{
  "schemaVersion": 1,
  "rubricVersion": "1.1",
  "kind": "pair",
  "slug": "meingpt-vs-swissgpt",
  "canonicalUrl": "https://onaihq.com/compare/agents/meingpt-vs-swissgpt/",
  "markdownUrl": "https://onaihq.com/compare/agents/meingpt-vs-swissgpt/index.md",
  "dataUrl": "https://onaihq.com/compare/agents/meingpt-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": "meingpt",
      "name": "meinGPT",
      "website": "https://meingpt.com",
      "repository": null,
      "pageUrl": "https://onaihq.com/compare/agents/products/meingpt/",
      "lifecycle": {
        "status": "unknown",
        "note": null
      },
      "surfaces": [
        {
          "id": "web",
          "name": "meinGPT hosted workspace",
          "type": "web-app"
        },
        {
          "id": "api",
          "name": "meinGPT Enterprise API",
          "type": "api"
        },
        {
          "id": "outlook",
          "name": "meinGPT Outlook add-in",
          "type": "office-add-in"
        },
        {
          "id": "outpost",
          "name": "meinGPT Outpost local connector",
          "type": "local-connector"
        }
      ],
      "sourcedClaimCount": 48,
      "statedByVendorCount": 0,
      "crossCheckedClaimCount": 48,
      "sourcedOnlyClaimCount": 0,
      "oldestCheckedAt": "2026-10-21",
      "lastCheckedAt": "2026-10-26"
    },
    {
      "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": 28,
    "sharedSourcedCriteria": 28,
    "crossCheckedCriteriaByProduct": {
      "meingpt": 48,
      "swissgpt": 30
    },
    "sourcedOnlyCriteriaByProduct": {
      "meingpt": 0,
      "swissgpt": 0
    },
    "sourcedCriteriaByProduct": {
      "meingpt": 48,
      "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": "meingpt",
          "claimId": "meingpt:MOD-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Curated multi-provider models are selected per chat or by context-length routing; the signed DPA and admin approvals affect availability.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business and individually contracted Enterprise web workspace; permitted models depend on workspace approval and DPA",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "providers",
              "question": "Which model providers are available?",
              "support": "supported",
              "answer": "Model authors include OpenAI, Anthropic, Google, Mistral, DeepSeek, Moonshot, Qwen, GLM and MiniMax. Hosts are separate from authors.",
              "evidenceIds": [
                "meingpt:meingpt:models-rev2",
                "meingpt:meingpt:lifecycle-rev2"
              ]
            },
            {
              "id": "current_models",
              "question": "Which current models are selectable on this plan?",
              "support": "supported",
              "answer": "Active table lists GPT-4.1, GPT-4o/Mini, GPT-5/mini/Nano/Thinking/5.2/5.4/5.5/5.6 Luna/Sol/Terra, GPT-6 Luna/Sol/Astra, GPT-6.1 Sol; o3; Claude Haiku 5.5, Opus 4.5/4.6/4.7/4.8/5/5.5, Sonnet 4.6/5/5.5; Gemini 3.5 Flash/Flash-Lite, 3.6/3.7/3.8 Flash and 4 Argon; MeinGPT Web; Mistral Medium 3.5/CodeStral; GPT-OSS 120B; Kimi K2.6/K3; DeepSeek V3.2/V4 Flash/V4 Pro/V4.1 Flash; GLM-5.3/Flash, MiniMax-M3 and Qwen3.8 Max. Duplicate EU/provider routes exist. GPT-6 Astra requires accepted AVV 2.0. Model labels do not guarantee one-to-one public provider variant names.",
              "evidenceIds": [
                "meingpt:meingpt:lifecycle-rev2",
                "meingpt:meingpt:models-rev2",
                "meingpt:meingpt:rates"
              ]
            },
            {
              "id": "user_choice",
              "question": "Can users pick the model per chat?",
              "support": "supported",
              "answer": "Users select and switch a permitted model per chat.",
              "evidenceIds": [
                "meingpt:meingpt:models-rev2"
              ]
            },
            {
              "id": "auto_routing",
              "question": "Does the product route between models automatically, and is the chosen model shown?",
              "support": "partial",
              "answer": "Bestes Modell starts with GPT-5 and changes to Gemini 3.5 Flash-Lite only when context is too long. This is length routing, not task routing; visibility of the final routed identity is not established.",
              "evidenceIds": [
                "meingpt:meingpt:models-rev2"
              ]
            },
            {
              "id": "multimodal_input",
              "question": "Which models accept images, audio or files?",
              "support": "supported",
              "answer": "GPT-4o/5, Claude, Gemini and Mistral Medium/Magistral accept JPEG/PNG/GIF/WEBP; DeepSeek, GPT-OSS, CodeStral and older Kimi K2 do not. Audio uses separate transcription.",
              "evidenceIds": [
                "meingpt:meingpt:models-rev2"
              ]
            }
          ],
          "limitations": [
            "auto_routing: Bestes Modell starts with GPT-5 and changes to Gemini 3.5 Flash-Lite only when context is too long. This is length routing, not task routing; visibility of the final routed identity is not established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:models-rev2",
            "meingpt:meingpt:lifecycle-rev2",
            "meingpt:meingpt:rates"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:MOD-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A dated changelog and explicit retirement rules exist; comparative release-lag medians were not established.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "release_lag_days",
              "question": "What was the lag for each of the last three major releases, per provider?",
              "support": "unknown",
              "answer": "What was the lag for each of the last three major releases, per provider? Unknown. Provider release dates for the last three major releases per provider were not reconciled against product release dates, so no lag or median is asserted.",
              "evidenceIds": []
            },
            {
              "id": "changelog",
              "question": "Is there a dated public model changelog?",
              "support": "supported",
              "answer": "Public releases include v2.67.0 dated 2026-10-18.",
              "evidenceIds": [
                "meingpt:meingpt:changes"
              ]
            },
            {
              "id": "deprecation_notice",
              "question": "How much notice is given before a model is removed?",
              "support": "supported",
              "answer": "Normally four weeks, then reminders at two and one week; provider short notice can shorten this. Opus 4.5 is listed for 23 November retirement; other future dates are in the table.",
              "evidenceIds": [
                "meingpt:meingpt:lifecycle"
              ]
            },
            {
              "id": "version_pinning",
              "question": "Can an admin keep an older model version?",
              "support": "partial",
              "answer": "An available model can be selected, but retirement automatically substitutes a successor in assistants, workflows and chats; indefinite retention of a retired model is excluded.",
              "evidenceIds": [
                "meingpt:meingpt:lifecycle"
              ]
            }
          ],
          "limitations": [
            "version_pinning: An available model can be selected, but retirement automatically substitutes a successor in assistants, workflows and chats; indefinite retention of a retired model is excluded.",
            "Unverified release_lag_days: Provider release dates for the last three major releases per provider were not reconciled against product release dates, so no lag or median is asserted."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:changes",
            "meingpt:meingpt:lifecycle"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:MOD-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Customer LLM API keys, cloud contracts and arbitrary model endpoints are explicitly excluded from the hosted catalogue.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "own_api_keys",
              "question": "Can the customer use its own provider API keys?",
              "support": "unsupported",
              "answer": "The hosted workspace does not accept customer OpenAI, Azure OpenAI or Anthropic keys. DeepL translation BYOK is separate.",
