{
  "schemaVersion": 1,
  "rubricVersion": "1.1",
  "kind": "pair",
  "slug": "omnifact-vs-swissgpt",
  "canonicalUrl": "https://onaihq.com/compare/agents/omnifact-vs-swissgpt/",
  "markdownUrl": "https://onaihq.com/compare/agents/omnifact-vs-swissgpt/index.md",
  "dataUrl": "https://onaihq.com/compare/agents/omnifact-vs-swissgpt/data.json",
  "generatedAt": "2026-10-27",
  "lastCheckedAt": "2026-10-26",
  "lastCrossCheckedAt": "2026-10-26",
  "nextCheckAt": "2026-12-20",
  "publisher": {
    "name": "onAI",
    "url": "https://onaihq.com",
    "marketParticipant": true,
    "editorialControl": "onAI selects the products, rubric, sources and wording, including for comparisons that do not include onAI.",
    "disclosure": "Published by onAI. onAI also sells one of the products compared here. Findings about other products link to public sources so you can check them; statements about onAI are marked as stated by onAI."
  },
  "products": [
    {
      "id": "omnifact",
      "name": "Omnifact",
      "website": "https://omnifact.ai",
      "repository": null,
      "pageUrl": "https://onaihq.com/compare/agents/products/omnifact/",
      "lifecycle": {
        "status": "unknown",
        "note": null
      },
      "surfaces": [
        {
          "id": "web",
          "name": "Omnifact hosted workspace",
          "type": "web-app"
        },
        {
          "id": "api",
          "name": "Omnifact Published Spaces, Public API and Enterprise AI Gateway",
          "type": "api"
        },
        {
          "id": "self-managed",
          "name": "Omnifact Enterprise customer-cloud/on-premise",
          "type": "self-hosted-server"
        },
        {
          "id": "widget",
          "name": "Omnifact example embeddable widget",
          "type": "browser-widget"
        },
        {
          "id": "cli",
          "name": "Omnifact document/chat CLI and XWiki sync",
          "type": "cli"
        }
      ],
      "sourcedClaimCount": 49,
      "statedByVendorCount": 0,
      "crossCheckedClaimCount": 49,
      "sourcedOnlyClaimCount": 0,
      "oldestCheckedAt": "2026-10-21",
      "lastCheckedAt": "2026-10-21"
    },
    {
      "id": "swissgpt",
      "name": "AlpineAI / SwissGPT",
      "website": "https://alpineai.swiss",
      "repository": null,
      "pageUrl": "https://onaihq.com/compare/agents/products/swissgpt/",
      "lifecycle": {
        "status": "unknown",
        "note": null
      },
      "surfaces": [
        {
          "id": "web",
          "name": "AlpineAI platform browser client",
          "type": "web"
        },
        {
          "id": "outlook",
          "name": "AlpineAI Outlook add-in",
          "type": "office-add-in"
        },
        {
          "id": "mobile",
          "name": "AlpineAI iOS and Android apps",
          "type": "mobile"
        },
        {
          "id": "api",
          "name": "AlpineAI API platform",
          "type": "api"
        }
      ],
      "sourcedClaimCount": 30,
      "statedByVendorCount": 0,
      "crossCheckedClaimCount": 30,
      "sourcedOnlyClaimCount": 0,
      "oldestCheckedAt": "2026-10-21",
      "lastCheckedAt": "2026-10-26"
    }
  ],
  "coverage": {
    "totalCriteria": 51,
    "sharedCrossCheckedCriteria": 29,
    "sharedSourcedCriteria": 29,
    "crossCheckedCriteriaByProduct": {
      "omnifact": 49,
      "swissgpt": 30
    },
    "sourcedOnlyCriteriaByProduct": {
      "omnifact": 0,
      "swissgpt": 0
    },
    "sourcedCriteriaByProduct": {
      "omnifact": 49,
      "swissgpt": 30
    },
    "crossCheckedCriterionRows": 50,
    "sourcedOnlyCriterionRows": 0,
    "sourcedCriterionRows": 50,
    "statedByVendorRows": 0
  },
  "criteria": [
    {
      "id": "MOD-01",
      "title": "Model catalogue and providers",
      "group": {
        "id": 1,
        "name": "Models"
      },
      "judgment": "List each available model by provider and plan, including reasoning, fast and multimodal variants. Record whether the user picks the model, the product routes automatically, or both. A provider counts only if at least one of its current models is selectable on the scoped plan.",
      "questions": [
        {
          "id": "providers",
          "question": "Which model providers are available?"
        },
        {
          "id": "current_models",
          "question": "Which current models are selectable on this plan?"
        },
        {
          "id": "user_choice",
          "question": "Can users pick the model per chat?"
        },
        {
          "id": "auto_routing",
          "question": "Does the product route between models automatically, and is the chosen model shown?"
        },
        {
          "id": "multimodal_input",
          "question": "Which models accept images, audio or files?"
        }
      ],
      "products": [
        {
          "productId": "omnifact",
          "claimId": "omnifact:MOD-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Manual selection spans OpenAI, Anthropic, Google and Mistral with EU/direct routes and tier controls.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro/Enterprise managed model catalogue; customer API keys and custom/self-hosted endpoints require Enterprise BYOK",
            "addOns": [
              "Enterprise BYOK for custom provider endpoints"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "providers",
              "question": "Which model providers are available?",
              "support": "partial",
              "answer": "Pro/Enterprise managed provider options include OpenAI/AzureOpenAI, Anthropic, Google/Vertex and Mistral subject to workspace configuration. Customer API keys, custom OpenAI-compatible endpoints and self-hosted model connections require Enterprise BYOK. Optional DPA-listed Groq is not treated as a currently selectable managed model.",
              "evidenceIds": [
                "omnifact:omnifact:providers-rev2",
                "omnifact:omnifact:pricing-rev2",
                "omnifact:omnifact:models"
              ]
            },
            {
              "id": "current_models",
              "question": "Which current models are selectable on this plan?",
              "support": "partial",
              "answer": "Public text catalogue: GPT6Sol/Luna,5.6Sol/Terra/Luna,5.5,5.4/mini,5.2,5.1,5/mini/nano,4.1/mini/nano,4o/mini,4,3.5; Claude Opus5.5/5/4.8/4.7/4.6/4.5/4.1/4, Sonnet5.5/5/4.6/4.5/4, Haiku5.5/4.5; Gemini4Argon,3.8/3.7/3.6/3.5Flash,3.5Flash Lite,3.1Pro/Flash Lite,3Pro,2.5Pro/Flash,2.0Flash/Flash Lite; Mistral Medium3.5/3, Large3, Small4, Nemo, Ministral8B, Pixtral Large, Codestral, Devstral Small. Each is subject to admin enablement, tier, route and provider availability; not independently tested in picker.",
              "evidenceIds": [
                "omnifact:omnifact:models"
              ]
            },
            {
              "id": "user_choice",
              "question": "Can users pick the model per chat?",
              "support": "supported",
              "answer": "Picker changes before/within a conversation and shows provider logo, model name and region flag. Reasoning effort has Low/Medium/High/Extra High depending on model.",
              "evidenceIds": [
                "omnifact:omnifact:select"
              ]
            },
            {
              "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. No documented automatic cross-model routing strategy or chosen-model display after automatic routing was established; autonomous tool selection is separate from model routing.",
              "evidenceIds": []
            },
            {
              "id": "multimodal_input",
              "question": "Which models accept images, audio or files?",
              "support": "partial",
              "answer": "Image input only for capable selected models; experimental audio uploads need audio-capable models. Extracted document text and code tools are separate paths; no complete model-by-model native audio matrix was established.",
              "evidenceIds": [
                "omnifact:omnifact:files",
                "omnifact:omnifact:groups-rev2"
              ]
            }
          ],
          "limitations": [
            "current_models: Public text catalogue: GPT6Sol/Luna,5.6Sol/Terra/Luna,5.5,5.4/mini,5.2,5.1,5/mini/nano,4.1/mini/nano,4o/mini,4,3.5; Claude Opus5.5/5/4.8/4.7/4.6/4.5/4.1/4, Sonnet5.5/5/4.6/4.5/4, Haiku5.5/4.5; Gemini4Argon,3.8/3.7/3.6/3.5Flash,3.5Flash Lite,3.1Pro/Flash Lite,3Pro,2.5Pro/Flash,2.0Flash/Flash Lite; Mistral Medium3.5/3, Large3, Small4, Nemo, Ministral8B, Pixtral Large, Codestral, Devstral Small. Each is subject to admin enablement, tier, route and provider availability; not independently tested in picker.",
            "multimodal_input: Image input only for capable selected models; experimental audio uploads need audio-capable models. Extracted document text and code tools are separate paths; no complete model-by-model native audio matrix was established.",
            "Unverified auto_routing: No documented automatic cross-model routing strategy or chosen-model display after automatic routing was established; autonomous tool selection is separate from model routing."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:providers-rev2",
            "omnifact:omnifact:dpa-rev2",
            "omnifact:omnifact:models",
            "omnifact:omnifact:select",
            "omnifact:omnifact:files",
            "omnifact:omnifact:groups-rev2",
            "omnifact:omnifact:pricing-rev2"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:MOD-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "AlpineAI names Mistral Large 3 as its primary model and says it operates all models itself in Switzerland.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Standard and Premium, up to 9 licences; Enterprise from 10 licences. Current healthcare, public-administration and university offer.",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland infrastructure; contract permits CH/EEA and conditional third-country processing; optional external web search",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "AlpineAI platform browser client",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "providers",
              "question": "Which model providers are available?",
              "support": "partial",
              "answer": "Mistral is the named current provider. Other providers are not enumerated.",
              "evidenceIds": [
                "swissgpt:swissgpt:product"
              ]
            },
            {
              "id": "current_models",
              "question": "Which current models are selectable on this plan?",
              "support": "partial",
              "answer": "Mistral Large 3 is named as the primary model; this does not establish a user-selectable catalogue.",
              "evidenceIds": [
                "swissgpt:swissgpt:product"
              ]
            },
            {
              "id": "user_choice",
              "question": "Can users pick the model per chat?",
              "support": "unknown",
              "answer": "Can users pick the model per chat? Unknown. The FAQ does not enumerate all models, expose a per-chat picker, explain routing visibility or map multimodal inputs to models.",
              "evidenceIds": []
            },
            {
              "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. The FAQ does not enumerate all models, expose a per-chat picker, explain routing visibility or map multimodal inputs to models.",
              "evidenceIds": []
            },
            {
              "id": "multimodal_input",
              "question": "Which models accept images, audio or files?",
              "support": "unknown",
              "answer": "Which models accept images, audio or files? Unknown. The FAQ does not enumerate all models, expose a per-chat picker, explain routing visibility or map multimodal inputs to models.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "The FAQ does not enumerate all models, expose a per-chat picker, explain routing visibility or map multimodal inputs to models."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swissgpt:swissgpt:product"
          ]
        }
      ]
    },
    {
      "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": "omnifact",
          "claimId": "omnifact:MOD-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dated model/feature changelog exists; exact release lag and fixed deprecation policy are unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "release_lag_days",
              "question": "What was the lag for each of the last three major releases, per provider?",
              "support": "unknown",
              "answer": "What was the lag for each of the last three major releases, per provider? Unknown. Last-three major releases per provider were not reconciled against provider GA dates; no binding removal notice or Saa S version-pinning guarantee was established.",
              "evidenceIds": []
            },
            {
              "id": "changelog",
              "question": "Is there a dated public model changelog?",
              "support": "supported",
              "answer": "Monthly release notes updated2026-10-20; individual feature posts date Gemini4Argon October 13, Haiku5.5 October 8, Sonnet5.5 September 28 and GPT6/Opus5.5 September 22.",
              "evidenceIds": [
                "omnifact:omnifact:changes",
                "omnifact:omnifact:blog"
              ]
            },
            {
              "id": "deprecation_notice",
              "question": "How much notice is given before a model is removed?",
              "support": "unknown",
              "answer": "How much notice is given before a model is removed? Unknown. Last-three major releases per provider were not reconciled against provider GA dates; no binding removal notice or Saa S version-pinning guarantee was established.",
              "evidenceIds": []
            },
            {
              "id": "version_pinning",
              "question": "Can an admin keep an older model version?",
              "support": "unknown",
              "answer": "Can an admin keep an older model version? Unknown. Last-three major releases per provider were not reconciled against provider GA dates; no binding removal notice or Saa S version-pinning guarantee was established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified release_lag_days, deprecation_notice, version_pinning: Last-three major releases per provider were not reconciled against provider GA dates; no binding removal notice or Saa S version-pinning guarantee was established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:changes",
            "omnifact:omnifact:blog"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt: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": "omnifact",
          "claimId": "omnifact:MOD-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise BYOK supports own provider accounts and custom OpenAI-compatible connections.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Enterprise BYOK, customer provider contracts",
            "addOns": [
              "Customer provider charges separate"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "own_api_keys",
              "question": "Can the customer use its own provider API keys?",
              "support": "supported",
              "answer": "Enterprise only; connects own provider API keys, charges provider account and bypasses standard Omnifact rate limits.",
              "evidenceIds": [
                "omnifact:omnifact:providers"
              ]
            },
            {
              "id": "own_cloud_contract",
              "question": "Can it use its own Azure OpenAI, Bedrock or Vertex deployment?",
              "support": "partial",
              "answer": "Supported environments include Azure OpenAI, Vertex Anthropic/Vertex Google; model settings mention AWSBedrock via custom endpoints. Customer deployment/contract setup details not fully specified.",
              "evidenceIds": [
                "omnifact:omnifact:providers",
                "omnifact:omnifact:model-settings"
              ]
            },
            {
              "id": "custom_endpoint",
              "question": "Can an admin add any OpenAI-compatible endpoint?",
              "support": "supported",
              "answer": "Custom provider supports OpenAI-compatible endpoints; self-hosted connection enabled with support.",
              "evidenceIds": [
                "omnifact:omnifact:providers",
                "omnifact:omnifact:terms"
              ]
            },
            {
              "id": "byo_pricing",
              "question": "Does BYO change the licence price?",
              "support": "partial",
              "answer": "BYOK moves model costs to customer account/negotiated rates; Enterprise licence adjustment is quote-only.",
              "evidenceIds": [
                "omnifact:omnifact:providers"
              ]
            },
            {
              "id": "byo_restrictions",
              "question": "Which features stop working with BYO?",
              "support": "unknown",
              "answer": "Which features stop working with BYO? Unknown. No complete BYOK-specific feature failure/parity matrix or public licence discount was established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "own_cloud_contract: Supported environments include Azure OpenAI, Vertex Anthropic/Vertex Google; model settings mention AWSBedrock via custom endpoints. Customer deployment/contract setup details not fully specified.",
            "byo_pricing: BYOK moves model costs to customer account/negotiated rates; Enterprise licence adjustment is quote-only.",
            "Unverified byo_restrictions: No complete BYOK-specific feature failure/parity matrix or public licence discount was established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:providers",
            "omnifact:omnifact:model-settings",
            "omnifact:omnifact:terms"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt: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": "omnifact",
          "claimId": "omnifact:MOD-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise can integrate customer-hosted models; embedding and tool parity remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Enterprise self-hosted model connection",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "self_hosted_chat",
              "question": "Can chat use a customer-hosted model?",
              "support": "supported",
              "answer": "Enterprise lists self-hosted LLMs; terms6.4 requires coordination with support and custom provider endpoints are documented.",
              "evidenceIds": [
                "omnifact:omnifact:pricing",
                "omnifact:omnifact:providers",
                "omnifact:omnifact:terms"
              ]
            },
            {
              "id": "self_hosted_embeddings",
              "question": "Can retrieval use customer-hosted embeddings?",
              "support": "unknown",
              "answer": "Can retrieval use customer-hosted embeddings? Unknown. No documented customer-hosted embedding route or exhaustive feature-parity matrix was established; on-premise platform availability alone does not prove either.",
              "evidenceIds": []
            },
            {
              "id": "feature_parity",
              "question": "Which features fail with self-hosted models?",
              "support": "unknown",
              "answer": "Which features fail with self-hosted models? Unknown. No documented customer-hosted embedding route or exhaustive feature-parity matrix was established; on-premise platform availability alone does not prove either.",
              "evidenceIds": []
            },
            {
              "id": "vendor_hosted_open_models",
              "question": "Does the vendor host open-weight models in EU/CH?",
              "support": "partial",
              "answer": "Mistral family appears with EU flags; the operating party and infrastructure for every open-weight route are not fully mapped. It is not proof of Swiss hosting.",
              "evidenceIds": [
                "omnifact:omnifact:models"
              ]
            }
          ],
          "limitations": [
            "vendor_hosted_open_models: Mistral family appears with EU flags; the operating party and infrastructure for every open-weight route are not fully mapped. It is not proof of Swiss hosting.",
            "Unverified self_hosted_embeddings, feature_parity: No documented customer-hosted embedding route or exhaustive feature-parity matrix was established; on-premise platform availability alone does not prove either."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:pricing",
            "omnifact:omnifact:providers",
            "omnifact:omnifact:terms",
            "omnifact:omnifact:models"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:MOD-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "AlpineAI says it hosts open models on its own Swiss hardware.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Standard and Premium, up to 9 licences; Enterprise from 10 licences. Current healthcare, public-administration and university offer.",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland infrastructure; contract permits CH/EEA and conditional third-country processing; optional external web search",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "AlpineAI platform browser client",
                "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 and embedding routes, supported runtimes and their feature parity are not documented in the reviewed current offer.",
              "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 and embedding routes, supported runtimes and their feature parity are not documented in the reviewed current offer.",
              "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 and embedding routes, supported runtimes and their feature parity are not documented in the reviewed current offer.",
              "evidenceIds": []
            },
            {
              "id": "vendor_hosted_open_models",
              "question": "Does the vendor host open-weight models in EU/CH?",
              "support": "supported",
              "answer": "The vendor identifies Mistral Large 3 as its current primary open model, operated on AlpineAI-owned hardware in Switzerland without foreign model APIs.",
              "evidenceIds": [
                "swissgpt:swissgpt:product"
              ]
            }
          ],
          "limitations": [
            "Customer-hosted chat and embedding routes, supported runtimes and their feature parity are not documented in the reviewed current offer."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swissgpt:swissgpt:product"
          ]
        }
      ]
    },
    {
      "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": "omnifact",
          "claimId": "omnifact:MOD-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Groups add model-tier/capability permissions while organization settings control concrete models/routes.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "model_allowlist_by_group",
              "question": "Can admins limit models per group?",
              "support": "partial",
              "answer": "Groups add Base/Standard/Premium-tier and US-hosted-model access. Everyone and overlapping groups union grants; no deny overrides. Concrete model enablement is organization-wide, not an arbitrary per-group model list.",
              "evidenceIds": [
                "omnifact:omnifact:groups",
                "omnifact:omnifact:model-settings"
              ]
            },
            {
              "id": "data_bound_models",
              "question": "Can admins restrict which models receive connector or knowledge content?",
              "support": "partial",
              "answer": "Admins disable providers/models globally; DPA annexes also describe per-Space provider approval. No tested classifier routes knowledge content to distinct allowed models automatically.",
              "evidenceIds": [
                "omnifact:omnifact:model-settings",
                "omnifact:omnifact:dpa"
              ]
            },
            {
              "id": "default_model",
              "question": "Can admins set the default model?",
              "support": "partial",
              "answer": "October notes set Haiku5.5 as fast default for new organizations. Image default and Published Space model are configurable; universal organization text-default setting not established.",
              "evidenceIds": [
                "omnifact:omnifact:changes",
                "omnifact:omnifact:model-settings",
                "omnifact:omnifact:published"
              ]
            },
            {
              "id": "user_limits",
              "question": "What per-user message or token limits apply, and are they published?",
              "support": "partial",
              "answer": "Plan-determined per-user24-hour rolling message quotas show remaining count/reset. Numeric plan quotas are not public; pooled credit and page limits are separate.",
              "evidenceIds": [
                "omnifact:omnifact:chat"
              ]
            },
            {
              "id": "limit_behaviour",
              "question": "What happens when a limit is reached?",
              "support": "supported",
              "answer": "Daily message exhaustion disables new sends until reset. Monthly credit exhaustion greys premium models and chat falls back; Gateway returns credit error for all models without fallback.",
              "evidenceIds": [
                "omnifact:omnifact:chat",
                "omnifact:omnifact:limits",
                "omnifact:omnifact:gateway"
              ]
            }
          ],
          "limitations": [
            "model_allowlist_by_group: Groups add Base/Standard/Premium-tier and US-hosted-model access. Everyone and overlapping groups union grants; no deny overrides. Concrete model enablement is organization-wide, not an arbitrary per-group model list.",
            "data_bound_models: Admins disable providers/models globally; DPA annexes also describe per-Space provider approval. No tested classifier routes knowledge content to distinct allowed models automatically.",
            "default_model: October notes set Haiku5.5 as fast default for new organizations. Image default and Published Space model are configurable; universal organization text-default setting not established.",
            "user_limits: Plan-determined per-user24-hour rolling message quotas show remaining count/reset. Numeric plan quotas are not public; pooled credit and page limits are separate."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:groups",
            "omnifact:omnifact:model-settings",
            "omnifact:omnifact:dpa",
            "omnifact:omnifact:changes",
            "omnifact:omnifact:published",
            "omnifact:omnifact:chat",
            "omnifact:omnifact:limits",
            "omnifact:omnifact:gateway"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:MOD-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-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": "omnifact",
          "claimId": "omnifact:KNOW-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Broad attachment formats and published limits exist; indexing uses OCR/chunks while workbook fidelity is untested.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "formats",
              "question": "Which formats are accepted?",
              "support": "supported",
              "answer": "PDF, Word, Excel, Power Point, Open Document text/presentation, TXT, JSON, Markdown, CSV, SVG; images PNG/JPEG/Web P/HEIC/HEIF/AVIF/BMP/GIF/ICO/TIFF/SVG; audio examples MP3/WAV/AAC/FLAC with group/model restriction.",
              "evidenceIds": [
                "omnifact:omnifact:files"
              ]
            },
            {
              "id": "limits",
              "question": "What size and count limits apply per file and chat?",
              "support": "partial",
              "answer": "10 attachments/message;8000 text characters/message;20MB/image;25MB/audio. Space Uploaded Files FAQ says no individual/aggregate file-size limit; ordinary document/chat count ceilings not fully specified.",
              "evidenceIds": [
                "omnifact:omnifact:files",
                "omnifact:omnifact:uploads"
              ]
            },
            {
              "id": "ocr",
              "question": "Are scanned PDFs read?",
              "support": "partial",
              "answer": "Space upload pipeline documents Apache Tika OCR for scanned PDFs/images; no accuracy fixture.",
              "evidenceIds": [
                "omnifact:omnifact:uploads"
              ]
            },
            {
              "id": "spreadsheets",
              "question": "Are Excel tables read with structure intact?",
              "support": "partial",
              "answer": "Spreadsheet inputs can be processed with executed Python and native XLSX formulas; structure/merged cells/formula preservation not tested.",
              "evidenceIds": [
                "omnifact:omnifact:documents"
              ]
            },
            {
              "id": "full_vs_chunked",
              "question": "Is the whole file used or only retrieved parts, and does the user see which?",
              "support": "partial",
              "answer": "Space documents are extracted/chunked/embedded and relevant sections retrieved with progress/citation displays. Exact direct-attachment full-text thresholds were not established.",
              "evidenceIds": [
                "omnifact:omnifact:uploads",
                "omnifact:omnifact:retrieval"
              ]
            }
          ],
          "limitations": [
            "limits: 10 attachments/message;8000 text characters/message;20MB/image;25MB/audio. Space Uploaded Files FAQ says no individual/aggregate file-size limit; ordinary document/chat count ceilings not fully specified.",
            "ocr: Space upload pipeline documents Apache Tika OCR for scanned PDFs/images; no accuracy fixture.",
            "spreadsheets: Spreadsheet inputs can be processed with executed Python and native XLSX formulas; structure/merged cells/formula preservation not tested.",
            "full_vs_chunked: Space documents are extracted/chunked/embedded and relevant sections retrieved with progress/citation displays. Exact direct-attachment full-text thresholds were not established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:files",
            "omnifact:omnifact:uploads",
            "omnifact:omnifact:documents",
            "omnifact:omnifact:retrieval"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:KNOW-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Document upload is advertised for assistants and chat.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Standard and Premium, up to 9 licences; Enterprise from 10 licences. Current healthcare, public-administration and university offer.",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland infrastructure; contract permits CH/EEA and conditional third-country processing; optional external web search",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "AlpineAI platform browser client",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "formats",
              "question": "Which formats are accepted?",
              "support": "partial",
              "answer": "PDF, Word, text and Excel are named across the product and sector pages. This is not an exhaustive format matrix.",
              "evidenceIds": [
                "swissgpt:swissgpt:product",
                "swissgpt:swissgpt:university"
              ]
            },
            {
              "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. The published 50-document/100 MB assistant limit does not define per-file and per-chat limits. OCR, embedded images, formula/table fidelity and full-file versus chunked processing need technical documentation or the shared upload fixture.",
              "evidenceIds": []
            },
            {
              "id": "ocr",
              "question": "Are scanned PDFs read?",
              "support": "unknown",
              "answer": "Are scanned PDFs read? Unknown. The published 50-document/100 MB assistant limit does not define per-file and per-chat limits. OCR, embedded images, formula/table fidelity and full-file versus chunked processing need technical documentation or the shared upload fixture.",
              "evidenceIds": []
            },
            {
              "id": "spreadsheets",
              "question": "Are Excel tables read with structure intact?",
              "support": "unknown",
              "answer": "Are Excel tables read with structure intact? Unknown. The published 50-document/100 MB assistant limit does not define per-file and per-chat limits. OCR, embedded images, formula/table fidelity and full-file versus chunked processing need technical documentation or the shared upload fixture.",
              "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. The published 50-document/100 MB assistant limit does not define per-file and per-chat limits. OCR, embedded images, formula/table fidelity and full-file versus chunked processing need technical documentation or the shared upload fixture.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "The published 50-document/100 MB assistant limit does not define per-file and per-chat limits. OCR, embedded images, formula/table fidelity and full-file versus chunked processing need technical documentation or the shared upload fixture."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swissgpt:swissgpt:product",
            "swissgpt:swissgpt:university"
          ]
        }
      ]
    },
    {
      "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": "omnifact",
          "claimId": "omnifact:KNOW-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Spaces persist and share uploaded/connected knowledge. The applicable Pro page quota remains unknown; Enterprise advertises unlimited pages.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro up to50users and Enterprise Spaces; actual Pro page quota unverified",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "persistent_collections",
              "question": "Can users keep document collections across chats?",
              "support": "supported",
              "answer": "Uploaded Files and connected folders persist in a Space for multiple conversations; message attachments remain specific to their conversation.",
              "evidenceIds": [
                "omnifact:omnifact:spaces"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can collections be shared with users, groups or the whole organisation?",
              "support": "supported",
              "answer": "Organization users/groups including Everyone; Admin/Editor manage, Member queries. Groups receive view-only membership; edit grants are individual.",
              "evidenceIds": [
                "omnifact:omnifact:share"
              ]
            },
            {
              "id": "size_limits",
              "question": "What are the collection limits?",
              "support": "partial",
              "answer": "Enterprise pricing advertises unlimited knowledge pages. Actual Pro page quota is unknown because pricing says25000 while Billing says5000; neither is asserted as an independently applicable limit. The Connected Sources documentation says synced files currently do not count against the manual-upload page quota.",
              "evidenceIds": [
                "omnifact:omnifact:pricing-rev2",
                "omnifact:omnifact:billing",
                "omnifact:omnifact:sync"
              ]
            },
            {
              "id": "assistant_binding",
              "question": "Can collections be bound to an assistant?",
              "support": "supported",
              "answer": "Space agent uses its own instructions and isolated Uploaded Files/Connected Sources knowledge.",
              "evidenceIds": [
                "omnifact:omnifact:spaces"
              ]
            }
          ],
          "limitations": [
            "Pro page quota is excluded from verified limits until the applicable offer is identified. Connected-source and manual-upload accounting are separate."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:spaces",
            "omnifact:omnifact:share",
            "omnifact:omnifact:pricing-rev2",
            "omnifact:omnifact:billing",
            "omnifact:omnifact:sync"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:KNOW-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Standard and Premium include document-backed assistants with published collection limits.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Standard and Premium, up to 9 licences; Enterprise from 10 licences. Current healthcare, public-administration and university offer.",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland infrastructure; contract permits CH/EEA and conditional third-country processing; optional external web search",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "AlpineAI platform browser client",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "persistent_collections",
              "question": "Can users keep document collections across chats?",
              "support": "supported",
              "answer": "Assistants retain their own reference-document workspace for later questions.",
              "evidenceIds": [
                "swissgpt:swissgpt:product"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can collections be shared with users, groups or the whole organisation?",
              "support": "unknown",
              "answer": "Can collections be shared with users, groups or the whole organisation? Unknown. User/group/organisation sharing and Enterprise collection limits are not specified. The wording does not clearly distinguish per-file from aggregate 100 MB.",
