "id": "assistant_export",
              "question": "Can assistants and prompts be exported in a reusable format?",
              "support": "unknown",
              "answer": "The agent-YAML endpoint and public pricing were checked on 2026-10-21. Neither establishes its Business or Enterprise entitlement. Reusable assistant/prompt export for a named plan remains unknown.",
              "evidenceIds": []
            },
            {
              "id": "knowledge_export",
              "question": "Can knowledge bases and their sources be exported?",
              "support": "partial",
              "answer": "Enterprise pricing adds Data Source API; the documented endpoint retrieves accessible data-source documents as JSON. Complete source/credential/permission portability and an all-tenant export are unverified.",
              "evidenceIds": [
                "dust:dust:get-document",
                "dust:dust:pricing"
              ]
            },
            {
              "id": "export_format",
              "question": "Are formats documented and machine-readable?",
              "support": "partial",
              "answer": "Business Conversation API and Enterprise Data Source API return JSON for accessible resources. Web analytics separately exports CSV. These formats do not establish complete tenant export; no plan-scoped agent-YAML export is claimed.",
              "evidenceIds": [
                "dust:dust:get-conversation",
                "dust:dust:get-document",
                "dust:dust:analytics",
                "dust:dust:pricing"
              ]
            },
            {
              "id": "post_termination_window",
              "question": "How long can data be retrieved after termination?",
              "support": "unknown",
              "answer": "How long can data be retrieved after termination? No trial admin exit/export was run; complete tenant coverage and the post-termination retrieval window were not established from the accessible API docs or unreadable contract route.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Conversation and document retrieval require the corresponding plan and resource permissions. Complete organization coverage, agent-export entitlement and the post-termination retrieval window remain unknown."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:get-conversation",
            "dust:dust:pricing",
            "dust:dust:get-document",
            "dust:dust:analytics"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:VEN-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Individual downloads exist but a bulk chat export is explicitly unavailable.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_export",
              "question": "Can admins export all chats?",
              "support": "unsupported",
              "answer": "Security FAQ explicitly says there is currently no function to export all chats at once.",
              "evidenceIds": [
                "meingpt:meingpt:security"
              ]
            },
            {
              "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? Unknown. No reusable assistant/prompt or knowledge-bundle export specification was located and no admin export fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "knowledge_export",
              "question": "Can knowledge bases and their sources be exported?",
              "support": "unknown",
              "answer": "Can knowledge bases and their sources be exported? Unknown. No reusable assistant/prompt or knowledge-bundle export specification was located and no admin export fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "export_format",
              "question": "Are formats documented and machine-readable?",
              "support": "partial",
              "answer": "Individual artifacts/slides/files/images can be downloaded; administrative logs have CSV/JSON exports. This does not establish portable assistants or a complete knowledge export.",
              "evidenceIds": [
                "meingpt:meingpt:security",
                "meingpt:meingpt:audit-export"
              ]
            },
            {
              "id": "post_termination_window",
              "question": "How long can data be retrieved after termination?",
              "support": "partial",
              "answer": "Terms permit export until termination takes effect; later access is blocked. DPA allows an individually agreed export window and return/deletion within 30 days after it.",
              "evidenceIds": [
                "meingpt:meingpt:terms",
                "meingpt:meingpt:dpa"
              ]
            }
          ],
          "limitations": [
            "chat_export: Security FAQ explicitly says there is currently no function to export all chats at once.",
            "export_format: Individual artifacts/slides/files/images can be downloaded; administrative logs have CSV/JSON exports. This does not establish portable assistants or a complete knowledge export.",
            "post_termination_window: Terms permit export until termination takes effect; later access is blocked. DPA allows an individually agreed export window and return/deletion within 30 days after it.",
            "Unverified assistant_export, knowledge_export: No reusable assistant/prompt or knowledge-bundle export specification was located and no admin export fixture was run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:security",
            "meingpt:meingpt:audit-export",
            "meingpt:meingpt:terms",
            "meingpt:meingpt:dpa"
          ]
        }
      ]
    },
    {
      "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": "dust",
          "claimId": "dust:VEN-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business email support and Enterprise priority/SLA service are advertised; credit terms and local-language support remain open.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Business credit-priced plan; Enterprise or legacy differences are named per answer",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "support_channels",
              "question": "Which support channels are available on each plan?",
              "support": "supported",
              "answer": "Pricing lists Business email and Enterprise priority support with dedicated CSM; public support/community resources are available.",
              "evidenceIds": [
                "dust:dust:pricing",
                "dust:dust:support"
              ]
            },
            {
              "id": "support_languages",
              "question": "Is support available in German, French or Italian?",
              "support": "unknown",
              "answer": "Is support available in German, French or Italian? Support/pricing/Enterprise pages and the official status URL were checked. German/French/Italian staffed support and detailed credited SLA terms were not established.",
              "evidenceIds": []
            },
            {
              "id": "regional_presence",
              "question": "Is there a DACH or Swiss entity, team or partner?",
              "support": "partial",
              "answer": "The public policy identifies a Paris, France entity. A DACH/Swiss support team or named regional partner was not established.",
              "evidenceIds": [
                "dust:dust:privacy"
              ]
            },
            {
              "id": "uptime_sla",
              "question": "Is there an uptime SLA with credits?",
              "support": "partial",
              "answer": "Enterprise marketing claims 99.9% uptime and pricing includes an SLA; service-credit amounts, exclusions and claim rules were not retrieved.",
              "evidenceIds": [
                "dust:dust:enterprise",
                "dust:dust:pricing"
              ]
            },
            {
              "id": "status_page",
              "question": "Is there a public status page with history?",
              "support": "partial",
