{
  "schemaVersion": 1,
  "rubricVersion": "1.1",
  "kind": "pair",
  "slug": "dust-vs-swisscom-assistant",
  "canonicalUrl": "https://onaihq.com/compare/agents/dust-vs-swisscom-assistant/",
  "markdownUrl": "https://onaihq.com/compare/agents/dust-vs-swisscom-assistant/index.md",
  "dataUrl": "https://onaihq.com/compare/agents/dust-vs-swisscom-assistant/data.json",
  "generatedAt": "2026-10-27",
  "lastCheckedAt": "2026-10-21",
  "lastCrossCheckedAt": "2026-10-21",
  "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": "swisscom-assistant",
      "name": "Swisscom Swiss AI Assistant",
      "website": "https://www.swisscom.ch/en/business/sme/it-cloud/new-way-of-working/swiss-ai-assistant.html",
      "repository": null,
      "pageUrl": "https://onaihq.com/compare/agents/products/swisscom-assistant/",
      "lifecycle": {
        "status": "unknown",
        "note": null
      },
      "surfaces": [
        {
          "id": "web",
          "name": "Swiss AI Assistant browser workspace",
          "type": "web"
        }
      ],
      "sourcedClaimCount": 27,
      "statedByVendorCount": 0,
      "crossCheckedClaimCount": 27,
      "sourcedOnlyClaimCount": 0,
      "oldestCheckedAt": "2026-10-21",
      "lastCheckedAt": "2026-10-21"
    }
  ],
  "coverage": {
    "totalCriteria": 51,
    "sharedCrossCheckedCriteria": 26,
    "sharedSourcedCriteria": 26,
    "crossCheckedCriteriaByProduct": {
      "dust": 48,
      "swisscom-assistant": 27
    },
    "sourcedOnlyCriteriaByProduct": {
      "dust": 0,
      "swisscom-assistant": 0
    },
    "sourcedCriteriaByProduct": {
      "dust": 48,
      "swisscom-assistant": 27
    },
    "crossCheckedCriterionRows": 49,
    "sourcedOnlyCriterionRows": 0,
    "sourcedCriterionRows": 49,
    "statedByVendorRows": 0
  },
  "criteria": [
    {
      "id": "MOD-01",
      "title": "Model catalogue and providers",
      "group": {
        "id": 1,
        "name": "Models"
      },
      "judgment": "List each available model by provider and plan, including reasoning, fast and multimodal variants. Record whether the user picks the model, the product routes automatically, or both. A provider counts only if at least one of its current models is selectable on the scoped plan.",
      "questions": [
        {
          "id": "providers",
          "question": "Which model providers are available?"
        },
        {
          "id": "current_models",
          "question": "Which current models are selectable on this plan?"
        },
        {
          "id": "user_choice",
          "question": "Can users pick the model per chat?"
        },
        {
          "id": "auto_routing",
          "question": "Does the product route between models automatically, and is the chosen model shown?"
        },
        {
          "id": "multimodal_input",
          "question": "Which models accept images, audio or files?"
        }
      ],
      "products": [
        {
          "productId": "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:MOD-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The current offer lists a selectable catalogue of four open-model families.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Essential, Professional and Premium standard editions; separately quoted Custom; one-month Free Trial where stated",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland Swisscom Cloud; Free Trial Web Fetch can send URLs to an external EU provider",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Swiss AI Assistant browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "providers",
              "question": "Which model providers are available?",
              "support": "supported",
              "answer": "Named origins are OpenAI, Qwen, Mistral and Gemma. These are hosted open-model choices, not evidence of external provider API contracts.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer"
              ]
            },
            {
              "id": "current_models",
              "question": "Which current models are selectable on this plan?",
              "support": "supported",
              "answer": "FAQ names GPT OSS 120B, Qwen3.5 397B A17B, Mistral Small 4 119B and Gemma 4 31B as current choices.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer"
              ]
            },
            {
              "id": "user_choice",
              "question": "Can users pick the model per chat?",
              "support": "partial",
              "answer": "FAQ says the model can be chosen for the use case; per-chat switching behaviour was not observed.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer"
              ]
            },
            {
              "id": "auto_routing",
              "question": "Does the product route between models automatically, and is the chosen model shown?",
              "support": "unknown",
              "answer": "Does the product route between models automatically, and is the chosen model shown? Unknown. Automatic routing, per-chat selection persistence and a per-model image/audio/file matrix were not documented or tested.",
              "evidenceIds": []
            },
            {
              "id": "multimodal_input",
              "question": "Which models accept images, audio or files?",
              "support": "partial",
              "answer": "FAQ calls Qwen3.5 multimodal; factsheet includes image analysis and audio transcription across editions. Exact per-model input routing is not documented.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer",
                "swisscom-assistant:swisscom-assistant:factsheet"
              ]
            }
          ],
          "limitations": [
            "Automatic routing, per-chat selection persistence and a per-model image/audio/file matrix were not documented or tested."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swisscom-assistant:swisscom-assistant:offer",
            "swisscom-assistant:swisscom-assistant:factsheet"
          ]
        }
      ]
    },
    {
      "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:MOD-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": "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:MOD-03",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "MOD-04",
      "title": "Local and self-hosted models",
      "group": {
        "id": 1,
        "name": "Models"
      },
      "judgment": "Record support for models running in the customer's environment (vLLM, Ollama, TGI or similar) and which features work with them: chat, RAG, tools, embeddings. Distinguish a documented, supported route from a generic endpoint that happens to work.",
      "questions": [
        {
          "id": "self_hosted_chat",
          "question": "Can chat use a customer-hosted model?"
        },
        {
          "id": "self_hosted_embeddings",
          "question": "Can retrieval use customer-hosted embeddings?"
        },
        {
          "id": "feature_parity",
          "question": "Which features fail with self-hosted models?"
        },
        {
          "id": "vendor_hosted_open_models",
          "question": "Does the vendor host open-weight models in EU/CH?"
        }
      ],
      "products": [
        {
          "productId": "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:MOD-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Swisscom operates open models in Switzerland.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Essential, Professional and Premium standard editions; separately quoted Custom; one-month Free Trial where stated",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland Swisscom Cloud; Free Trial Web Fetch can send URLs to an external EU provider",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Swiss AI Assistant browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "self_hosted_chat",
              "question": "Can chat use a customer-hosted model?",
              "support": "unknown",
              "answer": "Can chat use a customer-hosted model? Unknown. Customer-hosted chat/embeddings, supported serving runtimes and non-vendor-model feature parity are not documented for Swiss AI Assistant.",
              "evidenceIds": []
            },
            {
              "id": "self_hosted_embeddings",
              "question": "Can retrieval use customer-hosted embeddings?",
              "support": "unknown",
              "answer": "Can retrieval use customer-hosted embeddings? Unknown. Customer-hosted chat/embeddings, supported serving runtimes and non-vendor-model feature parity are not documented for Swiss AI Assistant.",
              "evidenceIds": []
            },
            {
              "id": "feature_parity",
              "question": "Which features fail with self-hosted models?",
              "support": "unknown",
              "answer": "Which features fail with self-hosted models? Unknown. Customer-hosted chat/embeddings, supported serving runtimes and non-vendor-model feature parity are not documented for Swiss AI Assistant.",
              "evidenceIds": []
            },
            {
              "id": "vendor_hosted_open_models",
              "question": "Does the vendor host open-weight models in EU/CH?",
              "support": "supported",
              "answer": "The current model FAQ and launch announcement describe open models on Swisscom Swiss AI Platform with processing in its Swiss data centres.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer",
                "swisscom-assistant:swisscom-assistant:announcement"
              ]
            }
          ],
          "limitations": [
            "Customer-hosted chat/embeddings, supported serving runtimes and non-vendor-model feature parity are not documented for Swiss AI Assistant."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swisscom-assistant:swisscom-assistant:offer",
            "swisscom-assistant:swisscom-assistant:announcement"
          ]
        }
      ]
    },
    {
      "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:MOD-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Standard packages publish organisation-level monthly token allowances.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Essential, Professional and Premium standard editions; separately quoted Custom; one-month Free Trial where stated",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland Swisscom Cloud; Free Trial Web Fetch can send URLs to an external EU provider",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Swiss AI Assistant browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "model_allowlist_by_group",
              "question": "Can admins limit models per group?",
              "support": "unknown",
              "answer": "Can admins limit models per group? Unknown. Group allow-lists, content/model binding, admin defaults, per-user rate limits and behaviour after exhaustion or premium-model accounting are not specified.",
              "evidenceIds": []
            },
            {
              "id": "data_bound_models",
              "question": "Can admins restrict which models receive connector or knowledge content?",
              "support": "unknown",
              "answer": "Can admins restrict which models receive connector or knowledge content? Unknown. Group allow-lists, content/model binding, admin defaults, per-user rate limits and behaviour after exhaustion or premium-model accounting are not specified.",
              "evidenceIds": []
            },
            {
              "id": "default_model",
              "question": "Can admins set the default model?",
              "support": "unknown",
              "answer": "Can admins set the default model? Unknown. Group allow-lists, content/model binding, admin defaults, per-user rate limits and behaviour after exhaustion or premium-model accounting are not specified.",
              "evidenceIds": []
            },
            {
              "id": "user_limits",
              "question": "What per-user message or token limits apply, and are they published?",
              "support": "partial",
              "answer": "Essential 20m, Professional 75m and Premium 200m tokens/month per company. These are pooled company allowances, not documented per-user caps.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer",
                "swisscom-assistant:swisscom-assistant:factsheet"
              ]
            },
            {
              "id": "limit_behaviour",
              "question": "What happens when a limit is reached?",
              "support": "unknown",
              "answer": "What happens when a limit is reached? Unknown. Group allow-lists, content/model binding, admin defaults, per-user rate limits and behaviour after exhaustion or premium-model accounting are not specified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Group allow-lists, content/model binding, admin defaults, per-user rate limits and behaviour after exhaustion or premium-model accounting are not specified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swisscom-assistant:swisscom-assistant:offer",