              "evidenceIds": []
            },
            {
              "id": "size_limits",
              "question": "What are the collection limits?",
              "support": "partial",
              "answer": "Standard has 2 assistants and Premium 5; each is listed as 50 documents / max. 100 MB. Enterprise limits are not published.",
              "evidenceIds": [
                "swissgpt:swissgpt:university"
              ]
            },
            {
              "id": "assistant_binding",
              "question": "Can collections be bound to an assistant?",
              "support": "supported",
              "answer": "Users place documents in an assistant workspace and questions use those sources.",
              "evidenceIds": [
                "swissgpt:swissgpt:product"
              ]
            }
          ],
          "limitations": [
            "User/group/organisation sharing and Enterprise collection limits are not specified. The wording does not clearly distinguish per-file from aggregate 100 MB."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swissgpt:swissgpt:product",
            "swissgpt:swissgpt:university"
          ]
        }
      ]
    },
    {
      "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": "omnifact",
          "claimId": "omnifact:KNOW-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Cloud document sync and live first-party MCP integrations cover different system/action scopes.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "api",
              "cli"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro/Enterprise cloud document connectors; separately run API-enabled XWiki importer documented at pinned revision",
            "addOns": [
              "Customer-run XWiki sync tool; API access and source credentials required"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              },
              {
                "id": "api",
                "name": "Omnifact Published Spaces, Public API and Enterprise AI Gateway",
                "type": "api"
              },
              {
                "id": "cli",
                "name": "Omnifact document/chat CLI and XWiki sync",
                "type": "cli"
              }
            ]
          },
          "questions": [
            {
              "id": "microsoft_365",
              "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?",
              "support": "partial",
              "answer": "SharePoint, OneDrive Business and personal OneDrive document access/sync. No verified native Outlook/Teams connector in current catalogue.",
              "evidenceIds": [
                "omnifact:omnifact:integrations"
              ]
            },
            {
              "id": "google_workspace",
              "question": "Which Google sources are connected?",
              "support": "supported",
              "answer": "Drive document sync plus MCP Drive, Docs, Sheets, Slides, Gmail, Calendar, Chat tools.",
              "evidenceIds": [
                "omnifact:omnifact:integrations"
              ]
            },
            {
              "id": "atlassian",
              "question": "Confluence and Jira?",
              "support": "supported",
              "answer": "Atlassian official MCP for Jira/Confluence search and updates.",
              "evidenceIds": [
                "omnifact:omnifact:directory"
              ]
            },
            {
              "id": "other_systems",
              "question": "Which other business systems?",
              "support": "partial",
              "answer": "Slack, Zoom, Notion, Hub Spot, Zendesk, Box, Egnyte, Asana, Click Up, Linear, Airtable, Canva, Miro, Lucid, Stripe, Pay Pal, Git Hub/Git Lab, Sentry, PostHog, Supabase, Neon, Webflow, Todoist; official XWiki importer is separate unsupported CLI.",
              "evidenceIds": [
                "omnifact:omnifact:integrations",
                "omnifact:omnifact:xwiki-sync-rev2"
              ]
            },
            {
              "id": "on_prem_sources",
              "question": "Can on-prem file shares or databases be connected?",
              "support": "partial",
              "answer": "Custom MCP can expose internal systems but cloud deployment blocks private IP/loopback/subnets by default. XWiki REST importer runs where customer executes it; native file-share/database network support is not established.",
              "evidenceIds": [
                "omnifact:omnifact:mcp-rev2",
                "omnifact:omnifact:xwiki-sync-rev2"
              ]
            },
            {
              "id": "connector_provider",
              "question": "Who builds and maintains each connector?",
              "support": "partial",
              "answer": "Catalogue MCP servers are supplied by listed software vendors; Omnifact manages installation/governance. Document connectors and XWiki tool are Omnifact; support scope varies.",
              "evidenceIds": [
                "omnifact:omnifact:directory",
                "omnifact:omnifact:integrations",
                "omnifact:omnifact:xwiki-sync-rev2"
              ]
            }
          ],
          "limitations": [
            "XWiki behavior is documented in a pinned README, with no support/guarantee. It was not implementation-inspected or executed in this pass."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:integrations",
            "omnifact:omnifact:directory",
            "omnifact:omnifact:xwiki-sync-rev2",
            "omnifact:omnifact:mcp-rev2"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:KNOW-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise sector pages name production REST integrations with eGeKo and five healthcare systems. A public standard connector matrix for M365, Google, Atlassian and on-premise sources remains unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Standard and Premium, up to 9 licences; Enterprise from 10 licences. Current healthcare, public-administration and university offer.",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland infrastructure; contract permits CH/EEA and conditional third-country processing; optional external web search",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "AlpineAI platform browser client",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "microsoft_365",
              "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?",
              "support": "unknown",
              "answer": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected? Unknown. The current FAQ does not identify shipped SharePoint, OneDrive, Outlook-search, Teams, Google, Atlassian or on-prem-source connectors, their consent scopes or maintainers. The Outlook add-in is recorded under WORK-02. Rechecked 2026-10-26 in AlpineAI product, public-administration and healthcare feature/licence FAQs and Security page. No extra technical/admin documentation was identified in official links or targeted first-party searches; no account fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "google_workspace",
              "question": "Which Google sources are connected?",
              "support": "unknown",
              "answer": "Which Google sources are connected? Unknown. The current FAQ does not identify shipped SharePoint, OneDrive, Outlook-search, Teams, Google, Atlassian or on-prem-source connectors, their consent scopes or maintainers. The Outlook add-in is recorded under WORK-02. Rechecked 2026-10-26 in AlpineAI product, public-administration and healthcare feature/licence FAQs and Security page. No extra technical/admin documentation was identified in official links or targeted first-party searches; no account fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "atlassian",
              "question": "Confluence and Jira?",
              "support": "unknown",
              "answer": "Confluence and Jira? Unknown. The current FAQ does not identify shipped SharePoint, OneDrive, Outlook-search, Teams, Google, Atlassian or on-prem-source connectors, their consent scopes or maintainers. The Outlook add-in is recorded under WORK-02. Rechecked 2026-10-26 in AlpineAI product, public-administration and healthcare feature/licence FAQs and Security page. No extra technical/admin documentation was identified in official links or targeted first-party searches; no account fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "other_systems",
              "question": "Which other business systems?",
              "support": "partial",
              "answer": "The public-administration FAQ names eGeKo as an integration in production. The healthcare FAQ names Axenita, Aeskulap, Ines, Logival and Mediway as production integrations through the AlpineAI REST API. Individual integrations are part of Enterprise from 10 licences and planned with the customer IT team. Public consent scopes, per-system configuration and a self-service connector matrix are not supplied.",
              "evidenceIds": [
                "swissgpt:swissgpt:public-pricing-20261026",
                "swissgpt:swissgpt:health-pricing-20261026"
              ]
            },
            {
              "id": "on_prem_sources",
              "question": "Can on-prem file shares or databases be connected?",
              "support": "unknown",
              "answer": "Can on-prem file shares or databases be connected? Unknown. The current FAQ does not identify shipped SharePoint, OneDrive, Outlook-search, Teams, Google, Atlassian or on-prem-source connectors, their consent scopes or maintainers. The Outlook add-in is recorded under WORK-02. Rechecked 2026-10-26 in AlpineAI product, public-administration and healthcare feature/licence FAQs and Security page. No extra technical/admin documentation was identified in official links or targeted first-party searches; no account fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "connector_provider",
              "question": "Who builds and maintains each connector?",
              "support": "partial",
              "answer": "AlpineAI plans custom Enterprise integrations with the institution IT team. The university FAQ mentions expanding prebuilt connectors without naming them.",
              "evidenceIds": [
                "swissgpt:swissgpt:university"
              ]
            }
          ],
          "limitations": [
            "The production integration names are vendor claims on the sector pages, not a tested connector inventory.",
            "Individual integrations require the Enterprise package from 10 licences; no API account, customer deployment or fixture was accessed."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-25",
          "evidenceIds": [
            "swissgpt:swissgpt:university",
            "swissgpt:swissgpt:public-pricing-20261026",
            "swissgpt:swissgpt:health-pricing-20261026",
            "swissgpt:swissgpt:product-20261026",
            "swissgpt:swissgpt:security-20261026"
          ]
        }
      ]
    },
    {
      "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": "omnifact",
          "claimId": "omnifact:KNOW-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Personal OAuth tools honor source-account rights; synced content is scoped to Space membership, without a verified per-user ACL mirror.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "source_permissions_respected",
              "question": "Are source permissions enforced per user?",
              "support": "partial",
              "answer": "OAuth MCP executes only within each user account rights. Space indexed knowledge is available under shared Space membership; per-recipient source ACL enforcement was not established.",
              "evidenceIds": [
                "omnifact:omnifact:mcp",
                "omnifact:omnifact:retrieval",
                "omnifact:omnifact:sync"
              ]
            },
            {
              "id": "enforcement_point",
              "question": "Does the source system, a mirrored index or nothing enforce them?",
              "support": "partial",
              "answer": "Live OAuth uses source account access. Space retrieval is indexed and checks Space membership; this is not documented as a source-ACL recheck on every query.",
              "evidenceIds": [
                "omnifact:omnifact:mcp",
                "omnifact:omnifact:retrieval",
                "omnifact:omnifact:sync"
              ]
            },
            {
              "id": "revocation_delay",
              "question": "How quickly does a removed permission take effect?",
              "support": "partial",
              "answer": "Removing Space/group membership immediately revokes those grants; source document/ACL revocation timing beyond deletion sync was not tested.",
              "evidenceIds": [
                "omnifact:omnifact:share",
                "omnifact:omnifact:groups"
              ]
            },
            {
              "id": "admin_scope_controls",
              "question": "Can admins exclude sites, folders or labels?",
              "support": "partial",
              "answer": "Space admins select connected folders; organization enables/removes connectors and tools. No sensitivity-label classifier was established.",
              "evidenceIds": [
                "omnifact:omnifact:sync",
                "omnifact:omnifact:integrations"
              ]
            },
            {
              "id": "sensitivity_labels",
              "question": "Are Microsoft Purview or similar labels respected?",
              "support": "unknown",
              "answer": "Are Microsoft Purview or similar labels respected? Unknown. No cross-group source-ACL/revocation fixture or Microsoft Purview sensitivity-label implementation was established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "source_permissions_respected: OAuth MCP executes only within each user account rights. Space indexed knowledge is available under shared Space membership; per-recipient source ACL enforcement was not established.",
            "enforcement_point: Live OAuth uses source account access. Space retrieval is indexed and checks Space membership; this is not documented as a source-ACL recheck on every query.",
            "revocation_delay: Removing Space/group membership immediately revokes those grants; source document/ACL revocation timing beyond deletion sync was not tested.",
            "admin_scope_controls: Space admins select connected folders; organization enables/removes connectors and tools. No sensitivity-label classifier was established.",
            "Unverified sensitivity_labels: No cross-group source-ACL/revocation fixture or Microsoft Purview sensitivity-label implementation was established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:mcp",
            "omnifact:omnifact:retrieval",
            "omnifact:omnifact:sync",
            "omnifact:omnifact:share",
            "omnifact:omnifact:groups",
            "omnifact:omnifact:integrations"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt: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": "omnifact",
          "claimId": "omnifact:KNOW-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Connected documents are indexed on a five-minute cycle; live MCP queries remain separate.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "api",
              "cli"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro/Enterprise cloud document connectors; separately run API-enabled XWiki importer documented at pinned revision",
            "addOns": [
              "Customer-run XWiki sync tool; API access and source credentials required"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              },
              {
                "id": "api",
                "name": "Omnifact Published Spaces, Public API and Enterprise AI Gateway",
                "type": "api"
              },
              {
                "id": "cli",
                "name": "Omnifact document/chat CLI and XWiki sync",
                "type": "cli"
              }
            ]
          },
          "questions": [
            {
              "id": "live_or_indexed",
              "question": "Is content searched live or copied into an index?",
              "support": "supported",
              "answer": "Connected Sources index selected cloud files; MCP tools query source systems live. XWiki CLI uploads converted Markdown on customer-run sync.",
              "evidenceIds": [
                "omnifact:omnifact:sync",
                "omnifact:omnifact:integrations",
                "omnifact:omnifact:xwiki-sync-rev2"
              ]
            },
            {
              "id": "sync_interval",
              "question": "How often does an index refresh?",
              "support": "supported",
              "answer": "Connected Sources checks every five minutes; initial indexing may take minutes. XWiki tool is one-shot and requires external cron/systemd/Kubernetes scheduling.",
              "evidenceIds": [
                "omnifact:omnifact:sync",
                "omnifact:omnifact:xwiki-sync-rev2"
              ]
            },
            {
              "id": "deletion_propagation",
              "question": "How quickly does a deleted document disappear?",
              "support": "supported",
              "answer": "Cloud deletions removed on next five-minute cycle; disconnect permanently removes that source index from Space. XWiki importer tracks deleted/excluded pages on next run.",
              "evidenceIds": [
                "omnifact:omnifact:sync",
                "omnifact:omnifact:xwiki-sync-rev2"
              ]
            },
            {
              "id": "index_location",
              "question": "Where is indexed content stored?",
              "support": "partial",
              "answer": "DPA maps prefilter files/indexing to Azure Saa S Germany/Frankfurt storage; model embeddings/summaries have provider-dependent paths not fully mapped.",
              "evidenceIds": [
                "omnifact:omnifact:dpa-rev2"
              ]
            }
          ],
          "limitations": [
            "XWiki behavior is documented in a pinned README, with no support/guarantee. It was not implementation-inspected or executed in this pass."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:sync",
            "omnifact:omnifact:integrations",
            "omnifact:omnifact:xwiki-sync-rev2",
            "omnifact:omnifact:dpa-rev2"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt: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": "omnifact",
          "claimId": "omnifact:KNOW-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Passage citations and controllable strict grounding are documented; retrieval quality remains unmeasured.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "citations",
              "question": "Are answers linked to specific sources?",
              "support": "supported",
              "answer": "Source references identify uploaded document or cloud filename/provider and direct original link; progress shows retrieved document count.",
              "evidenceIds": [
                "omnifact:omnifact:retrieval",
                "omnifact:omnifact:sync"
              ]
            },
            {
              "id": "citation_accuracy",
              "question": "Do the cited passages support the answer?",
              "support": "unknown",
              "answer": "Do the cited passages support the answer? Unknown. No DE/FR/EN corpus fixture, citation entailment, cross-language retrieval measurement or observed score was run.",
              "evidenceIds": []
            },
            {
              "id": "cross_language",
              "question": "Does a question in one language find documents in another?",
              "support": "unknown",
              "answer": "Does a question in one language find documents in another? Unknown. No DE/FR/EN corpus fixture, citation entailment, cross-language retrieval measurement or observed score was run.",
              "evidenceIds": []
            },
            {
              "id": "no_answer_behaviour",
              "question": "Does it say when the corpus has no answer?",
              "support": "partial",
              "answer": "Space instructions can require answers only from uploaded documents and explicit missing-information statements; default guaranteed abstention is not established.",
              "evidenceIds": [
                "omnifact:omnifact:retrieval"
              ]
            },
            {
              "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 DE/FR/EN corpus fixture, citation entailment, cross-language retrieval measurement or observed score was run.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "no_answer_behaviour: Space instructions can require answers only from uploaded documents and explicit missing-information statements; default guaranteed abstention is not established.",
            "Unverified citation_accuracy, cross_language, observed_accuracy: No DE/FR/EN corpus fixture, citation entailment, cross-language retrieval measurement or observed score was run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:retrieval",
            "omnifact:omnifact:sync"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:KNOW-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The vendor describes source citations in Listener transcript search; retrieval accuracy was not tested.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Standard and Premium, up to 9 licences; Enterprise from 10 licences. Current healthcare, public-administration and university offer.",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland infrastructure; contract permits CH/EEA and conditional third-country processing; optional external web search",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "AlpineAI platform browser client",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "citations",
              "question": "Are answers linked to specific sources?",
              "support": "partial",
              "answer": "The Listener FAQ advertises full-text search with source references over transcribed recordings. General document-RAG citation coverage is unspecified.",
              "evidenceIds": [
                "swissgpt:swissgpt:product"
              ]
            },
            {
              "id": "citation_accuracy",
              "question": "Do the cited passages support the answer?",
              "support": "unknown",
              "answer": "Do the cited passages support the answer? Unknown. No shared corpus was loaded. Citation correctness, cross-language retrieval, refusal behaviour and observed question-set accuracy remain unmeasured.",
              "evidenceIds": []
            },
            {
              "id": "cross_language",
              "question": "Does a question in one language find documents in another?",
              "support": "unknown",
              "answer": "Does a question in one language find documents in another? Unknown. No shared corpus was loaded. Citation correctness, cross-language retrieval, refusal behaviour and observed question-set accuracy remain unmeasured.",
              "evidenceIds": []
            },
            {
              "id": "no_answer_behaviour",
              "question": "Does it say when the corpus has no answer?",
              "support": "unknown",
              "answer": "Does it say when the corpus has no answer? Unknown. No shared corpus was loaded. Citation correctness, cross-language retrieval, refusal behaviour and observed question-set accuracy remain unmeasured.",
              "evidenceIds": []
            },
            {
              "id": "observed_accuracy",
              "question": "How many of the question set were answered correctly?",
              "support": "unknown",
              "answer": "How many of the question set were answered correctly? Unknown. No shared corpus was loaded. Citation correctness, cross-language retrieval, refusal behaviour and observed question-set accuracy remain unmeasured.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "No shared corpus was loaded. Citation correctness, cross-language retrieval, refusal behaviour and observed question-set accuracy remain unmeasured."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swissgpt:swissgpt:product"
          ]
        }
      ]
    },
    {
      "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": "omnifact",
          "claimId": "omnifact:KNOW-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Persistent personal instructions exist; automatic cross-chat memory was not established.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "custom_instructions",
              "question": "Can users set persistent instructions?",
              "support": "supported",
              "answer": "Personalization stores role/context and response tone/style/format and sends them in every conversation. These fields bypass the Privacy Filter.",
              "evidenceIds": [
                "omnifact:omnifact:account"
              ]
            },
            {
              "id": "cross_chat_memory",
              "question": "Does the product remember facts across chats?",
              "support": "unknown",
              "answer": "Does the product remember facts across chats? Unknown. No automatic fact-memory feature or administrator memory-disable setting was established in account, Space and release documentation. Conversation history is not itself cross-chat memory.",
              "evidenceIds": []
            },
            {
              "id": "user_memory_controls",
              "question": "Can users view, edit and delete memories?",
              "support": "partial",
              "answer": "Users edit/remove their supplied personalization fields. This is not documentation of viewing/deleting automatically learned memories.",
              "evidenceIds": [
                "omnifact:omnifact:account"
              ]
            },
            {
              "id": "admin_memory_controls",
              "question": "Can admins turn memory off?",
              "support": "unknown",
              "answer": "Can admins turn memory off? Unknown. No automatic fact-memory feature or administrator memory-disable setting was established in account, Space and release documentation. Conversation history is not itself cross-chat memory.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "user_memory_controls: Users edit/remove their supplied personalization fields. This is not documentation of viewing/deleting automatically learned memories.",
            "Unverified cross_chat_memory, admin_memory_controls: No automatic fact-memory feature or administrator memory-disable setting was established in account, Space and release documentation. Conversation history is not itself cross-chat memory."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:account"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt: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": "omnifact",
          "claimId": "omnifact:AGT-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Space agents combine custom instructions, knowledge and shared access with starter prompts.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "create_assistants",
              "question": "Can users create assistants with instructions, knowledge and tools?",
              "support": "supported",
              "answer": "Members create Spaces, become Space Admin and set instructions/examples/knowledge. Workspace-level tool availability is governed separately.",
              "evidenceIds": [
                "omnifact:omnifact:create",
                "omnifact:omnifact:users"
              ]
            },
            {
              "id": "creator_permissions",
              "question": "Can admins limit who creates them?",
              "support": "partial",
              "answer": "Member role includes Space creation; group permissions control file/code/features. An explicit deny-Space-creation privilege was not established.",
              "evidenceIds": [
                "omnifact:omnifact:users",
                "omnifact:omnifact:groups"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can assistants be shared with users, groups or everyone?",
              "support": "supported",
              "answer": "Users or organization groups including Everyone; group membership grants Member only.",
              "evidenceIds": [
                "omnifact:omnifact:share"
              ]
            },
            {
              "id": "catalogue",
              "question": "Is there an internal assistant directory?",
              "support": "supported",
              "answer": "All/Favorite Spaces directory shows accessible agents with pin/favorite navigation.",
              "evidenceIds": [
                "omnifact:omnifact:spaces"
              ]
            },
            {
              "id": "prompt_library",
              "question": "Are shared prompt templates available?",
              "support": "partial",
              "answer": "Space Starters/template previews and example prompts provide shared starting points; a separate centrally managed standalone prompt-library product was not established.",
              "evidenceIds": [
                "omnifact:omnifact:create",
                "omnifact:omnifact:changes"
              ]
            }
          ],
          "limitations": [
            "creator_permissions: Member role includes Space creation; group permissions control file/code/features. An explicit deny-Space-creation privilege was not established.",
            "prompt_library: Space Starters/template previews and example prompts provide shared starting points; a separate centrally managed standalone prompt-library product was not established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:create",
            "omnifact:omnifact:users",
            "omnifact:omnifact:groups",
            "omnifact:omnifact:share",
            "omnifact:omnifact:spaces",
            "omnifact:omnifact:changes"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:AGT-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Users can create document-backed assistants and use prompt templates.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Standard and Premium, up to 9 licences; Enterprise from 10 licences. Current healthcare, public-administration and university offer.",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland infrastructure; contract permits CH/EEA and conditional third-country processing; optional external web search",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "AlpineAI platform browser client",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "create_assistants",
              "question": "Can users create assistants with instructions, knowledge and tools?",
              "support": "partial",
              "answer": "Users create workspaces with their own reference documents; configurable instructions and external tools are not described.",
              "evidenceIds": [
                "swissgpt:swissgpt:product"
              ]
            },
            {
              "id": "creator_permissions",
              "question": "Can admins limit who creates them?",
              "support": "unknown",
              "answer": "Can admins limit who creates them? Unknown. Creator restrictions, sharing boundaries, versioning, tool configuration and an organisation-managed directory are not established in the public pages.",
              "evidenceIds": []
            },
            {
              "id": "sharing_scope",
              "question": "Can assistants be shared with users, groups or everyone?",
              "support": "unknown",
              "answer": "Can assistants be shared with users, groups or everyone? Unknown. Creator restrictions, sharing boundaries, versioning, tool configuration and an organisation-managed directory are not established in the public pages.",
              "evidenceIds": []
            },
            {
              "id": "catalogue",
              "question": "Is there an internal assistant directory?",
              "support": "partial",
              "answer": "Premium adds preconfigured assistants; an organisation directory is not established.",
              "evidenceIds": [
                "swissgpt:swissgpt:product"
              ]
            },
            {
              "id": "prompt_library",
              "question": "Are shared prompt templates available?",
              "support": "partial",
              "answer": "Chat includes prompt templates for recurring tasks; shared-team template administration is not specified.",
              "evidenceIds": [
                "swissgpt:swissgpt:product"
              ]
            }
          ],
          "limitations": [
            "Creator restrictions, sharing boundaries, versioning, tool configuration and an organisation-managed directory are not established in the public pages."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swissgpt:swissgpt:product"
          ]
        }
      ]
    },
    {
      "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": "omnifact",
          "claimId": "omnifact:AGT-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Remote MCP has explicit tool policies, personal OAuth and teamwide static-credential access.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro/Enterprise managed remote MCP; workspace-admin setup and chosen tool policy required",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "builtin_tools",
              "question": "Which tools are built in?",
              "support": "partial",
              "answer": "Web search/browse, Space retrieval, image tools and curated MCP business actions are documented for the scoped workspace. Eligibility for the separate Experimental Execute code and its Python/Office outputs is unknown because the documentation does not map it to Pro or Enterprise.",
              "evidenceIds": [
                "omnifact:omnifact:web",
                "omnifact:omnifact:retrieval",
                "omnifact:omnifact:images",
                "omnifact:omnifact:documents",
                "omnifact:omnifact:integrations",
                "omnifact:omnifact:groups-rev2"
              ]
            },
            {
              "id": "custom_actions",
              "question": "Can admins add API actions?",
              "support": "partial",
              "answer": "Admins add custom remote MCP URL and discovered tools. Arbitrary non-MCP REST wrappers require an external server.",
              "evidenceIds": [
                "omnifact:omnifact:mcp-rev2"
              ]
            },
            {
              "id": "mcp_client",
              "question": "Can it use remote MCP servers, and with what admin control?",
              "support": "supported",
              "answer": "Remote HTTP MCP supports OAuth, APIkey, Bearer, customheader ornone. Destination validation blocks private/subnet/metadata endpoints by default.",
              "evidenceIds": [
                "omnifact:omnifact:mcp-rev2"
              ]
            },
            {
              "id": "tool_auth",
              "question": "Do tools act as the user or as a shared account?",
              "support": "partial",
              "answer": "OAuth requires personal sign-in; static APIkey/Bearer/header/none is central and immediately available teamwide, with no current per-user/group permission for those types.",
              "evidenceIds": [
                "omnifact:omnifact:mcp-rev2"
              ]
            },
            {
              "id": "tool_approval",
              "question": "Can admins approve or block tools, and can users confirm actions before they run?",
              "support": "partial",
              "answer": "Admins explicitly configure each tool as Always, Approval or Disable. Approval displays the exact request payload with Allow/Deny; later refresh adds new tools disabled. Initial-discovery default is unknown because setup and security sections disagree, so no safe or permissive initial default is asserted.",
              "evidenceIds": [
                "omnifact:omnifact:mcp-rev2"
              ]
            }
          ],
          "limitations": [
            "Configured policies are documented; initial-discovery defaults remain unknown. Static credentials are shared teamwide as documented and do not provide personal source authorization.",
            "Experimental code/output entitlement is unknown; generic Enterprise early-access wording does not identify an eligible Execute code tier."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:web",
            "omnifact:omnifact:retrieval",
            "omnifact:omnifact:images",
            "omnifact:omnifact:documents",
            "omnifact:omnifact:integrations",
            "omnifact:omnifact:mcp-rev2",
            "omnifact:omnifact:groups-rev2"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:AGT-02",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "AGT-03",
      "title": "Web search and deep research",
      "group": {
        "id": 3,
        "name": "Assistants and agents"
      },
      "judgment": "Record web search on/off control per organisation and group, search provider, citation of web sources, deep or multi-step research, and whether queries leave the residency boundary. Admins of regulated companies often need web search off.",
      "questions": [
        {
          "id": "web_search",
          "question": "Is web search available?"
        },
        {
          "id": "admin_toggle",
          "question": "Can admins disable it per organisation or group?"
        },
        {
          "id": "search_provider",
          "question": "Which search provider handles queries, and where?"
        },
        {
          "id": "deep_research",
          "question": "Is multi-step research with a report available?"
        },
        {
          "id": "web_citations",
          "question": "Are web sources cited?"