              "answer": "Model-selection docs link https://dust.statuspage.io for incidents. Direct retrieval timed out, so incident history was not verified.",
              "evidenceIds": [
                "dust:dust:models"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:support",
            "dust:dust:privacy",
            "dust:dust:enterprise",
            "dust:dust:models"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:VEN-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "German vendor support and a public incident history are documented; an uptime credit schedule was not found.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "support_channels",
              "question": "Which support channels are available on each plan?",
              "support": "partial",
              "answer": "Terms provide email support Monday-Friday 09:00-17:00; timezone and plan-specific guaranteed response times are not stated.",
              "evidenceIds": [
                "meingpt:meingpt:terms"
              ]
            },
            {
              "id": "support_languages",
              "question": "Is support available in German, French or Italian?",
              "support": "unknown",
              "answer": "Is support available in German, French or Italian? Unknown. Contractual German/French/Italian support coverage, uptime commitments and credits were not established in public terms; German documentation alone does not prove language coverage.",
              "evidenceIds": []
            },
            {
              "id": "regional_presence",
              "question": "Is there a DACH or Swiss entity, team or partner?",
              "support": "supported",
              "answer": "SelectCode GmbH contracts from Unterhaching, Germany.",
              "evidenceIds": [
                "meingpt:meingpt:terms"
              ]
            },
            {
              "id": "uptime_sla",
              "question": "Is there an uptime SLA with credits?",
              "support": "unknown",
              "answer": "Is there an uptime SLA with credits? Unknown. Contractual German/French/Italian support coverage, uptime commitments and credits were not established in public terms; German documentation alone does not prove language coverage.",
              "evidenceIds": []
            },
            {
              "id": "status_page",
              "question": "Is there a public status page with history?",
              "support": "supported",
              "answer": "Public status.meingpt.com lists the platform and historical incidents; uptime is not an SLA.",
              "evidenceIds": [
                "meingpt:meingpt:status"
              ]
            }
          ],
          "limitations": [
            "support_channels: Terms provide email support Monday-Friday 09:00-17:00; timezone and plan-specific guaranteed response times are not stated.",
            "Unverified support_languages, uptime_sla: Contractual German/French/Italian support coverage, uptime commitments and credits were not established in public terms; German documentation alone does not prove language coverage."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:terms",
            "meingpt:meingpt:status"
          ]
        }
      ]
    },
    {
      "id": "VEN-08",
      "title": "Onboarding, training and adoption",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Record vendor-led onboarding, admin training, end-user training (live, e-learning, languages), use-case libraries, champion programmes, change-management materials and their cost. Distinguish included services from paid professional services and partner offerings.",
      "questions": [
        {
          "id": "onboarding_service",
          "question": "Is guided onboarding included?"
        },
        {
          "id": "user_training",
          "question": "Is end-user training offered, in which languages?"
        },
        {
          "id": "use_case_library",
          "question": "Are role-based use cases and templates provided?"
        },
        {
          "id": "adoption_programme",
          "question": "Is there a champion or adoption programme?"
        },
        {
          "id": "service_cost",
          "question": "Which services cost extra?"
        }
      ],
      "products": [
        {
          "productId": "dust",
          "claimId": "dust:VEN-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dust has rollout and training material, with hands-on support packaged for Enterprise.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "eu-web"
            ],
            "version": "Public source pass 2026-10-21; no logged-in deployment observed",
            "plan": "Public learning material (no paid entitlement required to read); contracted CSM/onboarding is Enterprise",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "US/global or EU workspace as named; EU-hosted-model restriction must be enabled separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Dust web workspace",
                "type": "web-app"
              },
              {
                "id": "eu-web",
                "name": "Dust EU web workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "onboarding_service",
              "question": "Is guided onboarding included?",
              "support": "supported",
              "answer": "Enterprise pricing includes dedicated CSM and onboarding; exact hours and scope are contractual.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            },
            {
              "id": "user_training",
              "question": "Is end-user training offered, in which languages?",
              "support": "partial",
              "answer": "Public team onboarding and education resources are available. Course/live-session language coverage was not established.",
              "evidenceIds": [
                "dust:dust:training",
                "dust:dust:rollout"
              ]
            },
            {
              "id": "use_case_library",
              "question": "Are role-based use cases and templates provided?",
              "support": "supported",
              "answer": "The public Use Cases and Guides index lists departmental guides for Sales, Support, Marketing, Engineering, Data Analytics, Knowledge, People, Product and Collaboration; the Sales guide supplies concrete agent examples and build links. This establishes public role-based guidance, not a separately verified in-product template entitlement.",
              "evidenceIds": [
                "dust:dust:r2-department-guides",
                "dust:dust:r2-sales-guide"
              ]
            },
            {
              "id": "adoption_programme",
              "question": "Is there a champion or adoption programme?",
              "support": "partial",
              "answer": "The rollout guide covers launch, builder community, education and expansion; a contracted champion programme entitlement was not established.",
              "evidenceIds": [
                "dust:dust:rollout"
              ]
            },
            {
              "id": "service_cost",
              "question": "Which services cost extra?",
              "support": "partial",
              "answer": "Hands-on CSM/onboarding is Enterprise packaging; a numerical professional-services tariff was not established.",
              "evidenceIds": [
                "dust:dust:pricing"
              ]
            }
          ],
          "limitations": [
            "Documented findings only; unestablished atomic questions remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "dust:dust:pricing",
            "dust:dust:training",
            "dust:dust:rollout",
            "dust:dust:r2-department-guides",
            "dust:dust:r2-sales-guide"
          ]
        },
        {
          "productId": "meingpt",
          "claimId": "meingpt:VEN-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Learning paths and business examples are built in; personal rollout services are quote-based.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "onboarding_service",