            "swisscom-assistant:swisscom-assistant:factsheet"
          ]
        }
      ]
    },
    {
      "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:KNOW-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The factsheet lists document, image and audio analysis.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Essential, Professional and Premium standard editions; separately quoted Custom; one-month Free Trial where stated",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland Swisscom Cloud; Free Trial Web Fetch can send URLs to an external EU provider",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Swiss AI Assistant browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "formats",
              "question": "Which formats are accepted?",
              "support": "partial",
              "answer": "Lists PDF, Word, Excel, CSV, JSON, TXT and audio files, plus image analysis. Exact extensions and codec limits are not enumerated.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:factsheet"
              ]
            },
            {
              "id": "limits",
              "question": "What size and count limits apply per file and chat?",
              "support": "unknown",
              "answer": "What size and count limits apply per file and chat? Unknown. Storage quotas are per company, not per-file or per-chat limits. OCR, spreadsheet formula/table fidelity and whole-document versus chunked processing were not established; no upload fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "ocr",
              "question": "Are scanned PDFs read?",
              "support": "unknown",
              "answer": "Are scanned PDFs read? Unknown. Storage quotas are per company, not per-file or per-chat limits. OCR, spreadsheet formula/table fidelity and whole-document versus chunked processing were not established; no upload fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "spreadsheets",
              "question": "Are Excel tables read with structure intact?",
              "support": "unknown",
              "answer": "Are Excel tables read with structure intact? Unknown. Storage quotas are per company, not per-file or per-chat limits. OCR, spreadsheet formula/table fidelity and whole-document versus chunked processing were not established; no upload fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "full_vs_chunked",
              "question": "Is the whole file used or only retrieved parts, and does the user see which?",
              "support": "unknown",
              "answer": "Is the whole file used or only retrieved parts, and does the user see which? Unknown. Storage quotas are per company, not per-file or per-chat limits. OCR, spreadsheet formula/table fidelity and whole-document versus chunked processing were not established; no upload fixture was run.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Storage quotas are per company, not per-file or per-chat limits. OCR, spreadsheet formula/table fidelity and whole-document versus chunked processing were not established; no upload fixture was run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swisscom-assistant:swisscom-assistant:factsheet"
          ]
        }
      ]
    },
    {
      "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:KNOW-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Paid editions provide persistent document-backed personal assistants that can be shared.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Essential, Professional and Premium standard editions; separately quoted Custom; one-month Free Trial where stated",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland Swisscom Cloud; Free Trial Web Fetch can send URLs to an external EU provider",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Swiss AI Assistant browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "persistent_collections",
              "question": "Can users keep document collections across chats?",
              "support": "supported",
              "answer": "Users upload documents to assistants and retain chat histories; assistant storage persists across use.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can collections be shared with users, groups or the whole organisation?",
              "support": "partial",
              "answer": "Assistant sharing is included in paid editions; exact individual/group/organisation targeting is not specified.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer",
                "swisscom-assistant:swisscom-assistant:factsheet"
              ]
            },
            {
              "id": "size_limits",
              "question": "What are the collection limits?",
              "support": "partial",
              "answer": "Essential up to 3 assistants/user and 5 GB/customer; Professional 5 and 40 GB; Premium 7 and 150 GB. Per-collection file/count caps are not published.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer",
                "swisscom-assistant:swisscom-assistant:factsheet"
              ]
            },
            {
              "id": "assistant_binding",
              "question": "Can collections be bound to an assistant?",
              "support": "supported",
              "answer": "Employees build assistants with specific uploaded documents as their information sources.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer"
              ]
            }
          ],
          "limitations": [
            "Per-collection limits, shared-collection ownership and sharing-target controls need documentation or an authenticated tenant."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swisscom-assistant:swisscom-assistant:offer",
            "swisscom-assistant:swisscom-assistant:factsheet"
          ]
        }
      ]
    },
    {
      "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": "swisscom-assistant",
          "claimId": "swisscom-assistant: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": "swisscom-assistant",
          "claimId": "swisscom-assistant:KNOW-04",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "KNOW-05",
      "title": "Freshness and sync model",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "Record live (federated) search versus a copied index, sync interval, deletion propagation, and where the index is stored. Edit and delete one fixture document and record when answers change. A copied index adds storage location to DATA-01.",
      "questions": [
        {
          "id": "live_or_indexed",
          "question": "Is content searched live or copied into an index?"
        },
        {
          "id": "sync_interval",
          "question": "How often does an index refresh?"
        },
        {
          "id": "deletion_propagation",
          "question": "How quickly does a deleted document disappear?"
        },
        {
          "id": "index_location",
          "question": "Where is indexed content stored?"
        }
      ],
      "products": [
        {
          "productId": "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:KNOW-05",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "KNOW-06",
      "title": "Grounding and retrieval quality",
      "group": {
        "id": 2,
        "name": "Company knowledge"
      },
      "judgment": "Run the shared question set over the fixture corpus: factual lookups, cross-document questions, German document with an English question, a question with no answer in the corpus. Record citation presence, link accuracy, correct answers and refusals to invent. Disclose model, settings, attempt count and failures. Single runs support a case study, not a ranking.",
      "questions": [
        {
          "id": "citations",
          "question": "Are answers linked to specific sources?"
        },
        {
          "id": "citation_accuracy",
          "question": "Do the cited passages support the answer?"
        },
        {
          "id": "cross_language",
          "question": "Does a question in one language find documents in another?"
        },
        {
          "id": "no_answer_behaviour",
          "question": "Does it say when the corpus has no answer?"
        },
        {
          "id": "observed_accuracy",
          "question": "How many of the question set were answered correctly?"
        }
      ],
      "products": [
        {
          "productId": "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:KNOW-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The basic-feature list advertises source references; citation accuracy was not tested.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Essential, Professional and Premium standard editions; separately quoted Custom; one-month Free Trial where stated",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland Swisscom Cloud; Free Trial Web Fetch can send URLs to an external EU provider",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Swiss AI Assistant browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "citations",
              "question": "Are answers linked to specific sources?",
              "support": "partial",
              "answer": "Transparent source references are listed as a basic feature; passage granularity was not established.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer"
              ]
            },
            {
              "id": "citation_accuracy",
              "question": "Do the cited passages support the answer?",
              "support": "unknown",
              "answer": "Do the cited passages support the answer? Unknown. No shared DE/FR/EN corpus was loaded. Citation correctness, cross-language recall, refusal for unanswered questions and question-set accuracy remain untested. The guide recommends refusal instructions without proving enforced behaviour.",
              "evidenceIds": []
            },
            {
              "id": "cross_language",
              "question": "Does a question in one language find documents in another?",
              "support": "unknown",
              "answer": "Does a question in one language find documents in another? Unknown. No shared DE/FR/EN corpus was loaded. Citation correctness, cross-language recall, refusal for unanswered questions and question-set accuracy remain untested. The guide recommends refusal instructions without proving enforced behaviour.",
              "evidenceIds": []
            },
            {
              "id": "no_answer_behaviour",
              "question": "Does it say when the corpus has no answer?",
              "support": "unknown",
              "answer": "Does it say when the corpus has no answer? Unknown. No shared DE/FR/EN corpus was loaded. Citation correctness, cross-language recall, refusal for unanswered questions and question-set accuracy remain untested. The guide recommends refusal instructions without proving enforced behaviour.",
              "evidenceIds": []
            },
            {
              "id": "observed_accuracy",
              "question": "How many of the question set were answered correctly?",
              "support": "unknown",
              "answer": "How many of the question set were answered correctly? Unknown. No shared DE/FR/EN corpus was loaded. Citation correctness, cross-language recall, refusal for unanswered questions and question-set accuracy remain untested. The guide recommends refusal instructions without proving enforced behaviour.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "No shared DE/FR/EN corpus was loaded. Citation correctness, cross-language recall, refusal for unanswered questions and question-set accuracy remain untested. The guide recommends refusal instructions without proving enforced behaviour."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swisscom-assistant:swisscom-assistant:offer"
          ]
        }
      ]
    },
    {
      "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:KNOW-07",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "AGT-01",
      "title": "Custom assistants",
      "group": {
        "id": 3,
        "name": "Assistants and agents"
      },
      "judgment": "Record creation of assistants with instructions, model, knowledge and tools; who can create; sharing scope; versioning; and an internal catalogue or directory. Build one HR policy assistant on the fixture and share it with one group. Prompt templates and a prompt library are recorded here.",
      "questions": [
        {
          "id": "create_assistants",
          "question": "Can users create assistants with instructions, knowledge and tools?"
        },
        {
          "id": "creator_permissions",
          "question": "Can admins limit who creates them?"
        },
        {
          "id": "sharing_scope",
          "question": "Can assistants be shared with users, groups or everyone?"
        },
        {
          "id": "catalogue",
          "question": "Is there an internal assistant directory?"
        },
        {
          "id": "prompt_library",
          "question": "Are shared prompt templates available?"