        }
      ],
      "products": [
        {
          "productId": "omnifact",
          "claimId": "omnifact:AGT-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Web research is cited and group-controlled; Brave handles public search.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "web_search",
              "question": "Is web search available?",
              "support": "supported",
              "answer": "Automatically triggered when needed or explicitly requested; URL reader caps2MB and excludes login/paywall/captcha pages.",
              "evidenceIds": [
                "omnifact:omnifact:web"
              ]
            },
            {
              "id": "admin_toggle",
              "question": "Can admins disable it per organisation or group?",
              "support": "supported",
              "answer": "Groups grant web search/browsing additively; remove grant from Everyone/allgroups to disable for targeted users.",
              "evidenceIds": [
                "omnifact:omnifact:groups"
              ]
            },
            {
              "id": "search_provider",
              "question": "Which search provider handles queries, and where?",
              "support": "partial",
              "answer": "DPA names Brave Software US as web-search processor; exact request-processing datacentre is not specified. Masked-sensitive queries are blocked before search.",
              "evidenceIds": [
                "omnifact:omnifact:dpa",
                "omnifact:omnifact:web"
              ]
            },
            {
              "id": "deep_research",
              "question": "Is multi-step research with a report available?",
              "support": "partial",
              "answer": "Agents can perform multi-step browsing/research; no separately bounded Deep Research report product or benchmark was established.",
              "evidenceIds": [
                "omnifact:omnifact:changes",
                "omnifact:omnifact:web"
              ]
            },
            {
              "id": "web_citations",
              "question": "Are web sources cited?",
              "support": "supported",
              "answer": "Numbered citations and original source links accompany search/browse results.",
              "evidenceIds": [
                "omnifact:omnifact:web"
              ]
            }
          ],
          "limitations": [
            "search_provider: DPA names Brave Software US as web-search processor; exact request-processing datacentre is not specified. Masked-sensitive queries are blocked before search.",
            "deep_research: Agents can perform multi-step browsing/research; no separately bounded Deep Research report product or benchmark was established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:web",
            "omnifact:omnifact:groups",
            "omnifact:omnifact:dpa",
            "omnifact:omnifact:changes"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:AGT-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Web search is included but requires organisation activation and user consent; queries can leave AlpineAI infrastructure.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Standard and Premium, up to 9 licences; Enterprise from 10 licences. Current healthcare, public-administration and university offer.",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland infrastructure; contract permits CH/EEA and conditional third-country processing; optional external web search",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "AlpineAI platform browser client",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "web_search",
              "question": "Is web search available?",
              "support": "supported",
              "answer": "Included across licence models and optional at use time.",
              "evidenceIds": [
                "swissgpt:swissgpt:product",
                "swissgpt:swissgpt:terms"
              ]
            },
            {
              "id": "admin_toggle",
              "question": "Can admins disable it per organisation or group?",
              "support": "supported",
              "answer": "Administrator must enable the instance; can disable it instance-wide. Users consent per search and again for detected sensitive content.",
              "evidenceIds": [
                "swissgpt:swissgpt:terms"
              ]
            },
            {
              "id": "search_provider",
              "question": "Which search provider handles queries, and where?",
              "support": "supported",
              "answer": "DPA Annex 3 names Brave Software, Inc., US, for Brave Search API; activated search sends query/chat content outside AlpineAI infrastructure.",
              "evidenceIds": [
                "swissgpt:swissgpt:dpa",
                "swissgpt:swissgpt:terms"
              ]
            },
            {
              "id": "deep_research",
              "question": "Is multi-step research with a report available?",
              "support": "unknown",
              "answer": "Is multi-step research with a report available? Unknown. Group-specific controls, a multi-step research/report mode and general web citation behaviour are not documented.",
              "evidenceIds": []
            },
            {
              "id": "web_citations",
              "question": "Are web sources cited?",
              "support": "unknown",
              "answer": "Are web sources cited? Unknown. Group-specific controls, a multi-step research/report mode and general web citation behaviour are not documented.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Group-specific controls, a multi-step research/report mode and general web citation behaviour are not documented."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swissgpt:swissgpt:product",
            "swissgpt:swissgpt:terms",
            "swissgpt:swissgpt:dpa"
          ]
        }
      ]
    },
    {
      "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": "omnifact",
          "claimId": "omnifact:AGT-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "External n8n nodes support automation; a native scheduled workflow builder is not established.",
          "availability": "generally-available",
          "delivery": "official-integration",
          "scope": {
            "surfaceIds": [
              "web",
              "api",
              "cli"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro/Enterprise Published Spaces/Documents API when enabled; AI Gateway nodes require Enterprise; external n8n runs separately",
            "addOns": [
              "External n8n community-node installation; customer-run scheduler/XWiki importer"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              },
              {
                "id": "api",
                "name": "Omnifact Published Spaces, Public API and Enterprise AI Gateway",
                "type": "api"
              },
              {
                "id": "cli",
                "name": "Omnifact document/chat CLI and XWiki sync",
                "type": "cli"
              }
            ]
          },
          "questions": [
            {
              "id": "workflow_builder",
              "question": "Is there a workflow or chain builder?",
              "support": "partial",
              "answer": "Vendor-owned repository publishes n8n community nodes for Gateway completions/model list, Published Space chat and document CRUD. The visual builder is external n8n, not an established native Omnifact builder.",
              "evidenceIds": [
                "omnifact:omnifact:n8n-nodes-omnifact-rev2"
              ]
            },
            {
              "id": "scheduled_tasks",
              "question": "Can prompts or assistants run on a schedule?",
              "support": "partial",
              "answer": "XWiki importer explicitly uses external cron/systemd/Kubernetes Cron Job. Native scheduled prompts/agents were not established.",
              "evidenceIds": [
                "omnifact:omnifact:xwiki-sync-rev2"
              ]
            },
            {
              "id": "event_triggers",
              "question": "Can external events start a workflow?",
              "support": "unknown",
              "answer": "Can external events start a workflow? Unknown. Native schedule/webhook/event-trigger support was not established from docs, index, changelog and automation integrations.",
              "evidenceIds": []
            },
            {
              "id": "builder_audience",
              "question": "Is building aimed at business users, IT or developers?",
              "support": "partial",
              "answer": "n8n community-node/API integrations and CLI sync target technical integrators; Space instructions target business users.",
              "evidenceIds": [
                "omnifact:omnifact:n8n-nodes-omnifact-rev2",
                "omnifact:omnifact:create"
              ]
            }
          ],
          "limitations": [
            "These integrations are pinned README documentation, not executed or source-inspected implementation. A native Omnifact workflow builder/scheduler is not established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:n8n-nodes-omnifact-rev2",
            "omnifact:omnifact:xwiki-sync-rev2",
            "omnifact:omnifact:create"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:AGT-04",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "AGT-05",
      "title": "Agentic task execution",
      "group": {
        "id": 3,
        "name": "Assistants and agents"
      },
      "judgment": "Record an agent mode that plans and carries out multi-step tasks with tools (browser, files, connectors), with visible steps, user confirmation of side effects and stop control. Run one fixture task (gather three documents, draft a summary, propose an email). Record interventions and what ran. A final claim of success is not proof.",
      "questions": [
        {
          "id": "agent_mode",
          "question": "Is there an agent mode for multi-step tasks?"
        },
        {
          "id": "visible_steps",
          "question": "Are steps and tool calls shown?"
        },
        {
          "id": "side_effect_confirmation",
          "question": "Must the user confirm actions with side effects?"
        },
        {
          "id": "stop_control",
          "question": "Can the user stop a running task?"
        }
      ],
      "products": [
        {
          "productId": "omnifact",
          "claimId": "omnifact:AGT-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Agentic chat plans tools and streams progress with configurable approvals and Stop.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "agent_mode",
              "question": "Is there an agent mode for multi-step tasks?",
              "support": "supported",
              "answer": "August release rebuilt chat around multi-step agents with automatic tool selection; API optionally enables agentic workflow.",
              "evidenceIds": [
                "omnifact:omnifact:changes",
                "omnifact:omnifact:api-chat"
              ]
            },
            {
              "id": "visible_steps",
              "question": "Are steps and tool calls shown?",
              "support": "partial",
              "answer": "Tool/search/retrieval progress and expandable reasoning show activity; exact full execution trace was not independently inspected.",
              "evidenceIds": [
                "omnifact:omnifact:select",
                "omnifact:omnifact:retrieval",
                "omnifact:omnifact:web"
              ]
            },
            {
              "id": "side_effect_confirmation",
              "question": "Must the user confirm actions with side effects?",
              "support": "partial",
              "answer": "Curated actions wait for confirmation by default; admins choose Always/Approval/Disable. It is not unconditional confirmation for every write under all configurations.",
              "evidenceIds": [
                "omnifact:omnifact:directory",
                "omnifact:omnifact:mcp"
              ]
            },
            {
              "id": "stop_control",
              "question": "Can the user stop a running task?",
              "support": "partial",
              "answer": "Send becomes Stop while response generates; clicking halts generation. Cancellation of already committed external side effects is not established.",
              "evidenceIds": [
                "omnifact:omnifact:stop"
              ]
            }
          ],
          "limitations": [
            "visible_steps: Tool/search/retrieval progress and expandable reasoning show activity; exact full execution trace was not independently inspected.",
            "side_effect_confirmation: Curated actions wait for confirmation by default; admins choose Always/Approval/Disable. It is not unconditional confirmation for every write under all configurations.",
            "stop_control: Send becomes Stop while response generates; clicking halts generation. Cancellation of already committed external side effects is not established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:changes",
            "omnifact:omnifact:api-chat",
            "omnifact:omnifact:select",
            "omnifact:omnifact:retrieval",
            "omnifact:omnifact:web",
            "omnifact:omnifact:directory",
            "omnifact:omnifact:mcp",
            "omnifact:omnifact:stop"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:AGT-05",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "AGT-06",
      "title": "Programmable access",
      "group": {
        "id": 3,
        "name": "Assistants and agents"
      },
      "judgment": "Record a public API for chat, assistants and knowledge, SDKs, API authentication, rate limits and whether API use counts against the same governance (audit, budgets, model restrictions). Being an MCP client is different from exposing the product over MCP.",
      "questions": [
        {
          "id": "chat_api",
          "question": "Is there an API for chat and assistants?"
        },
        {
          "id": "knowledge_api",
          "question": "Can documents be loaded through an API?"
        },
        {
          "id": "api_governance",
          "question": "Do audit, budgets and model rules apply to API use?"
        },
        {
          "id": "mcp_server",
          "question": "Does the product expose itself to other agents over MCP?"
        }
      ],
      "products": [
        {
          "productId": "omnifact",
          "claimId": "omnifact:AGT-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Spaces/document API and Enterprise Gateway use organization keys with different filtering/credit behavior.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "api"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro published Spaces advertised but support enablement needed; Gateway Enterprise opt-in",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "api",
                "name": "Omnifact Published Spaces, Public API and Enterprise AI Gateway",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_api",
              "question": "Is there an API for chat and assistants?",
              "support": "partial",
              "answer": "Published Spaces chat JSON/SSE with source/agentic headers; Enterprise Gateway OpenAI-compatible completions. Gateway V1 explicitly lacks tool calls and structured outputs.",
              "evidenceIds": [
                "omnifact:omnifact:api-chat",
                "omnifact:omnifact:gateway"
              ]
            },
            {
              "id": "knowledge_api",
              "question": "Can documents be loaded through an API?",
              "support": "partial",
              "answer": "Document upload, list, inspect, rename/delete with Space scope and async ingestion; no agent-configuration CRUD endpoint established.",
              "evidenceIds": [
                "omnifact:omnifact:api-docs"
              ]
            },
            {
              "id": "api_governance",
              "question": "Do audit, budgets and model rules apply to API use?",
              "support": "partial",
              "answer": "Org-level revocable key, enabled-modelcontrols and shared credit budget apply. Gateway hard-stops on exhaustion; Published Space API disables Privacy Filter. Fine-grained API-key scopes/end-user identities/audit parity were not established.",
              "evidenceIds": [
                "omnifact:omnifact:developer",
                "omnifact:omnifact:gateway",
                "omnifact:omnifact:published",
                "omnifact:omnifact:model-settings"
              ]
            },
            {
              "id": "mcp_server",
              "question": "Does the product expose itself to other agents over MCP?",
              "support": "unknown",
              "answer": "Does the product expose itself to other agents over MCP? Unknown. No first-party Omnifact MCP server exposing platform agents was established; inbound MCP client integrations are distinct.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "chat_api: Published Spaces chat JSON/SSE with source/agentic headers; Enterprise Gateway OpenAI-compatible completions. Gateway V1 explicitly lacks tool calls and structured outputs.",
            "knowledge_api: Document upload, list, inspect, rename/delete with Space scope and async ingestion; no agent-configuration CRUD endpoint established.",
            "api_governance: Org-level revocable key, enabled-modelcontrols and shared credit budget apply. Gateway hard-stops on exhaustion; Published Space API disables Privacy Filter. Fine-grained API-key scopes/end-user identities/audit parity were not established.",
            "Unverified mcp_server: No first-party Omnifact MCP server exposing platform agents was established; inbound MCP client integrations are distinct."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:api-chat",
            "omnifact:omnifact:gateway",
            "omnifact:omnifact:api-docs",
            "omnifact:omnifact:developer",
            "omnifact:omnifact:published",
            "omnifact:omnifact:model-settings"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:AGT-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A separate AlpineAI API platform is advertised. Custom application integrations are explicitly offered under Enterprise from 10 licences; standalone API entitlement remains unknown and new accounts are activated gradually.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "api"
            ],
            "version": null,
            "plan": "Enterprise custom application integrations from 10 licences; standalone API tariff/entitlement not established",
            "addOns": [
              "Individually contracted integration; API account activation required"
            ],
            "deploymentMode": null,
            "region": "API portal advertises Swiss processing; endpoint-specific processing and contractual entitlement unverified",
            "os": [],
            "surfaces": [
              {
                "id": "api",
                "name": "AlpineAI API platform",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_api",
              "question": "Is there an API for chat and assistants?",
              "support": "partial",
              "answer": "The product page describes requests/results through its separate API platform and explicitly places custom integrations in Enterprise. The public API landing page supports REST/SDK positioning but requires sign-in and gradual account activation. Specific chat/assistant endpoints, auth methods, standalone licensing and inclusion in Standard/Premium were not verified.",
              "evidenceIds": [
                "swissgpt:swissgpt:review2-product",
                "swissgpt:swissgpt:review2-api-access",
                "swissgpt:swissgpt:university"
              ]
            },
            {
              "id": "knowledge_api",
              "question": "Can documents be loaded through an API?",
              "support": "unknown",
              "answer": "No unauthenticated document-ingestion endpoint reference was retrieved from the API portal; naming general integrations is not proof of an ingestion API.",
              "evidenceIds": []
            },
            {
              "id": "api_governance",
              "question": "Do audit, budgets and model rules apply to API use?",
              "support": "unknown",
              "answer": "The API landing page advertises monitoring of usage and costs, but scope of chat audit, budgets and model rules for API calls was not established without authenticated documentation.",
              "evidenceIds": []
            },
            {
              "id": "mcp_server",
              "question": "Does the product expose itself to other agents over MCP?",
              "support": "unknown",
              "answer": "No AlpineAI-provided MCP server exposing the product to external agents was documented in the retrieved product or API landing pages.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Enterprise custom integration is documented; a universal API entitlement across chat licence tiers is not.",
            "No authenticated endpoint documentation, API account, rate-limit data or governance fixture was accessed."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swissgpt:swissgpt:review2-product",
            "swissgpt:swissgpt:review2-api-access",
            "swissgpt:swissgpt:university"
          ]
        }
      ]
    },
    {
      "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": "omnifact",
          "claimId": "omnifact:WORK-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Browser and mobile web access are advertised; native and managed clients remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "web",
              "question": "Is a full web client available?",
              "support": "supported",
              "answer": "Full Saa S browser client provides chat and Spaces.",
              "evidenceIds": [
                "omnifact:omnifact:home"
              ]
            },
            {
              "id": "desktop_apps",
              "question": "Windows and macOS apps?",
              "support": "unknown",
              "answer": "Windows and mac OS apps? Unknown. No verified Windows/mac OS native app, browser extension/sidebar or MDM client rollout guide was found. Vendor internal MDM in DPA is not customer client deployment.",
              "evidenceIds": []
            },
            {
              "id": "mobile_apps",
              "question": "iOS and Android apps with SSO?",
              "support": "partial",
              "answer": "Pricing lists Mobile Web App and model picker adapts to small screens; no native i OS/Android app with SSO was established.",
              "evidenceIds": [
                "omnifact:omnifact:pricing",
                "omnifact:omnifact:select"
              ]
            },
            {
              "id": "browser_extension",
              "question": "Is there a browser extension or sidebar?",
              "support": "unknown",
              "answer": "Is there a browser extension or sidebar? Unknown. No verified Windows/mac OS native app, browser extension/sidebar or MDM client rollout guide was found. Vendor internal MDM in DPA is not customer client deployment.",
              "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. No verified Windows/mac OS native app, browser extension/sidebar or MDM client rollout guide was found. Vendor internal MDM in DPA is not customer client deployment.",
              "evidenceIds": []
            },
            {
              "id": "client_feature_gaps",
              "question": "Which features are missing on mobile?",
              "support": "partial",
              "answer": "Mobile effort picker is inline rather than flyout; broader mobile feature parity is not specified.",
              "evidenceIds": [
                "omnifact:omnifact:select"
              ]
            }
          ],
          "limitations": [
            "mobile_apps: Pricing lists Mobile Web App and model picker adapts to small screens; no native i OS/Android app with SSO was established.",
            "client_feature_gaps: Mobile effort picker is inline rather than flyout; broader mobile feature parity is not specified.",
            "Unverified desktop_apps, browser_extension, managed_deployment: No verified Windows/mac OS native app, browser extension/sidebar or MDM client rollout guide was found. Vendor internal MDM in DPA is not customer client deployment."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:home",
            "omnifact:omnifact:pricing",
            "omnifact:omnifact:select"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:WORK-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The FAQ lists web and iOS/Android access.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "mobile"
            ],
            "version": null,
            "plan": "Standard and Premium, up to 9 licences; Enterprise from 10 licences. Current healthcare, public-administration and university offer.",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland; mobile clients on user devices",
            "os": [
              "iOS",
              "Android"
            ],
            "surfaces": [
              {
                "id": "web",
                "name": "AlpineAI platform browser client",
                "type": "web"
              },
              {
                "id": "mobile",
                "name": "AlpineAI iOS and Android apps",
                "type": "mobile"
              }
            ]
          },
          "questions": [
            {
              "id": "web",
              "question": "Is a full web client available?",
              "support": "supported",
              "answer": "Works in Chrome, Firefox, Safari or Edge on internet-connected computers and mobile devices.",
              "evidenceIds": [
                "swissgpt:swissgpt:product"
              ]
            },
            {
              "id": "desktop_apps",
              "question": "Windows and macOS apps?",
              "support": "unknown",
              "answer": "Windows and macOS apps? Unknown. Desktop OS support is only package-dependent in AGB 2.1. Browser extension, MDM/Intune deployment and mobile parity are not documented.",
              "evidenceIds": []
            },
            {
              "id": "mobile_apps",
              "question": "iOS and Android apps with SSO?",
              "support": "partial",
              "answer": "iOS and Android apps are advertised; company SSO in those apps was not verified.",
              "evidenceIds": [
                "swissgpt:swissgpt:product"
              ]
            },
            {
              "id": "browser_extension",
              "question": "Is there a browser extension or sidebar?",
              "support": "unknown",
              "answer": "Is there a browser extension or sidebar? Unknown. Desktop OS support is only package-dependent in AGB 2.1. Browser extension, MDM/Intune deployment and mobile parity are not documented.",
              "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. Desktop OS support is only package-dependent in AGB 2.1. Browser extension, MDM/Intune deployment and mobile parity are not documented.",
              "evidenceIds": []
            },
            {
              "id": "client_feature_gaps",
              "question": "Which features are missing on mobile?",
              "support": "unknown",
              "answer": "Which features are missing on mobile? Unknown. Desktop OS support is only package-dependent in AGB 2.1. Browser extension, MDM/Intune deployment and mobile parity are not documented.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Desktop OS support is only package-dependent in AGB 2.1. Browser extension, MDM/Intune deployment and mobile parity are not documented."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swissgpt:swissgpt:product"
          ]
        }
      ]
    },
    {
      "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": "omnifact",
          "claimId": "omnifact:WORK-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Office files and live Google connectors exist; embedded office/Teams apps are unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "word_excel_powerpoint",
              "question": "Does it work inside Word, Excel and PowerPoint?",
              "support": "partial",
              "answer": "Generates DOCX/XLSX/PPTX and modifies uploaded files, but this does not establish in-Word/Excel/Power Point add-ins.",
              "evidenceIds": [
                "omnifact:omnifact:documents"
              ]
            },
            {
              "id": "outlook",
              "question": "Does it work inside Outlook?",
              "support": "unknown",
              "answer": "Does it work inside Outlook? Unknown. No current native Outlook add-in or Teams chat app/bot was established in documentation/catalogue.",
              "evidenceIds": []
            },
            {
              "id": "teams",
              "question": "Is there a Teams app or bot?",
              "support": "unknown",
              "answer": "Is there a Teams app or bot? Unknown. No current native Outlook add-in or Teams chat app/bot was established in documentation/catalogue.",
              "evidenceIds": []
            },
            {
              "id": "google_workspace_apps",
              "question": "Does it work inside Docs, Sheets or Gmail?",
              "support": "partial",
              "answer": "Google Docs/Sheets/Slides/Gmail/Calendar/Chat MCP actions run from Omnifact after personal OAuth; embedded add-ons were not established.",
              "evidenceIds": [
                "omnifact:omnifact:integrations"
              ]
            },
            {
              "id": "licence_prerequisites",
              "question": "Which licences or consents are needed?",
              "support": "partial",
              "answer": "Microsoft document access may require tenantwide admin consent; all OAuth integrations need individual authorized source accounts and third-party entitlements. Exact office-suite licence matrix not established.",
              "evidenceIds": [
                "omnifact:omnifact:sync",
                "omnifact:omnifact:integrations"
              ]
            }
          ],
          "limitations": [
            "word_excel_powerpoint: Generates DOCX/XLSX/PPTX and modifies uploaded files, but this does not establish in-Word/Excel/Power Point add-ins.",
            "google_workspace_apps: Google Docs/Sheets/Slides/Gmail/Calendar/Chat MCP actions run from Omnifact after personal OAuth; embedded add-ons were not established.",
            "licence_prerequisites: Microsoft document access may require tenantwide admin consent; all OAuth integrations need individual authorized source accounts and third-party entitlements. Exact office-suite licence matrix not established.",
            "Unverified outlook, teams: No current native Outlook add-in or Teams chat app/bot was established in documentation/catalogue."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:documents",
            "omnifact:omnifact:integrations",
            "omnifact:omnifact:sync"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:WORK-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Standard and Premium include an Outlook add-in for reading, drafting and translating email.",
          "availability": "generally-available",
          "delivery": "official-integration",
          "scope": {
            "surfaceIds": [
              "outlook"
            ],
            "version": null,
            "plan": "Standard and Premium; Enterprise packaging unspecified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Content processed on AlpineAI hardware in Switzerland",
            "os": [],
            "surfaces": [
              {
                "id": "outlook",
                "name": "AlpineAI Outlook add-in",
                "type": "office-add-in"
              }
            ]
          },
          "questions": [
            {
              "id": "word_excel_powerpoint",
              "question": "Does it work inside Word, Excel and PowerPoint?",
              "support": "unknown",
              "answer": "Does it work inside Word, Excel and PowerPoint? Unknown. Word, Excel, PowerPoint, Teams and Google application integrations are not specified. Outlook add-in consent and compatibility requirements remain unverified.",
              "evidenceIds": []
            },
            {
              "id": "outlook",
              "question": "Does it work inside Outlook?",
              "support": "supported",
              "answer": "Add-in summarises messages/threads, drafts replies and translates within Outlook. The FAQ describes Get Add-Ins installation.",
              "evidenceIds": [
                "swissgpt:swissgpt:product"
              ]
            },
            {
              "id": "teams",
              "question": "Is there a Teams app or bot?",
              "support": "unknown",
              "answer": "Is there a Teams app or bot? Unknown. Word, Excel, PowerPoint, Teams and Google application integrations are not specified. Outlook add-in consent and compatibility requirements remain unverified.",
              "evidenceIds": []
            },
            {
              "id": "google_workspace_apps",
              "question": "Does it work inside Docs, Sheets or Gmail?",
              "support": "unknown",
              "answer": "Does it work inside Docs, Sheets or Gmail? Unknown. Word, Excel, PowerPoint, Teams and Google application integrations are not specified. Outlook add-in consent and compatibility requirements remain unverified.",
              "evidenceIds": []
            },
            {
              "id": "licence_prerequisites",
              "question": "Which licences or consents are needed?",
              "support": "partial",
              "answer": "Included with Standard and Premium. Microsoft licence/version prerequisites and tenant consent requirements are not stated.",
              "evidenceIds": [
                "swissgpt:swissgpt:product"
              ]
            }
          ],
          "limitations": [
            "Word, Excel, PowerPoint, Teams and Google application integrations are not specified. Outlook add-in consent and compatibility requirements remain unverified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swissgpt:swissgpt:product"
          ]
        }
      ]
    },
    {
      "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": "omnifact",
          "claimId": "omnifact:WORK-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Persistent style instructions support writing; specialized document translation is unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted 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? Unknown. Formatting-preserving full-document translation, named engine and company glossary were not established in docs, model catalogue or integrations.",
              "evidenceIds": []
            },
            {
              "id": "translation_engine",
              "question": "Which engine translates?",
              "support": "unknown",
              "answer": "Which engine translates? Unknown. Formatting-preserving full-document translation, named engine and company glossary were not established in docs, model catalogue or integrations.",
              "evidenceIds": []
            },
            {
              "id": "glossaries",
              "question": "Are company glossaries supported?",
              "support": "unknown",
              "answer": "Are company glossaries supported? Unknown. Formatting-preserving full-document translation, named engine and company glossary were not established in docs, model catalogue or integrations.",
              "evidenceIds": []
            },
            {
              "id": "formality_and_variants",
              "question": "Can formality and regional variants (de-CH) be set?",
              "support": "partial",
              "answer": "Personal response instructions can request formal/casual tone and style. Specific de-CH controls or terminology enforcement were not documented.",
              "evidenceIds": [
                "omnifact:omnifact:account"
              ]
            },
            {
              "id": "writing_tools",
              "question": "Are dedicated rewrite and proofreading tools available?",
              "support": "partial",
              "answer": "Chat supports drafting and rewriting via instructions and document generation; a dedicated proofreading/translation toolbar was not established.",
              "evidenceIds": [
                "omnifact:omnifact:account",
                "omnifact:omnifact:documents"
              ]
            }
          ],
          "limitations": [
            "formality_and_variants: Personal response instructions can request formal/casual tone and style. Specific de-CH controls or terminology enforcement were not documented.",
            "writing_tools: Chat supports drafting and rewriting via instructions and document generation; a dedicated proofreading/translation toolbar was not established.",
            "Unverified document_translation, translation_engine, glossaries: Formatting-preserving full-document translation, named engine and company glossary were not established in docs, model catalogue or integrations."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:account",
            "omnifact:omnifact:documents"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:WORK-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The platform and Outlook add-in offer drafting, summaries and translations.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Standard and Premium, up to 9 licences; Enterprise from 10 licences. Current healthcare, public-administration and university offer.",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland infrastructure; contract permits CH/EEA and conditional third-country processing; optional external web search",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "AlpineAI platform browser client",
                "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 layout preservation, a dedicated translation engine, company glossaries, formality and de-CH controls were not specified or tested.",
              "evidenceIds": []
            },
            {
              "id": "translation_engine",
              "question": "Which engine translates?",
              "support": "unknown",
              "answer": "Which engine translates? Unknown. Whole-document layout preservation, a dedicated translation engine, company glossaries, formality and de-CH controls were not specified or tested.",
              "evidenceIds": []
            },
            {
              "id": "glossaries",
              "question": "Are company glossaries supported?",
              "support": "unknown",
              "answer": "Are company glossaries supported? Unknown. Whole-document layout preservation, a dedicated translation engine, company glossaries, formality and de-CH controls were not specified or tested.",
              "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? Unknown. Whole-document layout preservation, a dedicated translation engine, company glossaries, formality and de-CH controls were not specified or tested.",
              "evidenceIds": []
            },
            {
              "id": "writing_tools",
              "question": "Are dedicated rewrite and proofreading tools available?",
              "support": "partial",
              "answer": "The FAQ advertises drafting and replying to email, summaries and translations into Swiss national languages and English. Proofreading controls are not detailed.",
              "evidenceIds": [
                "swissgpt:swissgpt:product"
              ]
            }
          ],
          "limitations": [
            "Whole-document layout preservation, a dedicated translation engine, company glossaries, formality and de-CH controls were not specified or tested."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swissgpt:swissgpt:product"
          ]
        }
      ]
    },
    {
      "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": "omnifact",
          "claimId": "omnifact:WORK-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Image generation and edits use configured OpenAI/Google models under group permission.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "image_generation",
              "question": "Can users generate images, with which models?",
              "support": "partial",
              "answer": "Model Settings lists GPTImage2/1.5/1/1Mini, Nano Banana/Pro/2; September notes add GPTImage2.5Flare/Sunburst and October Nano Banana2.1 direct Google. EU generation remains Nano Banana2 because2.1 is not on Google Cloud EU.",
              "evidenceIds": [
                "omnifact:omnifact:model-settings",
                "omnifact:omnifact:changes"
              ]
            },
            {
              "id": "image_editing",
              "question": "Can users edit uploaded images?",
              "support": "supported",
              "answer": "Uploaded reference images can be transformed with text instructions; results appear in gallery and download.",
              "evidenceIds": [
                "omnifact:omnifact:images"
              ]
            },
            {
              "id": "admin_control",
              "question": "Can admins restrict image generation?",
              "support": "partial",
              "answer": "Generate Images is group-granted; model enablement/default is organization-wide. Image/audio contents bypass PII masking and retain route constraints.",
              "evidenceIds": [
                "omnifact:omnifact:groups",
                "omnifact:omnifact:model-settings",
                "omnifact:omnifact:privacy"
              ]
            },
            {
              "id": "usage_terms",
              "question": "What usage rights apply to output?",
              "support": "unknown",