              "evidenceIds": [
                "meingpt:meingpt:models"
              ]
            },
            {
              "id": "own_cloud_contract",
              "question": "Can it use its own Azure OpenAI, Bedrock or Vertex deployment?",
              "support": "unsupported",
              "answer": "LLM requests use meinGPT-managed provider accounts, not customer Azure/OpenAI contracts.",
              "evidenceIds": [
                "meingpt:meingpt:models"
              ]
            },
            {
              "id": "custom_endpoint",
              "question": "Can an admin add any OpenAI-compatible endpoint?",
              "support": "unsupported",
              "answer": "Admins cannot add a model or provider key to the catalogue. Custom MCP adds tools, not LLM endpoints.",
              "evidenceIds": [
                "meingpt:meingpt:models"
              ]
            },
            {
              "id": "byo_pricing",
              "question": "Does BYO change the licence price?",
              "support": "partial",
              "answer": "There is no hosted LLM BYOK licence schedule because LLM BYOK is excluded. DeepL BYOK bills translation directly through DeepL.",
              "evidenceIds": [
                "meingpt:meingpt:models",
                "meingpt:meingpt:translation"
              ]
            },
            {
              "id": "byo_restrictions",
              "question": "Which features stop working with BYO?",
              "support": "partial",
              "answer": "Only DeepL has a documented BYOK exception; it does not replace the workspace model route.",
              "evidenceIds": [
                "meingpt:meingpt:models"
              ]
            }
          ],
          "limitations": [
            "own_api_keys: The hosted workspace does not accept customer OpenAI, Azure OpenAI or Anthropic keys. DeepL translation BYOK is separate.",
            "own_cloud_contract: LLM requests use meinGPT-managed provider accounts, not customer Azure/OpenAI contracts.",
            "custom_endpoint: Admins cannot add a model or provider key to the catalogue. Custom MCP adds tools, not LLM endpoints.",
            "byo_pricing: There is no hosted LLM BYOK licence schedule because LLM BYOK is excluded. DeepL BYOK bills translation directly through DeepL.",
            "byo_restrictions: Only DeepL has a documented BYOK exception; it does not replace the workspace model route."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:models",
            "meingpt:meingpt:translation"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:MOD-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Vendor-operated open-model routes exist; customer-hosted LLM and embedding routes were not verified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "self_hosted_chat",
              "question": "Can chat use a customer-hosted model?",
              "support": "unknown",
              "answer": "Can chat use a customer-hosted model? Unknown. Models documentation excludes adding customer model endpoints. No supported customer-hosted embedding route or parity matrix was found; Outpost stores a local index but does not establish local inference.",
              "evidenceIds": []
            },
            {
              "id": "self_hosted_embeddings",
              "question": "Can retrieval use customer-hosted embeddings?",
              "support": "unknown",
              "answer": "Can retrieval use customer-hosted embeddings? Unknown. Models documentation excludes adding customer model endpoints. No supported customer-hosted embedding route or parity matrix was found; Outpost stores a local index but does not establish local inference.",
              "evidenceIds": []
            },
            {
              "id": "feature_parity",
              "question": "Which features fail with self-hosted models?",
              "support": "unknown",
              "answer": "Which features fail with self-hosted models? Unknown. Models documentation excludes adding customer model endpoints. No supported customer-hosted embedding route or parity matrix was found; Outpost stores a local index but does not establish local inference.",
              "evidenceIds": []
            },
            {
              "id": "vendor_hosted_open_models",
              "question": "Does the vendor host open-weight models in EU/CH?",
              "support": "partial",
              "answer": "Open-weight routes include GPT-OSS via Nebius in Finland, DeepSeek/Kimi via TensorX in Ireland and custom models via Verda in Finland; the active table also lists Melious routes. These are vendor-selected routes, with exact region absent for Melious.",
              "evidenceIds": [
                "meingpt:meingpt:lifecycle",
                "meingpt:meingpt:subprocessors"
              ]
            }
          ],
          "limitations": [
            "vendor_hosted_open_models: Open-weight routes include GPT-OSS via Nebius in Finland, DeepSeek/Kimi via TensorX in Ireland and custom models via Verda in Finland; the active table also lists Melious routes. These are vendor-selected routes, with exact region absent for Melious.",
            "Unverified self_hosted_chat, self_hosted_embeddings, feature_parity: Models documentation excludes adding customer model endpoints. No supported customer-hosted embedding route or parity matrix was found; Outpost stores a local index but does not establish local inference."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:lifecycle",
            "meingpt:meingpt:subprocessors"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:MOD-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Admins set model access and defaults; personal category limits have documented exceptions.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "model_allowlist_by_group",
              "question": "Can admins limit models per group?",
              "support": "supported",
              "answer": "Per-team/person allow and deny rules are documented. Workspace admins and free models are exempt; denied chat models fall back, denied API models fail.",
              "evidenceIds": [
                "meingpt:meingpt:config"
              ]
            },
            {
              "id": "data_bound_models",
              "question": "Can admins restrict which models receive connector or knowledge content?",
              "support": "unknown",
              "answer": "Can admins restrict which models receive connector or knowledge content? Unknown. A separate rule binding particular knowledge sources to approved models was not documented; no two-user restriction test was run.",
              "evidenceIds": []
            },
            {
              "id": "default_model",
              "question": "Can admins set the default model?",
              "support": "supported",
              "answer": "Workspace admins set the default model and chat standards.",
              "evidenceIds": [
                "meingpt:meingpt:config"
              ]
            },
            {
              "id": "user_limits",
              "question": "What per-user message or token limits apply, and are they published?",
              "support": "supported",
              "answer": "Six usage levels set monthly EUR limits for text, images, API, other services and meeting bots; no single universal message cap.",
              "evidenceIds": [
                "meingpt:meingpt:limits"
              ]
            },
            {
              "id": "limit_behaviour",
              "question": "What happens when a limit is reached?",
              "support": "partial",
              "answer": "Zero blocks the category; API budget exhaustion returns 403. Running/concurrent meeting recordings can exceed personal limits; scheduled tasks consume workspace credit outside personal categories.",
              "evidenceIds": [
                "meingpt:meingpt:limits",
                "meingpt:meingpt:api"
              ]
            }
          ],
          "limitations": [
            "limit_behaviour: Zero blocks the category; API budget exhaustion returns 403. Running/concurrent meeting recordings can exceed personal limits; scheduled tasks consume workspace credit outside personal categories.",
            "Unverified data_bound_models: A separate rule binding particular knowledge sources to approved models was not documented; no two-user restriction test was run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:config",