              "question": "Is guided onboarding included?",
              "support": "partial",
              "answer": "Personal guidance covers selection, pilot and rollout on an individual offer; universal included consulting is not promised.",
              "evidenceIds": [
                "meingpt:meingpt:prices"
              ]
            },
            {
              "id": "user_training",
              "question": "Is end-user training offered, in which languages?",
              "support": "partial",
              "answer": "The learning area has guided practical courses; Governance enables mandatory assignments. Complete course language coverage was not stated.",
              "evidenceIds": [
                "meingpt:meingpt:academy",
                "meingpt:meingpt:audit"
              ]
            },
            {
              "id": "use_case_library",
              "question": "Are role-based use cases and templates provided?",
              "support": "supported",
              "answer": "Role/department personalization and business-use-case material are documented.",
              "evidenceIds": [
                "meingpt:meingpt:academy"
              ]
            },
            {
              "id": "adoption_programme",
              "question": "Is there a champion or adoption programme?",
              "support": "partial",
              "answer": "Pilot/adoption workspaces typically run a three-month fixed-price pilot with workshops; a defined champion programme was not found.",
              "evidenceIds": [
                "meingpt:meingpt:billing"
              ]
            },
            {
              "id": "service_cost",
              "question": "Which services cost extra?",
              "support": "supported",
              "answer": "Personal guidance is quote-only; terms bill services by time/person-days or individually agreed fixed price.",
              "evidenceIds": [
                "meingpt:meingpt:prices",
                "meingpt:meingpt:terms"
              ]
            }
          ],
          "limitations": [
            "onboarding_service: Personal guidance covers selection, pilot and rollout on an individual offer; universal included consulting is not promised.",
            "user_training: The learning area has guided practical courses; Governance enables mandatory assignments. Complete course language coverage was not stated.",
            "adoption_programme: Pilot/adoption workspaces typically run a three-month fixed-price pilot with workshops; a defined champion programme was not found."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:prices",
            "meingpt:meingpt:academy",
            "meingpt:meingpt:audit",
            "meingpt:meingpt:billing",
            "meingpt:meingpt:terms"
          ]
        }
      ]
    }
  ],
  "sources": [
    {
      "id": "dust:dust:models",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/model-selection",
      "title": "Auto models and the model picker",
      "locator": "Auto model lists; availability; API overrides",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Users select a model per message or agent; auto choices use maintained ordered lists rather than task-based routing."
    },
    {
      "id": "dust:dust:eu-models",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/admin-governance/eu-hosted-models",
      "title": "EU-hosted models",
      "locator": "Availability; supported/excluded model table",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "EU credit-plan workspaces using Dust model hosting can restrict agents and auto choices to EU-hosted models; BYOK is excluded from this setting."
    },
    {
      "id": "dust:dust:changelog",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/changelog",
      "title": "Dust changelog",
      "locator": "October 21, 16 and 14, 2026 entries",
      "sourceDate": "2026-10-21",
      "retrievedAt": "2026-10-21",
      "finding": "Recent dated changes include German/French UI, Gemini 4 Argon and migration from File Generation to Computer."
    },
    {
      "id": "dust:dust:files",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/data-sources/conversation-files/conversation-files",
      "title": "Conversation Files",
      "locator": "Formats; size table; generating files",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Conversation uploads are scoped to one conversation and support documents, tabular data, images and audio."
    },
    {
      "id": "dust:dust:pricing",
      "productId": "dust",
      "kind": "documented",
      "url": "https://dust.tt/home/pricing",
      "title": "Dust Pricing",
      "locator": "Business/Enterprise table and FAQ",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Business supports up to 100 people with Free/Pro/Max seats; Enterprise pricing is sales-led and adds pooled credits, SCIM, audit, single tenancy and support."
    },
    {
      "id": "meingpt:meingpt:rates",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/admin-guide/pricing",
      "title": "Alle Modelle | MeinGPT Docs",
      "locator": "Text-generation, translation, images and other-functions tables",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Public EUR token and service rates include GPT-5 mini at EUR 0.30 input and EUR 2.40 output per million tokens."
    },
    {
      "id": "meingpt:meingpt:models-rev2",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/platform/models",
      "title": "Modelle | MeinGPT Docs",
      "locator": "Model picker, model tables and own-LLM-key FAQ",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Current documentation lists selectable non-Meta model families, per-chat selection and context-length routing; the lifecycle table contains no current selectable Meta model."
    },
    {
      "id": "meingpt:meingpt:lifecycle-rev2",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/admin-guide/model-lifecycle",
      "title": "Modell-Lifecycle | MeinGPT Docs",
      "locator": "Phases, notice period and current-model table",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Active models, future retirement dates and automatic replacement rules are published."
    },
    {
      "id": "meingpt:meingpt:lifecycle",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/admin-guide/model-lifecycle",
      "title": "Modell-Lifecycle | MeinGPT Docs",
      "locator": "Phases, notice period and current-model table",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Active models, future retirement dates and automatic replacement rules are published."
    },
    {
      "id": "meingpt:meingpt:changes",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/changelog",
      "title": "Was wir zuletzt released haben | MeinGPT | KI-Use-Case-Plattform für den Mittelstand",
      "locator": "v2.67.0, model retirement and deletion periods",
      "sourceDate": "2026-10-18",
      "retrievedAt": "2026-10-21",
      "finding": "Release 2.67.0 on 18 October adds Gemini 4 Argon, retires named models and adds configurable deletion periods."
    },
    {
      "id": "meingpt:meingpt:models",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/platform/models",
      "title": "Modelle | MeinGPT Docs",
      "locator": "Model picker, model tables and own-LLM-key FAQ",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Users choose models per chat; automatic selection is based on context length; customer LLM keys and endpoints cannot be added."
    },
    {
      "id": "meingpt:meingpt:translation",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/platform/translation",
      "title": "Übersetzer | MeinGPT Docs",
      "locator": "Engine/hosting, formats and glossary management",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Default text translation uses Google Cloud Translate and document translation uses DeepL through EU endpoints; glossaries and layout preservation are documented."