              "answer": "What usage rights apply to output? Unknown. Model-specific output licence/commercial rights were not established; general software rights do not define image-output ownership.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "image_generation: Model Settings lists GPTImage2/1.5/1/1Mini, Nano Banana/Pro/2; September notes add GPTImage2.5Flare/Sunburst and October Nano Banana2.1 direct Google. EU generation remains Nano Banana2 because2.1 is not on Google Cloud EU.",
            "admin_control: Generate Images is group-granted; model enablement/default is organization-wide. Image/audio contents bypass PII masking and retain route constraints.",
            "Unverified usage_terms: Model-specific output licence/commercial rights were not established; general software rights do not define image-output ownership."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:model-settings",
            "omnifact:omnifact:changes",
            "omnifact:omnifact:images",
            "omnifact:omnifact:groups",
            "omnifact:omnifact:privacy"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt: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": "omnifact",
          "claimId": "omnifact:WORK-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Experimental dictation/audio input exists; meeting bot/live voice coverage is unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "dictation",
              "question": "Can users dictate prompts?",
              "support": "partial",
              "answer": "Experimental Dictate Messages requires enabled Azure OpenAI; audio bypasses filtering and speech is converted to text.",
              "evidenceIds": [
                "omnifact:omnifact:groups"
              ]
            },
            {
              "id": "read_aloud",
              "question": "Can answers be read aloud?",
              "support": "unknown",
              "answer": "Can answers be read aloud? Unknown. No live voice conversation, read-aloud capability or Swiss German recognition/quality fixture was established.",
              "evidenceIds": []
            },
            {
              "id": "voice_conversation",
              "question": "Is a live voice mode available?",
              "support": "unknown",
              "answer": "Is a live voice mode available? Unknown. No live voice conversation, read-aloud capability or Swiss German recognition/quality fixture was established.",
              "evidenceIds": []
            },
            {
              "id": "meeting_summaries",
              "question": "Are meetings transcribed and summarised?",
              "support": "partial",
              "answer": "Uploaded meeting transcripts can be summarized and Zoom integration searches/recaps recordings; no native automatic meeting-joining/transcription bot was established.",
              "evidenceIds": [
                "omnifact:omnifact:directory",
                "omnifact:omnifact:documents"
              ]
            },
            {
              "id": "swiss_german_speech",
              "question": "Is Swiss German speech recognised?",
              "support": "unknown",
              "answer": "Is Swiss German speech recognised? Unknown. No live voice conversation, read-aloud capability or Swiss German recognition/quality fixture was established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "dictation: Experimental Dictate Messages requires enabled Azure OpenAI; audio bypasses filtering and speech is converted to text.",
            "meeting_summaries: Uploaded meeting transcripts can be summarized and Zoom integration searches/recaps recordings; no native automatic meeting-joining/transcription bot was established.",
            "Unverified read_aloud, voice_conversation, swiss_german_speech: No live voice conversation, read-aloud capability or Swiss German recognition/quality fixture was established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:groups",
            "omnifact:omnifact:directory",
            "omnifact:omnifact:documents"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:WORK-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Premium Listener records audio, transcribes Swiss German and creates minutes or summaries.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "mobile"
            ],
            "version": null,
            "plan": "Premium Listener; Enterprise inclusion per order",
            "addOns": [],
            "deploymentMode": null,
            "region": "Audio processing on AlpineAI-owned hardware in Switzerland",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "AlpineAI platform browser client",
                "type": "web"
              },
              {
                "id": "mobile",
                "name": "AlpineAI iOS and Android apps",
                "type": "mobile"
              }
            ]
          },
          "questions": [
            {
              "id": "dictation",
              "question": "Can users dictate prompts?",
              "support": "partial",
              "answer": "Listener records dictation through the microphone and accepts existing audio files. Direct dictation into a chat prompt was not established.",
              "evidenceIds": [
                "swissgpt:swissgpt:product"
              ]
            },
            {
              "id": "read_aloud",
              "question": "Can answers be read aloud?",
              "support": "unknown",
              "answer": "Can answers be read aloud? Unknown. Read-aloud and live bidirectional voice conversation are undocumented; recognition quality was not independently tested.",
              "evidenceIds": []
            },
            {
              "id": "voice_conversation",
              "question": "Is a live voice mode available?",
              "support": "unknown",
              "answer": "Is a live voice mode available? Unknown. Read-aloud and live bidirectional voice conversation are undocumented; recognition quality was not independently tested.",
              "evidenceIds": []
            },
            {
              "id": "meeting_summaries",
              "question": "Are meetings transcribed and summarised?",
              "support": "supported",
              "answer": "Advertises complete transcripts and structured minutes, summaries, key facts and to-dos; recordings process on AlpineAI hardware in Switzerland.",
              "evidenceIds": [
                "swissgpt:swissgpt:product"
              ]
            },
            {
              "id": "swiss_german_speech",
              "question": "Is Swiss German speech recognised?",
              "support": "supported",
              "answer": "Vendor claims Swiss German and other dialect recognition, with transcript output in German, English, French or Italian.",
              "evidenceIds": [
                "swissgpt:swissgpt:product"
              ]
            }
          ],
          "limitations": [
            "Read-aloud and live bidirectional voice conversation are undocumented; recognition quality was not independently tested."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swissgpt:swissgpt:product"
          ]
        }
      ]
    },
    {
      "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": "omnifact",
          "claimId": "omnifact: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": []
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt: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": "omnifact",
          "claimId": "omnifact:WORK-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Shared Spaces organize agents/knowledge; multi-user conversations and complete source-safe redistribution are unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "share_chats",
              "question": "Can chats be shared inside the organisation?",
              "support": "unknown",
              "answer": "Can chats be shared inside the organisation? Unknown. Sharing individual chat links and simultaneous group conversation were not explicitly established; shared Space access alone is insufficient evidence.",
              "evidenceIds": []
            },
            {
              "id": "team_spaces",
              "question": "Are shared projects or workspaces available?",
              "support": "supported",
              "answer": "Space instructions, knowledge and membership are shared with users/groups; conversations remain organized under the Space.",
              "evidenceIds": [
                "omnifact:omnifact:spaces",
                "omnifact:omnifact:share"
              ]
            },
            {
              "id": "group_chat",
              "question": "Can several people chat together with the AI?",
              "support": "unknown",
              "answer": "Can several people chat together with the AI? Unknown. Sharing individual chat links and simultaneous group conversation were not explicitly established; shared Space access alone is insufficient evidence.",
              "evidenceIds": []
            },
            {
              "id": "share_permission_boundary",
              "question": "Does sharing respect the recipient's access to sources?",
              "support": "partial",
              "answer": "Space members can see referenced uploaded knowledge. Personal OAuth MCP follows each source account, but Space source-ACL rechecking and generated-answer resharing boundaries were not tested.",
              "evidenceIds": [
                "omnifact:omnifact:share",
                "omnifact:omnifact:mcp",
                "omnifact:omnifact:sync"
              ]
            }
          ],
          "limitations": [
            "share_permission_boundary: Space members can see referenced uploaded knowledge. Personal OAuth MCP follows each source account, but Space source-ACL rechecking and generated-answer resharing boundaries were not tested.",
            "Unverified share_chats, group_chat: Sharing individual chat links and simultaneous group conversation were not explicitly established; shared Space access alone is insufficient evidence."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:spaces",
            "omnifact:omnifact:share",
            "omnifact:omnifact:mcp",
            "omnifact:omnifact:sync"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt: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": "omnifact",
          "claimId": "omnifact:WORK-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "English and German UI are documented; language quality and accessibility are untested.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "ui_languages",
              "question": "Which UI languages are offered?",
              "support": "supported",
              "answer": "Account language selector offers English/German, otherwise browser-language default.",
              "evidenceIds": [
                "omnifact:omnifact:account"
              ]
            },
            {
              "id": "dach_language_quality",
              "question": "Are German, French and Italian UIs complete and natural?",
              "support": "unknown",
              "answer": "Are German, French and Italian UIs complete and natural? Unknown. No DE/FR/IT UI-quality fixture or WCAG conformance statement was obtained. French/Italian UI is not in the documented EN/DE selector.",
              "evidenceIds": []
            },
            {
              "id": "accessibility_statement",
              "question": "Is there a WCAG conformance statement?",
              "support": "unknown",
              "answer": "Is there a WCAG conformance statement? Unknown. No DE/FR/IT UI-quality fixture or WCAG conformance statement was obtained. French/Italian UI is not in the documented EN/DE selector.",
              "evidenceIds": []
            },
            {
              "id": "admin_ui_languages",
              "question": "Is the admin interface available in German?",
              "support": "partial",
              "answer": "A separate German admin documentation tree is published; this does not verify complete German in-app admin translation.",
              "evidenceIds": [
                "omnifact:omnifact:account"
              ]
            }
          ],
          "limitations": [
            "admin_ui_languages: A separate German admin documentation tree is published; this does not verify complete German in-app admin translation.",
            "Unverified dach_language_quality, accessibility_statement: No DE/FR/IT UI-quality fixture or WCAG conformance statement was obtained. French/Italian UI is not in the documented EN/DE selector."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:account"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:WORK-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Terms specify a German and English interface; language quality was not observed.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Standard and Premium, up to 9 licences; Enterprise from 10 licences. Current healthcare, public-administration and university offer.",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland infrastructure; contract permits CH/EEA and conditional third-country processing; optional external web search",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "AlpineAI platform browser client",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "ui_languages",
              "question": "Which UI languages are offered?",
              "support": "partial",
              "answer": "AGB 2.1 explicitly names German and English UI. Sector pages advertise processing of Swiss national languages and English; that does not establish French/Italian UI coverage.",
              "evidenceIds": [
                "swissgpt:swissgpt:terms"
              ]
            },
            {
              "id": "dach_language_quality",
              "question": "Are German, French and Italian UIs complete and natural?",
              "support": "unknown",
              "answer": "Are German, French and Italian UIs complete and natural? Unknown. No authenticated German/French/Italian UI review, WCAG conformance statement or German admin-interface specification was located.",
              "evidenceIds": []
            },
            {
              "id": "accessibility_statement",
              "question": "Is there a WCAG conformance statement?",
              "support": "unknown",
              "answer": "Is there a WCAG conformance statement? Unknown. No authenticated German/French/Italian UI review, WCAG conformance statement or German admin-interface specification was located.",
              "evidenceIds": []
            },
            {
              "id": "admin_ui_languages",
              "question": "Is the admin interface available in German?",
              "support": "unknown",
              "answer": "Is the admin interface available in German? Unknown. No authenticated German/French/Italian UI review, WCAG conformance statement or German admin-interface specification was located.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "No authenticated German/French/Italian UI review, WCAG conformance statement or German admin-interface specification was located."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swissgpt:swissgpt:terms"
          ]
        }
      ]
    },
    {
      "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": "omnifact",
          "claimId": "omnifact:ADM-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise SAML2.0 uses identity-provider MFA and conditional-access policies; nativeTOTP entitlement is outside this finding.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Enterprise SAML/SSO only; nativeTOTP entitlement excluded",
            "addOns": [
              "Enterprise SSO enablement; identity-provider MFA/conditional access"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "sso_protocols",
              "question": "Which SSO protocols and identity providers work?",
              "support": "supported",
              "answer": "SAML2.0 via SSO Ready; Entra ID, Okta, Keycloak and SAML-compatible Id Ps. OIDC was not established.",
              "evidenceIds": [
                "omnifact:omnifact:users",
                "omnifact:omnifact:sso-blog",
                "omnifact:omnifact:public-sector"
              ]
            },
            {
              "id": "sso_plan",
              "question": "Which plan includes SSO?",
              "support": "supported",
              "answer": "SSO/SCIM exclusive to Enterprise and support-enabled configuration.",
              "evidenceIds": [
                "omnifact:omnifact:users"
              ]
            },
            {
              "id": "mfa",
              "question": "Can MFA be enforced?",
              "support": "partial",
              "answer": "For Enterprise SAML/SSO users, authentication and MFA are controlled by the identity provider; Omnifact native2FA setup is hidden. No nativeTOTP entitlement for Pro or Enterprise is asserted.",
              "evidenceIds": [
                "omnifact:omnifact:security-rev2",
                "omnifact:omnifact:sso-blog"
              ]
            },
            {
              "id": "conditional_access",
              "question": "Do Entra conditional-access policies apply?",
              "support": "partial",
              "answer": "SSO announcement says existing Id P conditional access/MFA/password rules apply; Entra device/location combinations were not tested.",
              "evidenceIds": [
                "omnifact:omnifact:sso-blog"
              ]
            },
            {
              "id": "domain_capture",
              "question": "Can the company claim its email domain?",
              "support": "unknown",
              "answer": "Can the company claim its email domain? Unknown. No verified company-domain capture/ownership process was established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "The supported MFA path here is the Enterprise identity provider. Native password/TOTP accounts require separate plan verification."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:users",
            "omnifact:omnifact:sso-blog",
            "omnifact:omnifact:public-sector",
            "omnifact:omnifact:security-rev2",
            "omnifact:omnifact:auth"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:ADM-01",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "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": "omnifact",
          "claimId": "omnifact:ADM-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise SCIM synchronizes users/groups; deactivation blocks login while detailed asset disposition remains unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "scim",
              "question": "Is SCIM provisioning supported?",
              "support": "supported",
              "answer": "Dedicated sso-sync creates, updates anddeactivates users automatically; manual creation/profile/role/CSV changes are locked under SCIM.",
              "evidenceIds": [
                "omnifact:omnifact:users"
              ]
            },
            {
              "id": "group_sync",
              "question": "Are identity-provider groups synced?",
              "support": "supported",
              "answer": "Entra, Okta or Google Workspace groups mirror into immutable-membership Synced Groups with Omnifact-managed permissions.",
              "evidenceIds": [
                "omnifact:omnifact:groups"
              ]
            },
            {
              "id": "jit_provisioning",
              "question": "Are users created at first login?",
              "support": "partial",
              "answer": "Provisioned status includes SSO/SCIM-created accounts before first login; invitations are skipped for SSO. Exact just-in-time account trigger not specified.",
              "evidenceIds": [
                "omnifact:omnifact:users"
              ]
            },
            {
              "id": "deprovisioning",
              "question": "What happens to a removed user's data and shared assets?",
              "support": "partial",
              "answer": "Deactivated users cannot log in; only unaccepted invitees can be permanently deleted from user list. Space removal keeps prior contributions; full leaver private data/agent ownership effects unspecified.",
              "evidenceIds": [
                "omnifact:omnifact:users",
                "omnifact:omnifact:share"
              ]
            },
            {
              "id": "seat_assignment",
              "question": "Can admins assign and reclaim seats?",
              "support": "partial",
              "answer": "Active and invited users count as seats; adding prorates cost, removal credits next invoice. Deactivated-seat billing treatment not fully specified.",
              "evidenceIds": [
                "omnifact:omnifact:billing"
              ]
            }
          ],
          "limitations": [
            "jit_provisioning: Provisioned status includes SSO/SCIM-created accounts before first login; invitations are skipped for SSO. Exact just-in-time account trigger not specified.",
            "deprovisioning: Deactivated users cannot log in; only unaccepted invitees can be permanently deleted from user list. Space removal keeps prior contributions; full leaver private data/agent ownership effects unspecified.",
            "seat_assignment: Active and invited users count as seats; adding prorates cost, removal credits next invoice. Deactivated-seat billing treatment not fully specified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:users",
            "omnifact:omnifact:groups",
            "omnifact:omnifact:share",
            "omnifact:omnifact:billing"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt: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": "omnifact",
          "claimId": "omnifact:ADM-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Owner/Admin/Member and Space roles combine with additive groups.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_roles",
              "question": "Which admin roles exist, and can admin rights be delegated?",
              "support": "supported",
              "answer": "Owner includes Admin/Member, Admin includes Member; Admin manages team users/settings except Owner. Space Admin/Editor is separate, with optional Knowledge Base Manager in DPA.",
              "evidenceIds": [
                "omnifact:omnifact:users",
                "omnifact:omnifact:share",
                "omnifact:omnifact:dpa"
              ]
            },
            {
              "id": "groups",
              "question": "Can permissions be set per group?",
              "support": "supported",
              "answer": "Everyone, SCIM-synced andmanual groups; permissions union rather than deny.",
              "evidenceIds": [
                "omnifact:omnifact:groups"
              ]
            },
            {
              "id": "feature_toggles",
              "question": "Which features can be switched on or off per group?",
              "support": "supported",
              "answer": "Group grants file/image uploads, audio, web, imagegeneration, code, dictation, modeltiers, USmodels, filterexemption; organization models/features must also be enabled.",
              "evidenceIds": [
                "omnifact:omnifact:groups"
              ]
            },
            {
              "id": "multi_entity",
              "question": "Can subsidiaries or departments be separated within one contract?",
              "support": "partial",
              "answer": "Organization tenant separation and department Space/group boundaries are described; terms prohibit multiple accounts for one company and usage beyond own personnel without agreement. Multi-subsidiary contract rights were not established.",
              "evidenceIds": [
                "omnifact:omnifact:dpa",
                "omnifact:omnifact:terms",
                "omnifact:omnifact:share"
              ]
            }
          ],
          "limitations": [
            "multi_entity: Organization tenant separation and department Space/group boundaries are described; terms prohibit multiple accounts for one company and usage beyond own personnel without agreement. Multi-subsidiary contract rights were not established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:users",
            "omnifact:omnifact:share",
            "omnifact:omnifact:dpa",
            "omnifact:omnifact:groups",
            "omnifact:omnifact:terms"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt: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": "omnifact",
          "claimId": "omnifact:ADM-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise adoption analytics show active users and message counts; deeper breakdown/export controls are unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Enterprise Usage Analytics & Insights; Pro excluded",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "adoption_dashboard",
              "question": "Is there an adoption dashboard?",
              "support": "supported",
              "answer": "Analytics provides date-range totals and daily active-user/message charts with interactive metric toggles; Enterprise-only in pricing.",
              "evidenceIds": [
                "omnifact:omnifact:analytics-rev2",
                "omnifact:omnifact:pricing-rev2"
              ]
            },
            {
              "id": "breakdowns",
              "question": "Can usage be broken down by group, model, feature and assistant?",
              "support": "partial",
              "answer": "Documented dashboard is organization/day level. Model, group, feature andassistant breakdown matrix was not established.",
              "evidenceIds": [
                "omnifact:omnifact:analytics-rev2"
              ]
            },
            {
              "id": "export",
              "question": "Can usage data be exported?",
              "support": "unknown",
              "answer": "Can usage data be exported? Unknown. No documented analytics export/API or configurable individual-reporting controls were established. Direct HTML retrieval returned403; public cached official page was retrieved through the web tool.",
              "evidenceIds": []
            },
            {
              "id": "privacy_modes",
              "question": "Can per-person reporting be limited or pseudonymised?",
              "support": "partial",
              "answer": "DPA describes anonymized PostHog feature-use analytics without individual attribution; separate customer-visible reporting privacy toggles were not established.",
              "evidenceIds": [
                "omnifact:omnifact:dpa-rev2"
              ]
            }
          ],
          "limitations": [
            "Dashboard scope is organization/day level; additional model/group/assistant breakdowns and export remain unverified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:analytics-rev2",
            "omnifact:omnifact:pricing-rev2",
            "omnifact:omnifact:dpa-rev2"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt: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": "omnifact",
          "claimId": "omnifact:ADM-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Shared pooled credits and model permissions constrain spend; individual financial allocation is unspecified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_visibility",
              "question": "Can admins see cost or consumption per user and group?",
              "support": "partial",
              "answer": "Billing shows pooled real-time consumption andforecast; Enterprise detailed real-time dashboard is described as forthcoming, while total used is available.",
              "evidenceIds": [
                "omnifact:omnifact:billing"
              ]
            },
            {
              "id": "budgets",
              "question": "Can budgets be set per user or group?",
              "support": "partial",
              "answer": "Organization pooled allowance and manual additional-credit recharge. Model-tier and USroute access can be group-controlled, but per-user/group monetary hard caps were not established.",
              "evidenceIds": [
                "omnifact:omnifact:billing",
                "omnifact:omnifact:groups"
              ]
            },
            {
              "id": "budget_enforcement",
              "question": "Does reaching a budget alert, block or downgrade?",
              "support": "supported",
              "answer": "Monthly budget: chat downgrades to enabled fallbacks; Gateway hard-blocks all calls on exhausted credits. Daily message quota disables send until reset.",
              "evidenceIds": [
                "omnifact:omnifact:limits",
                "omnifact:omnifact:gateway",
                "omnifact:omnifact:chat"
              ]
            },
            {
              "id": "chargeback",
              "question": "Can costs be exported per cost centre?",
              "support": "unknown",
              "answer": "Can costs be exported per cost centre? Unknown. No cost-centre chargeback export or complete cost-per-user/group allocation interface was established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "cost_visibility: Billing shows pooled real-time consumption andforecast; Enterprise detailed real-time dashboard is described as forthcoming, while total used is available.",
            "budgets: Organization pooled allowance and manual additional-credit recharge. Model-tier and USroute access can be group-controlled, but per-user/group monetary hard caps were not established.",
            "Unverified chargeback: No cost-centre chargeback export or complete cost-per-user/group allocation interface was established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:billing",
            "omnifact:omnifact:groups",
            "omnifact:omnifact:limits",
            "omnifact:omnifact:gateway",
            "omnifact:omnifact:chat"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt: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": "omnifact",
          "claimId": "omnifact:ADM-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "DPA documents append-only admin logs for at least 90 days; content compliance export is unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_events",
              "question": "Are admin and security events logged?",
              "support": "supported",
              "answer": "TOM2.5 records user-status changes/resource deletions with user attribution, UTC timestamps, encrypted transport/storage and append-only protection; event coverage can expand.",
              "evidenceIds": [
                "omnifact:omnifact:dpa"
              ]
            },
            {
              "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? Unknown. No full prompts/answers archive configuration, SIEM streaming/export or e Discovery/legal hold interface was established. Id P authentication logs are distinct from platform audit exports.",
              "evidenceIds": []
            },
            {
              "id": "siem_export",
              "question": "Can logs stream to a SIEM or be exported?",
              "support": "unknown",
              "answer": "Can logs stream to a SIEM or be exported? Unknown. No full prompts/answers archive configuration, SIEM streaming/export or e Discovery/legal hold interface was established. Id P authentication logs are distinct from platform audit exports.",
              "evidenceIds": []
            },
            {
              "id": "ediscovery",
              "question": "Are eDiscovery and legal hold supported?",
              "support": "unknown",
              "answer": "Are e Discovery and legal hold supported? Unknown. No full prompts/answers archive configuration, SIEM streaming/export or e Discovery/legal hold interface was established. Id P authentication logs are distinct from platform audit exports.",
              "evidenceIds": []
            },
            {
              "id": "log_retention",
              "question": "How long are logs kept?",
              "support": "partial",
              "answer": "Administrative logs retained at least 90 days; content retention is customer-configured but not a published compliance archive.",
              "evidenceIds": [
                "omnifact:omnifact:dpa"
              ]
            }
          ],
          "limitations": [
            "log_retention: Administrative logs retained at least 90 days; content retention is customer-configured but not a published compliance archive.",
            "Unverified content_logging, siem_export, ediscovery: No full prompts/answers archive configuration, SIEM streaming/export or e Discovery/legal hold interface was established. Id P authentication logs are distinct from platform audit exports."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:dpa"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt: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": "omnifact",
          "claimId": "omnifact:ADM-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Default Privacy Filter combines local NER/regex masking with several explicit bypass paths.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro/Enterprise, filter defaults enabled; user exemptions/advanced feature flags qualified",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "pii_detection",
              "question": "Is personal data detected in prompts and files?",
              "support": "partial",
              "answer": "Names, addresses, email, phone, IPv4, US/German IDs/passports, tax/pensionnumbers, IBAN/BIC/card/routing/account numbers, companies anddocument filenames. Media bytes are not scanned; AHV recognition untested.",
              "evidenceIds": [
                "omnifact:omnifact:dpa",
                "omnifact:omnifact:files",
                "omnifact:omnifact:privacy"
              ]
            },
            {
              "id": "pii_action",
              "question": "Is it redacted, masked, blocked or only warned?",
              "support": "partial",
              "answer": "Detected strings replaced with placeholders then restored in output; web queries containing masked values are blocked. Click-to-Reveal confirms sending individual terms; optional%%exemption defaults off andrequires Support. Group exemptions may disable filtering per agent/Space.",
              "evidenceIds": [
                "omnifact:omnifact:privacy",
                "omnifact:omnifact:web",
                "omnifact:omnifact:groups",
                "omnifact:omnifact:dpa"
              ]
            },
            {
              "id": "custom_patterns",
              "question": "Can admins add custom patterns or terms?",
              "support": "partial",
              "answer": "Vendor detector uses custom-trained  SLMNER andregex, but customer-defined pattern/dictionary UI/API was not established. Optional%%syntax bypasses rather than adds detection.",
              "evidenceIds": [
                "omnifact:omnifact:dpa"
              ]
            },
            {
              "id": "dlp_integration",
              "question": "Does it integrate with an existing DLP product?",
              "support": "unknown",
              "answer": "Does it integrate with an existing DLP product? Unknown. No existing third-party DLP/Purview integration or synthetic AHV/IBAN accuracy fixture was established.",
              "evidenceIds": []
            },
            {
              "id": "filter_location",
              "question": "Where does filtering run?",
              "support": "partial",
              "answer": "DPA places filter within Azure Germany West Central, Frankfurt before external model. MCP arguments/results, code, sandbox, images/audio bytes, personalization and Published Space API bypass filtering by design.",
              "evidenceIds": [
                "omnifact:omnifact:dpa",
                "omnifact:omnifact:privacy",
                "omnifact:omnifact:published",
                "omnifact:omnifact:account"
              ]
            }
          ],
          "limitations": [
            "pii_detection: Names, addresses, email, phone, IPv4, US/German IDs/passports, tax/pensionnumbers, IBAN/BIC/card/routing/account numbers, companies anddocument filenames. Media bytes are not scanned; AHV recognition untested.",
            "pii_action: Detected strings replaced with placeholders then restored in output; web queries containing masked values are blocked. Click-to-Reveal confirms sending individual terms; optional%%exemption defaults off andrequires Support. Group exemptions may disable filtering per agent/Space.",
            "custom_patterns: Vendor detector uses custom-trained  SLMNER andregex, but customer-defined pattern/dictionary UI/API was not established. Optional%%syntax bypasses rather than adds detection.",
            "filter_location: DPA places filter within Azure Germany West Central, Frankfurt before external model. MCP arguments/results, code, sandbox, images/audio bytes, personalization and Published Space API bypass filtering by design.",
            "Unverified dlp_integration: No existing third-party DLP/Purview integration or synthetic AHV/IBAN accuracy fixture was established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:dpa",
            "omnifact:omnifact:files",
            "omnifact:omnifact:privacy",
            "omnifact:omnifact:web",
            "omnifact:omnifact:groups",
            "omnifact:omnifact:published",
            "omnifact:omnifact:account"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:ADM-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Web search has a sensitive-content consent step; general PII/DLP handling is unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Standard and Premium, up to 9 licences; Enterprise from 10 licences. Current healthcare, public-administration and university offer.",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland infrastructure; contract permits CH/EEA and conditional third-country processing; optional external web search",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "AlpineAI platform browser client",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "pii_detection",
              "question": "Is personal data detected in prompts and files?",
              "support": "partial",
              "answer": "AGB 2.5 says the system can detect potentially sensitive search-query content; it does not specify personal-data types or uploaded-file detection.",
              "evidenceIds": [
                "swissgpt:swissgpt:terms"
              ]
            },
            {
              "id": "pii_action",
              "question": "Is it redacted, masked, blocked or only warned?",
              "support": "partial",
              "answer": "Detected potentially sensitive web-search content requires renewed user consent before transmission. Redaction or blocking is not established.",
              "evidenceIds": [
                "swissgpt:swissgpt:terms"
              ]
            },
            {
              "id": "custom_patterns",
              "question": "Can admins add custom patterns or terms?",
              "support": "unknown",
              "answer": "Can admins add custom patterns or terms? Unknown. Custom patterns, external DLP integration, detection coverage and filter location are not documented; no AHV/IBAN fixture was used.",
              "evidenceIds": []
            },
            {
              "id": "dlp_integration",
              "question": "Does it integrate with an existing DLP product?",
              "support": "unknown",
              "answer": "Does it integrate with an existing DLP product? Unknown. Custom patterns, external DLP integration, detection coverage and filter location are not documented; no AHV/IBAN fixture was used.",
              "evidenceIds": []
            },
            {
              "id": "filter_location",
              "question": "Where does filtering run?",
              "support": "unknown",
              "answer": "Where does filtering run? Unknown. Custom patterns, external DLP integration, detection coverage and filter location are not documented; no AHV/IBAN fixture was used.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Custom patterns, external DLP integration, detection coverage and filter location are not documented; no AHV/IBAN fixture was used."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swissgpt:swissgpt:terms"
          ]
        }
      ]
    },
    {
      "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": "omnifact",
          "claimId": "omnifact:ADM-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Company/Space instructions and privacy/tool governance exist; mandatory policy workflows are unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "org_instructions",
              "question": "Can admins set organisation-wide instructions?",
              "support": "partial",
              "answer": "Teamdescription supplies businesscontext; Spaceinstructions set response behavior and strict grounding. No guaranteed immutable organization safety instruction hierarchy was established.",
              "evidenceIds": [
                "omnifact:omnifact:company",
                "omnifact:omnifact:create",
                "omnifact:omnifact:retrieval"
              ]
            },
            {
              "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? Unknown. No mandatory AI-use-policy acknowledgement, admin policy-hit dashboard or configurable general content-filter taxonomy was established.",
              "evidenceIds": []
            },
            {
              "id": "content_filters",
              "question": "Are content filters configurable?",
              "support": "partial",
              "answer": "Organization PIImasking, group capabilities/modelroutes andper-tool approval/block settings are documented. General topic/abusefilter customization was not established.",
              "evidenceIds": [
                "omnifact:omnifact:privacy",
                "omnifact:omnifact:groups",
                "omnifact:omnifact:mcp"
              ]
            },
            {
              "id": "violation_reporting",
              "question": "Are policy hits visible to admins?",
              "support": "unknown",
              "answer": "Are policy hits visible to admins? Unknown. No mandatory AI-use-policy acknowledgement, admin policy-hit dashboard or configurable general content-filter taxonomy was established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "org_instructions: Teamdescription supplies businesscontext; Spaceinstructions set response behavior and strict grounding. No guaranteed immutable organization safety instruction hierarchy was established.",