        }
      ],
      "products": [
        {
          "productId": "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:AGT-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Users create named assistants from documents and system instructions, with starter prompts and sharing.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Essential, Professional and Premium standard editions; separately quoted Custom; one-month Free Trial where stated",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland Swisscom Cloud; Free Trial Web Fetch can send URLs to an external EU provider",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Swiss AI Assistant browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "create_assistants",
              "question": "Can users create assistants with instructions, knowledge and tools?",
              "support": "partial",
              "answer": "The guide describes a named assistant, description, system prompt and uploaded documents. External tool assignment is not specified.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:guide"
              ]
            },
            {
              "id": "creator_permissions",
              "question": "Can admins limit who creates them?",
              "support": "unknown",
              "answer": "Can admins limit who creates them? Unknown. Creator restrictions, directory/catalogue, assistant versioning, tool assignment and precise sharing scope were not documented or tested.",
              "evidenceIds": []
            },
            {
              "id": "sharing_scope",
              "question": "Can assistants be shared with users, groups or everyone?",
              "support": "partial",
              "answer": "Users can share assistants with colleagues; exact user/group/company scope is not specified.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer",
                "swisscom-assistant:swisscom-assistant:guide"
              ]
            },
            {
              "id": "catalogue",
              "question": "Is there an internal assistant directory?",
              "support": "unknown",
              "answer": "Is there an internal assistant directory? Unknown. Creator restrictions, directory/catalogue, assistant versioning, tool assignment and precise sharing scope were not documented or tested.",
              "evidenceIds": []
            },
            {
              "id": "prompt_library",
              "question": "Are shared prompt templates available?",
              "support": "partial",
              "answer": "Assistant conversation starters can store example prompts. An organisation-managed shared prompt library is unverified.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:guide"
              ]
            }
          ],
          "limitations": [
            "Creator restrictions, directory/catalogue, assistant versioning, tool assignment and precise sharing scope were not documented or tested."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swisscom-assistant:swisscom-assistant:guide",
            "swisscom-assistant:swisscom-assistant:offer"
          ]
        }
      ]
    },
    {
      "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:AGT-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Standard editions include Web Fetch, with published request allowances.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Essential, Professional and Premium standard editions; separately quoted Custom; one-month Free Trial where stated",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland Swisscom Cloud; Free Trial Web Fetch can send URLs to an external EU provider",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Swiss AI Assistant browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "builtin_tools",
              "question": "Which tools are built in?",
              "support": "supported",
              "answer": "Processing web content via Web Fetch is included: 500 requests/month Essential, 2,000 Professional and 5,000 Premium; Custom is tailored.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:factsheet"
              ]
            },
            {
              "id": "custom_actions",
              "question": "Can admins add API actions?",
              "support": "unknown",
              "answer": "Can admins add API actions? Unknown. Custom API actions, MCP client support, local/remote server controls, tool OAuth/shared-account identity and action approvals are not documented.",
              "evidenceIds": []
            },
            {
              "id": "mcp_client",
              "question": "Can it use remote MCP servers, and with what admin control?",
              "support": "unknown",
              "answer": "Can it use remote MCP servers, and with what admin control? Unknown. Custom API actions, MCP client support, local/remote server controls, tool OAuth/shared-account identity and action approvals are not documented.",
              "evidenceIds": []
            },
            {
              "id": "tool_auth",
              "question": "Do tools act as the user or as a shared account?",
              "support": "unknown",
              "answer": "Do tools act as the user or as a shared account? Unknown. Custom API actions, MCP client support, local/remote server controls, tool OAuth/shared-account identity and action approvals are not documented.",
              "evidenceIds": []
            },
            {
              "id": "tool_approval",
              "question": "Can admins approve or block tools, and can users confirm actions before they run?",
              "support": "unknown",
              "answer": "Can admins approve or block tools, and can users confirm actions before they run? Unknown. Custom API actions, MCP client support, local/remote server controls, tool OAuth/shared-account identity and action approvals are not documented.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Custom API actions, MCP client support, local/remote server controls, tool OAuth/shared-account identity and action approvals are not documented."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swisscom-assistant:swisscom-assistant:factsheet"
          ]
        }
      ]
    },
    {
      "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:AGT-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Web search is a paid Custom option; standard Web Fetch is a different feature.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Essential, Professional and Premium standard editions; separately quoted Custom; one-month Free Trial where stated",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland Swisscom Cloud; Free Trial Web Fetch can send URLs to an external EU provider",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Swiss AI Assistant browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "web_search",
              "question": "Is web search available?",
              "support": "supported",
              "answer": "Factsheet explicitly marks Web Search unavailable in Essential/Professional/Premium and available for an additional charge in Custom.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:factsheet"
              ]
            },
            {
              "id": "admin_toggle",
              "question": "Can admins disable it per organisation or group?",
              "support": "unknown",
              "answer": "Can admins disable it per organisation or group? Unknown. Search provider/region, admin organisation/group control, multi-step report research and search citation behaviour are not specified. Trial terms identify an unnamed EU Web Fetch provider, not a search engine.",
              "evidenceIds": []
            },
            {
              "id": "search_provider",
              "question": "Which search provider handles queries, and where?",
              "support": "unknown",
              "answer": "Which search provider handles queries, and where? Unknown. Search provider/region, admin organisation/group control, multi-step report research and search citation behaviour are not specified. Trial terms identify an unnamed EU Web Fetch provider, not a search engine.",
              "evidenceIds": []
            },
            {
              "id": "deep_research",
              "question": "Is multi-step research with a report available?",
              "support": "unknown",
              "answer": "Is multi-step research with a report available? Unknown. Search provider/region, admin organisation/group control, multi-step report research and search citation behaviour are not specified. Trial terms identify an unnamed EU Web Fetch provider, not a search engine.",
              "evidenceIds": []
            },
            {
              "id": "web_citations",
              "question": "Are web sources cited?",
              "support": "unknown",
              "answer": "Are web sources cited? Unknown. Search provider/region, admin organisation/group control, multi-step report research and search citation behaviour are not specified. Trial terms identify an unnamed EU Web Fetch provider, not a search engine.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Search provider/region, admin organisation/group control, multi-step report research and search citation behaviour are not specified. Trial terms identify an unnamed EU Web Fetch provider, not a search engine."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swisscom-assistant:swisscom-assistant:factsheet"
          ]
        }
      ]
    },
    {
      "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:AGT-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Workflow automation is listed as a paid Custom option.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Essential, Professional and Premium standard editions; separately quoted Custom; one-month Free Trial where stated",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland Swisscom Cloud; Free Trial Web Fetch can send URLs to an external EU provider",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Swiss AI Assistant browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "workflow_builder",
              "question": "Is there a workflow or chain builder?",
              "support": "partial",
              "answer": "Factsheet marks workflow automation unavailable on standard editions and chargeable in Custom. A customer-configurable builder is not described.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:factsheet"
              ]
            },
            {
              "id": "scheduled_tasks",
              "question": "Can prompts or assistants run on a schedule?",
              "support": "unknown",
              "answer": "Can prompts or assistants run on a schedule? Unknown. Builder audience, schedules, external triggers and where workflows execute are not documented. The separate GenAI Studio platform is not assumed to be bundled.",
              "evidenceIds": []
            },
            {
              "id": "event_triggers",
              "question": "Can external events start a workflow?",
              "support": "unknown",
              "answer": "Can external events start a workflow? Unknown. Builder audience, schedules, external triggers and where workflows execute are not documented. The separate GenAI Studio platform is not assumed to be bundled.",
              "evidenceIds": []
            },
            {
              "id": "builder_audience",
              "question": "Is building aimed at business users, IT or developers?",
              "support": "unknown",
              "answer": "Is building aimed at business users, IT or developers? Unknown. Builder audience, schedules, external triggers and where workflows execute are not documented. The separate GenAI Studio platform is not assumed to be bundled.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Builder audience, schedules, external triggers and where workflows execute are not documented. The separate GenAI Studio platform is not assumed to be bundled."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swisscom-assistant:swisscom-assistant:factsheet"
          ]
        }
      ]
    },
    {
      "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:AGT-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "AI agents are listed as a paid Custom option.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Essential, Professional and Premium standard editions; separately quoted Custom; one-month Free Trial where stated",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland Swisscom Cloud; Free Trial Web Fetch can send URLs to an external EU provider",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Swiss AI Assistant browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "agent_mode",
              "question": "Is there an agent mode for multi-step tasks?",
              "support": "partial",
              "answer": "Factsheet marks AI agents unavailable on standard editions and chargeable in Custom; task/tool scope is not specified.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:factsheet"
              ]
            },
            {
              "id": "visible_steps",
              "question": "Are steps and tool calls shown?",
              "support": "unknown",
              "answer": "Are steps and tool calls shown? Unknown. Visible plans/tool calls, confirmation of side effects, stop controls and actual task execution were not established.",
              "evidenceIds": []
            },
            {
              "id": "side_effect_confirmation",
              "question": "Must the user confirm actions with side effects?",
              "support": "unknown",
              "answer": "Must the user confirm actions with side effects? Unknown. Visible plans/tool calls, confirmation of side effects, stop controls and actual task execution were not established.",
              "evidenceIds": []
            },
            {
              "id": "stop_control",
              "question": "Can the user stop a running task?",
              "support": "unknown",
              "answer": "Can the user stop a running task? Unknown. Visible plans/tool calls, confirmation of side effects, stop controls and actual task execution were not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Visible plans/tool calls, confirmation of side effects, stop controls and actual task execution were not established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swisscom-assistant:swisscom-assistant:factsheet"
          ]
        }
      ]
    },
    {
      "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:AGT-06",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "WORK-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": "swisscom-assistant",
          "claimId": "swisscom-assistant:WORK-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A browser-accessed company chatbot with Swisscom Login is offered.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Essential, Professional and Premium standard editions; separately quoted Custom; one-month Free Trial where stated",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland Swisscom Cloud; Free Trial Web Fetch can send URLs to an external EU provider",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Swiss AI Assistant browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "web",
              "question": "Is a full web client available?",
              "support": "supported",
              "answer": "The offer links activation through My Swisscom Business and describes an online company chatbot; browser access is shown by the published workspace material.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer"
              ]
            },
            {
              "id": "desktop_apps",
              "question": "Windows and macOS apps?",
              "support": "unknown",
              "answer": "Windows and macOS apps? Unknown. Native Windows/macOS or iOS/Android apps, extension/sidebar, MDM configuration and mobile feature parity are not documented for this business Assistant. The separate consumer myAI product is excluded.",
              "evidenceIds": []
            },
            {
              "id": "mobile_apps",
              "question": "iOS and Android apps with SSO?",
              "support": "unknown",
              "answer": "iOS and Android apps with SSO? Unknown. Native Windows/macOS or iOS/Android apps, extension/sidebar, MDM configuration and mobile feature parity are not documented for this business Assistant. The separate consumer myAI product is excluded.",
              "evidenceIds": []
            },
            {
              "id": "browser_extension",
              "question": "Is there a browser extension or sidebar?",
              "support": "unknown",
              "answer": "Is there a browser extension or sidebar? Unknown. Native Windows/macOS or iOS/Android apps, extension/sidebar, MDM configuration and mobile feature parity are not documented for this business Assistant. The separate consumer myAI product is excluded.",
              "evidenceIds": []
            },
            {
              "id": "managed_deployment",
              "question": "Can IT deploy and configure clients through MDM?",
              "support": "unknown",
              "answer": "Can IT deploy and configure clients through MDM? Unknown. Native Windows/macOS or iOS/Android apps, extension/sidebar, MDM configuration and mobile feature parity are not documented for this business Assistant. The separate consumer myAI product is excluded.",
              "evidenceIds": []
            },
            {
              "id": "client_feature_gaps",
              "question": "Which features are missing on mobile?",
              "support": "unknown",
              "answer": "Which features are missing on mobile? Unknown. Native Windows/macOS or iOS/Android apps, extension/sidebar, MDM configuration and mobile feature parity are not documented for this business Assistant. The separate consumer myAI product is excluded.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Native Windows/macOS or iOS/Android apps, extension/sidebar, MDM configuration and mobile feature parity are not documented for this business Assistant. The separate consumer myAI product is excluded."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swisscom-assistant:swisscom-assistant:offer"
          ]
        }
      ]
    },
    {
      "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:WORK-02",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "WORK-03",
      "title": "Translation and writing",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record document translation preserving layout, the translation engine (LLM or dedicated such as DeepL), glossaries, formality control, supported languages including Swiss German conventions (no ß), and rewriting/proofreading tools. Translate the shared German contract into French and Italian and record layout and glossary results.",
      "questions": [
        {
          "id": "document_translation",
          "question": "Can whole documents be translated with formatting kept?"