            "meingpt:meingpt:limits",
            "meingpt:meingpt:api"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:KNOW-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Chat uploads and direct sandbox processing have different document behavior.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "formats",
              "question": "Which formats are accepted?",
              "support": "supported",
              "answer": "Text/PDF, images, Word, PowerPoint, Excel, CSV, TXT and URLs are listed; sandbox is needed to read archives and raw mail formats.",
              "evidenceIds": [
                "meingpt:meingpt:flow"
              ]
            },
            {
              "id": "limits",
              "question": "What size and count limits apply per file and chat?",
              "support": "supported",
              "answer": "50 files per chat, 50 MB per non-image file; JPEG/PNG/WEBP/GIF are model-readable images. Provider PDF/page/image limits still apply.",
              "evidenceIds": [
                "meingpt:meingpt:chat",
                "meingpt:meingpt:models"
              ]
            },
            {
              "id": "ocr",
              "question": "Are scanned PDFs read?",
              "support": "unknown",
              "answer": "Are scanned PDFs read? Unknown. No scanned contract or structured spreadsheet fixture was uploaded; OCR behavior for direct scanned attachments was not bounded by a test.",
              "evidenceIds": []
            },
            {
              "id": "spreadsheets",
              "question": "Are Excel tables read with structure intact?",
              "support": "partial",
              "answer": "Text extraction loses layout; the sandbox reads original Excel files using code and can preserve formulas. No fixture result is claimed.",
              "evidenceIds": [
                "meingpt:meingpt:chat",
                "meingpt:meingpt:sandbox"
              ]
            },
            {
              "id": "full_vs_chunked",
              "question": "Is the whole file used or only retrieved parts, and does the user see which?",
              "support": "partial",
              "answer": "Direct attachments enter model context after extraction and are constrained by the context window; pools retrieve passages instead. Long-chat compression can drop earlier attachment context.",
              "evidenceIds": [
                "meingpt:meingpt:chat",
                "meingpt:meingpt:models",
                "meingpt:meingpt:pools"
              ]
            }
          ],
          "limitations": [
            "spreadsheets: Text extraction loses layout; the sandbox reads original Excel files using code and can preserve formulas. No fixture result is claimed.",
            "full_vs_chunked: Direct attachments enter model context after extraction and are constrained by the context window; pools retrieve passages instead. Long-chat compression can drop earlier attachment context.",
            "Unverified ocr: No scanned contract or structured spreadsheet fixture was uploaded; OCR behavior for direct scanned attachments was not bounded by a test."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:flow",
            "meingpt:meingpt:chat",
            "meingpt:meingpt:models",
            "meingpt:meingpt:sandbox",
            "meingpt:meingpt:pools"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:KNOW-02",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Cloud pools persist across chats and attach to assistants; Outpost is a separate local index.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "persistent_collections",
              "question": "Can users keep document collections across chats?",
              "support": "supported",
              "answer": "Persistent cloud data sources index SharePoint/OneDrive, Drive, Confluence, S3, WebDAV and web content.",
              "evidenceIds": [
                "meingpt:meingpt:pools"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can collections be shared with users, groups or the whole organisation?",
              "support": "supported",
              "answer": "Admins share data sources with teams; workspace admins have broad visibility.",
              "evidenceIds": [
                "meingpt:meingpt:pools"
              ]
            },
            {
              "id": "size_limits",
              "question": "What are the collection limits?",
              "support": "supported",
              "answer": "Standard cloud raw-data budget is 300 GB across the workspace; indexing new content stops when full.",
              "evidenceIds": [
                "meingpt:meingpt:pools"
              ]
            },
            {
              "id": "assistant_binding",
              "question": "Can collections be bound to an assistant?",
              "support": "supported",
              "answer": "Pools bind to assistants or can be selected in a chat; projects themselves cannot bind pools.",
              "evidenceIds": [
                "meingpt:meingpt:assistants",
                "meingpt:meingpt:projects"
              ]
            }
          ],
          "limitations": [],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:pools",
            "meingpt:meingpt:assistants",
            "meingpt:meingpt:projects"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:KNOW-03",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:KNOW-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Live OAuth preserves source access; indexed permissions require a separate, default-off setting.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "source_permissions_respected",
              "question": "Are source permissions enforced per user?",
              "support": "partial",
              "answer": "Live M365 tools use each user account. Cloud SharePoint/Drive pools enforce imported source permissions only when request-enabled and switched on; other source types do not inherit them. No two-user test was run.",
              "evidenceIds": [
                "meingpt:meingpt:m365",
                "meingpt:meingpt:pool-controls"
              ]
            },
            {
              "id": "enforcement_point",
              "question": "Does the source system, a mirrored index or nothing enforce them?",
              "support": "supported",
              "answer": "Live tools execute under user OAuth. Indexed SharePoint/Drive permissions are mirrored and fail closed when stale; source-permission mode is off by default.",
              "evidenceIds": [
                "meingpt:meingpt:pool-controls"
              ]
            },
            {
              "id": "revocation_delay",
              "question": "How quickly does a removed permission take effect?",
              "support": "unknown",
              "answer": "How quickly does a removed permission take effect? Unknown. No restricted-document/revocation fixture or Purview-label check was run; revocation timing and sensitivity-label behavior remain unknown.",
              "evidenceIds": []
            },
            {
              "id": "admin_scope_controls",
              "question": "Can admins exclude sites, folders or labels?",
              "support": "supported",
              "answer": "Admins select imported sources/folders and control team sharing.",
              "evidenceIds": [
                "meingpt:meingpt:pools"
              ]
            },
            {
              "id": "sensitivity_labels",
              "question": "Are Microsoft Purview or similar labels respected?",
              "support": "unknown",
              "answer": "Are Microsoft Purview or similar labels respected? Unknown. No restricted-document/revocation fixture or Purview-label check was run; revocation timing and sensitivity-label behavior remain unknown.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "source_permissions_respected: Live M365 tools use each user account. Cloud SharePoint/Drive pools enforce imported source permissions only when request-enabled and switched on; other source types do not inherit them. No two-user test was run.",
            "Unverified revocation_delay, sensitivity_labels: No restricted-document/revocation fixture or Purview-label check was run; revocation timing and sensitivity-label behavior remain unknown."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:m365",
            "meingpt:meingpt:pool-controls",