            "content_filters: Organization PIImasking, group capabilities/modelroutes andper-tool approval/block settings are documented. General topic/abusefilter customization was not established.",
            "Unverified usage_notice, violation_reporting: No mandatory AI-use-policy acknowledgement, admin policy-hit dashboard or configurable general content-filter taxonomy was established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:company",
            "omnifact:omnifact:create",
            "omnifact:omnifact:retrieval",
            "omnifact:omnifact:privacy",
            "omnifact:omnifact:groups",
            "omnifact:omnifact:mcp"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:ADM-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-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": "omnifact",
          "claimId": "omnifact:DATA-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Hosted primary workspace storage is in Azure EU. Germany-only processing and complete backup/log/support residency are not established; model and metadata routes differ.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "api"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro/Enterprise hosted Azure platform storage; model and edge-metadata routes separately scoped",
            "addOns": [
              "Enterprise AI Gateway where named; provider/model route and eu/ prefix selected explicitly"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              },
              {
                "id": "api",
                "name": "Omnifact Published Spaces, Public API and Enterprise AI Gateway",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "storage_region",
              "question": "Where are chats, files and indexes stored?",
              "support": "partial",
              "answer": "Hosted raw chats/files/indexed workspace content uses Azure infrastructure in the EU. DPA identifies GermanyWestCentral/Frankfurt; the live infrastructure register also names NL/SE/IE. Only EU primary-platform storage is claimed here; a Germany-only deployment footprint is not established.",
              "evidenceIds": [
                "omnifact:omnifact:dpa-rev2",
                "omnifact:omnifact:trust-rev2"
              ]
            },
            {
              "id": "inference_region",
              "question": "Where do model calls run, per provider?",
              "support": "supported",
              "answer": "EU routes include Azure OpenAI, Google Cloud EU for Gemini/Anthropic, and Mistral EU. Direct OpenAI/Anthropic US and Google API global routes also exist. Gateway needs eu/ prefix; unprefixed IDs never use EU backends.",
              "evidenceIds": [
                "omnifact:omnifact:models",
                "omnifact:omnifact:vertex",
                "omnifact:omnifact:gateway",
                "omnifact:omnifact:trust-rev2"
              ]
            },
            {
              "id": "backups_logs_region",
              "question": "Where are backups, logs and telemetry?",
              "support": "unknown",
              "answer": "Unknown per-service backup/log geography for a particular contract. DPA Frankfurt/EU wording and the broader Azure DE/NL/SE/IE register do not map each backup stream. Cloudflare EU/US edge metadata/security logs are separate from platform document storage.",
              "evidenceIds": []
            },
            {
              "id": "support_access_region",
              "question": "From where can vendor staff access data?",
              "support": "partial",
              "answer": "Pricing names German and US service teams; DPA permits justified, time-limited production access. Staff physical access locations by task are not specified.",
              "evidenceIds": [
                "omnifact:omnifact:pricing-rev2",
                "omnifact:omnifact:dpa-rev2"
              ]
            },
            {
              "id": "swiss_hosting",
              "question": "Is Swiss hosting available?",
              "support": "unknown",
              "answer": "Is Swiss hosting available? Unknown. No full Swiss platform/backup/support hosting option was established.",
              "evidenceIds": []
            },
            {
              "id": "residency_plan",
              "question": "Which plan or option provides residency?",
              "support": "partial",
              "answer": "Pro/Enterprise pricing offers EU cloud storage and EU model routes. This does not establish all-service EU residency. Enterprise Gateway requests require eu/ model IDs for EU backends; direct/global model routes and edge metadata have different geography.",
              "evidenceIds": [
                "omnifact:omnifact:pricing-rev2",
                "omnifact:omnifact:gateway",
                "omnifact:omnifact:providers-rev2",
                "omnifact:omnifact:trust-rev2"
              ]
            }
          ],
          "limitations": [
            "The storage finding covers primary workspace content, not every model/edge/support processing path. No Germany-only or whole-service EU-only guarantee is made."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:dpa-rev2",
            "omnifact:omnifact:models",
            "omnifact:omnifact:vertex",
            "omnifact:omnifact:gateway",
            "omnifact:omnifact:trust-rev2",
            "omnifact:omnifact:pricing-rev2",
            "omnifact:omnifact:groups-rev2",
            "omnifact:omnifact:providers-rev2"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:DATA-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Swiss RIZ application hosting is consistently described. Green/RZO Swiss inference is a vendor security-page statement; a current contracted inference-site schedule is unverified because the July DPA does not list RZO. Storage, inference, support and optional search are scoped separately.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "api"
            ],
            "version": "Public infrastructure page and DPA Annex 3 dated 10 July 2026; no tenant contract inspected",
            "plan": "Current AlpineAI sector offer; contract-specific residency and secret-data supplement conditional on signature",
            "addOns": [],
            "deploymentMode": null,
            "region": "Advertised Swiss application hosting; current contracted inference map unverified; DPA CH/EEA with conditional third-country processing and optional external search",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "AlpineAI platform browser client",
                "type": "web"
              },
              {
                "id": "api",
                "name": "AlpineAI API platform",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "storage_region",
              "question": "Where are chats, files and indexes stored?",
              "support": "partial",
              "answer": "The security page describes application/data storage on AlpineAI hardware at two Swiss RIZ sites. July DPA Annex 3 independently lists RIZ CH for platform hosting and support. Separate per-index/log topology and a tenant-specific deployment schedule were not established.",
              "evidenceIds": [
                "swissgpt:swissgpt:review2-security",
                "swissgpt:swissgpt:review2-dpa"
              ]
            },
            {
              "id": "inference_region",
              "question": "Where do model calls run, per provider?",
              "support": "unknown",
              "answer": "The security page names Swiss Green and RZO GPU colocation on AlpineAI-owned/operated hardware without logical access by site operators. July DPA Annex 3 names Green and expressly describes pure colocation, but omits RZO. No newer public annex or contract-specific RZO authorisation was retrieved. The currently contracted complete inference-site map is therefore unknown; the marketing statement is not a verified current contract commitment.",
              "evidenceIds": []
            },
            {
              "id": "backups_logs_region",
              "question": "Where are backups, logs and telemetry?",
              "support": "partial",
              "answer": "July DPA Annex 3 lists cloudscale.ch CH for backup; Annex 2 describes daily offsite backups. This dated schedule does not establish every current log/telemetry or backup location.",
              "evidenceIds": [
                "swissgpt:swissgpt:review2-dpa"
              ]
            },
            {
              "id": "support_access_region",
              "question": "From where can vendor staff access data?",
              "support": "partial",
              "answer": "The dated annex assigns RIZ CH to customer support and EU Atlassian/Custify to helpdesk/account functions. Physical staff access countries are not fully mapped. A separately signed secret-data supplement requires Swiss services where secret data is in plaintext.",
              "evidenceIds": [
                "swissgpt:swissgpt:review2-dpa",
                "swissgpt:swissgpt:secrecy"
              ]
            },
            {
              "id": "swiss_hosting",
              "question": "Is Swiss hosting available?",
              "support": "partial",
              "answer": "Swiss application hosting at RIZ is supported by both public sources. The full current inference-site inventory is withheld pending a current applicable schedule, so this is not an all-processing CH-residency assurance.",
              "evidenceIds": [
                "swissgpt:swissgpt:review2-security",
                "swissgpt:swissgpt:review2-dpa"
              ]
            },
            {
              "id": "residency_plan",
              "question": "Which plan or option provides residency?",
              "support": "partial",
              "answer": "DPA 1.5 permits CH/EEA processing with conditional third-country safeguards. Optional Brave search is separately listed with US processing. The secret-data supplement, only when signed and applicable, narrows plaintext services including APIs to Switzerland. A current tenant-specific inference schedule is still missing.",
              "evidenceIds": [
                "swissgpt:swissgpt:review2-dpa",
                "swissgpt:swissgpt:secrecy"
              ]
            }
          ],
          "limitations": [
            "RZO is described as colocation, not as a foreign model API. Its absence from the July annex is not evidence of overseas inference or unauthorised processing.",
            "The currently contracted complete inference-site list, per-index/log/telemetry locations and exhaustive staff access countries remain unknown."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swissgpt:swissgpt:review2-security",
            "swissgpt:swissgpt:review2-dpa",
            "swissgpt:swissgpt:secrecy"
          ]
        }
      ]
    },
    {
      "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": "omnifact",
          "claimId": "omnifact:DATA-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Saa S, customer-cloud and on-premise are offered without published private-deployment minimums.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "self-managed"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro/Enterprise Saa S; Enterprise quoted private deployment",
            "addOns": [
              "Deployment/infrastructure/operator costs quoted"
            ],
            "deploymentMode": null,
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              },
              {
                "id": "self-managed",
                "name": "Omnifact Enterprise customer-cloud/on-premise",
                "type": "self-hosted-server"
              }
            ]
          },
          "questions": [
            {
              "id": "multi_tenant_saas",
              "question": "Is a shared SaaS offered?",
              "support": "supported",
              "answer": "Cloud Saa S uses logical organization/client separation.",
              "evidenceIds": [
                "omnifact:omnifact:terms",
                "omnifact:omnifact:dpa"
              ]
            },
            {
              "id": "dedicated_instance",
              "question": "Is a dedicated single-tenant instance offered, from what size?",
              "support": "partial",
              "answer": "Managed, own-cloud and on-premise are advertised; a distinct dedicated Saa S specification and seat threshold were not established.",
              "evidenceIds": [
                "omnifact:omnifact:home"
              ]
            },
            {
              "id": "customer_cloud",
              "question": "Can it run in the customer's own cloud account, from what size?",
              "support": "partial",
              "answer": "Own/private cloud is available on request; minimum seats/spend, operating roles and supported infrastructure are not public.",
              "evidenceIds": [
                "omnifact:omnifact:home",
                "omnifact:omnifact:public-sector"
              ]
            },
            {
              "id": "on_premise",
              "question": "Can the whole platform run on customer infrastructure, from what size?",
              "support": "partial",
              "answer": "Enterprise on-premise option includes municipal datacenters; numeric minimum and architecture requirements are unpublished.",
              "evidenceIds": [
                "omnifact:omnifact:pricing",
                "omnifact:omnifact:public-sector"
              ]
            },
            {
              "id": "air_gapped",
              "question": "Can it run without internet access?",
              "support": "unknown",
              "answer": "Can it run without internet access? Unknown. Air-gapped operation and per-mode feature/egress parity were not established; a general self-hosting article is not a deployment specification.",
              "evidenceIds": []
            },
            {
              "id": "mode_feature_gaps",
              "question": "Which features are missing outside SaaS?",
              "support": "unknown",
              "answer": "Which features are missing outside Saa S? Unknown. Air-gapped operation and per-mode feature/egress parity were not established; a general self-hosting article is not a deployment specification.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "dedicated_instance: Managed, own-cloud and on-premise are advertised; a distinct dedicated Saa S specification and seat threshold were not established.",
            "customer_cloud: Own/private cloud is available on request; minimum seats/spend, operating roles and supported infrastructure are not public.",
            "on_premise: Enterprise on-premise option includes municipal datacenters; numeric minimum and architecture requirements are unpublished.",
            "Unverified air_gapped, mode_feature_gaps: Air-gapped operation and per-mode feature/egress parity were not established; a general self-hosting article is not a deployment specification."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:terms",
            "omnifact:omnifact:dpa",
            "omnifact:omnifact:home",
            "omnifact:omnifact:public-sector",
            "omnifact:omnifact:pricing"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt: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": "omnifact",
          "claimId": "omnifact:DATA-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Managed-route documentation promises no model training. Applicable upstream retention, ZDR eligibility and human-review exceptions remain unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "api"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro/Enterprise managed chat routes; AI Gateway statements apply only to the Enterprise API module; actual upstream retention unverified",
            "addOns": [
              "Enterprise AI Gateway enablement where explicitly named; BYOK under customer-provider agreement"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              },
              {
                "id": "api",
                "name": "Omnifact Published Spaces, Public API and Enterprise AI Gateway",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "vendor_training",
              "question": "Does the vendor train on customer content?",
              "support": "supported",
              "answer": "Vendor says it never uses customer data to train its own models.",
              "evidenceIds": [
                "omnifact:omnifact:privacy-intro"
              ]
            },
            {
              "id": "provider_training",
              "question": "Do model providers train on it under this product's contracts?",
              "support": "partial",
              "answer": "The vendor promises no underlying-provider training for the Enterprise AI Gateway. BYOK processing is under the customer-provider agreement; no managed-route promise is extended to arbitrary customer keys.",
              "evidenceIds": [
                "omnifact:omnifact:gateway-web",
                "omnifact:omnifact:dpa-rev2"
              ]
            },
            {
              "id": "provider_retention",
              "question": "How long do model providers keep prompts, including for abuse monitoring?",
              "support": "unknown",
              "answer": "Unknown applicable duration per enabled model/provider/project. The Trust register describes typical directOpenAI30-day retention and configuration-dependent Google logging, while EU-route pages advertise ZDR. These are not mapped to an actual customer route/contract, so no model-specific retention guarantee is asserted.",
              "evidenceIds": []
            },
            {
              "id": "zero_retention",
              "question": "Is zero data retention available, and on which plan?",
              "support": "unknown",
              "answer": "Unknown verified ZDR eligibility and scope per Pro/Enterprise model route. Gateway payload handling and EU-route marketing do not establish the upstream provider agreement or every safety/logging exception. Workspace database storage is separate.",
              "evidenceIds": []
            },
            {
              "id": "human_review",
              "question": "Can provider staff review content?",
              "support": "partial",
              "answer": "Provider processing summaries are request-only in Trust Center; human abuse-review exceptions by provider/model were not established.",
              "evidenceIds": [
                "omnifact:omnifact:trust-rev2"
              ]
            }
          ],
          "limitations": [
            "No universal provider ZDR finding is made. The advertised ZDR option is not treated as unsupported; its applicable terms remain a gap."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:privacy-intro",
            "omnifact:omnifact:gateway-web",
            "omnifact:omnifact:dpa-rev2",
            "omnifact:omnifact:trust-rev2",
            "omnifact:omnifact:vertex"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:DATA-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The terms prohibit model training on customer inputs. API zero retention has a narrow signed secrecy-agreement scope.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "api"
            ],
            "version": null,
            "plan": "Current hosted plans; zero retention only AI API services under signed secret-data supplement",
            "addOns": [
              "Signed supplementary agreement for legally secret data, where applicable"
            ],
            "deploymentMode": null,
            "region": "CH for plaintext secret-data services; general DPA CH/EEA with conditional third countries",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "AlpineAI platform browser client",
                "type": "web"
              },
              {
                "id": "api",
                "name": "AlpineAI API platform",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "vendor_training",
              "question": "Does the vendor train on customer content?",
              "support": "supported",
              "answer": "AGB 4.4 says customer inputs do not feed back into language-model development. DPA 2.4 separately permits anonymisation and use for service/product development; this is not a blanket prohibition on every secondary use.",
              "evidenceIds": [
                "swissgpt:swissgpt:terms",
                "swissgpt:swissgpt:dpa"
              ]
            },
            {
              "id": "provider_training",
              "question": "Do model providers train on it under this product's contracts?",
              "support": "partial",
              "answer": "Vendor says models run on AlpineAI hardware without foreign model APIs; a separate third-party model-provider training contract is not established.",
              "evidenceIds": [
                "swissgpt:swissgpt:product"
              ]
            },
            {
              "id": "provider_retention",
              "question": "How long do model providers keep prompts, including for abuse monitoring?",
              "support": "partial",
              "answer": "Signed secrecy agreement forbids storing/logging AI API input and output for secret data. Ordinary web-chat and general API retention periods are unspecified.",
              "evidenceIds": [
                "swissgpt:swissgpt:secrecy"
              ]
            },
            {
              "id": "zero_retention",
              "question": "Is zero data retention available, and on which plan?",
              "support": "supported",
              "answer": "Available contractually for AI API services processing legally secret data when the supplementary agreement is signed. It is not a general chat-history promise.",
              "evidenceIds": [
                "swissgpt:swissgpt:secrecy"
              ]
            },
            {
              "id": "human_review",
              "question": "Can provider staff review content?",
              "support": "supported",
              "answer": "For secret data under the signed supplement, plaintext access needs individual approval, unavoidable BCM emergency or a binding Swiss order; staff abuse monitoring with plaintext access is forbidden.",
              "evidenceIds": [
                "swissgpt:swissgpt:secrecy"
              ]
            }
          ],
          "limitations": [
            "Ordinary-chat/provider retention and general staff-review practice outside the signed secret-data scope are not documented. DPA anonymised-data use must be read alongside the narrower no-training clause."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swissgpt:swissgpt:terms",
            "swissgpt:swissgpt:dpa",
            "swissgpt:swissgpt:product",
            "swissgpt:swissgpt:secrecy"
          ]
        }
      ]
    },
    {
      "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": "omnifact",
          "claimId": "omnifact:DATA-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "DPA contract-end return/approved-destruction duties are separate from support-request deletion and backup retention. A guaranteed runtime exit window remains unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro/Enterprise published DPA return/deletion obligations; actual runtime exit and account-deletion timing unverified",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "default_retention",
              "question": "What is retained and for how long by default?",
              "support": "partial",
              "answer": "DPA: database PITR30 days with daily snapshots/continuous WAL; weekly pg_dump fallback; blob soft-delete14 days. Universal default chat/file retention is unspecified.",
              "evidenceIds": [
                "omnifact:omnifact:dpa-rev2"
              ]
            },
            {
              "id": "admin_retention",
              "question": "Can admins set retention periods?",
              "support": "partial",
              "answer": "DPA permits organization administrators to set customer-data retention; UI range and per-object options are not published.",
              "evidenceIds": [
                "omnifact:omnifact:dpa-rev2"
              ]
            },
            {
              "id": "user_deletion",
              "question": "Can users delete their chats and files permanently?",
              "support": "partial",
              "answer": "The Space uploaded-file guide describes permanent deletion of a selected file. Registered-user/profile and whole-organization runtime deletion semantics are not established here; the user-list Delete operation applies to unaccepted invitations.",
              "evidenceIds": [
                "omnifact:omnifact:uploads",
                "omnifact:omnifact:users"
              ]
            },
            {
              "id": "contract_end_deletion",
              "question": "What is deleted at contract end, and when?",
              "support": "partial",
              "answer": "DPA9.2 requires return or controller-approved destruction no later than contract end, except legal retention;9.3 permits proof-of-processing documentation retention. The TOM separately describes support-request organization deletion within30days and backups aging out. No guaranteed post-termination self-service access window or tested runtime completion time is inferred.",
              "evidenceIds": [
                "omnifact:omnifact:dpa-rev2"
              ]
            }
          ],
          "limitations": [
            "The finding states separate contractual and documented operational procedures. It does not turn a support-request clock into an exit grace period."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:dpa-rev2",
            "omnifact:omnifact:users",
            "omnifact:omnifact:uploads"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:DATA-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The DPA requires deletion after contract end with a backup-cycle exception.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Standard and Premium, up to 9 licences; Enterprise from 10 licences. Current healthcare, public-administration and university offer.",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland infrastructure; contract permits CH/EEA and conditional third-country processing; optional external web search",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "AlpineAI platform browser client",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "default_retention",
              "question": "What is retained and for how long by default?",
              "support": "unknown",
              "answer": "What is retained and for how long by default? Unknown. Default chat/file/index/log periods, customer retention settings, permanent user deletion and the backup-cycle deadline are not specified.",
              "evidenceIds": []
            },
            {
              "id": "admin_retention",
              "question": "Can admins set retention periods?",
              "support": "unknown",
              "answer": "Can admins set retention periods? Unknown. Default chat/file/index/log periods, customer retention settings, permanent user deletion and the backup-cycle deadline are not specified.",
              "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. Default chat/file/index/log periods, customer retention settings, permanent user deletion and the backup-cycle deadline are not specified.",
              "evidenceIds": []
            },
            {
              "id": "contract_end_deletion",
              "question": "What is deleted at contract end, and when?",
              "support": "partial",
              "answer": "DPA 9.1 requires deletion of provided customer data on termination. Backup copies delete on restoration and ultimately as backup cycles expire; no cycle duration is given. AGB 7.5 offers written confirmation on request with legal-retention exceptions.",
              "evidenceIds": [
                "swissgpt:swissgpt:dpa",
                "swissgpt:swissgpt:terms"
              ]
            }
          ],
          "limitations": [
            "Default chat/file/index/log periods, customer retention settings, permanent user deletion and the backup-cycle deadline are not specified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swissgpt:swissgpt:dpa",
            "swissgpt:swissgpt:terms"
          ]
        }
      ]
    },
    {
      "id": "DATA-05",
      "title": "Sub-processors and foreign-law exposure",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record the published sub-processor list with countries, change-notification rules, the vendor's and parent company's jurisdiction, transfer mechanisms (EU-US Data Privacy Framework, Swiss-US DPF, SCCs) and the vendor's documented position on foreign government access requests (e.g. US CLOUD Act). Record facts, not a legal assessment.",
      "questions": [
        {
          "id": "subprocessor_list",
          "question": "Is a dated sub-processor list published?"
        },
        {
          "id": "subprocessor_countries",
          "question": "Which countries do sub-processors operate in?"
        },
        {
          "id": "change_notification",
          "question": "Are customers notified of sub-processor changes?"
        },
        {
          "id": "parent_jurisdiction",
          "question": "Which jurisdiction governs the vendor and its parent?"
        },
        {
          "id": "transfer_mechanism",
          "question": "Which transfer mechanism applies to non-EU/CH processing?"
        },
        {
          "id": "government_access_policy",
          "question": "Is there a published government-access or transparency policy?"
        }
      ],
      "products": [
        {
          "productId": "omnifact",
          "claimId": "omnifact:DATA-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "DPA defines processor-change notice and transfer safeguards; a complete current contract-specific supplier/entity/country register remains unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro/Enterprise standard hosted DPA; optional model-provider routes only under the applicable contract/instruction",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "subprocessor_list",
              "question": "Is a dated sub-processor list published?",
              "support": "unknown",
              "answer": "Unknown complete current plan-specific processor inventory. DPAAnnex4 and the live Trust register publish different sets; no source establishes a consolidated applicable list or the role of every listed provider for a given contract.",
              "evidenceIds": []
            },
            {
              "id": "subprocessor_countries",
              "question": "Which countries do sub-processors operate in?",
              "support": "unknown",
              "answer": "Unknown complete country/legal-entity matrix for the scoped contract. Azure infrastructure and Cloudflare metadata have different roles, and optional model-provider routes depend on selection. The differing DPA/Trust entries are not combined into one asserted authoritative list.",
              "evidenceIds": []
            },
            {
              "id": "change_notification",
              "question": "Are customers notified of sub-processor changes?",
              "support": "supported",
              "answer": "DPA6.3 requires written/text notice at least 30 days before new/replaced subprocessor and objection opportunity before start.",
              "evidenceIds": [
                "omnifact:omnifact:dpa-rev2"
              ]
            },
            {
              "id": "parent_jurisdiction",
              "question": "Which jurisdiction governs the vendor and its parent?",
              "support": "partial",
              "answer": "Omnifact Gmb H, Frankfurt, Germany, HRB131357. Ultimate parent/shareholding was not established.",
              "evidenceIds": [
                "omnifact:omnifact:imprint"
              ]
            },
            {
              "id": "transfer_mechanism",
              "question": "Which transfer mechanism applies to non-EU/CH processing?",
              "support": "partial",
              "answer": "DPA1.4 permits nonEEA processing after prior information and safeguards under Articles44-49. Optional BYOK/provider routes depend on their applicable agreements. A specific current SCC/DPF basis for every Trust entry was not verified.",
              "evidenceIds": [
                "omnifact:omnifact:dpa-rev2"
              ]
            },
            {
              "id": "government_access_policy",
              "question": "Is there a published government-access or transparency policy?",
              "support": "partial",
              "answer": "DPA11.2 requires seizure/confiscation notice unless prohibited by court/authority; Terms15.3 require advance compelled-disclosure notice where legal. Separate request statistics were not verified.",
              "evidenceIds": [
                "omnifact:omnifact:dpa-rev2",
                "omnifact:omnifact:terms"
              ]
            }
          ],
          "limitations": [
            "Neither public list is silently treated as complete. Ordinary notification/transfer contract terms remain distinct from a verified current processing inventory."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:dpa-rev2",
            "omnifact:omnifact:trust-rev2",
            "omnifact:omnifact:imprint",
            "omnifact:omnifact:terms"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:DATA-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A public July 2026 DPA annex lists operational suppliers and contract notification/transfer terms. It is a dated source, not proof of the complete current provider list: RZO appears only on the security page and its current contractual status remains unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "api"
            ],
            "version": "DPA Annex 3 dated 10 July 2026; re-retrieved 21 October 2026",
            "plan": "AlpineAI platform contracts; current tenant-specific supplier schedule not inspected",
            "addOns": [],
            "deploymentMode": null,
            "region": "Dated annex CH/EU/US supplier locations; current complete country/supplier schedule unverified",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "AlpineAI platform browser client",
                "type": "web"
              },
              {
                "id": "api",
                "name": "AlpineAI API platform",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "subprocessor_list",
              "question": "Is a dated sub-processor list published?",
              "support": "partial",
              "answer": "A public Annex 3 dated 10 July 2026 is downloadable through /avv/. It includes RIZ hosting/support and Green colocation. The security page additionally names RZO. No updated public annex, RZO approval notice or tenant-specific schedule was obtained, so completeness/current applicability is unknown.",
              "evidenceIds": [
                "swissgpt:swissgpt:review2-dpa",
                "swissgpt:swissgpt:review2-security"
              ]
            },
            {
              "id": "subprocessor_countries",
              "question": "Which countries do sub-processors operate in?",
              "support": "partial",
              "answer": "The dated annex lists CH data locations for RIZ, Green, cloudscale, accounting and IT operations; EU for helpdesk/payments/customer success; US for CRM and opt-in Brave search. Green is described as rack/power/network colocation without logical access, not model-provider API processing. These are the annex entries, not an exhaustive current content-processing country map.",
              "evidenceIds": [
                "swissgpt:swissgpt:review2-dpa"
              ]
            },
            {
              "id": "change_notification",
              "question": "Are customers notified of sub-processor changes?",
              "support": "supported",
              "answer": "DPA 7.3 requires text notice of intended additions/replacements and gives 14 days for an objection supported by an important reason. No customer-specific change notice was inspected.",
              "evidenceIds": [
                "swissgpt:swissgpt:review2-dpa"
              ]
            },
            {
              "id": "parent_jurisdiction",
              "question": "Which jurisdiction governs the vendor and its parent?",
              "support": "partial",
              "answer": "The contracting entity is AlpineAI AG in Davos, Switzerland; ultimate parent/beneficial-owner jurisdiction was not established.",
              "evidenceIds": [
                "swissgpt:swissgpt:imprint",
                "swissgpt:swissgpt:terms"
              ]
            },
            {
              "id": "transfer_mechanism",
              "question": "Which transfer mechanism applies to non-EU/CH processing?",
              "support": "partial",
              "answer": "DPA 1.5 conditions third-country processing on prior written notice and adequate safeguards such as SCCs or adequacy. It does not map a particular transfer instrument to each US supplier.",
              "evidenceIds": [
                "swissgpt:swissgpt:review2-dpa"
              ]
            },
            {
              "id": "government_access_policy",
              "question": "Is there a published government-access or transparency policy?",
              "support": "supported",
              "answer": "DPA 2.1 requires notice of legally mandated processing unless prohibited. The separately signed secret-data supplement adds Swiss-order notice, challenge assistance and minimal disclosure, within its Swiss secret-data scope.",
              "evidenceIds": [
                "swissgpt:swissgpt:review2-dpa",
                "swissgpt:swissgpt:secrecy"
              ]
            }
          ],
          "limitations": [
            "No current complete provider/country schedule or RZO-specific authorisation was retrieved; no inference is made that RZO is approved, unauthorised or a separate model provider.",
            "Ultimate ownership and supplier-specific US transfer instruments remain unknown."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swissgpt:swissgpt:review2-dpa",
            "swissgpt:swissgpt:review2-security",
            "swissgpt:swissgpt:imprint",
            "swissgpt:swissgpt:terms",
            "swissgpt:swissgpt:secrecy"
          ]
        }
      ]
    },
    {
      "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": "omnifact",
          "claimId": "omnifact:DATA-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public GDPR DPA is binding in German; Swiss and sector-specific contract coverage remains incomplete.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "dpa",
              "question": "Is a DPA available, and is it negotiable?",
              "support": "partial",
              "answer": "Article28 DPA accepted at registration. German text prevails; English is a translation. Written amendments are possible but negotiability is not promised.",
              "evidenceIds": [
                "omnifact:omnifact:dpa",
                "omnifact:omnifact:dpa-de"
              ]
            },
            {
              "id": "revdsg_gdpr",
              "question": "Does the DPA cover revDSG and GDPR?",
              "support": "partial",
              "answer": "GDPR is explicit; revised Swiss DSG coverage/addendum and Swiss SCC modifications were not established.",
              "evidenceIds": [
                "omnifact:omnifact:dpa"
              ]
            },
            {
              "id": "governing_law",
              "question": "Which law and court govern the contract?",
              "support": "supported",
              "answer": "German law and Frankfurt exclusive jurisdiction under Terms18; German legal version prevails.",
              "evidenceIds": [
                "omnifact:omnifact:terms"
              ]
            },
            {
              "id": "ai_act_materials",
              "question": "Is EU AI Act documentation provided?",
              "support": "partial",
              "answer": "Public AI Act whitepaper and Academy literacy/certification training are advertised; these are not product conformity attestations.",
              "evidenceIds": [
                "omnifact:omnifact:whitepapers",
                "omnifact:omnifact:pricing"
              ]
            },
            {
              "id": "sector_materials",
              "question": "Are FINMA or other sector materials provided?",
              "support": "partial",
              "answer": "Public-administration, banking and healthcare positioning/private hosting are advertised; actual FINMA/DORA/§203 contract pack was not verified.",
              "evidenceIds": [
                "omnifact:omnifact:home",
                "omnifact:omnifact:public-sector"
              ]
            }
          ],
          "limitations": [
            "dpa: Article28 DPA accepted at registration. German text prevails; English is a translation. Written amendments are possible but negotiability is not promised.",
            "revdsg_gdpr: GDPR is explicit; revised Swiss DSG coverage/addendum and Swiss SCC modifications were not established.",
            "ai_act_materials: Public AI Act whitepaper and Academy literacy/certification training are advertised; these are not product conformity attestations.",
            "sector_materials: Public-administration, banking and healthcare positioning/private hosting are advertised; actual FINMA/DORA/§203 contract pack was not verified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:dpa",
            "omnifact:omnifact:dpa-de",
            "omnifact:omnifact:terms",
            "omnifact:omnifact:whitepapers",
            "omnifact:omnifact:pricing",
            "omnifact:omnifact:home",
            "omnifact:omnifact:public-sector"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:DATA-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public DPA and secrecy supplement address Swiss data protection and professional/official secrecy.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Standard and Premium, up to 9 licences; Enterprise from 10 licences. Current healthcare, public-administration and university offer.",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland infrastructure; contract permits CH/EEA and conditional third-country processing; optional external web search",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "AlpineAI platform browser client",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "dpa",