        },
        {
          "id": "translation_engine",
          "question": "Which engine translates?"
        },
        {
          "id": "glossaries",
          "question": "Are company glossaries supported?"
        },
        {
          "id": "formality_and_variants",
          "question": "Can formality and regional variants (de-CH) be set?"
        },
        {
          "id": "writing_tools",
          "question": "Are dedicated rewrite and proofreading tools available?"
        }
      ],
      "products": [
        {
          "productId": "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:WORK-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Basic text translation and rewriting are advertised; de-CH/formality can be requested in assistant instructions.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Essential, Professional and Premium standard editions; separately quoted Custom; one-month Free Trial where stated",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland Swisscom Cloud; Free Trial Web Fetch can send URLs to an external EU provider",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Swiss AI Assistant browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "document_translation",
              "question": "Can whole documents be translated with formatting kept?",
              "support": "unknown",
              "answer": "Can whole documents be translated with formatting kept? Unknown. Whole-document formatting, glossaries, enforced de-CH controls and translation quality on the shared contract fixture were not established.",
              "evidenceIds": []
            },
            {
              "id": "translation_engine",
              "question": "Which engine translates?",
              "support": "partial",
              "answer": "Product describes AI text translation and rewriting using its LLM chatbot; no separate translation service is named.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer"
              ]
            },
            {
              "id": "glossaries",
              "question": "Are company glossaries supported?",
              "support": "unknown",
              "answer": "Are company glossaries supported? Unknown. Whole-document formatting, glossaries, enforced de-CH controls and translation quality on the shared contract fixture were not established.",
              "evidenceIds": []
            },
            {
              "id": "formality_and_variants",
              "question": "Can formality and regional variants (de-CH) be set?",
              "support": "partial",
              "answer": "Guide shows assistant instructions for Swiss spelling, ss instead of ß and informal/formal address. This is prompt guidance, not an enforced locale control.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:guide"
              ]
            },
            {
              "id": "writing_tools",
              "question": "Are dedicated rewrite and proofreading tools available?",
              "support": "supported",
              "answer": "Translate, rewrite, summarise and create text are advertised across the basic service.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer"
              ]
            }
          ],
          "limitations": [
            "Whole-document formatting, glossaries, enforced de-CH controls and translation quality on the shared contract fixture were not established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swisscom-assistant:swisscom-assistant:offer",
            "swisscom-assistant:swisscom-assistant:guide"
          ]
        }
      ]
    },
    {
      "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:WORK-04",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "WORK-05",
      "title": "Voice and meetings",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record dictation, read-aloud, live voice conversation, meeting transcription and summarisation, supported languages including Swiss German speech, and where audio is processed.",
      "questions": [
        {
          "id": "dictation",
          "question": "Can users dictate prompts?"
        },
        {
          "id": "read_aloud",
          "question": "Can answers be read aloud?"
        },
        {
          "id": "voice_conversation",
          "question": "Is a live voice mode available?"
        },
        {
          "id": "meeting_summaries",
          "question": "Are meetings transcribed and summarised?"
        },
        {
          "id": "swiss_german_speech",
          "question": "Is Swiss German speech recognised?"
        }
      ],
      "products": [
        {
          "productId": "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:WORK-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The factsheet includes voice input and audio transcription in all paid editions.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Essential, Professional and Premium standard editions; separately quoted Custom; one-month Free Trial where stated",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland Swisscom Cloud; Free Trial Web Fetch can send URLs to an external EU provider",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Swiss AI Assistant browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "dictation",
              "question": "Can users dictate prompts?",
              "support": "supported",
              "answer": "Voice input is included across Essential, Professional, Premium and Custom.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:factsheet"
              ]
            },
            {
              "id": "read_aloud",
              "question": "Can answers be read aloud?",
              "support": "unknown",
              "answer": "Can answers be read aloud? Unknown. Read-aloud, live two-way voice, speech languages including Swiss German and meeting-specific limits were not documented or tested.",
              "evidenceIds": []
            },
            {
              "id": "voice_conversation",
              "question": "Is a live voice mode available?",
              "support": "unknown",
              "answer": "Is a live voice mode available? Unknown. Read-aloud, live two-way voice, speech languages including Swiss German and meeting-specific limits were not documented or tested.",
              "evidenceIds": []
            },
            {
              "id": "meeting_summaries",
              "question": "Are meetings transcribed and summarised?",
              "support": "partial",
              "answer": "Audio files and transcription are listed; product use cases mention meeting summaries. A live meeting bot, recording method and summary workflow are not specified.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer",
                "swisscom-assistant:swisscom-assistant:factsheet"
              ]
            },
            {
              "id": "swiss_german_speech",
              "question": "Is Swiss German speech recognised?",
              "support": "unknown",
              "answer": "Is Swiss German speech recognised? Unknown. Read-aloud, live two-way voice, speech languages including Swiss German and meeting-specific limits were not documented or tested.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Read-aloud, live two-way voice, speech languages including Swiss German and meeting-specific limits were not documented or tested."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swisscom-assistant:swisscom-assistant:factsheet",
            "swisscom-assistant:swisscom-assistant:offer"
          ]
        }
      ]
    },
    {
      "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:WORK-06",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "WORK-07",
      "title": "Sharing and team spaces",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record chat sharing (link, user, group), shared projects or team spaces, channels or group chat with AI, and commenting. Test sharing a chat with a colleague in another group and record what the recipient sees, including knowledge they lack access to.",
      "questions": [
        {
          "id": "share_chats",
          "question": "Can chats be shared inside the organisation?"
        },
        {
          "id": "team_spaces",
          "question": "Are shared projects or workspaces available?"
        },
        {
          "id": "group_chat",
          "question": "Can several people chat together with the AI?"
        },
        {
          "id": "share_permission_boundary",
          "question": "Does sharing respect the recipient's access to sources?"
        }
      ],
      "products": [
        {
          "productId": "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:WORK-07",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "WORK-08",
      "title": "Interface languages and accessibility",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record UI languages, focusing on German, French, Italian and English, with translation quality observed (complete, partial, machine-translated). Record response language handling and WCAG conformance statements.",
      "questions": [
        {
          "id": "ui_languages",
          "question": "Which UI languages are offered?"
        },
        {
          "id": "dach_language_quality",
          "question": "Are German, French and Italian UIs complete and natural?"
        },
        {
          "id": "accessibility_statement",
          "question": "Is there a WCAG conformance statement?"
        },
        {
          "id": "admin_ui_languages",
          "question": "Is the admin interface available in German?"
        }
      ],
      "products": [
        {
          "productId": "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:WORK-08",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "ADM-01",
      "title": "Single sign-on and authentication",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record SAML, OIDC, Microsoft Entra ID, Google, LDAP, MFA enforcement, conditional-access compatibility, domain verification and plan restrictions. Test one SSO login on a trial where possible.",
      "questions": [
        {
          "id": "sso_protocols",
          "question": "Which SSO protocols and identity providers work?"
        },
        {
          "id": "sso_plan",
          "question": "Which plan includes SSO?"
        },
        {
          "id": "mfa",
          "question": "Can MFA be enforced?"
        },
        {
          "id": "conditional_access",
          "question": "Do Entra conditional-access policies apply?"
        },
        {
          "id": "domain_capture",
          "question": "Can the company claim its email domain?"