            "meingpt:meingpt:pools"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:KNOW-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Live connectors query the source; cloud pools copy an index to Germany.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "live_or_indexed",
              "question": "Is content searched live or copied into an index?",
              "support": "supported",
              "answer": "Native connectors fetch live; cloud data pools index imported documents.",
              "evidenceIds": [
                "meingpt:meingpt:pools"
              ]
            },
            {
              "id": "sync_interval",
              "question": "How often does an index refresh?",
              "support": "supported",
              "answer": "Cloud import runs every 15 minutes.",
              "evidenceIds": [
                "meingpt:meingpt:pools"
              ]
            },
            {
              "id": "deletion_propagation",
              "question": "How quickly does a deleted document disappear?",
              "support": "unknown",
              "answer": "How quickly does a deleted document disappear? Unknown. No edit/delete fixture was run and an end-to-end deletion-propagation bound was not verified.",
              "evidenceIds": []
            },
            {
              "id": "index_location",
              "question": "Where is indexed content stored?",
              "support": "supported",
              "answer": "Cloud pools run at Hetzner in Germany; local Outpost pools stay in the customer network.",
              "evidenceIds": [
                "meingpt:meingpt:pools"
              ]
            }
          ],
          "limitations": [
            "Unverified deletion_propagation: No edit/delete fixture was run and an end-to-end deletion-propagation bound was not verified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:pools"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:KNOW-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Source display is documented; grounding quality remains untested.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "citations",
              "question": "Are answers linked to specific sources?",
              "support": "supported",
              "answer": "Cloud source answers always display sources and this cannot be disabled.",
              "evidenceIds": [
                "meingpt:meingpt:pool-controls"
              ]
            },
            {
              "id": "citation_accuracy",
              "question": "Do the cited passages support the answer?",
              "support": "unknown",
              "answer": "Do the cited passages support the answer? Unknown. The shared multilingual corpus and question set were not run, so link correctness, cross-language retrieval and accuracy counts are unknown.",
              "evidenceIds": []
            },
            {
              "id": "cross_language",
              "question": "Does a question in one language find documents in another?",
              "support": "unknown",
              "answer": "Does a question in one language find documents in another? Unknown. The shared multilingual corpus and question set were not run, so link correctness, cross-language retrieval and accuracy counts are unknown.",
              "evidenceIds": []
            },
            {
              "id": "no_answer_behaviour",
              "question": "Does it say when the corpus has no answer?",
              "support": "partial",
              "answer": "The guide says source search reports no matching result; actual refusals were not tested.",
              "evidenceIds": [
                "meingpt:meingpt:pools"
              ]
            },
            {
              "id": "observed_accuracy",
              "question": "How many of the question set were answered correctly?",
              "support": "unknown",
              "answer": "How many of the question set were answered correctly? Unknown. The shared multilingual corpus and question set were not run, so link correctness, cross-language retrieval and accuracy counts are unknown.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "no_answer_behaviour: The guide says source search reports no matching result; actual refusals were not tested.",
            "Unverified citation_accuracy, cross_language, observed_accuracy: The shared multilingual corpus and question set were not run, so link correctness, cross-language retrieval and accuracy counts are unknown."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:pool-controls",
            "meingpt:meingpt:pools"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:KNOW-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Personal instructions and user-specific assistant memory are documented.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "custom_instructions",
              "question": "Can users set persistent instructions?",
              "support": "supported",
              "answer": "Preferences store a persistent system instruction applied with workspace and assistant context.",
              "evidenceIds": [
                "meingpt:meingpt:preferences"
              ]
            },
            {
              "id": "cross_chat_memory",
              "question": "Does the product remember facts across chats?",
              "support": "supported",
              "answer": "Enabled assistants share a personal user memory store across chats, not a team store.",
              "evidenceIds": [
                "meingpt:meingpt:memory"
              ]
            },
            {
              "id": "user_memory_controls",
              "question": "Can users view, edit and delete memories?",
              "support": "partial",
              "answer": "Users view and delete one/all memories; direct editing is unavailable in settings, but an assistant can update entries.",
              "evidenceIds": [
                "meingpt:meingpt:memory"
              ]
            },
            {
              "id": "admin_memory_controls",
              "question": "Can admins turn memory off?",
              "support": "supported",
              "answer": "Admins can disable or remove Memory from the permitted tools.",
              "evidenceIds": [
                "meingpt:meingpt:memory"
              ]
            }
          ],
          "limitations": [
            "user_memory_controls: Users view and delete one/all memories; direct editing is unavailable in settings, but an assistant can update entries."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:preferences",
            "meingpt:meingpt:memory"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:AGT-01",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Assistants combine model, instructions, tools and knowledge, with governed creation and sharing.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "create_assistants",
              "question": "Can users create assistants with instructions, knowledge and tools?",
              "support": "supported",
              "answer": "The editor supports instructions, model, files, pools, connectors and built-in tools.",
              "evidenceIds": [
                "meingpt:meingpt:assistants"
              ]
            },
            {
              "id": "creator_permissions",
              "question": "Can admins limit who creates them?",
              "support": "supported",
              "answer": "Request-enabled permissions restrict assistant creation/sharing/publication by team or person; admins are exempt.",
              "evidenceIds": [
                "meingpt:meingpt:permissions"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can assistants be shared with users, groups or everyone?",
              "support": "supported",
              "answer": "Team and direct-person assistant sharing are documented; workspace-wide publication is admin-only by default.",
              "evidenceIds": [
                "meingpt:meingpt:permissions",
                "meingpt:meingpt:roles"
              ]
            },
            {
              "id": "catalogue",
              "question": "Is there an internal assistant directory?",
              "support": "supported",
              "answer": "The navigation lists personal assistants and shared resources.",
              "evidenceIds": [
                "meingpt:meingpt:assistants"
              ]
            },
            {
              "id": "prompt_library",