              "question": "Is a DPA available, and is it negotiable?",
              "support": "partial",
              "answer": "A public DPA applies to individuals without AlpineAI signature; companies may obtain a countersigned copy. Negotiation rights are not established.",
              "evidenceIds": [
                "swissgpt:swissgpt:dpa"
              ]
            },
            {
              "id": "revdsg_gdpr",
              "question": "Does the DPA cover revDSG and GDPR?",
              "support": "supported",
              "answer": "DPA expressly cites Art. 9 Swiss DSG and Art. 28 GDPR and defines controller/processor roles.",
              "evidenceIds": [
                "swissgpt:swissgpt:dpa"
              ]
            },
            {
              "id": "governing_law",
              "question": "Which law and court govern the contract?",
              "support": "supported",
              "answer": "DPA 11.4 specifies Swiss law and exclusive Zürich jurisdiction; AGB 11.4 preserves AlpineAI rights to sue elsewhere.",
              "evidenceIds": [
                "swissgpt:swissgpt:dpa",
                "swissgpt:swissgpt:terms"
              ]
            },
            {
              "id": "ai_act_materials",
              "question": "Is EU AI Act documentation provided?",
              "support": "unknown",
              "answer": "Is EU AI Act documentation provided? Unknown. DPA negotiability, EU AI Act provider/deployer documents and a FINMA-specific pack are not provided in the reviewed public materials.",
              "evidenceIds": []
            },
            {
              "id": "sector_materials",
              "question": "Are FINMA or other sector materials provided?",
              "support": "partial",
              "answer": "Public signed supplement covers legally secret data including official/professional secrecy, CH plaintext services and annual assurance evidence. No FINMA-specific outsourcing dossier was located.",
              "evidenceIds": [
                "swissgpt:swissgpt:secrecy"
              ]
            }
          ],
          "limitations": [
            "DPA negotiability, EU AI Act provider/deployer documents and a FINMA-specific pack are not provided in the reviewed public materials."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swissgpt:swissgpt:dpa",
            "swissgpt:swissgpt:terms",
            "swissgpt:swissgpt:secrecy"
          ]
        }
      ]
    },
    {
      "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": "omnifact",
          "claimId": "omnifact:DATA-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public ISO27001 certificate verifies platform/Spaces ISMS through 2029-04-06.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "iso_27001",
              "question": "ISO 27001 with scope and validity?",
              "support": "supported",
              "answer": "Prescient Security LLC certificate123228 issue1, ISO/IEC27001:2022, issued/certified 2026-04-07, valid until 2029-04-06 subject to surveillance. Covers ISMS supporting Platform/Spaces, data, Azure infrastructure, software, people and procedures; So A1.4 dated 2026-03-30. All in-scope activities conducted remotely.",
              "evidenceIds": [
                "omnifact:omnifact:iso"
              ]
            },
            {
              "id": "soc2",
              "question": "SOC 2 type, period and covered service?",
              "support": "unknown",
              "answer": "SOC 2 type, period and covered service? Unknown. No Omnifact-specific SOC2 type/period, C5, ISO27701/42001 or TISAX attestation was verified.",
              "evidenceIds": []
            },
            {
              "id": "c5",
              "question": "BSI C5 attestation?",
              "support": "unknown",
              "answer": "BSI C5 attestation? Unknown. No Omnifact-specific SOC2 type/period, C5, ISO27701/42001 or TISAX attestation was verified.",
              "evidenceIds": []
            },
            {
              "id": "other_certifications",
              "question": "Which other certificates (27701, 42001, TISAX)?",
              "support": "unknown",
              "answer": "Which other certificates (27701, 42001, TISAX)? Unknown. No Omnifact-specific SOC2 type/period, C5, ISO27701/42001 or TISAX attestation was verified.",
              "evidenceIds": []
            },
            {
              "id": "report_access",
              "question": "How can customers obtain reports?",
              "support": "supported",
              "answer": "ISO PDF is public and downloadable through Trust Center. Eight AI-provider processing summaries are request-only and were not requested.",
              "evidenceIds": [
                "omnifact:omnifact:trust"
              ]
            },
            {
              "id": "pentest",
              "question": "Are independent penetration test summaries available?",
              "support": "partial",
              "answer": "DPA states annual external pentests with remediation; actual report/period/summary was not verified.",
              "evidenceIds": [
                "omnifact:omnifact:dpa"
              ]
            }
          ],
          "limitations": [
            "pentest: DPA states annual external pentests with remediation; actual report/period/summary was not verified.",
            "Unverified soc2, c5, other_certifications: No Omnifact-specific SOC2 type/period, C5, ISO27701/42001 or TISAX attestation was verified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:iso",
            "omnifact:omnifact:trust",
            "omnifact:omnifact:dpa"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:DATA-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "AlpineAI claims ISO 27001:2022 and VDSZ issued by SQS; certificates were not inspected.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Standard and Premium, up to 9 licences; Enterprise from 10 licences. Current healthcare, public-administration and university offer.",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland infrastructure; contract permits CH/EEA and conditional third-country processing; optional external web search",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "AlpineAI platform browser client",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "iso_27001",
              "question": "ISO 27001 with scope and validity?",
              "support": "partial",
              "answer": "Vendor identifies AlpineAI AG, SQS and ISO 27001:2022. Certificate scope and validity were not retrieved, so this remains vendor-claimed.",
              "evidenceIds": [
                "swissgpt:swissgpt:security"
              ]
            },
            {
              "id": "soc2",
              "question": "SOC 2 type, period and covered service?",
              "support": "unknown",
              "answer": "SOC 2 type, period and covered service? Unknown. No issuer certificate or full report was obtained. ISO/VDSZ validity and scope, SOC 2 type/period, C5 and independent penetration-test summary remain unverified.",
              "evidenceIds": []
            },
            {
              "id": "c5",
              "question": "BSI C5 attestation?",
              "support": "unknown",
              "answer": "BSI C5 attestation? Unknown. No issuer certificate or full report was obtained. ISO/VDSZ validity and scope, SOC 2 type/period, C5 and independent penetration-test summary remain unverified.",
              "evidenceIds": []
            },
            {
              "id": "other_certifications",
              "question": "Which other certificates (27701, 42001, TISAX)?",
              "support": "partial",
              "answer": "Vendor claims VDSZ, issued by SQS. No certificate number, scope or expiry was retrieved.",
              "evidenceIds": [
                "swissgpt:swissgpt:security"
              ]
            },
            {
              "id": "report_access",
              "question": "How can customers obtain reports?",
              "support": "supported",
              "answer": "DPA 6.1 permits documentary assurance such as ISO records/internal audits; signed secret-data supplement promises annual certification/report covering the processing without extra charge.",
              "evidenceIds": [
                "swissgpt:swissgpt:dpa",
                "swissgpt:swissgpt:secrecy"
              ]
            },
            {
              "id": "pentest",
              "question": "Are independent penetration test summaries available?",
              "support": "partial",
              "answer": "DPA Annex 2 promises regular penetration testing; independence and a public summary are not established.",
              "evidenceIds": [
                "swissgpt:swissgpt:dpa"
              ]
            }
          ],
          "limitations": [
            "No issuer certificate or full report was obtained. ISO/VDSZ validity and scope, SOC 2 type/period, C5 and independent penetration-test summary remain unverified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swissgpt:swissgpt:security",
            "swissgpt:swissgpt:dpa",
            "swissgpt:swissgpt:secrecy"
          ]
        }
      ]
    },
    {
      "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": "omnifact",
          "claimId": "omnifact:DATA-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "AES256/TLS and logical tenant separation are documented; customer-held keys remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "encryption_at_rest",
              "question": "Is data encrypted at rest?",
              "support": "supported",
              "answer": "DPA requires AES256 at rest for Postgre SQL, Blob Storage and other persistent Azure services; HTTPS/TLS in transit.",
              "evidenceIds": [
                "omnifact:omnifact:dpa"
              ]
            },
            {
              "id": "customer_managed_keys",
              "question": "Can the customer manage or hold the keys?",
              "support": "unknown",
              "answer": "Can the customer manage or hold the keys? Unknown. No customer-managed/held encryption-key configuration was established; sovereignty discussion does not establish key-management functionality.",
              "evidenceIds": []
            },
            {
              "id": "private_networking",
              "question": "Is private connectivity or IP restriction available?",
              "support": "partial",
              "answer": "Vendor internal services use NSGs/Private Endpoints and NetBird JIT VPN for privileged production access; public app is Cloudflare-fronted. A customer private-link/IP-allowlist option was not established.",
              "evidenceIds": [
                "omnifact:omnifact:dpa"
              ]
            },
            {
              "id": "tenant_isolation",
              "question": "How are customers separated in shared SaaS?",
              "support": "supported",
              "answer": "Organization-scoped data/roles, separate production/development/test Azure environments, no customer data in tests. This is logical tenant separation.",
              "evidenceIds": [
                "omnifact:omnifact:dpa"
              ]
            }
          ],
          "limitations": [
            "private_networking: Vendor internal services use NSGs/Private Endpoints and NetBird JIT VPN for privileged production access; public app is Cloudflare-fronted. A customer private-link/IP-allowlist option was not established.",
            "Unverified customer_managed_keys: No customer-managed/held encryption-key configuration was established; sovereignty discussion does not establish key-management functionality."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:dpa"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:DATA-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The vendor describes AES-256 at rest, TLS in transit and isolation on its own hardware.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Standard and Premium, up to 9 licences; Enterprise from 10 licences. Current healthcare, public-administration and university offer.",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland infrastructure; contract permits CH/EEA and conditional third-country processing; optional external web search",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "AlpineAI platform browser client",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "encryption_at_rest",
              "question": "Is data encrypted at rest?",
              "support": "supported",
              "answer": "Security page names AES-256 at rest and TLS between clients and platform; DPA Annex 2 requires encryption.",
              "evidenceIds": [
                "swissgpt:swissgpt:security",
                "swissgpt:swissgpt:dpa"
              ]
            },
            {
              "id": "customer_managed_keys",
              "question": "Can the customer manage or hold the keys?",
              "support": "unknown",
              "answer": "Can the customer manage or hold the keys? Unknown. Customer-managed or customer-held keys, key location, customer private connectivity and technical tenant-isolation model remain unspecified.",
              "evidenceIds": []
            },
            {
              "id": "private_networking",
              "question": "Is private connectivity or IP restriction available?",
              "support": "partial",
              "answer": "GPU partners are described as VPN-only infrastructure. A customer Private Link, VPN or IP allow-list option is not established.",
              "evidenceIds": [
                "swissgpt:swissgpt:security"
              ]
            },
            {
              "id": "tenant_isolation",
              "question": "How are customers separated in shared SaaS?",
              "support": "partial",
              "answer": "Vendor claims isolated/private-cloud environments and least-privilege RBAC. Exact shared-SaaS tenant separation and single-tenancy guarantees are not documented.",
              "evidenceIds": [
                "swissgpt:swissgpt:security"
              ]
            }
          ],
          "limitations": [
            "Customer-managed or customer-held keys, key location, customer private connectivity and technical tenant-isolation model remain unspecified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swissgpt:swissgpt:security",
            "swissgpt:swissgpt:dpa"
          ]
        }
      ]
    },
    {
      "id": "DATA-09",
      "title": "Professional secrecy",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "For professional secrecy holders (Berufsgeheimnisträger: lawyers, doctors, auditors, tax advisers) under § 203 StGB (DE) and Art. 321 StGB (CH), record whether the vendor signs a contractual secrecy undertaking or a § 203 agreement that binds its staff and its sub-processors; whether this comes as a dedicated offering or a paid add-on, and on which plan; who can access content in plain text (vendor staff, sub-processors, model providers); and the documentation provided. A DPA or a no-training clause alone is not a secrecy undertaking. Banking secrecy and FINMA outsourcing belong to DATA-06, not here. Record contract facts, not a legal assessment.",
      "questions": [
        {
          "id": "secrecy_undertaking",
          "question": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff?"
        },
        {
          "id": "subprocessor_coverage",
          "question": "Does the undertaking extend to its sub-processors, and is that documented?"
        },
        {
          "id": "secrecy_offering",
          "question": "Is it a dedicated offering or add-on, and on which plan?"
        },
        {
          "id": "content_access",
          "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?"
        },
        {
          "id": "secrecy_documentation",
          "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?"
        }
      ],
      "products": [
        {
          "productId": "omnifact",
          "claimId": "omnifact:DATA-09",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:DATA-09",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "AlpineAI publishes a separate bilateral undertaking for Swiss official, professional and other statutory secret data. It binds staff and subcontractors, restricts plaintext access and requires Swiss plaintext services when signed. Plan eligibility, any supplement fee and German § 203 coverage remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "api"
            ],
            "version": "Supplement printed 30 March 2026",
            "plan": "AlpineAI platform under a signed main contract and supplementary secrecy agreement; eligible plan tiers unpublished",
            "addOns": [
              "Signed supplementary secrecy agreement; price unpublished"
            ],
            "deploymentMode": null,
            "region": "Swiss statutory secrecy; services exposing secret data in plaintext, including APIs, exclusively in Switzerland",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "AlpineAI platform browser client",
                "type": "web"
              },
              {
                "id": "api",
                "name": "AlpineAI API platform",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "secrecy_undertaking",
              "question": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff?",
              "support": "supported",
              "answer": "The public two-party signature template supplements the platform main contract and DPA. It takes effect on the last signature and only while the customer processes data subject to Swiss official, professional or other statutory secrecy (example: Art. 320 ff. Swiss StGB). Section 3 requires equivalent contractual obligations for AlpineAI staff who may access plaintext. This establishes a published undertaking for signature, not an inspected executed customer agreement or an express German § 203 instrument.",
              "evidenceIds": [
                "swissgpt:swissgpt:secrecy"
              ]
            },
            {
              "id": "subprocessor_coverage",
              "question": "Does the undertaking extend to its sub-processors, and is that documented?",
              "support": "supported",
              "answer": "Section 3 requires AlpineAI to impose at least equivalent contractual obligations on its subcontractors and staff who may access secret data in plaintext. The DPA safeguards also apply to secret data, with the stronger secrecy supplement taking priority. Actual downstream signed agreements were not public and were not inspected.",
              "evidenceIds": [
                "swissgpt:swissgpt:secrecy"
              ]
            },
            {
              "id": "secrecy_offering",
              "question": "Is it a dedicated offering or add-on, and on which plan?",
              "support": "partial",
              "answer": "The security page offers corporate customers an additional secrecy agreement; the public template is separate from the main contract and DPA and requires both parties to sign. No named eligible package, paid add-on tariff or general supplement fee was established. The annual assurance evidence is promised without extra cost, which does not establish that the agreement itself is free.",
              "evidenceIds": [
                "swissgpt:swissgpt:security",
                "swissgpt:swissgpt:secrecy"
              ]
            },
            {
              "id": "content_access",
              "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?",
              "support": "supported",
              "answer": "Under the signed supplement, AlpineAI and subcontractor staff may access plaintext only on a need-to-know basis plus individual prior customer approval, an unavoidable urgent business-continuity emergency, or a binding Swiss authority order. AlpineAI must take reasonable measures to prevent third-party plaintext access. AI API inputs and outputs must not be stored or logged, human abuse monitoring with plaintext access is prohibited, and plaintext services including APIs must remain in Switzerland. The security page separately says AlpineAI operates the models and colocation providers have no logical access to systems or data. These are contract terms and vendor disclosures, not a hands-on verification of every data flow.",
              "evidenceIds": [
                "swissgpt:swissgpt:secrecy",
                "swissgpt:swissgpt:security"
              ]
            },
            {
              "id": "secrecy_documentation",
              "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?",
              "support": "supported",
              "answer": "A public two-page contract template, printed 30 March 2026, sets scope, precedence, secrecy duties, staff/subcontractor flow-down, plaintext access, Swiss processing, API retention and signature blocks. Section 3 also promises annual assurance evidence covering secret-data processing at no extra cost and a customer audit right at customer expense. The security page explains the supplementary agreement. No executed customer contract was inspected.",
              "evidenceIds": [
                "swissgpt:swissgpt:secrecy",
                "swissgpt:swissgpt:security"
              ]
            }
          ],
          "limitations": [
            "The supplement is conditional on both signatures and processing Swiss legally secret data. Its Swiss Art. 320 ff. reference is not evidence of a German § 203 agreement or a legal suitability assessment for a particular profession.",
            "Plan eligibility, any supplement fee, executed customer agreements and the actual downstream staff/subcontractor agreements remain unverified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swissgpt:swissgpt:secrecy",
            "swissgpt:swissgpt:security"
          ]
        }
      ]
    },
    {
      "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": "omnifact",
          "claimId": "omnifact:VEN-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Pro costs EUR25/user/month annually up to50users. Its binding credit currency/value and recharge tariff remain unknown; Enterprise Gateway costs are outside this offer.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro hosted workspace up to50users; Enterprise/API Gateway quote and markup excluded",
            "addOns": [
              "Optional Academy separately quoted; Enterprise terms require separate offer"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "pricing_unit",
              "question": "What is the pricing unit?",
              "support": "supported",
              "answer": "Pro uses named seats with monthly or annual billing and pooled premium-model credit; this finding covers the hosted Chat/Spaces subscription.",
              "evidenceIds": [
                "omnifact:omnifact:pricing-rev2",
                "omnifact:omnifact:billing"
              ]
            },
            {
              "id": "list_prices",
              "question": "What are list prices per plan, with date and currency?",
              "support": "partial",
              "answer": "Checked2026-10-21: Pro EUR25/user/month billed annually, advertised16% discount versus monthly. Exact monthly rate was not verified. Pro up to50 users; Enterprise custom with unlimited team size. VAT excluded under terms.",
              "evidenceIds": [
                "omnifact:omnifact:pricing-rev2",
                "omnifact:omnifact:terms"
              ]
            },
            {
              "id": "included_usage",
              "question": "What usage is included?",
              "support": "partial",
              "answer": "Unknown applicable monetary allowance currency/value for the contract: pricing statesEUR5/user/month while Billing usesUSD5 examples. Pooling, monthly expiry and continued base-tier access subject to fair-use limits are documented, but no definitive currency-denominated allowance is asserted.",
              "evidenceIds": [
                "omnifact:omnifact:pricing-rev2",
                "omnifact:omnifact:billing"
              ]
            },
            {
              "id": "add_ons",
              "question": "Which features cost extra?",
              "support": "partial",
              "answer": "Academy training is separately quoted. Enterprise is a separate custom offer adding SSO/SCIM, BYOK/self-hosted models, analytics and custom deployment/SLA. No Enterprise Gateway markup is applied to Pro Chat/Spaces pricing.",
              "evidenceIds": [
                "omnifact:omnifact:pricing-rev2"
              ]
            },
            {
              "id": "overage",
              "question": "What do usage beyond limits and premium models cost?",
              "support": "partial",
              "answer": "The Pro billing guide directs admins to discuss additional credits; a public recharge tariff was not established. Base-tier chat remains available after included premium credit is used subject to usage limits. Enterprise Gateway billing/markup is outside this Pro finding.",
              "evidenceIds": [
                "omnifact:omnifact:billing",
                "omnifact:omnifact:pricing-rev2",
                "omnifact:omnifact:limits"
              ]
            }
          ],
          "limitations": [
            "Pro Chat/Spaces pricing is not mixed with Enterprise Gateway billing. The conflicting credit examples remain a named allowance gap."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:pricing-rev2",
            "omnifact:omnifact:billing",
            "omnifact:omnifact:terms",
            "omnifact:omnifact:limits",
            "omnifact:omnifact:users",
            "omnifact:omnifact:gateway",
            "omnifact:omnifact:developer"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:VEN-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Prices differ by sector and billing period; Enterprise is quoted from 10 licences.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Standard and Premium, up to 9 licences; Enterprise from 10 licences. Current healthcare, public-administration and university offer.",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland infrastructure; contract permits CH/EEA and conditional third-country processing; optional external web search",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "AlpineAI platform browser client",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "pricing_unit",
              "question": "What is the pricing unit?",
              "support": "supported",
              "answer": "Standard/Premium price per individual user licence. Enterprise package starts at 10 licences.",
              "evidenceIds": [
                "swissgpt:swissgpt:public-pricing",
                "swissgpt:swissgpt:health-pricing",
                "swissgpt:swissgpt:university"
              ]
            },
            {
              "id": "list_prices",
              "question": "What are list prices per plan, with date and currency?",
              "support": "partial",
              "answer": "As retrieved 2026-10-21: administration Standard/Premium CHF 79/89 per user/month with monthly billing, CHF 74/80 per month with annual billing. Healthcare CHF 89/99 monthly or CHF 80/90 per month annual. University page displays annual CHF 74/80; monthly amounts were not independently toggled. Tax inclusion is not stated clearly, so no ex-VAT conversion is asserted.",
              "evidenceIds": [
                "swissgpt:swissgpt:public-pricing",
                "swissgpt:swissgpt:health-pricing",
                "swissgpt:swissgpt:university"
              ]
            },
            {
              "id": "included_usage",
              "question": "What usage is included?",
              "support": "partial",
              "answer": "Standard has chat/search, uploads, Outlook and 2 assistants; Premium adds Listener, prebuilt assistants and 5 assistants, each listed at 50 documents / max. 100 MB. General inference/search token allowances are not published.",
              "evidenceIds": [
                "swissgpt:swissgpt:university"
              ]
            },
            {
              "id": "add_ons",
              "question": "Which features cost extra?",
              "support": "partial",
              "answer": "Premium adds Listener and preconfigured assistants; Enterprise covers custom integrations. AGB 2.3 permits charges for new major functionality; numeric integration/service fees are unspecified.",
              "evidenceIds": [
                "swissgpt:swissgpt:university",
                "swissgpt:swissgpt:terms"
              ]
            },
            {
              "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. Enterprise rates, VAT treatment, university monthly-toggle verification, model/search quotas, overage prices and integration charges are not established. Do not treat the annual default shown by text extraction as monthly billing.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Enterprise rates, VAT treatment, university monthly-toggle verification, model/search quotas, overage prices and integration charges are not established. Do not treat the annual default shown by text extraction as monthly billing."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swissgpt:swissgpt:public-pricing",
            "swissgpt:swissgpt:health-pricing",
            "swissgpt:swissgpt:university",
            "swissgpt:swissgpt:terms"
          ]
        }
      ]
    },
    {
      "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": "omnifact",
          "claimId": "omnifact:VEN-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Shared v1.4 costs remain unknown for200/1000/5000 users because all exceed the50-seat Pro cap.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_200",
              "question": "Year-one cost at 200 users?",
              "support": "unknown",
              "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. Unknown for 200 users:Pro caps50 users,so Enterprise licence,allowance and deployment/support quote are required. No quote requested; do not extrapolate EUR25 Pro rate. ALM-14 shared cost assumptions v1.4, 2026-10-21:12 months at public list prices, excluding VAT and invented discounts.60% light at100 messages/user/month,30% regular at400,10% power at1500;3000 input+600 output tokens/message including retrieval context,weighted330 messages and0.99M input/0.198M output per seat/month. Use this token mix only where usage is billed separately. Unknown quoted components remain unknown. ECB2026-10-20 EUR1=USD1.1215=CHF0.9237; USD1=EUR0.89166206. Retrieved2026-10-21.",
              "evidenceIds": [
                "omnifact:omnifact:pricing",
                "omnifact:omnifact:ecb-fx"
              ]
            },
            {
              "id": "cost_1000",
              "question": "Year-one cost at 1,000 users?",
              "support": "unknown",
              "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. Unknown for 1000 users:Pro caps50 users,so Enterprise licence,allowance and deployment/support quote are required. No quote requested; do not extrapolate EUR25 Pro rate. ALM-14 shared cost assumptions v1.4, 2026-10-21:12 months at public list prices, excluding VAT and invented discounts.60% light at100 messages/user/month,30% regular at400,10% power at1500;3000 input+600 output tokens/message including retrieval context,weighted330 messages and0.99M input/0.198M output per seat/month. Use this token mix only where usage is billed separately. Unknown quoted components remain unknown. ECB2026-10-20 EUR1=USD1.1215=CHF0.9237; USD1=EUR0.89166206. Retrieved2026-10-21.",
              "evidenceIds": [
                "omnifact:omnifact:pricing",
                "omnifact:omnifact:ecb-fx"
              ]
            },
            {
              "id": "cost_5000",
              "question": "Year-one cost at 5,000 users?",
              "support": "unknown",
              "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. Unknown for 5000 users:Pro caps50 users,so Enterprise licence,allowance and deployment/support quote are required. No quote requested; do not extrapolate EUR25 Pro rate. ALM-14 shared cost assumptions v1.4, 2026-10-21:12 months at public list prices, excluding VAT and invented discounts.60% light at100 messages/user/month,30% regular at400,10% power at1500;3000 input+600 output tokens/message including retrieval context,weighted330 messages and0.99M input/0.198M output per seat/month. Use this token mix only where usage is billed separately. Unknown quoted components remain unknown. ECB2026-10-20 EUR1=USD1.1215=CHF0.9237; USD1=EUR0.89166206. Retrieved2026-10-21.",
              "evidenceIds": [
                "omnifact:omnifact:pricing",
                "omnifact:omnifact:ecb-fx"
              ]
            },
            {
              "id": "variable_share",
              "question": "Which part depends on usage?",
              "support": "partial",
              "answer": "Enterprise base,pooled credit allowance,model/route rates,additional credits and Gateway markup are unknown. Quote base plus usage beyond included credit plus deployment/services; convert known EUR components at0.9237 CHF/EUR. No substitute vendor tariff/model assumed.",
              "evidenceIds": [
                "omnifact:omnifact:pricing",
                "omnifact:omnifact:gateway",
                "omnifact:omnifact:billing",
                "omnifact:omnifact:ecb-fx"
              ]
            },
            {
              "id": "unknown_parts",
              "question": "Which costs could not be priced?",
              "support": "supported",
              "answer": "Enterprise seat/volume rate,minimum spend,credit allowance,recharge tariff,model/route rates,Gateway markup percentage,private hosting and Academy service fees are unknown.",
              "evidenceIds": [
                "omnifact:omnifact:pricing",
                "omnifact:omnifact:gateway",
                "omnifact:omnifact:billing"
              ]
            }
          ],
          "limitations": [
            "ALM-14 shared cost assumptions v1.4, 2026-10-21:12 months at public list prices, excluding VAT and invented discounts.60% light at100 messages/user/month,30% regular at400,10% power at1500;3000 input+600 output tokens/message including retrieval context,weighted330 messages and0.99M input/0.198M output per seat/month. Use this token mix only where usage is billed separately. Unknown quoted components remain unknown.",
            "ECB2026-10-20 EUR1=USD1.1215=CHF0.9237; USD1=EUR0.89166206. Retrieved2026-10-21."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:pricing",
            "omnifact:omnifact:ecb-fx",
            "omnifact:omnifact:gateway",
            "omnifact:omnifact:billing"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:VEN-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. The required 200, 1,000 and 5,000-seat annual scenarios cannot be priced from the public individual plans.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Standard and Premium, up to 9 licences; Enterprise from 10 licences. Current healthcare, public-administration and university offer.",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland infrastructure; contract permits CH/EEA and conditional third-country processing; optional external web search",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "AlpineAI platform browser client",
                "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": "Enterprise applies from 10 licences and is quote-only; fixed package, usage, integrations, service charges and tax treatment remain unknown. No sales quote was requested.",
              "evidenceIds": [
                "swissgpt:swissgpt:university"
              ]
            }
          ],
          "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": [
            "swissgpt:swissgpt:university",
            "swissgpt:swissgpt: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": "omnifact",
          "claimId": "omnifact:VEN-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Ten-day no-card Pro trial is self-serve; enterprise setup is gated.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "free_tier",
              "question": "Is there a free tier for business use?",
              "support": "partial",
              "answer": "Time-limited free trial; billing requires a paid subscription afterward. No permanent business free tier established.",
              "evidenceIds": [
                "omnifact:omnifact:pricing",
                "omnifact:omnifact:billing"
              ]
            },
            {
              "id": "self_serve_trial",
              "question": "Is a self-serve business trial available?",
              "support": "supported",
              "answer": "Ten-day trial, no credit card, teams up to50 users via account signup.",
              "evidenceIds": [
                "omnifact:omnifact:pricing"
              ]
            },
            {
              "id": "trial_scope",
              "question": "Do trials include SSO, connectors and admin features?",
              "support": "partial",
              "answer": "Pro chat, Spaces, Privacy Filter and platform access advertised; terms call trial scope limited. Enterprise SSO/SCIM/BYOK/private deployment and support-enabled APIs are not established trial entitlements.",
              "evidenceIds": [
                "omnifact:omnifact:pricing",
                "omnifact:omnifact:terms",
                "omnifact:omnifact:developer"
              ]
            },
            {
              "id": "sales_gate",
              "question": "Does meaningful evaluation require sales contact?",
              "support": "partial",
              "answer": "Base Pro trial is self-serve; Enterprise quotes, SSO and advanced API activation require vendor interaction. No vendor contact was made.",
              "evidenceIds": [
                "omnifact:omnifact:pricing",
                "omnifact:omnifact:users",
                "omnifact:omnifact:developer"
              ]
            }
          ],
          "limitations": [
            "free_tier: Time-limited free trial; billing requires a paid subscription afterward. No permanent business free tier established.",
            "trial_scope: Pro chat, Spaces, Privacy Filter and platform access advertised; terms call trial scope limited. Enterprise SSO/SCIM/BYOK/private deployment and support-enabled APIs are not established trial entitlements.",
            "sales_gate: Base Pro trial is self-serve; Enterprise quotes, SSO and advanced API activation require vendor interaction. No vendor contact was made."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:pricing",
            "omnifact:omnifact:billing",
            "omnifact:omnifact:terms",
            "omnifact:omnifact:developer",
            "omnifact:omnifact:users"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:VEN-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Sector pages offer online free tests; Enterprise evaluation scope is not published.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Standard and Premium, up to 9 licences; Enterprise from 10 licences. Current healthcare, public-administration and university offer.",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland infrastructure; contract permits CH/EEA and conditional third-country processing; optional external web search",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "AlpineAI platform browser client",
                "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. A permanent business free tier, trial duration/card requirements, Enterprise SSO/admin/connector coverage and fixture access are not established.",
              "evidenceIds": []
            },
            {
              "id": "self_serve_trial",
              "question": "Is a self-serve business trial available?",
              "support": "partial",
              "answer": "Standard/Premium pages link free testing through Stripe and AGB 3.1 allows self-registration. Trial duration, card requirement and quotas were not verified.",
              "evidenceIds": [
                "swissgpt:swissgpt:university",
                "swissgpt:swissgpt:terms"
              ]
            },
            {
              "id": "trial_scope",
              "question": "Do trials include SSO, connectors and admin features?",
              "support": "unknown",
              "answer": "Do trials include SSO, connectors and admin features? Unknown. A permanent business free tier, trial duration/card requirements, Enterprise SSO/admin/connector coverage and fixture access are not established.",
              "evidenceIds": []
            },
            {
              "id": "sales_gate",
              "question": "Does meaningful evaluation require sales contact?",
              "support": "partial",
              "answer": "Individual plans can be purchased by self-registration; the Enterprise integration offer routes to consultation. No account or sales contact was used.",
              "evidenceIds": [
                "swissgpt:swissgpt:university",
                "swissgpt:swissgpt:terms"
              ]
            }
          ],
          "limitations": [
            "A permanent business free tier, trial duration/card requirements, Enterprise SSO/admin/connector coverage and fixture access are not established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swissgpt:swissgpt:university",
            "swissgpt:swissgpt:terms"
          ]
        }
      ]
    },
    {
      "id": "VEN-04",
      "title": "Contract terms and pricing transparency",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Record minimum seats or commitment, contract length, monthly versus annual billing, price-change rules, cancellation and downgrade terms, and invoicing in CHF/EUR. Classify pricing as transparent, partially specified, quote-only or unknown, naming the missing fields. Quote-only pricing is a disclosed constraint.",
      "questions": [
        {
          "id": "minimum_commitment",
          "question": "What seat or spend minimum applies?"