        }
      ],
      "products": [
        {
          "productId": "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:ADM-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Swisscom Login is required; enterprise SSO is a paid Custom option.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Essential, Professional and Premium standard editions; separately quoted Custom; one-month Free Trial where stated",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland Swisscom Cloud; Free Trial Web Fetch can send URLs to an external EU provider",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Swiss AI Assistant browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "sso_protocols",
              "question": "Which SSO protocols and identity providers work?",
              "support": "partial",
              "answer": "Basic access requires a valid Swisscom Login. Custom SSO is listed but SAML/OIDC/IdP support is not specified.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer",
                "swisscom-assistant:swisscom-assistant:factsheet",
                "swisscom-assistant:swisscom-assistant:trial-terms"
              ]
            },
            {
              "id": "sso_plan",
              "question": "Which plan includes SSO?",
              "support": "supported",
              "answer": "Factsheet explicitly marks SSO unavailable on standard paid editions and chargeable in Custom.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:factsheet"
              ]
            },
            {
              "id": "mfa",
              "question": "Can MFA be enforced?",
              "support": "unknown",
              "answer": "Can MFA be enforced? Unknown. MFA enforcement, conditional access, domain capture, SSO protocols and Custom identity-provider configuration are not documented.",
              "evidenceIds": []
            },
            {
              "id": "conditional_access",
              "question": "Do Entra conditional-access policies apply?",
              "support": "unknown",
              "answer": "Do Entra conditional-access policies apply? Unknown. MFA enforcement, conditional access, domain capture, SSO protocols and Custom identity-provider configuration are not documented.",
              "evidenceIds": []
            },
            {
              "id": "domain_capture",
              "question": "Can the company claim its email domain?",
              "support": "unknown",
              "answer": "Can the company claim its email domain? Unknown. MFA enforcement, conditional access, domain capture, SSO protocols and Custom identity-provider configuration are not documented.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "MFA enforcement, conditional access, domain capture, SSO protocols and Custom identity-provider configuration are not documented."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swisscom-assistant:swisscom-assistant:offer",
            "swisscom-assistant:swisscom-assistant:factsheet",
            "swisscom-assistant:swisscom-assistant:trial-terms"
          ]
        }
      ]
    },
    {
      "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:ADM-02",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "ADM-03",
      "title": "Roles, groups and feature permissions",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record admin roles, delegated admins, groups, per-feature permissions (web search, image generation, connectors, file upload, agents), separation of subsidiaries or departments, and enforcement. Test one disabled feature for one group.",
      "questions": [
        {
          "id": "admin_roles",
          "question": "Which admin roles exist, and can admin rights be delegated?"
        },
        {
          "id": "groups",
          "question": "Can permissions be set per group?"
        },
        {
          "id": "feature_toggles",
          "question": "Which features can be switched on or off per group?"
        },
        {
          "id": "multi_entity",
          "question": "Can subsidiaries or departments be separated within one contract?"
        }
      ],
      "products": [
        {
          "productId": "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:ADM-03",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "ADM-04",
      "title": "Usage and adoption analytics",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record dashboards for active users, usage by feature, model, group and assistant, export, and privacy controls (aggregation, pseudonymisation, works-council-friendly settings). Distinguish aggregate adoption metrics from per-person monitoring.",
      "questions": [
        {
          "id": "adoption_dashboard",
          "question": "Is there an adoption dashboard?"
        },
        {
          "id": "breakdowns",
          "question": "Can usage be broken down by group, model, feature and assistant?"
        },
        {
          "id": "export",
          "question": "Can usage data be exported?"
        },
        {
          "id": "privacy_modes",
          "question": "Can per-person reporting be limited or pseudonymised?"
        }
      ],
      "products": [
        {
          "productId": "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:ADM-04",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "ADM-05",
      "title": "Spend controls and cost allocation",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record cost visibility per user, group and cost centre, budgets and their behaviour (alert, block, downgrade model), pooled credits, and chargeback exports. Test a small budget on a trial where possible. Distinguish billed amounts, estimates and unavailable amounts.",
      "questions": [
        {
          "id": "cost_visibility",
          "question": "Can admins see cost or consumption per user and group?"
        },
        {
          "id": "budgets",
          "question": "Can budgets be set per user or group?"
        },
        {
          "id": "budget_enforcement",
          "question": "Does reaching a budget alert, block or downgrade?"
        },
        {
          "id": "chargeback",
          "question": "Can costs be exported per cost centre?"
        }
      ],
      "products": [
        {
          "productId": "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:ADM-05",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:ADM-06",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "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": "swisscom-assistant",
          "claimId": "swisscom-assistant: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": "swisscom-assistant",
          "claimId": "swisscom-assistant:ADM-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Custom guardrails are marketed; trial users accept vendor usage terms at login.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Essential, Professional and Premium standard editions; separately quoted Custom; one-month Free Trial where stated",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland Swisscom Cloud; Free Trial Web Fetch can send URLs to an external EU provider",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Swiss AI Assistant browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "org_instructions",
              "question": "Can admins set organisation-wide instructions?",
              "support": "unknown",
              "answer": "Can admins set organisation-wide instructions? Unknown. Organisation system instructions, configurable filter policies, violation reports and a customer-specific acknowledgement flow are not documented. Assistant prompts are a separate capability.",
              "evidenceIds": []
            },
            {
              "id": "usage_notice",
              "question": "Can users be required to accept a usage policy?",
              "support": "partial",
              "answer": "Free Trial B.3 states user usage terms are displayed at login and accepted by use. A customer-authored policy/explicit acknowledgement control is not specified.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:trial-terms"
              ]
            },
            {
              "id": "content_filters",
              "question": "Are content filters configurable?",
              "support": "unknown",
              "answer": "Are content filters configurable? Unknown. Organisation system instructions, configurable filter policies, violation reports and a customer-specific acknowledgement flow are not documented. Assistant prompts are a separate capability.",
              "evidenceIds": []
            },
            {
              "id": "violation_reporting",
              "question": "Are policy hits visible to admins?",
              "support": "unknown",
              "answer": "Are policy hits visible to admins? Unknown. Organisation system instructions, configurable filter policies, violation reports and a customer-specific acknowledgement flow are not documented. Assistant prompts are a separate capability.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Organisation system instructions, configurable filter policies, violation reports and a customer-specific acknowledgement flow are not documented. Assistant prompts are a separate capability."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swisscom-assistant:swisscom-assistant:trial-terms"
          ]
        }
      ]
    },
    {
      "id": "DATA-01",
      "title": "Hosting location and data residency",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record country or region separately for chat storage, files and indexes, model inference, backups, logs and telemetry, and support access. Name the cloud provider. Record whether residency is default, a paid option or plan-dependent. \"EU data boundary\" programmes are recorded with their documented exceptions.",
      "questions": [
        {
          "id": "storage_region",
          "question": "Where are chats, files and indexes stored?"
        },
        {
          "id": "inference_region",
          "question": "Where do model calls run, per provider?"
        },
        {
          "id": "backups_logs_region",
          "question": "Where are backups, logs and telemetry?"
        },
        {
          "id": "support_access_region",
          "question": "From where can vendor staff access data?"
        },
        {
          "id": "swiss_hosting",
          "question": "Is Swiss hosting available?"
        },
        {
          "id": "residency_plan",
          "question": "Which plan or option provides residency?"
        }
      ],
      "products": [
        {
          "productId": "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:DATA-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Swisscom describes Swiss storage and inference; trial Web Fetch may send URLs to an EU third party.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Essential, Professional and Premium standard editions; separately quoted Custom; one-month Free Trial where stated",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland Swisscom Cloud; Free Trial Web Fetch can send URLs to an external EU provider",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Swiss AI Assistant browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "storage_region",
              "question": "Where are chats, files and indexes stored?",
              "support": "partial",
              "answer": "Trial terms C.8 locate Swiss AI Platform and related login/chat/usage databases at Swisscom data centres in Switzerland. Paid offer also claims all customer data stored in Switzerland; file/index topology is unspecified.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer",
                "swisscom-assistant:swisscom-assistant:trial-terms"
              ]
            },
            {
              "id": "inference_region",
              "question": "Where do model calls run, per provider?",
              "support": "supported",
              "answer": "Swiss AI Platform processing is exclusively in Swisscom Swiss data centres under trial C.8; current paid offer claims Swiss storage and processing. These are hosted open models, not calls to their originating providers.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:trial-terms",
                "swisscom-assistant:swisscom-assistant:offer"
              ]
            },
            {
              "id": "backups_logs_region",
              "question": "Where are backups, logs and telemetry?",
              "support": "unknown",
              "answer": "Where are backups, logs and telemetry? Unknown. Backups, logs/telemetry breakdown, index placement, full staff-access geography and paid/Custom Web Fetch exception terms are not established. Blanket Swiss-only wording needs the trial Web Fetch qualification.",
              "evidenceIds": []
            },
            {
              "id": "support_access_region",
              "question": "From where can vendor staff access data?",
              "support": "partial",
              "answer": "Factsheet advertises support directly from Switzerland. This does not establish every staff access location or privileged-support boundary.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:factsheet"
              ]
            },
            {
              "id": "swiss_hosting",
              "question": "Is Swiss hosting available?",
              "support": "supported",
              "answer": "Swisscom Cloud in Switzerland is the stated hosting for this Assistant.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer",
                "swisscom-assistant:swisscom-assistant:factsheet"
              ]
            },
            {
              "id": "residency_plan",
              "question": "Which plan or option provides residency?",
              "support": "partial",