    },
    {
      "id": "meingpt:meingpt:subprocessors",
      "productId": "meingpt",
      "kind": "vendor-claimed",
      "url": "https://meingpt.com/sicherheit/subdienstleister",
      "title": "Subdienstleister & Verarbeitungsregionen | MeinGPT",
      "locator": "Register by function and processing region",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The register separates Germany platform storage, France backups and provider-specific EU inference regions."
    },
    {
      "id": "dust:dust:tiers",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/usage-seats-and-credits/model-access-tiers",
      "title": "Model access tiers",
      "locator": "Workspace, group and individual ceilings",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins restrict models and reasoning efforts at workspace, group or member level, with a separate published-agent bypass setting."
    },
    {
      "id": "dust:dust:spaces",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/spaces-management",
      "title": "Spaces management",
      "locator": "Open/restricted spaces; limits; visibility",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Spaces control knowledge and agent access; Business allows five and Enterprise 100 spaces."
    },
    {
      "id": "dust:dust:credits",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/usage-seats-and-credits/credits",
      "title": "Credits",
      "locator": "Token/action credits; checkpoints",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Consumption adds token and tool credits; a 600-AWU checkpoint can pause user-started root tasks, with exceptions."
    },
    {
      "id": "dust:dust:credit-management",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/usage-seats-and-credits/credit-management",
      "title": "Credit management",
      "locator": "Personal caps; group budgets; programmatic use",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Credit sources and block behavior vary by plan; beta Enterprise Pooled group budgets exclude programmatic consumption."
    },
    {
      "id": "meingpt:meingpt:config",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/admin-guide/workspace-configuration",
      "title": "Workspace-Konfiguration | MeinGPT Docs",
      "locator": "Model access, default settings and additional chat context",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins can restrict models by teams or people and supply workspace-wide instructions; denied API models return an error."
    },
    {
      "id": "meingpt:meingpt:limits",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/admin-guide/usage-limits",
      "title": "Nutzungslimits | MeinGPT Docs",
      "locator": "Usage levels, meeting limits and user consumption table",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Personal category budgets block new use at zero; running meeting bots can overrun limits and scheduled runs are outside personal categories."
    },
    {
      "id": "meingpt:meingpt:api",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/api",
      "title": "Einführung | MeinGPT Docs",
      "locator": "API overview, rate limits and errors",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Chat, embeddings, assistants, workflows and transcription APIs use bearer keys and published token rate limits; translation is UI-only."
    },
    {
      "id": "dust:dust:file-limits",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/getting-started/faq/file-size-limits",
      "title": "File size limits",
      "locator": "Upload caps; audio-only restriction",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The dedicated limits FAQ gives different image, audio and tabular caps than Conversation Files and excludes direct video uploads."
    },
    {
      "id": "dust:dust:computer",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/tools/computer",
      "title": "Computer",
      "locator": "File work; OCR; network control; secrets",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Computer executes code in temporary workspaces, handles Office/PDF files, performs documented OCR and restricts network access by allowlist."
    },
    {
      "id": "dust:dust:drive",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/connections-management/google-drive",
      "title": "Google Drive",
      "locator": "Connection identity; refresh; OCR; spreadsheet limitations",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Drive sync follows a dedicated connection account and selected content; scanned documents need conversation upload for OCR and Excel table queries need conversion to Sheets."
    },
    {
      "id": "dust:dust:search",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/knowledge/search-data-sources",
      "title": "Search data sources",
      "locator": "Document selection; retrieval",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Agents search selected knowledge sources and retrieve relevant document context."
    },
    {
      "id": "meingpt:meingpt:pools",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/integrations/data-pools-rag",
      "title": "Datenquellen & RAG | MeinGPT Docs",
      "locator": "Cloud-source table, connector comparison and normal-chat search",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Cloud pools index six source types in Germany, refresh every 15 minutes and share a 300 GB raw-data budget."
    },
    {
      "id": "meingpt:meingpt:chat",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/platform/chats/eingabefeld",
      "title": "Eingabefeld | MeinGPT Docs",
      "locator": "Input controls, file limits, dictation and sharing",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Chat has stop, model choice, file upload, dictation and sharing links, with 50 files and 50 MB per non-image file."
    },
    {
      "id": "meingpt:meingpt:flow",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/privacy-security/faq-chats-datenfluss",
      "title": "Datenfluss bei MeinGPT Chats | MeinGPT Docs",
      "locator": "Processing steps, providers and deletion rights",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Chat deletion archives content; prompts have provider-dependent processing, and platform data stays until instructed deletion."
    },
    {
      "id": "meingpt:meingpt:sandbox",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/platform/code-sandbox",
      "title": "Code-Sandbox | MeinGPT Docs",
      "locator": "Execution flow, hosting, lifetime and limitations",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Python/JavaScript analysis and Office generation run in an isolated Unikraft Cloud VM in Frankfurt, including for on-premise customers."
    },
    {
      "id": "meingpt:meingpt:assistants",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/platform/assistants",
      "title": "Assistenten | MeinGPT Docs",
      "locator": "Creation guide and editor sections",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Assistants combine model, instructions, files, pools, connectors, tools and memory."
    },
    {
      "id": "meingpt:meingpt:projects",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/platform/projects",
      "title": "Projekte | MeinGPT Docs",
      "locator": "Collaboration, roles and deletion",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Projects share instructions and workflows while each member keeps a private chat history."
    },
    {
      "id": "dust:dust:permissions",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/admin-governance/access-controls-and-permissions",
      "title": "Access Controls and Permissions",
      "locator": "Access policy; connection account; Spaces",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Knowledge access is organized through admin-selected connection content and membership of open/restricted Spaces."
    },
    {
      "id": "dust:dust:microsoft",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/connections-management/microsoft",
      "title": "Microsoft",
      "locator": "Connection account; delegated and service-principal setup; sync",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Microsoft data is scoped to the connecting account and selected SharePoint sources; changes synchronize on a five-minute cycle."