        },
        {
          "id": "contract_length",
          "question": "What contract lengths are offered?"
        },
        {
          "id": "cancellation",
          "question": "How can the contract be cancelled or reduced?"
        },
        {
          "id": "local_invoicing",
          "question": "Can it be invoiced in CHF or EUR from a European entity?"
        },
        {
          "id": "transparency_class",
          "question": "Is pricing transparent, partial, quote-only or unknown?"
        }
      ],
      "products": [
        {
          "productId": "omnifact",
          "claimId": "omnifact:VEN-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Pro monthly/annual terms are public; Enterprise minimum and CHF invoicing are unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "minimum_commitment",
              "question": "What seat or spend minimum applies?",
              "support": "partial",
              "answer": "Pro maximum 50 users, Enterprise no team-size cap; public Enterprise minimum seat/spend and private-deployment minimum not established.",
              "evidenceIds": [
                "omnifact:omnifact:pricing"
              ]
            },
            {
              "id": "contract_length",
              "question": "What contract lengths are offered?",
              "support": "supported",
              "answer": "Monthly/annual terms; Enterprise flexible agreement. Annual renews yearly, monthly renews monthly.",
              "evidenceIds": [
                "omnifact:omnifact:pricing",
                "omnifact:omnifact:terms"
              ]
            },
            {
              "id": "cancellation",
              "question": "How can the contract be cancelled or reduced?",
              "support": "supported",
              "answer": "Annual notice three months before term end; monthly cancel for following month; text/email accepted. Seat removal gives prorated credit on next invoice per billing doc.",
              "evidenceIds": [
                "omnifact:omnifact:terms",
                "omnifact:omnifact:billing"
              ]
            },
            {
              "id": "local_invoicing",
              "question": "Can it be invoiced in CHF or EUR from a European entity?",
              "support": "partial",
              "answer": "Omnifact Gmb H Frankfurt invoices EUR public prices, supports invoice/SEPA and payment within 14 days. CHF billing not established.",
              "evidenceIds": [
                "omnifact:omnifact:pricing",
                "omnifact:omnifact:terms",
                "omnifact:omnifact:imprint"
              ]
            },
            {
              "id": "transparency_class",
              "question": "Is pricing transparent, partial, quote-only or unknown?",
              "support": "partial",
              "answer": "Partial: public Pro price/credits/team cap but Enterprise, deployment, additional credits and services quote-only; Gateway markup not quantified.",
              "evidenceIds": [
                "omnifact:omnifact:pricing",
                "omnifact:omnifact:gateway"
              ]
            }
          ],
          "limitations": [
            "minimum_commitment: Pro maximum 50 users, Enterprise no team-size cap; public Enterprise minimum seat/spend and private-deployment minimum not established.",
            "local_invoicing: Omnifact Gmb H Frankfurt invoices EUR public prices, supports invoice/SEPA and payment within 14 days. CHF billing not established.",
            "transparency_class: Partial: public Pro price/credits/team cap but Enterprise, deployment, additional credits and services quote-only; Gateway markup not quantified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:pricing",
            "omnifact:omnifact:terms",
            "omnifact:omnifact:billing",
            "omnifact:omnifact:imprint",
            "omnifact:omnifact:gateway"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:VEN-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Small plans renew monthly or yearly; Enterprise starts at 10 licences with quoted terms.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Standard and Premium, up to 9 licences; Enterprise from 10 licences. Current healthcare, public-administration and university offer.",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland infrastructure; contract permits CH/EEA and conditional third-country processing; optional external web search",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "AlpineAI platform browser client",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "minimum_commitment",
              "question": "What seat or spend minimum applies?",
              "support": "supported",
              "answer": "Standard/Premium cover up to 9 individual licences; Enterprise starts at 10.",
              "evidenceIds": [
                "swissgpt:swissgpt:university"
              ]
            },
            {
              "id": "contract_length",
              "question": "What contract lengths are offered?",
              "support": "supported",
              "answer": "AGB 3.1 defaults to one calendar month or twelve months with renewal for the same term; an order may set other terms.",
              "evidenceIds": [
                "swissgpt:swissgpt:terms"
              ]
            },
            {
              "id": "cancellation",
              "question": "How can the contract be cancelled or reduced?",
              "support": "partial",
              "answer": "Either party may cancel for term end through the platform where available or support; prepaid fees are not refunded. Downgrade rules are not specified.",
              "evidenceIds": [
                "swissgpt:swissgpt:terms"
              ]
            },
            {
              "id": "local_invoicing",
              "question": "Can it be invoiced in CHF or EUR from a European entity?",
              "support": "partial",
              "answer": "Prices are displayed in CHF and AlpineAI AG is Swiss. Standard offers use credit card; invoices can be offered case by case with 14-day payment. EUR invoicing is unverified.",
              "evidenceIds": [
                "swissgpt:swissgpt:terms",
                "swissgpt:swissgpt:public-pricing"
              ]
            },
            {
              "id": "transparency_class",
              "question": "Is pricing transparent, partial, quote-only or unknown?",
              "support": "supported",
              "answer": "Partially specified individual-sector prices; quote-only Enterprise from 10 licences. Public prices do not establish tax or all usage/service charges.",
              "evidenceIds": [
                "swissgpt:swissgpt:university",
                "swissgpt:swissgpt:public-pricing",
                "swissgpt:swissgpt:health-pricing"
              ]
            }
          ],
          "limitations": [
            "Seat-reduction/downgrade timing, future price-change rules, EUR invoicing and complete Enterprise commitments are not specified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swissgpt:swissgpt:university",
            "swissgpt:swissgpt:terms",
            "swissgpt:swissgpt:public-pricing",
            "swissgpt:swissgpt:health-pricing"
          ]
        }
      ]
    },
    {
      "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": "omnifact",
          "claimId": "omnifact:VEN-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Platform is proprietary; four inspected public integration/client components have MIT licences.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "api",
              "cli",
              "widget"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro/Enterprise hosted licence; separately MIT-licensed client/integration tools at pinned revisions; API enablement required",
            "addOns": [
              "Customer-run CLI/widget tools; Published Spaces/API access and resource permissions as needed"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              },
              {
                "id": "api",
                "name": "Omnifact Published Spaces, Public API and Enterprise AI Gateway",
                "type": "api"
              },
              {
                "id": "cli",
                "name": "Omnifact document/chat CLI and XWiki sync",
                "type": "cli"
              },
              {
                "id": "widget",
                "name": "Omnifact example embeddable widget",
                "type": "browser-widget"
              }
            ]
          },
          "questions": [
            {
              "id": "licence_type",
              "question": "Which licence applies to each component?",
              "support": "supported",
              "answer": "Terms grant contract-term nontransferable/non-sublicensable software use; platform source excluded unless expressly agreed. CLI, widget, n8n nodes and XWiki sync carry MIT licences at pinned commits; these do not license the hosted platform.",
              "evidenceIds": [
                "omnifact:omnifact:terms",
                "omnifact:omnifact:cli-licence-rev2",
                "omnifact:omnifact:widget-licence-rev2",
                "omnifact:omnifact:n8n-nodes-omnifact-licence-rev2",
                "omnifact:omnifact:xwiki-sync-licence-rev2"
              ]
            },
            {
              "id": "branding_restrictions",
              "question": "Do licence terms restrict branding or user counts?",
              "support": "partial",
              "answer": "Platform use limited to agreed user count/own business personnel. Widget can theme colors/title under MIT notice obligations; MIT integrations do not impose seat limits. Platform branding-removal rules were not fully established.",
              "evidenceIds": [
                "omnifact:omnifact:terms",
                "omnifact:omnifact:widget-rev2",
                "omnifact:omnifact:widget-licence-rev2"
              ]
            },
            {
              "id": "enterprise_features_closed",
              "question": "Are enterprise features in a separate closed edition?",
              "support": "partial",
              "answer": "Enterprise is a commercial feature/deployment tier; no open-core platform edition was established. Source may be included by separate agreement under terms3.3.",
              "evidenceIds": [
                "omnifact:omnifact:pricing-rev2",
                "omnifact:omnifact:terms"
              ]
            }
          ],
          "limitations": [
            "Client/integration capabilities are documented in pinned README/licence files, not implementation-inspected or tested; they do not license the hosted platform."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:terms",
            "omnifact:omnifact:cli-licence-rev2",
            "omnifact:omnifact:widget-licence-rev2",
            "omnifact:omnifact:n8n-nodes-omnifact-licence-rev2",
            "omnifact:omnifact:xwiki-sync-licence-rev2",
            "omnifact:omnifact:widget-rev2",
            "omnifact:omnifact:pricing-rev2"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:VEN-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Terms grant a contractual right to use a proprietary platform.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Standard and Premium, up to 9 licences; Enterprise from 10 licences. Current healthcare, public-administration and university offer.",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland infrastructure; contract permits CH/EEA and conditional third-country processing; optional external web search",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "AlpineAI platform browser client",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "licence_type",
              "question": "Which licence applies to each component?",
              "support": "supported",
              "answer": "AGB 4.1-4.3 grants non-exclusive, non-transferable access during the contract and reserves platform software, algorithms, documentation and branding rights to AlpineAI. Open-model use is separate.",
              "evidenceIds": [
                "swissgpt:swissgpt:terms"
              ]
            },
            {
              "id": "branding_restrictions",
              "question": "Do licence terms restrict branding or user counts?",
              "support": "unknown",
              "answer": "Do licence terms restrict branding or user counts? Unknown. Component licences, branding or user-count restrictions beyond purchased licences, and a separate enterprise source edition are not published. No public implementation repository was identified.",
              "evidenceIds": []
            },
            {
              "id": "enterprise_features_closed",
              "question": "Are enterprise features in a separate closed edition?",
              "support": "unknown",
              "answer": "Are enterprise features in a separate closed edition? Unknown. Component licences, branding or user-count restrictions beyond purchased licences, and a separate enterprise source edition are not published. No public implementation repository was identified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Component licences, branding or user-count restrictions beyond purchased licences, and a separate enterprise source edition are not published. No public implementation repository was identified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swissgpt:swissgpt:terms"
          ]
        }
      ]
    },
    {
      "id": "VEN-06",
      "title": "Data export and exit",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Record admin export of chats, assistants, knowledge bases, prompts and audit logs, formats, export completeness, user self-export, and what survives contract end. Run an admin export on a trial. Exported chats alone do not make assistants and knowledge portable.",
      "questions": [
        {
          "id": "chat_export",
          "question": "Can admins export all chats?"
        },
        {
          "id": "assistant_export",
          "question": "Can assistants and prompts be exported in a reusable format?"
        },
        {
          "id": "knowledge_export",
          "question": "Can knowledge bases and their sources be exported?"
        },
        {
          "id": "export_format",
          "question": "Are formats documented and machine-readable?"
        },
        {
          "id": "post_termination_window",
          "question": "How long can data be retrieved after termination?"
        }
      ],
      "products": [
        {
          "productId": "omnifact",
          "claimId": "omnifact:VEN-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "DPA promises data handover; documented APIs do not establish a complete workspace export.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "api",
              "cli",
              "widget"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro/Enterprise hosted licence; separately MIT-licensed client/integration tools at pinned revisions; API enablement required",
            "addOns": [
              "Customer-run CLI/widget tools; Published Spaces/API access and resource permissions as needed"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              },
              {
                "id": "api",
                "name": "Omnifact Published Spaces, Public API and Enterprise AI Gateway",
                "type": "api"
              },
              {
                "id": "cli",
                "name": "Omnifact document/chat CLI and XWiki sync",
                "type": "cli"
              },
              {
                "id": "widget",
                "name": "Omnifact example embeddable widget",
                "type": "browser-widget"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_export",
              "question": "Can admins export all chats?",
              "support": "unknown",
              "answer": "Can admins export all chats? Unknown. No admin export-all-chats or reusable complete Space/agent/prompt export was established. No exit fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "assistant_export",
              "question": "Can assistants and prompts be exported in a reusable format?",
              "support": "unknown",
              "answer": "Can assistants and prompts be exported in a reusable format? Unknown. No admin export-all-chats or reusable complete Space/agent/prompt export was established. No exit fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "knowledge_export",
              "question": "Can knowledge bases and their sources be exported?",
              "support": "partial",
              "answer": "Documents API/CLI list metadata and manage Space files, while native generated files download. Full original-source, index and ACL export bundle was not established.",
              "evidenceIds": [
                "omnifact:omnifact:api-docs",
                "omnifact:omnifact:cli-rev2",
                "omnifact:omnifact:documents"
              ]
            },
            {
              "id": "export_format",
              "question": "Are formats documented and machine-readable?",
              "support": "partial",
              "answer": "Document metadata via JSON; native outputs DOCX/XLSX/PPTX and chart images. Widget stores only its own conversation in browser local Storage; this is not an admin export of platform chats.",
              "evidenceIds": [
                "omnifact:omnifact:api-docs",
                "omnifact:omnifact:documents",
                "omnifact:omnifact:widget-rev2"
              ]
            },
            {
              "id": "post_termination_window",
              "question": "How long can data be retrieved after termination?",
              "support": "partial",
              "answer": "DPA9.2 requires handover or approved destruction at completion/end; no guaranteed post-termination self-service download window specified. TOM gives30-day support organization deletion.",
              "evidenceIds": [
                "omnifact:omnifact:dpa-rev2"
              ]
            }
          ],
          "limitations": [
            "Client/integration capabilities are documented in pinned README/licence files, not implementation-inspected or tested; they do not license the hosted platform."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:api-docs",
            "omnifact:omnifact:cli-rev2",
            "omnifact:omnifact:documents",
            "omnifact:omnifact:widget-rev2",
            "omnifact:omnifact:dpa-rev2"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt: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": "omnifact",
          "claimId": "omnifact:VEN-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Pro email support and Enterprise custom support are documented; a single applicable platform uptime SLA remains unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro published support terms; Enterprise support and negotiated SLA only under its contract",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "support_channels",
              "question": "Which support channels are available on each plan?",
              "support": "partial",
              "answer": "Pro pricing promises email within 24 hours; terms process M–F usually09–17 and answer within one working day. Enterprise dedicated support/account manager/custom SLA; timezone not specified in terms.",
              "evidenceIds": [
                "omnifact:omnifact:pricing-rev2",
                "omnifact:omnifact:terms"
              ]
            },
            {
              "id": "support_languages",
              "question": "Is support available in German, French or Italian?",
              "support": "unknown",
              "answer": "Is support available in German, French or Italian? Unknown. No verified public incident-history status page or contracted DE/FR/IT support-language matrix was located; status.omnifact.ai did not resolve.",
              "evidenceIds": []
            },
            {
              "id": "regional_presence",
              "question": "Is there a DACH or Swiss entity, team or partner?",
              "support": "partial",
              "answer": "Omnifact Gmb H Frankfurt, Germany; pricing also mentions German and US service teams. No Swiss entity established.",
              "evidenceIds": [
                "omnifact:omnifact:imprint",
                "omnifact:omnifact:pricing-rev2"
              ]
            },
            {
              "id": "uptime_sla",
              "question": "Is there an uptime SLA with credits?",
              "support": "unknown",
              "answer": "Unknown applicable end-to-end service guarantee. Terms7.3 specify99.5% annual pure-network availability while DPA TOM states99.9% system availability, and Enterprise offers a custom SLA. No order-form/service mapping or fixed credit schedule was retrieved, so no single platform SLA is asserted.",
              "evidenceIds": []
            },
            {
              "id": "status_page",
              "question": "Is there a public status page with history?",
              "support": "unknown",
              "answer": "Is there a public status page with history? Unknown. No verified public incident-history status page or contracted DE/FR/IT support-language matrix was located; status.omnifact.ai did not resolve.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Network and system availability percentages are not interchangeable. Enterprise SLA terms require the actual contract."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:pricing-rev2",
            "omnifact:omnifact:terms",
            "omnifact:omnifact:imprint",
            "omnifact:omnifact:dpa-rev2"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:VEN-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Support uses a service portal and email fallback; terms promise 99% availability.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Standard and Premium, up to 9 licences; Enterprise from 10 licences. Current healthcare, public-administration and university offer.",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland infrastructure; contract permits CH/EEA and conditional third-country processing; optional external web search",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "AlpineAI platform browser client",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "support_channels",
              "question": "Which support channels are available on each plan?",
              "support": "supported",
              "answer": "Service Desk/email is listed in sector plans. AGB 9.2 requires support-portal tickets, with email when the portal is technically unreachable.",
              "evidenceIds": [
                "swissgpt:swissgpt:university",
                "swissgpt:swissgpt:terms"
              ]
            },
            {
              "id": "support_languages",
              "question": "Is support available in German, French or Italian?",
              "support": "unknown",
              "answer": "Is support available in German, French or Italian? Unknown. DE/FR/IT support guarantees, support hours, response times, SLA credits and an official 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": "AlpineAI AG lists a Davos, Switzerland address.",
              "evidenceIds": [
                "swissgpt:swissgpt:imprint"
              ]
            },
            {
              "id": "uptime_sla",
              "question": "Is there an uptime SLA with credits?",
              "support": "partial",
              "answer": "AGB 9.1 promises 99% availability during the licence term with planned/urgent maintenance exceptions. No credit schedule or response-time commitment was located.",
              "evidenceIds": [
                "swissgpt:swissgpt: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. DE/FR/IT support guarantees, support hours, response times, SLA credits and an official public status/incident history were not located.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "DE/FR/IT support guarantees, support hours, response times, SLA credits and an official public status/incident history were not located."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swissgpt:swissgpt:university",
            "swissgpt:swissgpt:terms",
            "swissgpt:swissgpt:imprint"
          ]
        }
      ]
    },
    {
      "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": "omnifact",
          "claimId": "omnifact:VEN-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Pro has learning material/webinar; Enterprise workshops and Academy are tailored.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "Omnifact hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "onboarding_service",
              "question": "Is guided onboarding included?",
              "support": "supported",
              "answer": "Pro onboarding documentation/e-learning and webinar; Enterprise custom onboarding/use-case workshops and account manager.",
              "evidenceIds": [
                "omnifact:omnifact:pricing"
              ]
            },
            {
              "id": "user_training",
              "question": "Is end-user training offered, in which languages?",
              "support": "partial",
              "answer": "Academy offers foundational/advanced courses, individual training and certificate options supporting AI literacy; complete delivery-language/volume entitlement not published.",
              "evidenceIds": [
                "omnifact:omnifact:pricing"
              ]
            },
            {
              "id": "use_case_library",
              "question": "Are role-based use cases and templates provided?",
              "support": "supported",
              "answer": "Space Starter templates include content creation, knowledge queries, professional development; release notes add meeting-minutes/mail-triage/helpdesk template previews.",
              "evidenceIds": [
                "omnifact:omnifact:create",
                "omnifact:omnifact:changes"
              ]
            },
            {
              "id": "adoption_programme",
              "question": "Is there a champion or adoption programme?",
              "support": "partial",
              "answer": "Enterprise rollout/admin enablement/use-case workshops and Academy strategy/governance workshops advertised; a formal champion programme was not established.",
              "evidenceIds": [
                "omnifact:omnifact:home",
                "omnifact:omnifact:pricing"
              ]
            },
            {
              "id": "service_cost",
              "question": "Which services cost extra?",
              "support": "partial",
              "answer": "Academy/additional training separately quoted; terms3.6 generally make installations, instruction/training chargeable under separate agreement.",
              "evidenceIds": [
                "omnifact:omnifact:pricing",
                "omnifact:omnifact:terms"
              ]
            }
          ],
          "limitations": [
            "user_training: Academy offers foundational/advanced courses, individual training and certificate options supporting AI literacy; complete delivery-language/volume entitlement not published.",
            "adoption_programme: Enterprise rollout/admin enablement/use-case workshops and Academy strategy/governance workshops advertised; a formal champion programme was not established.",
            "service_cost: Academy/additional training separately quoted; terms3.6 generally make installations, instruction/training chargeable under separate agreement."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "omnifact:omnifact:pricing",
            "omnifact:omnifact:create",
            "omnifact:omnifact:changes",
            "omnifact:omnifact:home",
            "omnifact:omnifact:terms"
          ]
        },
        {
          "productId": "swissgpt",
          "claimId": "swissgpt:VEN-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Sector offers describe guided rollout, workshops and a six-lesson e-learning course.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": null,
            "plan": "Standard and Premium, up to 9 licences; Enterprise from 10 licences. Current healthcare, public-administration and university offer.",
            "addOns": [],
            "deploymentMode": null,
            "region": "Switzerland infrastructure; contract permits CH/EEA and conditional third-country processing; optional external web search",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "AlpineAI platform browser client",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "onboarding_service",
              "question": "Is guided onboarding included?",
              "support": "partial",
              "answer": "University and healthcare pages offer implementation help and onsite team training; inclusion in licence price is not stated.",
              "evidenceIds": [
                "swissgpt:swissgpt:university",
                "swissgpt:swissgpt:health-pricing"
              ]
            },
            {
              "id": "user_training",
              "question": "Is end-user training offered, in which languages?",
              "support": "partial",
              "answer": "Six e-learning lessons and prompting/use-case workshops are offered; delivery languages are not specified.",
              "evidenceIds": [
                "swissgpt:swissgpt:product",
                "swissgpt:swissgpt:university"
              ]
            },
            {
              "id": "use_case_library",
              "question": "Are role-based use cases and templates provided?",
              "support": "supported",
              "answer": "Sector pages describe university, authority and healthcare use cases; Premium adds preconfigured assistants.",
              "evidenceIds": [
                "swissgpt:swissgpt:university",
                "swissgpt:swissgpt:product"
              ]
            },
            {
              "id": "adoption_programme",
              "question": "Is there a champion or adoption programme?",
              "support": "unknown",
              "answer": "Is there a champion or adoption programme? Unknown. Champion programmes, training languages, mandatory onboarding scope and separate professional-service charges are not published.",
              "evidenceIds": []
            },
            {
              "id": "service_cost",
              "question": "Which services cost extra?",
              "support": "unknown",
              "answer": "Which services cost extra? Unknown. Champion programmes, training languages, mandatory onboarding scope and separate professional-service charges are not published.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Champion programmes, training languages, mandatory onboarding scope and separate professional-service charges are not published."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "swissgpt:swissgpt:university",
            "swissgpt:swissgpt:health-pricing",
            "swissgpt:swissgpt:product"
          ]
        }
      ]
    }
  ],
  "sources": [
    {
      "id": "omnifact:omnifact:models",
      "productId": "omnifact",
      "kind": "vendor-claimed",
      "url": "https://omnifact.ai/models",
      "title": "Models: All Leading AI Models on One Platform – Omnifact",
      "locator": "OpenAI, Anthropic, Google and Mistral tables",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Current catalogue lists model families, tiers and EU/global region flags."
    },
    {
      "id": "omnifact:omnifact:select",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/platform/core-features/chats/model-selection",
      "title": "Selecting an AI Model - Omnifact",
      "locator": "Model selector, effort and reasoning trace",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Manual model picker shows provider/model/region and reasoning effort; browser stores per-model effort."
    },
    {
      "id": "omnifact:omnifact:files",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/platform/core-features/chats/attaching-documents",
      "title": "Attaching Documents & Images - Omnifact",
      "locator": "Formats, input limits and privacy",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Attachments have type-specific limits and media bypasses text filtering."
    },
    {
      "id": "omnifact:omnifact:pricing-rev2",
      "productId": "omnifact",
      "kind": "vendor-claimed",
      "url": "https://omnifact.ai/pricing",
      "title": "Pricing Plans – Omnifact",
      "locator": "Pro/Enterprise tier table, annual price and credit footnote",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Pro is EUR25/user/month annually up to50users. Enterprise adds BYOK/self-hosted models, analytics, SSO and custom SLA. The page is not used to establish an eligible Gateway markup or reconcile conflicting credit examples."
    },
    {
      "id": "omnifact:omnifact:providers-rev2",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/platform/team-administration/providers",
      "title": "Providers - Omnifact",
      "locator": "Supported Providers and Enterprise-only Bring Your Own Key",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Customer keys, custom OpenAI-compatible endpoints and self-hosted model connections require Enterprise BYOK; managed model access is separate."
    },
    {
      "id": "omnifact:omnifact:groups-rev2",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/platform/team-administration/groups",
      "title": "Group Management - Omnifact",
      "locator": "Execute code (Experimental), tool controls and security note",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The Python/code execution tool is explicitly Experimental, has internet access and bypasses the Privacy Filter for sandbox inputs."
    },
    {
      "id": "omnifact:omnifact:dpa-rev2",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://omnifact.ai/dpa",
      "title": "Data Processing Agreement – Omnifact",
      "locator": "Sections6.3,9.2/9.3; Annex3 deletion and backups; Annex4 subprocessor terms",
      "sourceDate": "2026-04-21",
      "retrievedAt": "2026-10-21",
      "finding": "DPA states return/approved destruction at contract end, distinct support-request deletion within30days, backup schedules and30-day subprocessor-change notice. This does not resolve runtime/plan-specific implementation or a complete current supplier mapping."
    },
    {
      "id": "swissgpt:swissgpt:product",
      "productId": "swissgpt",
      "kind": "vendor-claimed",
      "url": "https://alpineai.swiss/produkt/",
      "title": "AlpineAI product and FAQ",
      "locator": "Chat; Assistants; Listener; FAQs on models, Outlook, licences",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Describes browser and mobile access, Mistral Large 3 on AlpineAI hardware, document assistants, Outlook, Listener and Enterprise integrations."
    },
    {
      "id": "omnifact:omnifact:changes",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://omnifact.ai/release-notes",
      "title": "Release Notes – Omnifact",
      "locator": "October–May2026 and earlier entries",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "Dated release notes through October 20 add models, agents, code, MCP, groups and 2FA."
    },
    {
      "id": "omnifact:omnifact:blog",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://omnifact.ai/blog",
      "title": "Blog – Omnifact",
      "locator": "Current dated feature drops",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Feature announcements include Gemini4Argon October 13 and integrations October 6."
    },
    {
      "id": "omnifact:omnifact:terms",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://omnifact.ai/terms",
      "title": "Terms of Service – Omnifact",
      "locator": "Sections3/6–8/10–11/14–18",
      "sourceDate": "2024-08-01",
      "retrievedAt": "2026-10-21",
      "finding": "Terms define proprietary rights,99.5% annual network availability, support and cancellation."
    },
    {
      "id": "omnifact:omnifact:providers",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/platform/team-administration/providers",
      "title": "Providers - Omnifact",
      "locator": "Supported Providers, BYOK and connection management",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise BYOK supports direct providers, Azure/Vertex and custom OpenAI-compatible endpoints."