              "answer": "Swiss hosting is advertised for all editions. Free Trial C.8 explicitly permits Web Fetch to transmit referenced URLs to an unnamed external EU provider. Custom search data flows were not documented.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer",
                "swisscom-assistant:swisscom-assistant:trial-terms"
              ]
            }
          ],
          "limitations": [
            "Backups, logs/telemetry breakdown, index placement, full staff-access geography and paid/Custom Web Fetch exception terms are not established. Blanket Swiss-only wording needs the trial Web Fetch qualification."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swisscom-assistant:swisscom-assistant:offer",
            "swisscom-assistant:swisscom-assistant:trial-terms",
            "swisscom-assistant:swisscom-assistant:factsheet"
          ]
        }
      ]
    },
    {
      "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:DATA-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": "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:DATA-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Trial terms prohibit training on submitted data; the paid offer repeats the no-training claim.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Essential, Professional and Premium standard editions; separately quoted Custom; one-month Free Trial where stated",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland Swisscom Cloud; Free Trial Web Fetch can send URLs to an external EU provider",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Swiss AI Assistant browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "vendor_training",
              "question": "Does the vendor train on customer content?",
              "support": "supported",
              "answer": "Trial C.9 limits submitted data to its requested purpose and forbids training/developing the LLM. Paid offer makes the same claim but no paid DPA was retrieved.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:trial-terms",
                "swisscom-assistant:swisscom-assistant:offer"
              ]
            },
            {
              "id": "provider_training",
              "question": "Do model providers train on it under this product's contracts?",
              "support": "partial",
              "answer": "Trial C.8 uses publicly available unchanged open models on Swisscom infrastructure. Data training by external model providers is not described; paid page says no company-data model training.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:trial-terms",
                "swisscom-assistant:swisscom-assistant:offer"
              ]
            },
            {
              "id": "provider_retention",
              "question": "How long do model providers keep prompts, including for abuse monitoring?",
              "support": "unknown",
              "answer": "How long do model providers keep prompts, including for abuse monitoring? Unknown. Provider retention/abuse monitoring, zero retention and staff content-review conditions are not specified. Locally hosted model weights do not establish a zero-retention contract.",
              "evidenceIds": []
            },
            {
              "id": "zero_retention",
              "question": "Is zero data retention available, and on which plan?",
              "support": "unknown",
              "answer": "Is zero data retention available, and on which plan? Unknown. Provider retention/abuse monitoring, zero retention and staff content-review conditions are not specified. Locally hosted model weights do not establish a zero-retention contract.",
              "evidenceIds": []
            },
            {
              "id": "human_review",
              "question": "Can provider staff review content?",
              "support": "unknown",
              "answer": "Can provider staff review content? Unknown. Provider retention/abuse monitoring, zero retention and staff content-review conditions are not specified. Locally hosted model weights do not establish a zero-retention contract.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Provider retention/abuse monitoring, zero retention and staff content-review conditions are not specified. Locally hosted model weights do not establish a zero-retention contract."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swisscom-assistant:swisscom-assistant:trial-terms",
            "swisscom-assistant:swisscom-assistant:offer"
          ]
        }
      ]
    },
    {
      "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:DATA-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Unconverted trial data is deleted three months after trial end.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Essential, Professional and Premium standard editions; separately quoted Custom; one-month Free Trial where stated",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland Swisscom Cloud; Free Trial Web Fetch can send URLs to an external EU provider",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Swiss AI Assistant browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "default_retention",
              "question": "What is retained and for how long by default?",
              "support": "partial",
              "answer": "Trial C.9 retains assistants/chat histories for potential paid conversion and deletes all trial data if no purchase occurs within three months after trial end. Paid default chat/file/index/log retention is not specified.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:trial-terms",
                "swisscom-assistant:swisscom-assistant:offer"
              ]
            },
            {
              "id": "admin_retention",
              "question": "Can admins set retention periods?",
              "support": "unknown",
              "answer": "Can admins set retention periods? Unknown. Admin retention configuration, permanent user deletion, paid contract-end timing and backup deletion/confirmation remain undocumented. Trial expiry is not paid-contract termination.",
              "evidenceIds": []
            },
            {
              "id": "user_deletion",
              "question": "Can users delete their chats and files permanently?",
              "support": "unknown",
              "answer": "Can users delete their chats and files permanently? Unknown. Admin retention configuration, permanent user deletion, paid contract-end timing and backup deletion/confirmation remain undocumented. Trial expiry is not paid-contract termination.",
              "evidenceIds": []
            },
            {
              "id": "contract_end_deletion",
              "question": "What is deleted at contract end, and when?",
              "support": "unknown",
              "answer": "What is deleted at contract end, and when? Unknown. Admin retention configuration, permanent user deletion, paid contract-end timing and backup deletion/confirmation remain undocumented. Trial expiry is not paid-contract termination.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Admin retention configuration, permanent user deletion, paid contract-end timing and backup deletion/confirmation remain undocumented. Trial expiry is not paid-contract termination."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swisscom-assistant:swisscom-assistant:trial-terms",
            "swisscom-assistant:swisscom-assistant:offer"
          ]
        }
      ]
    },
    {
      "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:DATA-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Trial contract identifies a Swiss provider and an unnamed EU Web Fetch processor.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Essential, Professional and Premium standard editions; separately quoted Custom; one-month Free Trial where stated",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland Swisscom Cloud; Free Trial Web Fetch can send URLs to an external EU provider",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Swiss AI Assistant browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "subprocessor_list",
              "question": "Is a dated sub-processor list published?",
              "support": "unknown",
              "answer": "Is a dated sub-processor list published? Unknown. No Assistant-specific dated subprocessor list, change-notification rule, transfer mechanism or detailed government-access policy was retrieved. Marketing CLOUD Act protection is a vendor claim, not a legal conclusion.",
              "evidenceIds": []
            },
            {
              "id": "subprocessor_countries",
              "question": "Which countries do sub-processors operate in?",
              "support": "partial",
              "answer": "Trial C.8 permits an external EU third party for URL retrieval; its identity is not listed. Swiss AI Platform itself runs in Switzerland.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:trial-terms"
              ]
            },
            {
              "id": "change_notification",
              "question": "Are customers notified of sub-processor changes?",
              "support": "unknown",
              "answer": "Are customers notified of sub-processor changes? Unknown. No Assistant-specific dated subprocessor list, change-notification rule, transfer mechanism or detailed government-access policy was retrieved. Marketing CLOUD Act protection is a vendor claim, not a legal conclusion.",
              "evidenceIds": []
            },
            {
              "id": "parent_jurisdiction",
              "question": "Which jurisdiction governs the vendor and its parent?",
              "support": "partial",
              "answer": "Trial names Swisscom (Switzerland) Ltd as provider. The parent incorporation/ownership was not independently re-retrieved in this pass.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:trial-terms"
              ]
            },
            {
              "id": "transfer_mechanism",
              "question": "Which transfer mechanism applies to non-EU/CH processing?",
              "support": "unknown",
              "answer": "Which transfer mechanism applies to non-EU/CH processing? Unknown. No Assistant-specific dated subprocessor list, change-notification rule, transfer mechanism or detailed government-access policy was retrieved. Marketing CLOUD Act protection is a vendor claim, not a legal conclusion.",
              "evidenceIds": []
            },
            {
              "id": "government_access_policy",
              "question": "Is there a published government-access or transparency policy?",
              "support": "unknown",
              "answer": "Is there a published government-access or transparency policy? Unknown. No Assistant-specific dated subprocessor list, change-notification rule, transfer mechanism or detailed government-access policy was retrieved. Marketing CLOUD Act protection is a vendor claim, not a legal conclusion.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "No Assistant-specific dated subprocessor list, change-notification rule, transfer mechanism or detailed government-access policy was retrieved. Marketing CLOUD Act protection is a vendor claim, not a legal conclusion."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swisscom-assistant:swisscom-assistant:trial-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": "swisscom-assistant",
          "claimId": "swisscom-assistant:DATA-06",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:DATA-07",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "DATA-08",
      "title": "Encryption and key control",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record encryption at rest and in transit, customer-managed keys (BYOK/HYOK), key location, and private networking (private link, IP allow-lists, VPN).",
      "questions": [
        {
          "id": "encryption_at_rest",
          "question": "Is data encrypted at rest?"
        },
        {
          "id": "customer_managed_keys",
          "question": "Can the customer manage or hold the keys?"
        },
        {
          "id": "private_networking",
          "question": "Is private connectivity or IP restriction available?"
        },
        {
          "id": "tenant_isolation",
          "question": "How are customers separated in shared SaaS?"
        }
      ],
      "products": [
        {
          "productId": "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:DATA-08",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "DATA-09",
      "title": "Professional secrecy",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "For professional secrecy holders (Berufsgeheimnisträger: lawyers, doctors, auditors, tax advisers) under § 203 StGB (DE) and Art. 321 StGB (CH), record whether the vendor signs a contractual secrecy undertaking or a § 203 agreement that binds its staff and its sub-processors; whether this comes as a dedicated offering or a paid add-on, and on which plan; who can access content in plain text (vendor staff, sub-processors, model providers); and the documentation provided. A DPA or a no-training clause alone is not a secrecy undertaking. Banking secrecy and FINMA outsourcing belong to DATA-06, not here. Record contract facts, not a legal assessment.",
      "questions": [
        {
          "id": "secrecy_undertaking",
          "question": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff?"
        },
        {
          "id": "subprocessor_coverage",
          "question": "Does the undertaking extend to its sub-processors, and is that documented?"
        },
        {
          "id": "secrecy_offering",
          "question": "Is it a dedicated offering or add-on, and on which plan?"
        },
        {
          "id": "content_access",
          "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?"
        },
        {
          "id": "secrecy_documentation",
          "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?"