              "question": "Are shared prompt templates available?",
              "support": "supported",
              "answer": "Prompt folders can be personal, workspace or department scoped.",
              "evidenceIds": [
                "meingpt:meingpt:prompts"
              ]
            }
          ],
          "limitations": [],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:assistants",
            "meingpt:meingpt:permissions",
            "meingpt:meingpt:roles",
            "meingpt:meingpt:prompts"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:AGT-02",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:AGT-03",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Linkup powers cited web search and Deep Research; admins can restrict app access.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "web_search",
              "question": "Is web search available?",
              "support": "supported",
              "answer": "Search can be switched on in chat, is always on in MeinGPT Web and runs in the Recherche app.",
              "evidenceIds": [
                "meingpt:meingpt:web"
              ]
            },
            {
              "id": "admin_toggle",
              "question": "Can admins disable it per organisation or group?",
              "support": "supported",
              "answer": "Request-enabled per-team/person app controls include Web search.",
              "evidenceIds": [
                "meingpt:meingpt:permissions"
              ]
            },
            {
              "id": "search_provider",
              "question": "Which search provider handles queries, and where?",
              "support": "supported",
              "answer": "Linkup processes search; the register lists Azure France. Prompt terms can enter generated search queries.",
              "evidenceIds": [
                "meingpt:meingpt:web",
                "meingpt:meingpt:subprocessors"
              ]
            },
            {
              "id": "deep_research",
              "question": "Is multi-step research with a report available?",
              "support": "supported",
              "answer": "The research app has a user-controlled multi-step Deep Research mode.",
              "evidenceIds": [
                "meingpt:meingpt:web"
              ]
            },
            {
              "id": "web_citations",
              "question": "Are web sources cited?",
              "support": "supported",
              "answer": "Results include source previews and page references.",
              "evidenceIds": [
                "meingpt:meingpt:web"
              ]
            }
          ],
          "limitations": [],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:web",
            "meingpt:meingpt:permissions",
            "meingpt:meingpt:subprocessors"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:AGT-04",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Multi-step workflows are documented; scheduled/event automations are request-enabled beta.",
          "availability": "beta",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "workflow_builder",
              "question": "Is there a workflow or chain builder?",
              "support": "supported",
              "answer": "A project editor chains prompts with variables and per-step models, or Buddy drafts the workflow.",
              "evidenceIds": [
                "meingpt:meingpt:workflows"
              ]
            },
            {
              "id": "scheduled_tasks",
              "question": "Can prompts or assistants run on a schedule?",
              "support": "supported",
              "answer": "Support enables beta tasks with daily, weekly, monthly or selected calendar schedules.",
              "evidenceIds": [
                "meingpt:meingpt:scheduled"
              ]
            },
            {
              "id": "event_triggers",
              "question": "Can external events start a workflow?",
              "support": "supported",
              "answer": "Beta tasks accept tokenized webhooks and task-specific email addresses.",
              "evidenceIds": [
                "meingpt:meingpt:scheduled"
              ]
            },
            {
              "id": "builder_audience",
              "question": "Is building aimed at business users, IT or developers?",
              "support": "supported",
              "answer": "Members can build with natural-language Buddy help or manual steps, subject to admin rights.",
              "evidenceIds": [
                "meingpt:meingpt:workflows"
              ]
            }
          ],
          "limitations": [
            "Workflow editor is documented separately from request-enabled beta scheduled tasks; beta is not universal plan availability."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:workflows",
            "meingpt:meingpt:scheduled"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:AGT-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Assistants can execute successive tool calls, show progress and stop; per-action confirmation is absent.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "agent_mode",
              "question": "Is there an agent mode for multi-step tasks?",
              "support": "supported",
              "answer": "Assistant tools run multiple sequential steps within a response and stop at a bounded tool-call budget.",
              "evidenceIds": [
                "meingpt:meingpt:assistants"
              ]
            },
            {
              "id": "visible_steps",
              "question": "Are steps and tool calls shown?",
              "support": "supported",
              "answer": "Tool/reasoning steps and progress are shown in chat.",
              "evidenceIds": [
                "meingpt:meingpt:assistants",
                "meingpt:meingpt:chat"
              ]
            },
            {
              "id": "side_effect_confirmation",
              "question": "Must the user confirm actions with side effects?",
              "support": "unsupported",
              "answer": "No built-in method-specific permission popup exists at runtime; admin-approved write/dangerous methods can run without an additional dialog.",
              "evidenceIds": [
                "meingpt:meingpt:tools"
              ]
            },
            {
              "id": "stop_control",
              "question": "Can the user stop a running task?",
              "support": "supported",
              "answer": "The input button changes to Abbrechen and stops response generation while preserving text.",
              "evidenceIds": [
                "meingpt:meingpt:chat"
              ]
            }
          ],
          "limitations": [
            "side_effect_confirmation: No built-in method-specific permission popup exists at runtime; admin-approved write/dangerous methods can run without an additional dialog."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:assistants",
            "meingpt:meingpt:chat",
            "meingpt:meingpt:tools"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:AGT-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise-enabled APIs cover chat, assistants and workflows with model and budget enforcement.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "api"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Enterprise API, explicitly enabled; no public add-on price",
            "addOns": [
              "Enterprise API"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "api",
                "name": "meinGPT Enterprise API",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_api",
              "question": "Is there an API for chat and assistants?",
              "support": "supported",
              "answer": "Bearer-key chat completions, assistants, workflow runs, embeddings and transcription are documented; personal keys require Enterprise enablement.",
              "evidenceIds": [
                "meingpt:meingpt:api",
                "meingpt:meingpt:outlook"
              ]
            },
            {
              "id": "knowledge_api",
              "question": "Can documents be loaded through an API?",
              "support": "unknown",
              "answer": "Can documents be loaded through an API? Unknown. A knowledge-ingestion API and product MCP-server endpoint were not established in the API guide.",
              "evidenceIds": []
            },