    },
    {
      "id": "omnifact:omnifact:model-settings",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/platform/team-administration/models",
      "title": "Model Management - Omnifact",
      "locator": "Availability, Image Models and Model Providers",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Model enablement applies to chat, Published Spaces and Gateway; image defaults and tiers are configurable."
    },
    {
      "id": "omnifact:omnifact:pricing",
      "productId": "omnifact",
      "kind": "vendor-claimed",
      "url": "https://omnifact.ai/pricing",
      "title": "Pricing Plans – Omnifact",
      "locator": "Pro, Enterprise, comparison and footnote1",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Pro annual EUR25 includes pooled EUR5 monthly AI credits per seat up to50 users; Enterprise and Academy are quoted."
    },
    {
      "id": "omnifact:omnifact:dpa",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://omnifact.ai/dpa",
      "title": "Data Processing Agreement – Omnifact",
      "locator": "Sections1/6/9/11, Annex1, TOMs2.1–2.10 and Annex4",
      "sourceDate": "2026-04-21",
      "retrievedAt": "2026-10-21",
      "finding": "DPA includes Frankfurt infrastructure/TOMs, retention, audit requirements and approved subprocessors."
    },
    {
      "id": "omnifact:omnifact:groups",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/platform/team-administration/groups",
      "title": "Group Management - Omnifact",
      "locator": "Group types, SCIM, permissions and sharing",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Additive groups govern capabilities, model tiers, US routes and filter exemptions; Enterprise SCIM mirrors groups."
    },
    {
      "id": "omnifact:omnifact:gateway",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/platform/team-administration/ai-gateway",
      "title": "AI Gateway - Omnifact",
      "locator": "Prerequisites, EU routes, constraints, billing and errors",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise opt-in OpenAI-compatible gateway uses eu/ routing and hard credit enforcement; V1 lacks tools/structured output."
    },
    {
      "id": "omnifact:omnifact:published",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/platform/team-administration/published-spaces",
      "title": "Published Spaces - Omnifact",
      "locator": "Activation, model management and security",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Support-enabled Published Space APIs disable the Privacy Filter and use secret endpoint URLs."
    },
    {
      "id": "omnifact:omnifact:chat",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/platform/core-features/chats/introduction",
      "title": "Introduction to Chats - Omnifact",
      "locator": "Features, quotas and message limits",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Chat retains conversations and supports document output, sources and daily message quotas."
    },
    {
      "id": "omnifact:omnifact:limits",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/guides/troubleshooting/usage-and-credits",
      "title": "AI Credits and Usage Limits - Omnifact",
      "locator": "Credit exhaustion and fallback models",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Exhausted monthly credits fall back in chat; Gateway blocks all calls without base fallback."
    },
    {
      "id": "omnifact:omnifact:documents",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/platform/core-features/chats/document-creation",
      "title": "Document Creation - Omnifact",
      "locator": "Document types, editing, formulas and sandbox",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Isolated Python code creates XLSX/DOCX/PPTX/charts with internet egress and group controls."
    },
    {
      "id": "omnifact:omnifact:uploads",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/platform/core-features/spaces/managing-uploaded-files",
      "title": "Managing Uploaded Files - Omnifact",
      "locator": "Processing, deletion and FAQ",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Space file pipeline uses Tika OCR, chunking, embeddings and summaries; documents can be deleted permanently."
    },
    {
      "id": "omnifact:omnifact:retrieval",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/platform/core-features/spaces/uploaded-files-retrieval",
      "title": "Uploaded Files Retrieval - Omnifact",
      "locator": "Retrieval and source behavior",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Agents retrieve source passages under Space membership and show citations/progress; strict no-answer grounding is instructed."
    },
    {
      "id": "swissgpt:swissgpt:university",
      "productId": "swissgpt",
      "kind": "vendor-claimed",
      "url": "https://alpineai.swiss/en/universities/",
      "title": "AlpineAI universities",
      "locator": "Prices; Integration & Licenses; Features & Languages",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Lists licence limits and Enterprise threshold, university integration process and onboarding."
    },
    {
      "id": "omnifact:omnifact:billing",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/platform/team-administration/billing",
      "title": "Billing & Usage - Omnifact",
      "locator": "Seat Management, Monthly Usage Credit and Plan Management",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Billing describes proration, pooled credit and plan changes but uses USD5 examples and5000-page Pro quota."
    },
    {
      "id": "omnifact:omnifact:spaces",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/platform/core-features/spaces/introduction",
      "title": "What are Spaces? - Omnifact",
      "locator": "Concepts, benefits and examples",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Spaces persist instructions/knowledge and conversations with shared member access."
    },
    {
      "id": "omnifact:omnifact:share",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/platform/core-features/spaces/sharing-spaces",
      "title": "Sharing Spaces with Colleagues - Omnifact",
      "locator": "Roles, group sharing and removal",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Organization users/groups share Spaces; group access is view-only and removal is immediate."
    },
    {
      "id": "omnifact:omnifact:sync",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/platform/core-features/spaces/connected-sources",
      "title": "Connected Sources - Omnifact",
      "locator": "Setup, privacy and FAQ",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Connected sources index selected Drive/OneDrive/SharePoint folders every five minutes and remove deleted content next cycle."
    },
    {
      "id": "omnifact:omnifact:integrations",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/platform/team-administration/integrations",
      "title": "Integrations - Omnifact",
      "locator": "Catalog, integration types and privacy",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Curated first-party MCP and document connectors use separate live-versus-indexed access patterns."
    },
    {
      "id": "omnifact:omnifact:directory",
      "productId": "omnifact",
      "kind": "vendor-claimed",
      "url": "https://omnifact.ai/integrations/catalog",
      "title": "Integrations: Connect the Tools Your Team Uses – Omnifact",
      "locator": "Integration cards and custom MCP",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Current catalogue names cloud storage, Google, Atlassian, CRM, design, communications and developer systems."
    },
    {
      "id": "omnifact:omnifact:xwiki-sync-rev2",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://github.com/OmnifactAI/omnifact-xwiki-sync/blob/599db2ec0c7f28ddb2a22c4a09a9242e5781316b/README.md",
      "title": "omnifact-xwiki-sync pinned README",
      "locator": "Pinned README.md documentation at commit 599db2ec0c7f28ddb2a22c4a09a9242e5781316b; retrieved with GitHub file connector",
      "sourceDate": "2026-08-25",
      "retrievedAt": "2026-10-21",
      "finding": "omnifact-xwiki-sync documents incremental XWiki page/attachment ingestion with delete propagation. This finding is documented at the pinned revision; no implementation behavior was tested or inspected."
    },
    {
      "id": "omnifact:omnifact:mcp-rev2",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/platform/team-administration/mcp-servers",
      "title": "MCP Servers - Omnifact",
      "locator": "Per-tool policies, authentication and later tool refresh; initial discovery defaults excluded",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Tools have Always/Approval/Disable policies; Approval shows the request payload. Documentation conflicts on initial discovery defaults, which remain unknown."
    },
    {
      "id": "swissgpt:swissgpt:product-20261026",
      "productId": "swissgpt",
      "kind": "vendor-claimed",
      "url": "https://alpineai.swiss/produkt/",
      "title": "AlpineAI product and FAQ",
      "locator": "Chat; Assistants; Listener; FAQs on models, Outlook, licences",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Describes browser and mobile access, Mistral Large 3 on AlpineAI hardware, document assistants, Outlook, Listener and Enterprise integrations."
    },
    {
      "id": "swissgpt:swissgpt:security-20261026",
      "productId": "swissgpt",
      "kind": "vendor-claimed",
      "url": "https://alpineai.swiss/sicherheit/",
      "title": "AlpineAI security and compliance",
      "locator": "Infrastructure; isolation; encryption; security FAQ",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Separates RIZ application hosting from Green and RZO inference and describes encryption, access restrictions and external-search opt-in."
    },
    {
      "id": "swissgpt:swissgpt:public-pricing-20261026",
      "productId": "swissgpt",
      "kind": "documented",
      "url": "https://alpineai.swiss/behoerden/",
      "title": "AlpineAI authorities and institutions",
      "locator": "Prices; pricing-toggle applyMode(monthly/yearly) and billing labels in delivered HTML",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Monthly billing is CHF 79 Standard or CHF 89 Premium per user; annual billing displays CHF 74 or CHF 80 per month; Enterprise is quoted from 10 licences."
    },
    {
      "id": "swissgpt:swissgpt:health-pricing-20261026",
      "productId": "swissgpt",
      "kind": "documented",
      "url": "https://alpineai.swiss/gesundheitswesen/",
      "title": "AlpineAI healthcare",
      "locator": "Prices; pricing-toggle applyMode(monthly/yearly) and billing labels in delivered HTML",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Healthcare monthly billing is CHF 89 Standard or CHF 99 Premium per user; annual billing displays CHF 80 or CHF 90 per month."
    },
    {
      "id": "omnifact:omnifact:mcp",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/platform/team-administration/mcp-servers",
      "title": "MCP Servers - Omnifact",
      "locator": "Setup, policies, OAuth, approvals and privacy boundaries",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Remote MCP has personal OAuth/shared static credentials, per-tool Always/Approval/Disable policies and private-network restrictions."
    },
    {
      "id": "omnifact:omnifact:account",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/platform/core-features/account-settings/user-profile-and-personalization",
      "title": "Account Settings - Omnifact",
      "locator": "Language Preferences and Personalization",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "English/German UI and persistent personal context/instructions are documented; personalization is unfiltered."
    },
    {
      "id": "omnifact:omnifact:users",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/platform/team-administration/users",
      "title": "User Management - Omnifact",
      "locator": "Roles, statuses, lifecycle and SSO/SCIM",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "User roles and Enterprise SSO/SCIM automate lifecycle while locking manual changes."
    },
    {
      "id": "omnifact:omnifact:create",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/platform/core-features/spaces/creating-spaces",
      "title": "Creating New Spaces - Omnifact",
      "locator": "Space Starters and configuration",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Users create custom Space agents with instructions and starter examples."
    },
    {
      "id": "omnifact:omnifact:images",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/platform/core-features/chats/image-generation",
      "title": "Image Generation - Omnifact",
      "locator": "Generation, reference images and gallery",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Images are generated/edited from references and retained in an Assets gallery."
    },
    {
      "id": "omnifact:omnifact:web",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/platform/core-features/chats/web-search-browsing",
      "title": "Web Search and Browsing - Omnifact",
      "locator": "Search, privacy and limitations",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Web search displays citations and blocks queries with masked sensitive values."
    },
    {
      "id": "swissgpt:swissgpt:terms",
      "productId": "swissgpt",
      "kind": "documented",
      "url": "https://alpineai.swiss/agb/",
      "title": "AlpineAI general terms",
      "locator": "Sections 2.1-2.5, 3, 4, 7.5, 9 and 11",
      "sourceDate": "2026-05-25",
      "retrievedAt": "2026-10-21",
      "finding": "Defines cloud licensing, no-training promise, web-search consent and quotas, subscription cancellation, 99 percent availability and Swiss law."
    },
    {
      "id": "swissgpt:swissgpt:dpa",
      "productId": "swissgpt",
      "kind": "documented",
      "url": "https://alpineai.swiss/wp-content/uploads/2026/07/AlpineAI-AVV_zu_GTC_2026-07-10.pdf",
      "title": "AlpineAI data processing agreement",
      "locator": "Pages 1-4 sections 1.5, 2.4, 7, 9 and 11; pages 6-7 Annexes 2-3",
      "sourceDate": "2026-07-10",
      "retrievedAt": "2026-10-21",
      "finding": "Sets CH/EEA processing with a third-country exception, anonymised-data use, deletion and backup exception, safeguards and a dated subprocessor list."
    },
    {
      "id": "omnifact:omnifact:n8n-nodes-omnifact-rev2",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://github.com/OmnifactAI/n8n-nodes-omnifact/blob/7a3947c620206d4e195064421db525aaa4dfb50a/README.md",
      "title": "n8n-nodes-omnifact pinned README",
      "locator": "Pinned README.md documentation at commit 7a3947c620206d4e195064421db525aaa4dfb50a; retrieved with GitHub file connector",
      "sourceDate": "2026-09-10",
      "retrievedAt": "2026-10-21",
      "finding": "n8n-nodes-omnifact documents n8n community nodes for Gateway/chat/documents. This finding is documented at the pinned revision; no implementation behavior was tested or inspected."
    },
    {
      "id": "omnifact:omnifact:api-chat",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/api-reference/published-space-chat",
      "title": "Published Spaces Chat API - Omnifact",
      "locator": "Headers, responses and SSE events",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Published chat provides JSON/SSE and optional inline sources/agentic workflow headers."
    },
    {
      "id": "omnifact:omnifact:stop",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/platform/core-features/chats/stopping-regenerating-responses",
      "title": "Stopping and Regenerating Responses - Omnifact",
      "locator": "How to Stop",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Send changes to a Stop button during response generation."
    },
    {
      "id": "omnifact:omnifact:developer",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/platform/team-administration/developer-tools",
      "title": "Developer Tools - Omnifact",
      "locator": "Activation and API key management",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "API enablement is gated and organization key regeneration/revocation is centralized."
    },
    {
      "id": "omnifact:omnifact:api-docs",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/api-reference/documents",
      "title": "Documents API - Omnifact",
      "locator": "Endpoints and schema examples",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Document APIs upload/list/inspect/update/delete Space files asynchronously."
    },
    {
      "id": "swissgpt:swissgpt:review2-product",
      "productId": "swissgpt",
      "kind": "vendor-claimed",
      "url": "https://alpineai.swiss/produkt/",
      "title": "AlpineAI product and FAQ",
      "locator": "Integrations; Assistants & Agents; Operations & Licences",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The product page assigns Standard/Premium to assistants, not autonomous agents; it explicitly assigns custom integrations to Enterprise."
    },
    {
      "id": "swissgpt:swissgpt:review2-api-access",
      "productId": "swissgpt",
      "kind": "documented",
      "url": "https://platform.prod.alpineai.ch/",
      "title": "AlpineAI API platform",
      "locator": "Authentication landing page; limited access notice",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Public API portal redirects to authentication and states that access is limited with gradual account activation; no authenticated endpoint/entitlement documentation was accessed."
    },
    {
      "id": "omnifact:omnifact:home",
      "productId": "omnifact",
      "kind": "vendor-claimed",
      "url": "https://omnifact.ai/",
      "title": "AI for the Public Sector & Regulated Industries – Omnifact",
      "locator": "Product, governance and deployment overview",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Platform offers governed multi-model chat, Spaces, Privacy Filter and private deployment."
    },
    {
      "id": "omnifact:omnifact:privacy",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/platform/team-administration/data-privacy",
      "title": "Data Privacy - Omnifact",
      "locator": "Privacy Filter Control and boundaries",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Filter defaults on but MCP, code, image/audio paths bypass it; code sandbox has internet egress."
    },
    {
      "id": "omnifact:omnifact:sso-blog",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://omnifact.ai/blog/feature-drop-introducing-sso",
      "title": "Single Sign-On (SSO) for Enterprise Authentication – Omnifact",
      "locator": "Setup, benefits and changes",
      "sourceDate": "2024-11-25",
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise SAML2.0 supports optional SCIM, Id P policies and disabled email sign-in."
    },
    {
      "id": "omnifact:omnifact:public-sector",
      "productId": "omnifact",
      "kind": "vendor-claimed",
      "url": "https://omnifact.ai/solutions/public-administration",
      "title": "GDPR-Compliant AI for Public Administration – Omnifact",
      "locator": "SSO, deployment and onboarding",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Public-sector page names Entra/Okta/Keycloak and Germany/municipal on-premise options."
    },
    {
      "id": "omnifact:omnifact:auth",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/platform/core-features/account-settings/authentication",
      "title": "Authentication - Omnifact",
      "locator": "2FA setup and failure handling",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "TOTP, recovery codes and account/IP-specific throttling are described."
    },
    {
      "id": "omnifact:omnifact:security-rev2",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/platform/team-administration/security-and-access",
      "title": "Security and Access - Omnifact",
      "locator": "SSO/SAML identity-provider authentication; native2FA tier not established",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "SSO/SAML users rely on identity-provider authentication and MFA and do not see native2FA setup. This does not establish nativeTOTP inclusion in a plan."
    },
    {
      "id": "omnifact:omnifact:analytics-rev2",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/platform/team-administration/team-analytics",
      "title": "Analytics - Omnifact",
      "locator": "Analytics heading, date-range selector, summary cards, activity chart; HTTP200 re-read2026-10-21",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise dashboard presents daily active users and messages with date ranges and toggles; export and additional breakdowns are not established."
    },
    {
      "id": "omnifact:omnifact:company",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/platform/team-administration/company-profile",
      "title": "Company Profile - Omnifact",
      "locator": "Team Description and company identity",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Company description and business context shape AI responses."
    },
    {
      "id": "omnifact:omnifact:vertex",
      "productId": "omnifact",
      "kind": "vendor-claimed",
      "url": "https://omnifact.ai/blog/feature-drop-eu-data-residency-vertex-ai",
      "title": "EU Data Residency for Claude and Gemini via Google Cloud – Omnifact",
      "locator": "What is new, compliance and EU model configuration",
      "sourceDate": "2026-04-01",
      "retrievedAt": "2026-10-21",
      "finding": "Google/Anthropic EU via Google Cloud are advertised with zero retention and EU-only configuration."
    },
    {
      "id": "omnifact:omnifact:trust-rev2",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://api.oneleet.com/api/v1/tenants/trust.omnifact.ai/trust",
      "title": "https://api.oneleet.com/api/v1/tenants/trust.omnifact.ai/trust",
      "locator": "Public JSON subprocessors, lastUpdatedAt; infrastructure/metadata roles distinguished",
      "sourceDate": "2026-10-21",
      "retrievedAt": "2026-10-21",
      "finding": "Public register lists Azure DE/NL/SE/IE infrastructure and Cloudflare EU/US edge metadata, plus model-provider routes; it is not a plan-specific processor/data-flow inventory."
    },
    {
      "id": "swissgpt:swissgpt:secrecy",
      "productId": "swissgpt",
      "kind": "documented",
      "url": "https://alpineai.swiss/wp-content/uploads/2026/03/AlpineAI_Zusatzvereinbarung_Geheimnisdaten.2025-03-30-1.pdf",
      "title": "AlpineAI supplementary agreement for secret data",
      "locator": "Printed version 30 March 2026; section 3 on both pages",
      "sourceDate": "2026-03-30",
      "retrievedAt": "2026-10-21",
      "finding": "When signed for legally secret data, requires Swiss plaintext services, restricted access and zero prompt/response retention for AI API services."
    },
    {
      "id": "swissgpt:swissgpt:review2-security",
      "productId": "swissgpt",
      "kind": "vendor-claimed",
      "url": "https://alpineai.swiss/sicherheit/",
      "title": "AlpineAI security and compliance",
      "locator": "Certified infrastructure; FAQ on storage and processing",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Security page describes RIZ application hosting and Green/RZO inference as colocation on AlpineAI-owned/operated hardware, without logical access by site operators. This is a vendor infrastructure disclosure, not an updated DPA schedule."
    },
    {
      "id": "swissgpt:swissgpt:review2-dpa",
      "productId": "swissgpt",
      "kind": "documented",
      "url": "https://alpineai.swiss/wp-content/uploads/2026/07/AlpineAI-AVV_zu_GTC_2026-07-10.pdf",
      "title": "AlpineAI data processing agreement",
      "locator": "Annex 3 page 7, dated 10 July 2026; section 1.5 and 7.3",
      "sourceDate": "2026-07-10",
      "retrievedAt": "2026-10-21",
      "finding": "Re-retrieved July 10 Annex 3 lists RIZ hosting/support and Green pure colocation with no logical data access, plus CH/EU/US operational suppliers; RZO is not listed. No newer public schedule or RZO approval was retrieved."
    },
    {
      "id": "omnifact:omnifact:gateway-web",
      "productId": "omnifact",
      "kind": "vendor-claimed",
      "url": "https://omnifact.ai/ai-gateway",
      "title": "AI Gateway: One API for Every Model – Omnifact",
      "locator": "Regional routing, budget and governance",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Gateway consumes organization budget, does not store payloads and requires ZDR-capable models for strict retention."
    },
    {
      "id": "omnifact:omnifact:privacy-intro",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://docs.omnifact.ai/en/platform/core-features/privacy-security/introduction",
      "title": "Why Data Privacy Matters - Omnifact",
      "locator": "Privacy Commitment and FAQ",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Vendor explicitly excludes training its own models on customer data and distinguishes EU/self-hosted routes."
    },
    {
      "id": "omnifact:omnifact:imprint",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://omnifact.ai/legal-notice",
      "title": "Legal Notice – Omnifact",
      "locator": "Company address and register",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Omnifact Gmb H is registered in Frankfurt, Germany, HRB131357."
    },
    {
      "id": "swissgpt:swissgpt:imprint",
      "productId": "swissgpt",
      "kind": "documented",
      "url": "https://alpineai.swiss/impressum/",
      "title": "AlpineAI imprint",
      "locator": "Address",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Identifies AlpineAI AG at Obere Strasse 22b in Davos, Switzerland."
    },
    {
      "id": "omnifact:omnifact:dpa-de",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://omnifact.ai/de/dpa",
      "title": "Auftragsverarbeitungsvertrag – Omnifact",
      "locator": "Anlagen and main agreement",
      "sourceDate": "2026-04-21",
      "retrievedAt": "2026-10-21",
      "finding": "Binding German DPA confirms region, transfer, retention and processor terms."
    },
    {
      "id": "omnifact:omnifact:whitepapers",
      "productId": "omnifact",
      "kind": "vendor-claimed",
      "url": "https://omnifact.ai/whitepapers",
      "title": "Get Instant Access to our Full Enterprise Whitepaper – Omnifact",
      "locator": "Whitepaper catalogue",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Public library includes AI Act, workplace enablement, self-hosting and RAG guides."
    },
    {
      "id": "omnifact:omnifact:trust",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://api.oneleet.com/api/v1/tenants/trust.omnifact.ai/trust",
      "title": "https://api.oneleet.com/api/v1/tenants/trust.omnifact.ai/trust",
      "locator": "documents, subprocessors and lastUpdatedAt",
      "sourceDate": "2026-10-21",
      "retrievedAt": "2026-10-21",
      "finding": "Public Trust Center JSON exposes certificate access and named processor locations, including US direct model routes and Cloudflare telemetry."
    },
    {
      "id": "omnifact:omnifact:iso",
      "productId": "omnifact",
      "kind": "certificate-verified",
      "url": "https://api.oneleet.com/api/v1/tenants/trust.omnifact.ai/trust/documents/bb9dd08f-c61a-48f3-be41-9fbcdf24e9c3/download-url",
      "title": "Omnifact GmbH ISO/IEC27001:2022 official certificate",
      "locator": "Public Trust Center certificate PDF, one page: scope, issuer, issue date and validity",
      "sourceDate": "2026-04-07",
      "retrievedAt": "2026-10-21",
      "finding": "Certificate123228 issue1 from Prescient Security LLC covers Omnifact Platform/Spaces and Azure ISMS; valid2026-04-07 through 2029-04-06 subject to surveillance.",
      "issuer": "Prescient Security LLC",
      "certificateScope": "ISMS supporting Omnifact GmbH, Omnifact Platform and Spaces, associated data, infrastructure, software, personnel and procedures, including Microsoft Azure; SoA1.4 dated2026-03-30.",
      "validFrom": "2026-04-07",
      "validUntil": "2029-04-06",
      "registryUrl": "https://trust.omnifact.ai/"
    },
    {
      "id": "swissgpt:swissgpt:security",
      "productId": "swissgpt",
      "kind": "vendor-claimed",
      "url": "https://alpineai.swiss/sicherheit/",
      "title": "AlpineAI security and compliance",
      "locator": "Infrastructure; isolation; encryption; security FAQ",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Separates RIZ application hosting from Green and RZO inference and describes encryption, access restrictions and external-search opt-in."
    },
    {
      "id": "swissgpt:swissgpt:public-pricing",
      "productId": "swissgpt",
      "kind": "documented",
      "url": "https://alpineai.swiss/behoerden/",
      "title": "AlpineAI authorities and institutions",
      "locator": "Prices; pricing-toggle applyMode(monthly/yearly) and billing labels in delivered HTML",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Monthly billing is CHF 79 Standard or CHF 89 Premium per user; annual billing displays CHF 74 or CHF 80 per month; Enterprise is quoted from 10 licences."
    },
    {
      "id": "swissgpt:swissgpt:health-pricing",
      "productId": "swissgpt",
      "kind": "documented",
      "url": "https://alpineai.swiss/gesundheitswesen/",
      "title": "AlpineAI healthcare",
      "locator": "Prices; pricing-toggle applyMode(monthly/yearly) and billing labels in delivered HTML",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Healthcare monthly billing is CHF 89 Standard or CHF 99 Premium per user; annual billing displays CHF 80 or CHF 90 per month."
    },
    {
      "id": "omnifact:omnifact:ecb-fx",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml",
      "title": "ECB historical euro reference rates, 20 October 2026",
      "locator": "Cube time=2026-10-20, USD and CHF currency entries",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "ECB2026-10-20 reference rates:EUR1=USD1.1215=CHF0.9237, implying USD1=EUR0.89166206."
    },
    {
      "id": "swissgpt:swissgpt:ecb-fx",
      "productId": "swissgpt",
      "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": "omnifact:omnifact:widget-rev2",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://github.com/OmnifactAI/omnifact-widget/blob/9d53cadfbfe1bd9a0e31b7da49b74a1dfc2626f2/README.md",
      "title": "omnifact-widget pinned README",
      "locator": "Pinned README.md documentation at commit 9d53cadfbfe1bd9a0e31b7da49b74a1dfc2626f2; retrieved with GitHub file connector",
      "sourceDate": "2026-02-06",
      "retrievedAt": "2026-10-21",
      "finding": "omnifact-widget documents an unsupported demonstration web component with local Storage conversations. This finding is documented at the pinned revision; no implementation behavior was tested or inspected."
    },
    {
      "id": "omnifact:omnifact:cli-licence-rev2",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://github.com/OmnifactAI/omnifact-cli/blob/576aea6a6c0ce195de08a1d2b9b385d18efe3d06/LICENSE",
      "title": "omnifact-cli MIT licence",
      "locator": "Pinned LICENSE documentation at commit 576aea6a6c0ce195de08a1d2b9b385d18efe3d06; retrieved with GitHub file connector",
      "sourceDate": "2026-05-12",
      "retrievedAt": "2026-10-21",
      "finding": "MIT licence applies to this integration/client component, not to the Omnifact platform. This finding is documented at the pinned revision; no implementation behavior was tested or inspected."
    },
    {
      "id": "omnifact:omnifact:widget-licence-rev2",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://github.com/OmnifactAI/omnifact-widget/blob/9d53cadfbfe1bd9a0e31b7da49b74a1dfc2626f2/LICENSE",
      "title": "omnifact-widget MIT licence",
      "locator": "Pinned LICENSE documentation at commit 9d53cadfbfe1bd9a0e31b7da49b74a1dfc2626f2; retrieved with GitHub file connector",
      "sourceDate": "2026-02-06",
      "retrievedAt": "2026-10-21",
      "finding": "MIT licence applies to this integration/client component, not to the Omnifact platform. This finding is documented at the pinned revision; no implementation behavior was tested or inspected."
    },
    {
      "id": "omnifact:omnifact:n8n-nodes-omnifact-licence-rev2",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://github.com/OmnifactAI/n8n-nodes-omnifact/blob/7a3947c620206d4e195064421db525aaa4dfb50a/LICENSE",
      "title": "n8n-nodes-omnifact MIT licence",
      "locator": "Pinned LICENSE documentation at commit 7a3947c620206d4e195064421db525aaa4dfb50a; retrieved with GitHub file connector",
      "sourceDate": "2026-09-10",
      "retrievedAt": "2026-10-21",
      "finding": "MIT licence applies to this integration/client component, not to the Omnifact platform. This finding is documented at the pinned revision; no implementation behavior was tested or inspected."
    },
    {
      "id": "omnifact:omnifact:xwiki-sync-licence-rev2",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://github.com/OmnifactAI/omnifact-xwiki-sync/blob/599db2ec0c7f28ddb2a22c4a09a9242e5781316b/LICENSE",
      "title": "omnifact-xwiki-sync MIT licence",
      "locator": "Pinned LICENSE documentation at commit 599db2ec0c7f28ddb2a22c4a09a9242e5781316b; retrieved with GitHub file connector",
      "sourceDate": "2026-08-25",
      "retrievedAt": "2026-10-21",
      "finding": "MIT licence applies to this integration/client component, not to the Omnifact platform. This finding is documented at the pinned revision; no implementation behavior was tested or inspected."
    },
    {
      "id": "omnifact:omnifact:cli-rev2",
      "productId": "omnifact",
      "kind": "documented",
      "url": "https://github.com/OmnifactAI/omnifact-cli/blob/576aea6a6c0ce195de08a1d2b9b385d18efe3d06/README.md",
      "title": "omnifact-cli pinned README",
      "locator": "Pinned README.md documentation at commit 576aea6a6c0ce195de08a1d2b9b385d18efe3d06; retrieved with GitHub file connector",
      "sourceDate": "2026-05-12",
      "retrievedAt": "2026-10-21",
      "finding": "omnifact-cli documents document management and conversational CLI commands. This finding is documented at the pinned revision; no implementation behavior was tested or inspected."
    }
  ]
}