    },
    {
      "id": "dust:dust:confluence",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/connections-management/confluence",
      "title": "Confluence",
      "locator": "Scope; restricted pages; refresh",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Confluence sync covers selected global spaces, excluding private spaces and pages with view restrictions."
    },
    {
      "id": "dust:dust:jira",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/data-sources/custom-connections/beta-import-jira-issues",
      "title": "Beta: Import Jira issues",
      "locator": "Import path",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A separately documented beta route imports Jira issues as a custom connection."
    },
    {
      "id": "dust:dust:sources",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/getting-started/faq/general-questions/what-data-sources-can-be-connected-to-dust",
      "title": "What data sources can be connected to Dust?",
      "locator": "Named sources",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Official guides identify managed connections and custom API/import routes."
    },
    {
      "id": "dust:dust:tools",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/tools-management/adding-an-mcp-server",
      "title": "Adding an MCP Server",
      "locator": "Remote/custom servers; auth; tool restriction",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins add remote MCP servers with OAuth or bearer credentials and can restrict tools to skills."
    },
    {
      "id": "dust:dust:r2-bigquery",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/connections-management/bigquery.md",
      "title": "Dust BigQuery connection",
      "locator": "No content sync; service-account setup, one location and Space table selection",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dust stores BigQuery metadata and runs table queries through a dedicated service account; dataset content is not synchronized into the index."
    },
    {
      "id": "dust:dust:credentials",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/tools-management/personal-vs-shared-credentials",
      "title": "Personal vs Shared Credentials for Tools & MCP Servers",
      "locator": "Shared versus personal authentication",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Tools can use a shared account or each user OAuth identity; even personal auth needs initial admin setup."
    },
    {
      "id": "meingpt:meingpt:m365",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/integrations/connectors/microsoft365",
      "title": "Microsoft 365 | MeinGPT Docs",
      "locator": "Overview, setup, tenant consent and permission model",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Separate Outlook, Teams, SharePoint and OneDrive connectors run under user OAuth; Outlook can write, the other three read."
    },
    {
      "id": "meingpt:meingpt:pool-controls",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/integrations/data-pool-search-settings",
      "title": "Sucheinstellungen am Datenpool | MeinGPT Docs",
      "locator": "Settings table and source-permission section",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Source-permission import is off by default and request-enabled for SharePoint and Drive only; answers always show sources."
    },
    {
      "id": "dust:dust:security",
      "productId": "dust",
      "kind": "vendor-claimed",
      "url": "https://dust.tt/home/security",
      "title": "Dust Security",
      "locator": "Hosting, training, encryption and certification statements",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dust claims EU/US hosting, AES-256/TLS, no model training, provider zero retention and SOC 2 Type II."
    },
    {
      "id": "dust:dust:deep",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/default-agents/deep-dive-agent",
      "title": "Deep-dive Agent",
      "locator": "Research flow; citations; limitations",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Deep-dive plans, delegates and writes cited reports, using Company Data knowledge and selected tools; Table Query is excluded."
    },
    {
      "id": "dust:dust:memory",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/tools/agent-memory",
      "title": "Agent Memory",
      "locator": "Adding the tool; viewing/deleting; privacy",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enabled agents retain user-private memory across conversations; users can view and delete it and it persists until deletion."
    },
    {
      "id": "dust:dust:builder",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/create-your-first-agent",
      "title": "Create your first agent",
      "locator": "Instructions; tools; sharing",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Agents combine instructions, models, knowledge and tools with controlled sharing."
    },
    {
      "id": "meingpt:meingpt:memory",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/platform/memory",
      "title": "Memory | MeinGPT Docs",
      "locator": "How memory works, management and admin controls",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Memory persists per user across enabled assistants; users can inspect/delete it and admins can disable the tool."
    },
    {
      "id": "meingpt:meingpt:preferences",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/platform/preferences",
      "title": "Präferenzen | MeinGPT Docs",
      "locator": "Chat settings and appearance",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Users can set persistent system instructions and a platform-language preference."
    },
    {
      "id": "dust:dust:governance",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/admin-governance/workspace-governance-roles-groups-and-permissions",
      "title": "Workspace Governance: Roles, Groups & Permissions",
      "locator": "Roles; permission matrix; additive access",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins delegate manager/group permissions for agents, skills, models, billing and security; grants are additive."
    },
    {
      "id": "meingpt:meingpt:roles",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/admin-guide/roles-and-access-model",
      "title": "Rollen & Zugriffsmodell | MeinGPT Docs",
      "locator": "Role table, admin exception and support visibility",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admin, Member and Viewer roles differ in settings access and seat use; admins see all team-shared assets."
    },
    {
      "id": "meingpt:meingpt:permissions",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/admin-guide/permissions",
      "title": "Berechtigungen | MeinGPT Docs",
      "locator": "Availability, permissions table and app restrictions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Support-enabled permissions control creation, sharing and app use per person or team."
    },
    {
      "id": "meingpt:meingpt:prompts",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/platform/prompt-library",
      "title": "Prompt-Bibliothek | MeinGPT Docs",
      "locator": "Core functions, visibility and sharing",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Saved prompt folders have private, workspace or department visibility."
    },
    {
      "id": "dust:dust:web",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/tools/web-search-and-browse",
      "title": "Web Search & Browse",
      "locator": "Search and browsing flow",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The tool runs Google queries and browses results, with agent-level configuration and format options."
    },
    {
      "id": "meingpt:meingpt:web",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/platform/web-search",
      "title": "Websuche | MeinGPT Docs",
      "locator": "Three routes, query creation, Linkup and research app",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Linkup powers chat search and a multi-step Deep Research app with cited sources."
    },
    {
      "id": "dust:dust:triggers",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/triggers/index",
      "title": "Triggers",
      "locator": "Schedules and events",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Agents can run automatically from schedule or event triggers."