            {
              "id": "api_governance",
              "question": "Do audit, budgets and model rules apply to API use?",
              "support": "partial",
              "answer": "Model permission failures return 403; API has a separate personal budget and shared token-rate ceilings; compliance-content logging coverage was not fully established.",
              "evidenceIds": [
                "meingpt:meingpt:api",
                "meingpt:meingpt:config",
                "meingpt:meingpt:audit"
              ]
            },
            {
              "id": "mcp_server",
              "question": "Does the product expose itself to other agents over MCP?",
              "support": "unknown",
              "answer": "Does the product expose itself to other agents over MCP? Unknown. A knowledge-ingestion API and product MCP-server endpoint were not established in the API guide.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "api_governance: Model permission failures return 403; API has a separate personal budget and shared token-rate ceilings; compliance-content logging coverage was not fully established.",
            "Unverified knowledge_api, mcp_server: A knowledge-ingestion API and product MCP-server endpoint were not established in the API guide."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:api",
            "meingpt:meingpt:outlook",
            "meingpt:meingpt:config",
            "meingpt:meingpt:audit"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:WORK-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The platform is browser-based; Outlook has a separate centrally deployed add-in.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "outlook",
              "api"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business/Enterprise web workspace; Outlook add-in requires Enterprise API enablement and personal API key",
            "addOns": [
              "Enterprise API enabled for Outlook add-in"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              },
              {
                "id": "outlook",
                "name": "meinGPT Outlook add-in",
                "type": "office-add-in"
              },
              {
                "id": "api",
                "name": "meinGPT Enterprise API",
                "type": "api"
              }
            ]
          },
          "questions": [
            {
              "id": "web",
              "question": "Is a full web client available?",
              "support": "supported",
              "answer": "The terms define a browser-accessible workspace.",
              "evidenceIds": [
                "meingpt:meingpt:terms"
              ]
            },
            {
              "id": "desktop_apps",
              "question": "Windows and macOS apps?",
              "support": "unknown",
              "answer": "Windows and macOS apps? Unknown. No first-party native Windows/macOS/iOS/Android workspace client or browser-extension support matrix was located in the user guide, client setup or official site search; mobile parity was not tested.",
              "evidenceIds": []
            },
            {
              "id": "mobile_apps",
              "question": "iOS and Android apps with SSO?",
              "support": "unknown",
              "answer": "iOS and Android apps with SSO? Unknown. No first-party native Windows/macOS/iOS/Android workspace client or browser-extension support matrix was located in the user guide, client setup or official site search; mobile parity was not tested.",
              "evidenceIds": []
            },
            {
              "id": "browser_extension",
              "question": "Is there a browser extension or sidebar?",
              "support": "unknown",
              "answer": "Is there a browser extension or sidebar? Unknown. No first-party native Windows/macOS/iOS/Android workspace client or browser-extension support matrix was located in the user guide, client setup or official site search; mobile parity was not tested.",
              "evidenceIds": []
            },
            {
              "id": "managed_deployment",
              "question": "Can IT deploy and configure clients through MDM?",
              "support": "partial",
              "answer": "The Enterprise API-enabled Outlook add-in can be assigned to users/groups through Microsoft365 integrated apps. It supports Outlook web, Windows classic/new and Mac; each user needs a personal meinGPT API key. General desktop/mobile MDM configuration was not established.",
              "evidenceIds": [
                "meingpt:meingpt:outlook"
              ]
            },
            {
              "id": "client_feature_gaps",
              "question": "Which features are missing on mobile?",
              "support": "unknown",
              "answer": "Which features are missing on mobile? Unknown. No first-party native Windows/macOS/iOS/Android workspace client or browser-extension support matrix was located in the user guide, client setup or official site search; mobile parity was not tested.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "managed_deployment: The Outlook add-in can be assigned to users or groups in Microsoft 365 integrated apps; general desktop/mobile MDM configuration was not found.",
            "Unverified desktop_apps, mobile_apps, browser_extension, client_feature_gaps: No first-party native Windows/macOS/iOS/Android workspace client or browser-extension support matrix was located in the user guide, client setup or official site search; mobile parity was not tested."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:terms",
            "meingpt:meingpt:outlook"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:WORK-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A documented Outlook add-in operates in the received-message view and needs Enterprise API access.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "outlook"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Enterprise API enabled workspace",
            "addOns": [
              "Enterprise API"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "outlook",
                "name": "meinGPT Outlook add-in",
                "type": "office-add-in"
              }
            ]
          },
          "questions": [
            {
              "id": "word_excel_powerpoint",
              "question": "Does it work inside Word, Excel and PowerPoint?",
              "support": "unknown",
              "answer": "Does it work inside Word, Excel and PowerPoint? Unknown. Word/Excel/PowerPoint/Teams or Google-editor in-app extensions were not established; connectors that read their content are recorded in KNOW-03.",
              "evidenceIds": []
            },
            {
              "id": "outlook",
              "question": "Does it work inside Outlook?",
              "support": "supported",
              "answer": "Outlook Web, Windows classic/new and Mac support summarizing the selected received email and drafting replies; compose view is excluded.",
              "evidenceIds": [
                "meingpt:meingpt:outlook"
              ]
            },
            {
              "id": "teams",
              "question": "Is there a Teams app or bot?",
              "support": "unknown",
              "answer": "Is there a Teams app or bot? Unknown. Word/Excel/PowerPoint/Teams or Google-editor in-app extensions were not established; connectors that read their content are recorded in KNOW-03.",
              "evidenceIds": []
            },
            {
              "id": "google_workspace_apps",
              "question": "Does it work inside Docs, Sheets or Gmail?",
              "support": "unknown",
              "answer": "Does it work inside Docs, Sheets or Gmail? Unknown. Word/Excel/PowerPoint/Teams or Google-editor in-app extensions were not established; connectors that read their content are recorded in KNOW-03.",
              "evidenceIds": []
            },
            {
              "id": "licence_prerequisites",
              "question": "Which licences or consents are needed?",
              "support": "partial",
              "answer": "Personal meinGPT API key and Enterprise API enablement are required; tenant admins can centrally deploy the add-in. A separate Microsoft licence price is not stated.",
              "evidenceIds": [
                "meingpt:meingpt:outlook"
              ]
            }
          ],
          "limitations": [