        }
      ],
      "products": [
        {
          "productId": "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:DATA-09",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:VEN-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Swisscom publishes monthly organisation packages in CHF excluding VAT.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Essential, Professional and Premium standard editions; separately quoted Custom; one-month Free Trial where stated",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland Swisscom Cloud; Free Trial Web Fetch can send URLs to an external EU provider",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Swiss AI Assistant browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "pricing_unit",
              "question": "What is the pricing unit?",
              "support": "supported",
              "answer": "Flat monthly price per company package with user, storage and token caps; Custom is quoted.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer"
              ]
            },
            {
              "id": "list_prices",
              "question": "What are list prices per plan, with date and currency?",
              "support": "supported",
              "answer": "As retrieved 2026-10-21: Essential CHF 149/month up to 10 users; Professional CHF 399 up to 40; Premium CHF 799 up to 100, all excluding VAT. Custom has no public numerical price.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer"
              ]
            },
            {
              "id": "included_usage",
              "question": "What usage is included?",
              "support": "supported",
              "answer": "Essential 5 GB/20m tokens; Professional 40 GB/75m; Premium 150 GB/200m monthly company tokens. Web Fetch requests/month 500/2,000/5,000 respectively. Assistant caps 3/5/7 per user.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer",
                "swisscom-assistant:swisscom-assistant:factsheet"
              ]
            },
            {
              "id": "add_ons",
              "question": "Which features cost extra?",
              "support": "partial",
              "answer": "Custom Web Search, SSO, agents and workflows cost extra per matrix; rates are not public.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:factsheet"
              ]
            },
            {
              "id": "overage",
              "question": "What do usage beyond limits and premium models cost?",
              "support": "unknown",
              "answer": "What do usage beyond limits and premium models cost? Unknown. Overage prices, model-specific token accounting and extra Custom feature rates are not published in accessible sources.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Overage prices, model-specific token accounting and extra Custom feature rates are not published in accessible sources."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swisscom-assistant:swisscom-assistant:offer",
            "swisscom-assistant:swisscom-assistant:factsheet"
          ]
        }
      ]
    },
    {
      "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:VEN-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. The 200, 1,000 and 5,000-seat scenarios require a Custom quote and cannot be priced from packages capped at 100 users.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Essential, Professional and Premium standard editions; separately quoted Custom; one-month Free Trial where stated",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland Swisscom Cloud; Free Trial Web Fetch can send URLs to an external EU provider",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Swiss AI Assistant browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_200",
              "question": "Year-one cost at 200 users?",
              "support": "unknown",
              "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. Horizon 12 months, list prices excluding VAT, no invented discounts. Mix 60% light at 100 messages/user/month, 30% regular at 400, 10% power at 1,500. Where model usage is separately billed, each message has 3,000 input and 600 output tokens, giving 990k input plus 198k output per user/month. At 200/1,000/5,000 users this is 198m/990m/4.95bn input and 39.6m/198m/990m output per month. All three seat counts require an unpublished enterprise/custom price; no quote was requested. CHF and EUR ex-VAT totals, fixed charges, variable charges and add-ons remain unknown. FX dated 2026-10-20: EUR 1 = CHF 0.9237 and USD 1.1215; CHF to EUR divide by 0.9237, USD to EUR divide by 1.1215, source ECB. No numeric conversion or proxy model tariff is applied because there is no applicable public enterprise base/usage rate.",
              "evidenceIds": []
            },
            {
              "id": "cost_1000",
              "question": "Year-one cost at 1,000 users?",
              "support": "unknown",
              "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. Horizon 12 months, list prices excluding VAT, no invented discounts. Mix 60% light at 100 messages/user/month, 30% regular at 400, 10% power at 1,500. Where model usage is separately billed, each message has 3,000 input and 600 output tokens, giving 990k input plus 198k output per user/month. At 200/1,000/5,000 users this is 198m/990m/4.95bn input and 39.6m/198m/990m output per month. All three seat counts require an unpublished enterprise/custom price; no quote was requested. CHF and EUR ex-VAT totals, fixed charges, variable charges and add-ons remain unknown. FX dated 2026-10-20: EUR 1 = CHF 0.9237 and USD 1.1215; CHF to EUR divide by 0.9237, USD to EUR divide by 1.1215, source ECB. No numeric conversion or proxy model tariff is applied because there is no applicable public enterprise base/usage rate.",
              "evidenceIds": []
            },
            {
              "id": "cost_5000",
              "question": "Year-one cost at 5,000 users?",
              "support": "unknown",
              "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. Horizon 12 months, list prices excluding VAT, no invented discounts. Mix 60% light at 100 messages/user/month, 30% regular at 400, 10% power at 1,500. Where model usage is separately billed, each message has 3,000 input and 600 output tokens, giving 990k input plus 198k output per user/month. At 200/1,000/5,000 users this is 198m/990m/4.95bn input and 39.6m/198m/990m output per month. All three seat counts require an unpublished enterprise/custom price; no quote was requested. CHF and EUR ex-VAT totals, fixed charges, variable charges and add-ons remain unknown. FX dated 2026-10-20: EUR 1 = CHF 0.9237 and USD 1.1215; CHF to EUR divide by 0.9237, USD to EUR divide by 1.1215, source ECB. No numeric conversion or proxy model tariff is applied because there is no applicable public enterprise base/usage rate.",
              "evidenceIds": []
            },
            {
              "id": "variable_share",
              "question": "Which part depends on usage?",
              "support": "unknown",
              "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. Horizon 12 months, list prices excluding VAT, no invented discounts. Mix 60% light at 100 messages/user/month, 30% regular at 400, 10% power at 1,500. Where model usage is separately billed, each message has 3,000 input and 600 output tokens, giving 990k input plus 198k output per user/month. At 200/1,000/5,000 users this is 198m/990m/4.95bn input and 39.6m/198m/990m output per month. All three seat counts require an unpublished enterprise/custom price; no quote was requested. CHF and EUR ex-VAT totals, fixed charges, variable charges and add-ons remain unknown. FX dated 2026-10-20: EUR 1 = CHF 0.9237 and USD 1.1215; CHF to EUR divide by 0.9237, USD to EUR divide by 1.1215, source ECB. No numeric conversion or proxy model tariff is applied because there is no applicable public enterprise base/usage rate.",
              "evidenceIds": []
            },
            {
              "id": "unknown_parts",
              "question": "Which costs could not be priced?",
              "support": "supported",
              "answer": "Custom base price, token pool/overage, connectors, agents, SSO and service costs are unpriced. Multiple standard packages are not assumed to form one enterprise contract.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer",
                "swisscom-assistant:swisscom-assistant:factsheet"
              ]
            }
          ],
          "limitations": [
            "ALM-14 shared cost assumptions v1.4, 2026-10-21. Horizon 12 months, list prices excluding VAT, no invented discounts. Mix 60% light at 100 messages/user/month, 30% regular at 400, 10% power at 1,500. Where model usage is separately billed, each message has 3,000 input and 600 output tokens, giving 990k input plus 198k output per user/month. At 200/1,000/5,000 users this is 198m/990m/4.95bn input and 39.6m/198m/990m output per month. All three seat counts require an unpublished enterprise/custom price; no quote was requested. CHF and EUR ex-VAT totals, fixed charges, variable charges and add-ons remain unknown. FX dated 2026-10-20: EUR 1 = CHF 0.9237 and USD 1.1215; CHF to EUR divide by 0.9237, USD to EUR divide by 1.1215, source ECB. No numeric conversion or proxy model tariff is applied because there is no applicable public enterprise base/usage rate."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swisscom-assistant:swisscom-assistant:offer",
            "swisscom-assistant:swisscom-assistant:factsheet",
            "swisscom-assistant:swisscom-assistant: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": "swisscom-assistant",
          "claimId": "swisscom-assistant:VEN-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A one-month business trial is self-activated by eligible My Swisscom Business administrators.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Essential, Professional and Premium standard editions; separately quoted Custom; one-month Free Trial where stated",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland Swisscom Cloud; Free Trial Web Fetch can send URLs to an external EU provider",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Swiss AI Assistant browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "free_tier",
              "question": "Is there a free tier for business use?",
              "support": "unknown",
              "answer": "Is there a free tier for business use? Unknown. No permanent business free tier, card requirement or complete SSO/connector/admin trial scope was established. No existing eligible business account was available, so fixtures were not run.",
              "evidenceIds": []
            },
            {
              "id": "self_serve_trial",
              "question": "Is a self-serve business trial available?",
              "support": "partial",
              "answer": "Offer provides one month free, up to 2 assistants/user and 10m tokens/company. Activation requires My Swisscom Business administrator rights and Swisscom Login. New noncustomers are directed to contact Swisscom.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer"
              ]
            },
            {
              "id": "trial_scope",
              "question": "Do trials include SSO, connectors and admin features?",
              "support": "partial",
              "answer": "Published trial includes assistant creation and company token allowance; SSO/connectors/admin entitlement and seat count are not specified.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer"
              ]
            },
            {
              "id": "sales_gate",
              "question": "Does meaningful evaluation require sales contact?",
              "support": "partial",
              "answer": "Existing eligible company administrators can activate online; people without a Swisscom customer account are directed to contact Swisscom. Custom evaluation requires scope clarification.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer"
              ]
            }
          ],
          "limitations": [
            "No permanent business free tier, card requirement or complete SSO/connector/admin trial scope was established. No existing eligible business account was available, so fixtures were not run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swisscom-assistant:swisscom-assistant:offer"
          ]
        }
      ]
    },
    {
      "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:VEN-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "There is no minimum contract duration; cancellation is 30 days to calendar-month end.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Essential, Professional and Premium standard editions; separately quoted Custom; one-month Free Trial where stated",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland Swisscom Cloud; Free Trial Web Fetch can send URLs to an external EU provider",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Swiss AI Assistant browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "minimum_commitment",
              "question": "What seat or spend minimum applies?",
              "support": "supported",
              "answer": "Offer explicitly says no minimum contract duration; organisation package caps apply, with Custom terms separately quoted.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer"
              ]
            },
            {
              "id": "contract_length",
              "question": "What contract lengths are offered?",
              "support": "partial",
              "answer": "Monthly subscription/package prices; no minimum duration. Annual prepayment options are not specified.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer"
              ]
            },
            {
              "id": "cancellation",
              "question": "How can the contract be cancelled or reduced?",
              "support": "supported",
              "answer": "Cancel online with 30 days notice to month-end. Upgrades bill pro rata from upgrade day; downgrades only on the first day of a following month.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer"
              ]
            },
            {
              "id": "local_invoicing",
              "question": "Can it be invoiced in CHF or EUR from a European entity?",
              "support": "partial",
              "answer": "CHF excluding VAT prices are published by Swisscom. EUR invoicing and a paid contracting-entity invoice specimen are not established.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer",
                "swisscom-assistant:swisscom-assistant:trial-terms"
              ]
            },