    },
    {
      "id": "dust:dust:schedules",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/triggers/schedules",
      "title": "Schedules",
      "locator": "Schedule setup",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Agents can run on recurring schedules."
    },
    {
      "id": "dust:dust:webhooks",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/triggers/webhooks/index",
      "title": "Webhooks",
      "locator": "Built-in and custom event sources",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins configure webhook sources; members attach filtered triggers to agents, with optional signature verification for custom sources."
    },
    {
      "id": "meingpt:meingpt:workflows",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/platform/workflows-create",
      "title": "Workflows erstellen und ausführen | MeinGPT Docs",
      "locator": "Workflow editor and output format",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Project workflows support multiple models, variables, documents and downloadable Office, PDF or JSON output."
    },
    {
      "id": "meingpt:meingpt:scheduled",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/platform/scheduled-tasks",
      "title": "Geplante Aufgaben | MeinGPT Docs",
      "locator": "Beta availability, triggers and execution account",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Scheduled tasks are support-enabled beta with schedule, webhook and email triggers under the creator account."
    },
    {
      "id": "dust:dust:pods",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/pods/overview",
      "title": "Pods overview",
      "locator": "Shared workspace and visibility",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Pods combine shared conversations, tasks and files; open Pods are workspace-browsable and restricted Pods require invitation."
    },
    {
      "id": "meingpt:meingpt:tools",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/admin-guide/tool-access-policy",
      "title": "Tool-Zugriffsrichtlinien | MeinGPT Docs",
      "locator": "Security warning and four enforcement layers",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Tool methods are intersected across admin and assistant policies; there is no interactive per-action permission dialog."
    },
    {
      "id": "dust:dust:api-keys",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/api-keys",
      "title": "API keys",
      "locator": "Scopes; Space access; caps",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dust API keys have read/admin scopes, data access and enforceable per-key monthly caps."
    },
    {
      "id": "dust:dust:mcp-server",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/integrations/dust-mcp-server",
      "title": "Dust MCP Server",
      "locator": "Region URLs; OAuth; user permissions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dust exposes workspace knowledge, agents, conversations, files and Pods to OAuth MCP clients under the authenticated user permissions."
    },
    {
      "id": "dust:dust:upsert",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/api-reference/datasources/upsert-a-document-in-a-data-source",
      "title": "Upsert a document in a data source",
      "locator": "Endpoint and authentication",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The API loads or updates documents in a scoped data source."
    },
    {
      "id": "dust:dust:get-conversation",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/api-reference/conversations/get-a-conversation",
      "title": "Get a conversation",
      "locator": "Response schema",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The API retrieves accessible conversation messages with pagination."
    },
    {
      "id": "meingpt:meingpt:audit",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/admin-guide/compliance-controls",
      "title": "Compliance Controls | MeinGPT Docs",
      "locator": "Core controls and Outpost search log",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Administrative settings logs exclude chat contents and are retained indefinitely; Governance Outpost search records are retained 90 days."
    },
    {
      "id": "meingpt:meingpt:outlook",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/integrations/connectors/outlook-addin",
      "title": "Outlook Add-in | MeinGPT Docs",
      "locator": "Prerequisites, supported clients and central deployment",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The Outlook add-in requires Enterprise API enablement and a personal API key and works in the received-mail reading view."
    },
    {
      "id": "dust:dust:browser",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/integrations/browser-extension",
      "title": "Browser Extension",
      "locator": "Browsers and capabilities",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "An official extension supports Chrome, Firefox and Chromium-based browsers."
    },
    {
      "id": "meingpt:meingpt:terms",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/agb",
      "title": "Allgemeine Geschäftsbedingungen | MeinGPT | KI-Use-Case-Plattform für den Mittelstand",
      "locator": "Sections 1a, 2, 3, 5 and final provisions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "German commercial terms distinguish SaaS from contract-agreed on-premise deployment and describe subscriptions, export and termination."
    },
    {
      "id": "dust:dust:teams",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/integrations/dust-in-teams",
      "title": "Dust in Teams",
      "locator": "Setup and usage",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "An official Teams integration runs Dust agents within Microsoft Teams after admin setup."
    },
    {
      "id": "dust:dust:images",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/tools/image-generation",
      "title": "Image Generation",
      "locator": "Reference images; parallel generation; safety",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Agents generate images from text or references, up to 14 reference images, with SynthID and content restrictions."
    },
    {
      "id": "meingpt:meingpt:images",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/platform/image-generator",
      "title": "Bilder Generieren | MeinGPT Docs",
      "locator": "Model list, references and output management",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The image app supports FLUX, GPT Image and Gemini image models with reference images and downloadable files."
    },
    {
      "id": "meingpt:meingpt:image-admin",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/admin-guide/image-models",
      "title": "Bildmodelle verwalten | MeinGPT Docs",
      "locator": "Image-model controls and complete table",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins enable image models and set a default; the table distinguishes manufacturer, host and EU/global processing."
    },
    {
      "id": "dust:dust:speech",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/tools/voice-and-sound-generation",
      "title": "Voice and sound generation",
      "locator": "Speech Generator",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The speech tool generates MP3 narration or multi-speaker dialogue with selectable languages and styles."
    },
    {
      "id": "dust:dust:meetings",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/integrations/meeting-transcripts",
      "title": "Meeting transcripts",
      "locator": "Providers and scope",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dust consumes transcripts from connected notetaker and sales tools; Gong private transcripts are excluded."
    },
    {
      "id": "meingpt:meingpt:meeting",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/platform/meetings",
      "title": "Meetings | MeinGPT Docs",
      "locator": "Formats/limits, data flow and prices",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Recordings and transcripts become searchable meeting notes; Hetzner, Gladia and Vertex EU form the processing path."
    },
    {
      "id": "dust:dust:frames",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/agents/frames/overview",
      "title": "Frames overview",
      "locator": "Creating and editing interactive content",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Frames provide persistent interactive agent output that can be refined and shared."