            "licence_prerequisites: Personal meinGPT API key and Enterprise API enablement are required; tenant admins can centrally deploy the add-in. A separate Microsoft licence price is not stated.",
            "Unverified word_excel_powerpoint, teams, google_workspace_apps: Word/Excel/PowerPoint/Teams or Google-editor in-app extensions were not established; connectors that read their content are recorded in KNOW-03."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:outlook"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:WORK-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dedicated text/document translation uses EU Google/DeepL routes and managed glossaries.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "document_translation",
              "question": "Can whole documents be translated with formatting kept?",
              "support": "partial",
              "answer": "DeepL document translation preserves layout for DOC/DOCX, PPT/PPTX, XLS/XLSX, PDF, HTML, TXT, SRT and XLIFF. Layout quality was not fixture-tested.",
              "evidenceIds": [
                "meingpt:meingpt:translation"
              ]
            },
            {
              "id": "translation_engine",
              "question": "Which engine translates?",
              "support": "supported",
              "answer": "Default Google Cloud Translate for text and DeepL for documents; own DeepL key switches both to DeepL.",
              "evidenceIds": [
                "meingpt:meingpt:translation"
              ]
            },
            {
              "id": "glossaries",
              "question": "Are company glossaries supported?",
              "support": "supported",
              "answer": "Workspace admins create per-language-pair glossaries and import CSV; exact word forms must match.",
              "evidenceIds": [
                "meingpt:meingpt:translation"
              ]
            },
            {
              "id": "formality_and_variants",
              "question": "Can formality and regional variants (de-CH) be set?",
              "support": "unknown",
              "answer": "Can formality and regional variants (de-CH) be set? Unknown. Formality settings within the translator and guaranteed de-CH spelling were not established; no DE-to-FR/IT contract fixture was translated.",
              "evidenceIds": []
            },
            {
              "id": "writing_tools",
              "question": "Are dedicated rewrite and proofreading tools available?",
              "support": "partial",
              "answer": "Quick Actions rewrite answers, including more formal and improve options.",
              "evidenceIds": [
                "meingpt:meingpt:chat"
              ]
            }
          ],
          "limitations": [
            "document_translation: DeepL document translation preserves layout for DOC/DOCX, PPT/PPTX, XLS/XLSX, PDF, HTML, TXT, SRT and XLIFF. Layout quality was not fixture-tested.",
            "writing_tools: Quick Actions rewrite answers, including more formal and improve options.",
            "Unverified formality_and_variants: Formality settings within the translator and guaranteed de-CH spelling were not established; no DE-to-FR/IT contract fixture was translated."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:translation",
            "meingpt:meingpt:chat"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:WORK-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Twelve named image variants include reference editing with administrator model controls.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "image_generation",
              "question": "Can users generate images, with which models?",
              "support": "supported",
              "answer": "FLUX.2 Klein/Pro/Flex/Max, FLUX 1.1 Pro, FLUX.1 Kontext Max; GPT Image 1/Mini/1.5/2; Gemini 2.5 Flash Image and 3 Pro Image.",
              "evidenceIds": [
                "meingpt:meingpt:images"
              ]
            },
            {
              "id": "image_editing",
              "question": "Can users edit uploaded images?",
              "support": "partial",
              "answer": "Reference image generation supports model-dependent uploads; app lacks post-generation crop/color editing.",
              "evidenceIds": [
                "meingpt:meingpt:images"
              ]
            },
            {
              "id": "admin_control",
              "question": "Can admins restrict image generation?",
              "support": "supported",
              "answer": "Admins enable models and default; request-enabled permissions can restrict Image app use by teams or persons.",
              "evidenceIds": [
                "meingpt:meingpt:image-admin",
                "meingpt:meingpt:permissions"
              ]
            },
            {
              "id": "usage_terms",
              "question": "What usage rights apply to output?",
              "support": "partial",
              "answer": "Terms warn third-party output may carry rights; no blanket unrestricted-use warranty is made. C2PA metadata labels generated output.",
              "evidenceIds": [
                "meingpt:meingpt:terms",
                "meingpt:meingpt:images"
              ]
            }
          ],
          "limitations": [
            "image_editing: Reference image generation supports model-dependent uploads; app lacks post-generation crop/color editing.",
            "usage_terms: Terms warn third-party output may carry rights; no blanket unrestricted-use warranty is made. C2PA metadata labels generated output."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:images",
            "meingpt:meingpt:image-admin",
            "meingpt:meingpt:permissions",
            "meingpt:meingpt:terms"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:WORK-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dictation and meeting transcription are documented; speech quality was not tested.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "dictation",
              "question": "Can users dictate prompts?",
              "support": "supported",
              "answer": "A microphone transcribes prompts into the input field.",
              "evidenceIds": [
                "meingpt:meingpt:chat"
              ]
            },
            {
              "id": "read_aloud",
              "question": "Can answers be read aloud?",
              "support": "unknown",
              "answer": "Can answers be read aloud? Unknown. No first-party complete read-aloud/live-voice plan and language matrix or Swiss German recognition fixture was established.",
              "evidenceIds": []
            },
            {
              "id": "voice_conversation",
              "question": "Is a live voice mode available?",
              "support": "unknown",
              "answer": "Is a live voice mode available? Unknown. No first-party complete read-aloud/live-voice plan and language matrix or Swiss German recognition fixture was established.",
              "evidenceIds": []
            },
            {
              "id": "meeting_summaries",
              "question": "Are meetings transcribed and summarised?",
              "support": "supported",
              "answer": "Audio/video/transcript uploads and meeting-bot notes are documented; storage Hetzner Germany, Gladia transcription France, Vertex EU summaries.",
              "evidenceIds": [
                "meingpt:meingpt:meeting"
              ]
            },
            {
              "id": "swiss_german_speech",
              "question": "Is Swiss German speech recognised?",
              "support": "unknown",
              "answer": "Is Swiss German speech recognised? Unknown. No first-party complete read-aloud/live-voice plan and language matrix or Swiss German recognition fixture was established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified read_aloud, voice_conversation, swiss_german_speech: No first-party complete read-aloud/live-voice plan and language matrix or Swiss German recognition fixture was established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:chat",
            "meingpt:meingpt:meeting"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:WORK-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "An isolated EU sandbox executes analysis code and generates downloadable Office files.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "data_analysis",