            {
              "id": "transparency_class",
              "question": "Is pricing transparent, partial, quote-only or unknown?",
              "support": "supported",
              "answer": "Partially specified. Standard monthly prices and capacities are public; Custom, overage and add-on rates require a quote.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer",
                "swisscom-assistant:swisscom-assistant:factsheet"
              ]
            }
          ],
          "limitations": [
            "Annual-billing options, price-change policy, EUR invoices and complete Custom commitments are not documented in accessible sources."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swisscom-assistant:swisscom-assistant:offer",
            "swisscom-assistant:swisscom-assistant:trial-terms",
            "swisscom-assistant:swisscom-assistant:factsheet"
          ]
        }
      ]
    },
    {
      "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:VEN-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Free Trial terms grant a restricted service-use licence and reserve intellectual property.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Essential, Professional and Premium standard editions; separately quoted Custom; one-month Free Trial where stated",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland Swisscom Cloud; Free Trial Web Fetch can send URLs to an external EU provider",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Swiss AI Assistant browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "licence_type",
              "question": "Which licence applies to each component?",
              "support": "partial",
              "answer": "Trial B.1/B.6 gives non-exclusive non-transferable internal-business use and prohibits copying, modifying or distributing the chatbot. This is distinct from the open licences of underlying model weights.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:trial-terms"
              ]
            },
            {
              "id": "branding_restrictions",
              "question": "Do licence terms restrict branding or user counts?",
              "support": "partial",
              "answer": "Custom branding with name/logo/colours is included in paid basic features; trial bars copying or modifying the chatbot. Full paid component licence and seat restrictions remain unavailable.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer",
                "swisscom-assistant:swisscom-assistant:trial-terms"
              ]
            },
            {
              "id": "enterprise_features_closed",
              "question": "Are enterprise features in a separate closed edition?",
              "support": "unknown",
              "answer": "Are enterprise features in a separate closed edition? Unknown. Paid server/client/connector component licences and any distinct closed enterprise source edition are not published in retrieved documents.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Paid server/client/connector component licences and any distinct closed enterprise source edition are not published in retrieved documents."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swisscom-assistant:swisscom-assistant:trial-terms",
            "swisscom-assistant:swisscom-assistant:offer"
          ]
        }
      ]
    },
    {
      "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:VEN-06",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:VEN-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Personal Swisscom support is included; trial terms disclaim availability guarantees.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Essential, Professional and Premium standard editions; separately quoted Custom; one-month Free Trial where stated",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland Swisscom Cloud; Free Trial Web Fetch can send URLs to an external EU provider",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Swiss AI Assistant browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "support_channels",
              "question": "Which support channels are available on each plan?",
              "support": "partial",
              "answer": "Personalised support is a basic feature across editions; page supplies an enquiry form. Contractual response-time channels are not specified.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer",
                "swisscom-assistant:swisscom-assistant:factsheet"
              ]
            },
            {
              "id": "support_languages",
              "question": "Is support available in German, French or Italian?",
              "support": "unknown",
              "answer": "Is support available in German, French or Italian? Unknown. Guaranteed support languages/hours, response times, paid SLA credits and an Assistant-specific public status/incident history were not located.",
              "evidenceIds": []
            },
            {
              "id": "regional_presence",
              "question": "Is there a DACH or Swiss entity, team or partner?",
              "support": "supported",
              "answer": "Factsheet identifies Swisscom (Switzerland) Ltd Enterprise Customers in Berne and support directly from Switzerland.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:factsheet"
              ]
            },
            {
              "id": "uptime_sla",
              "question": "Is there an uptime SLA with credits?",
              "support": "partial",
              "answer": "Free Trial B.4 explicitly provides no availability/accessibility guarantee. Paid uptime SLA and credits were not retrieved.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:trial-terms"
              ]
            },
            {
              "id": "status_page",
              "question": "Is there a public status page with history?",
              "support": "unknown",
              "answer": "Is there a public status page with history? Unknown. Guaranteed support languages/hours, response times, paid SLA credits and an Assistant-specific public status/incident history were not located.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Guaranteed support languages/hours, response times, paid SLA credits and an Assistant-specific public status/incident history were not located."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swisscom-assistant:swisscom-assistant:offer",
            "swisscom-assistant:swisscom-assistant:factsheet",
            "swisscom-assistant:swisscom-assistant:trial-terms"
          ]
        }
      ]
    },
    {
      "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": "swisscom-assistant",
          "claimId": "swisscom-assistant:VEN-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public videos and a setup guide support self-service assistant creation.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Essential, Professional and Premium standard editions; separately quoted Custom; one-month Free Trial where stated",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland Swisscom Cloud; Free Trial Web Fetch can send URLs to an external EU provider",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Swiss AI Assistant browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "onboarding_service",
              "question": "Is guided onboarding included?",
              "support": "unknown",
              "answer": "Is guided onboarding included? Unknown. Guided onboarding entitlement, champion/adoption programmes and paid consulting/training costs are not specified. Personal support does not establish a full adoption programme.",
              "evidenceIds": []
            },
            {
              "id": "user_training",
              "question": "Is end-user training offered, in which languages?",
              "support": "partial",
              "answer": "Offer links FAQ videos for starting a trial, building an assistant and custom prompts; the guide provides a German walkthrough. Formal training languages and inclusion are not specified.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:offer",
                "swisscom-assistant:swisscom-assistant:guide"
              ]
            },
            {
              "id": "use_case_library",
              "question": "Are role-based use cases and templates provided?",
              "support": "supported",
              "answer": "Published HR, support, manuals, correspondence and sales examples plus example instructions provide use-case material.",
              "evidenceIds": [
                "swisscom-assistant:swisscom-assistant:guide"
              ]
            },
            {
              "id": "adoption_programme",
              "question": "Is there a champion or adoption programme?",
              "support": "unknown",
              "answer": "Is there a champion or adoption programme? Unknown. Guided onboarding entitlement, champion/adoption programmes and paid consulting/training costs are not specified. Personal support does not establish a full adoption programme.",
              "evidenceIds": []
            },
            {
              "id": "service_cost",
              "question": "Which services cost extra?",
              "support": "unknown",
              "answer": "Which services cost extra? Unknown. Guided onboarding entitlement, champion/adoption programmes and paid consulting/training costs are not specified. Personal support does not establish a full adoption programme.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Guided onboarding entitlement, champion/adoption programmes and paid consulting/training costs are not specified. Personal support does not establish a full adoption programme."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swisscom-assistant:swisscom-assistant:offer",
            "swisscom-assistant:swisscom-assistant:guide"
          ]
        }
      ]
    }
  ],
  "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": "swisscom-assistant:swisscom-assistant:offer",
      "productId": "swisscom-assistant",
      "kind": "vendor-claimed",
      "url": "https://www.swisscom.ch/en/business/sme/it-cloud/new-way-of-working/swiss-ai-assistant.html",
      "title": "Swiss AI Assistant offer and FAQ",
      "locator": "Basic features; edition cards; Custom; FAQ; Additional offer terms",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Lists Swiss hosting, current selectable models, flat-rate packages, Swisscom Login, trial retention and commercial conditions."
    },
    {
      "id": "swisscom-assistant:swisscom-assistant:factsheet",
      "productId": "swisscom-assistant",
      "kind": "vendor-claimed",
      "url": "https://documents.swisscom.com/product/filestore/lib/1f276f70-63fc-4e15-8cc1-086ae198fdea/factsheet_swiss_a_assistant-en.pdf?idxme=pex-search",
      "title": "Swiss AI Assistant factsheet",
      "locator": "Page 2 hosted service; page 3 feature matrix and legend",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Lists document/audio/image features and marks web search, SSO, agents and workflow automation unavailable on standard editions and chargeable in Custom."
    },
    {
      "id": "swisscom-assistant:swisscom-assistant:announcement",
      "productId": "swisscom-assistant",
      "kind": "vendor-claimed",
      "url": "https://www.swisscom.ch/en/about/news/2026/02/18-swiss-ai-assistant.html",
      "title": "Swiss AI Assistant knowledge-management announcement",
      "locator": "AI with clear data sovereignty; AI introduction; AI strategy",
      "sourceDate": "2026-02-18",
      "retrievedAt": "2026-10-21",
      "finding": "Describes Swiss-operated unchanged open models, future Apertus availability and the distinct Swiss AI Platform portfolio."
    },
    {
      "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": "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": "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": "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": "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": "swisscom-assistant:swisscom-assistant:guide",
      "productId": "swisscom-assistant",
      "kind": "documented",
      "url": "https://www.swisscom.ch/de/b2bmag/new-way-of-working/ki-assistent-kmu-nutzen/",
      "title": "How SMEs use AI assistants",
      "locator": "Anleitung: einen KI-Assistenten erstellen, steps 1-6",
      "sourceDate": "2026-09-16",
      "retrievedAt": "2026-10-21",
      "finding": "Gives a Swiss AI Assistant setup example with document upload, assistant system instructions, conversation starters and colleague sharing."
    },
    {
      "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": "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": "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": "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": "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": "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": "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": "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": "swisscom-assistant:swisscom-assistant:trial-terms",
      "productId": "swisscom-assistant",
      "kind": "documented",
      "url": "https://documents.swisscom.com/product/filestore/lib/a195711f-5f91-4746-96c1-8394cb28f0fd/leg1955-en.pdf",
      "title": "Data protection and terms of use, Swiss AI Assistant Free Trial",
      "locator": "Page 1 sections B.1-B.7 and C.8-C.9; version Jun2026",
      "sourceDate": "2026-06-01",
      "retrievedAt": "2026-10-21",
      "finding": "Specifies Swiss platform processing, EU Web Fetch URL exception, no training, trial rights and deletion three months after an unconverted trial."
    },
    {
      "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": "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": "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": "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": "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": "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": "swisscom-assistant:swisscom-assistant:ecb-fx",
      "productId": "swisscom-assistant",
      "kind": "documented",
      "url": "https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml",
      "title": "ECB euro foreign exchange reference rates, 20 October 2026",
      "locator": "Cube time=\"2026-10-20\": USD and CHF",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "ECB records EUR 1 = USD 1.1215 and CHF 0.9237 on 20 October 2026; derived USD to EUR is 1/1.1215 and CHF to EUR is 1/0.9237."
    },
    {
      "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": "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": "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."
    }
  ]
}