    },
    {
      "id": "dust:dust:pod-chats",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/pods/conversations",
      "title": "Pod conversations",
      "locator": "Visibility; indexing; participation",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "All Pod members can read and contribute to Pod conversations, which are automatically indexed."
    },
    {
      "id": "dust:dust:sso",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/admin-governance/single-sign-on-sso/single-sign-on-sso",
      "title": "Single Sign-On",
      "locator": "Setup; enforcement",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins configure and enforce SAML SSO, which disables other social sign-in paths for the workspace."
    },
    {
      "id": "dust:dust:enterprise",
      "productId": "dust",
      "kind": "vendor-claimed",
      "url": "https://dust.tt/home/enterprise",
      "title": "Dust for Enterprise",
      "locator": "Security and scale",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The Enterprise marketing page claims 365-day audit retention, 99.9% uptime and support for 10,000+ users."
    },
    {
      "id": "meingpt:meingpt:prices",
      "productId": "meingpt",
      "kind": "vendor-claimed",
      "url": "https://meingpt.com/preise",
      "title": "prices",
      "locator": "Annual price tiers, included functions, add-ons and model-cost sections",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The public calculator uses marginal seat tiers plus model consumption and optional Governance and Outpost fees."
    },
    {
      "id": "meingpt:meingpt:sso",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/admin-guide/access-and-login-security",
      "title": "Access & Login Security | MeinGPT Docs",
      "locator": "Own identity provider, authentication methods and Entra synchronization",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "OIDC, Google and Microsoft login, verified domains and additive Entra group synchronization are documented; SAML is explicitly excluded."
    },
    {
      "id": "dust:dust:provision",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/admin-governance/users-and-groups-provisioning",
      "title": "Users and groups provisioning",
      "locator": "SCIM 2.0; group role mapping",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise SCIM creates, updates and deactivates users and syncs groups; groups can grant Admin/Manager roles."
    },
    {
      "id": "dust:dust:seats",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/usage-seats-and-credits/seat-management",
      "title": "Seat management",
      "locator": "Seat assignments; billing cycles; leaving",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins assign independent roles and Free/Pro/Max seats; annual stock and already-allocated credits have specific reclaim rules."
    },
    {
      "id": "meingpt:meingpt:scim",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/admin-guide/entra-scim-provisioning",
      "title": "Entra ID SCIM-Provisionierung | MeinGPT Docs",
      "locator": "SCIM versus SSO, prerequisites, effects and seat assignment",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "SCIM v1 provisions users only; deactivated accounts retain data and release their seat."
    },
    {
      "id": "dust:dust:analytics",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/analytics",
      "title": "Analytics",
      "locator": "Attribution; CSV; content exclusion",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Consumption reports break down users, groups, models, tools, agents and Pods; exports omit message content and can double-attribute group usage."
    },
    {
      "id": "meingpt:meingpt:analytics",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/admin-guide/ai-cockpit",
      "title": "KI-Cockpit | MeinGPT Docs",
      "locator": "Typical metrics, user/team costs and knowledge search",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Adoption and cost reports include user, model, API/platform and team breakdowns with CSV and ID-based anonymization."
    },
    {
      "id": "dust:dust:audit",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/admins/audit-logs/audit-logs",
      "title": "Audit Logs",
      "locator": "Enterprise scope; actor types; SIEM",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise logs distinguish users, API keys and system actors with CSV and continuous SIEM delivery."
    },
    {
      "id": "meingpt:meingpt:audit-export",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/admin-guide/admin-settings-map",
      "title": "Änderungsprotokoll exportieren | MeinGPT Docs",
      "locator": "Export procedure, fields and limits",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins export filtered administrative changes as CSV or JSON, capped at 10000 entries, 20 MiB and two minutes."
    },
    {
      "id": "dust:dust:privacy",
      "productId": "dust",
      "kind": "documented",
      "url": "https://dust.tt/home/platform-privacy",
      "title": "Dust Platform Privacy Policy",
      "locator": "About Us; sections 2, 6 and 7",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The policy identifies Permutation Labs in Paris and distinguishes its controller processing from customer processor processing, with non-EEA transfer safeguards."
    },
    {
      "id": "meingpt:meingpt:dpa-page",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/avv",
      "title": "Auftragsverarbeitungsvertrag | MeinGPT | KI-Use-Case-Plattform für den Mittelstand",
      "locator": "Version and effectiveness",
      "sourceDate": "2026-09-24",
      "retrievedAt": "2026-10-21",
      "finding": "DPA 2.0.1 dated 24 September 2026 needs signature or recorded electronic acceptance; existing customers retain their agreed version."
    },
    {
      "id": "meingpt:meingpt:dpa",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/legal/avv/v2.0.1.pdf",
      "title": "MeinGPT DPA 2.0.1",
      "locator": "Version 2.0.1; sections 4, 5(5), 7, 9, 12, 13 and Annexes 3/4, pages 3-12",
      "sourceDate": "2026-09-24",
      "retrievedAt": "2026-10-21",
      "finding": "The signed-form DPA prohibits training, lists conditional subprocessors, defines authority-request handling and requires return or deletion within 30 days."
    },
    {
      "id": "dust:dust:training-policy",
      "productId": "dust",
      "kind": "vendor-claimed",
      "url": "https://dust.tt/home/platform-privacy",
      "title": "Dust Platform Privacy Policy",
      "locator": "Section 6, Foundational Model Providers",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The policy asserts listed providers do not train, retain or log Customer Content for human review; this source pass did not retrieve the customer DPA."
    },
    {
      "id": "dust:dust:delete-chat",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/getting-started/faq/managing-agents/can-i-delete-or-rename-a-conversation",
      "title": "Can I delete or rename a conversation?",
      "locator": "Conversation actions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Users can delete or rename their conversations."
    },
    {
      "id": "meingpt:meingpt:security",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/privacy-security/faq-data-security",
      "title": "Sind meine Daten sicher? | MeinGPT Docs",
      "locator": "Technical security, deletion and data portability",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Security documentation states TLS 1.3, AES-256, customer-managed keys on request, and no bulk chat/file export."
    },
    {
      "id": "meingpt:meingpt:trust",
      "productId": "meingpt",
      "kind": "vendor-claimed",
      "url": "https://meingpt.com/sicherheit/nachweise",
      "title": "Sicherheitsnachweise & Trust Center | MeinGPT",
      "locator": "Certificates, assessments and document access",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "ISO 27001 and a 2025 SySS penetration-test certificate are listed behind email-gated access."
    },
    {
      "id": "meingpt:meingpt:prices-rev2",
      "productId": "meingpt",
      "kind": "vendor-claimed",
      "url": "https://meingpt.com/preise",
      "title": "Preise für Plattform, Add-ons und KI-Nutzung | MeinGPT",
      "locator": "Feature table: Outpost release states; Governance separate agreement; calculator explicitly nonbinding",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The contracted platform is offered with optional Governance and Outpost modules; local files are Early Access and local MCP/PostgreSQL Private Beta. The price calculator requires a binding individual offer."
    },
    {
      "id": "meingpt:meingpt:secrecy-contract-rev2",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/agb",
      "title": "meinGPT terms: professional secrecy",
      "locator": "Section12(4), conditional duties for professional-secret data; no Governance prerequisite stated",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Section12(4) itself imposes indefinite professional secrecy and text-form staff/subcontractor obligations when covered data are processed; it does not state a Governance prerequisite. A separate addendum is outside the verified base-terms finding."
    },
    {
      "id": "meingpt:meingpt:billing-rev2",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/admin-guide/billing",
      "title": "Abrechnung verwalten | MeinGPT Docs",
      "locator": "Workspace types; Business upgrade card; standard-model inclusion",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Self-service Business is EUR29 per user/month excluding VAT, billed monthly, with unlimited standard-model use; premium/reasoning, API and meeting-bot use are separately metered."
    },
    {
      "id": "dust:dust:fx-ecb",
      "productId": "dust",
      "kind": "documented",
      "url": "https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml",
      "title": "ECB historical euro reference rates",
      "locator": "Cube time=2026-10-20, USD and CHF",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "EUR 1 = USD 1.1215 = CHF 0.9237 on October 20, 2026."
    },
    {
      "id": "meingpt:meingpt:ecb-fx",
      "productId": "meingpt",
      "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": "meingpt:meingpt:billing",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/admin-guide/billing",
      "title": "Abrechnung verwalten | MeinGPT Docs",
      "locator": "Workspace types, trial differences and Business upgrade",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A separate Business offer includes standard models; the trial lasts 10 days with EUR 5 credit and no payment details."
    },
    {
      "id": "dust:dust:licence",
      "productId": "dust",
      "kind": "documented",
      "url": "https://github.com/dust-tt/dust/blob/2b1a4973af824f8ff970d585c5eb1f40ae76186c/LICENSE",
      "title": "Dust repository LICENSE at pinned commit",
      "locator": "Root LICENSE, MIT permission grant",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The pinned public repository root licence is MIT; hosted service terms and third-party components are separate."
    },
    {
      "id": "meingpt:meingpt:terms-20261026",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/agb",
      "title": "Allgemeine Geschäftsbedingungen | MeinGPT | KI-Use-Case-Plattform für den Mittelstand",
      "locator": "Sections 1a, 2, 3, 5 and final provisions",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "German commercial terms distinguish SaaS from contract-agreed on-premise deployment and describe subscriptions, export and termination."
    },
    {
      "id": "dust:dust:get-document",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/api-reference/datasources/retrieve-a-document-from-a-data-source",
      "title": "Retrieve a document from a data source",
      "locator": "Endpoint and response",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The API retrieves a source document; this does not establish a complete one-click tenant export."
    },
    {
      "id": "dust:dust:support",
      "productId": "dust",
      "kind": "documented",
      "url": "https://dust.tt/home/support",
      "title": "Dust Support",
      "locator": "Support channels",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The vendor provides public support entry points and community/documentation resources."
    },
    {
      "id": "meingpt:meingpt:status",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://status.meingpt.com/",
      "title": "status",
      "locator": "Platform component and incidents",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A public service-status page exposes incident history."
    },
    {
      "id": "dust:dust:rollout",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/getting-started/dust-rollout-guide/index",
      "title": "Dust Rollout Guide",
      "locator": "Rollout phases",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Public rollout guidance covers setup, launch, team education and measurement."
    },
    {
      "id": "dust:dust:training",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/getting-started/dust-rollout-guide/team-onboarding-material",
      "title": "Team onboarding material",
      "locator": "Training resources",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dust provides reusable team-onboarding material."
    },
    {
      "id": "dust:dust:r2-department-guides",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/getting-started/use-cases-and-guides/index.md",
      "title": "Dust Use Cases and Guides",
      "locator": "Use Cases by Department",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Public guides are organized by Sales, Support, Marketing, Engineering, Data, Knowledge, People, Product and Collaboration."
    },
    {
      "id": "dust:dust:r2-sales-guide",
      "productId": "dust",
      "kind": "documented",
      "url": "https://docs.dust.tt/docs/user-documentation/getting-started/use-cases-and-guides/sales.md",
      "title": "Dust Sales use-case guide",
      "locator": "Sales agent examples and build links",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The Sales guide provides concrete role-based agent examples; this is public learning material, not a contracted training entitlement."
    },
    {
      "id": "meingpt:meingpt:academy",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/platform/academy",
      "title": "Lernen & Entdecken | MeinGPT Docs",
      "locator": "Learning area content and personalization",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The learning area includes guided learning paths and business use cases."
    }
  ]
}