              "question": "Can it analyse spreadsheets with executed code?",
              "support": "supported",
              "answer": "Python/JavaScript sandbox reads original spreadsheets with pandas/openpyxl and executes code.",
              "evidenceIds": [
                "meingpt:meingpt:sandbox"
              ]
            },
            {
              "id": "charts",
              "question": "Can it produce charts?",
              "support": "supported",
              "answer": "Executed matplotlib charts can be returned as PNG.",
              "evidenceIds": [
                "meingpt:meingpt:sandbox"
              ]
            },
            {
              "id": "office_file_output",
              "question": "Can it create Word, Excel or PowerPoint files?",
              "support": "supported",
              "answer": "Sandbox libraries support DOCX/XLSX/PPTX; workflows also generate Word/PDF/Excel/CSV/PowerPoint/JSON.",
              "evidenceIds": [
                "meingpt:meingpt:sandbox",
                "meingpt:meingpt:workflows"
              ]
            },
            {
              "id": "canvas_editing",
              "question": "Is there a document or canvas editor for iterating on output?",
              "support": "partial",
              "answer": "Downloaded artifacts and an Excel editor exist; editor changes stay local until downloaded and the chat card keeps the original.",
              "evidenceIds": [
                "meingpt:meingpt:sandbox"
              ]
            }
          ],
          "limitations": [
            "canvas_editing: Downloaded artifacts and an Excel editor exist; editor changes stay local until downloaded and the chat card keeps the original."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:sandbox",
            "meingpt:meingpt:workflows"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:WORK-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Chat links and shared projects exist; projects preserve private member chat histories.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "share_chats",
              "question": "Can chats be shared inside the organisation?",
              "support": "supported",
              "answer": "A share toggle creates a link displaying the shared conversation.",
              "evidenceIds": [
                "meingpt:meingpt:chat"
              ]
            },
            {
              "id": "team_spaces",
              "question": "Are shared projects or workspaces available?",
              "support": "supported",
              "answer": "Projects share instructions and workflows with Owner/Editor/Member roles.",
              "evidenceIds": [
                "meingpt:meingpt:projects"
              ]
            },
            {
              "id": "group_chat",
              "question": "Can several people chat together with the AI?",
              "support": "partial",
              "answer": "Within Projects,each member has a separate private chat list. Simultaneous multi-user group conversation elsewhere was not established.",
              "evidenceIds": [
                "meingpt:meingpt:projects"
              ]
            },
            {
              "id": "share_permission_boundary",
              "question": "Does sharing respect the recipient's access to sources?",
              "support": "unknown",
              "answer": "Does sharing respect the recipient's access to sources? Unknown. No cross-group chat-sharing test was run; recipient access to source attachments and restricted knowledge was not verified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "group_chat: Each project member has a separate private chat list; shared project chats are not a simultaneous group conversation.",
            "Unverified share_permission_boundary: No cross-group chat-sharing test was run; recipient access to source attachments and restricted knowledge was not verified.",
            "Project chat privacy does not prove absence of every group-chat surface."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:chat",
            "meingpt:meingpt:projects"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:WORK-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Platform-language choice exists, but the full UI and accessibility matrix remains unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "ui_languages",
              "question": "Which UI languages are offered?",
              "support": "partial",
              "answer": "Preferences provide a platform-language selector distinct from response language; a complete named language list is not published on this page.",
              "evidenceIds": [
                "meingpt:meingpt:preferences"
              ]
            },
            {
              "id": "dach_language_quality",
              "question": "Are German, French and Italian UIs complete and natural?",
              "support": "unknown",
              "answer": "Are German, French and Italian UIs complete and natural? Unknown. No authenticated DE/FR/IT/EN UI inspection or WCAG conformance statement was located in the user guide or security pages; admin language completeness is untested.",
              "evidenceIds": []
            },
            {
              "id": "accessibility_statement",
              "question": "Is there a WCAG conformance statement?",
              "support": "unknown",
              "answer": "Is there a WCAG conformance statement? Unknown. No authenticated DE/FR/IT/EN UI inspection or WCAG conformance statement was located in the user guide or security pages; admin language completeness is untested.",
              "evidenceIds": []
            },
            {
              "id": "admin_ui_languages",
              "question": "Is the admin interface available in German?",
              "support": "unknown",
              "answer": "Is the admin interface available in German? Unknown. No authenticated DE/FR/IT/EN UI inspection or WCAG conformance statement was located in the user guide or security pages; admin language completeness is untested.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "ui_languages: Preferences provide a platform-language selector distinct from response language; a complete named language list is not published on this page.",
            "Unverified dach_language_quality, accessibility_statement, admin_ui_languages: No authenticated DE/FR/IT/EN UI inspection or WCAG conformance statement was located in the user guide or security pages; admin language completeness is untested."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:preferences"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:ADM-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Microsoft/Google login is included; custom OIDC is enabled on request and SAML is excluded.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "sso_protocols",
              "question": "Which SSO protocols and identity providers work?",
              "support": "supported",
              "answer": "Google and Microsoft sign-in plus custom OpenID Connect for Entra, Keycloak, Okta, PingFederate and Authentik. SAML is not supported.",
              "evidenceIds": [
                "meingpt:meingpt:sso"
              ]
            },
            {
              "id": "sso_plan",
              "question": "Which plan includes SSO?",
              "support": "partial",
              "answer": "Platform pricing includes Microsoft/Google/Magic Link; own OIDC needs workspace enablement, while Governance prices Entra group sync and provisioning. Exact custom-OIDC fee is not stated.",
              "evidenceIds": [
                "meingpt:meingpt:sso",
                "meingpt:meingpt:prices"
              ]
            },
            {
              "id": "mfa",
              "question": "Can MFA be enforced?",
              "support": "supported",
              "answer": "MFA is enforced at the customer IdP; disabling a user prevents new sign-ins but does not immediately invalidate an existing session.",
              "evidenceIds": [
                "meingpt:meingpt:sso"
              ]
            },
            {
              "id": "conditional_access",
              "question": "Do Entra conditional-access policies apply?",
              "support": "supported",
              "answer": "Customer IdP controls Conditional Access. Existing sessions expire normally unless separately removing the membership.",
              "evidenceIds": [
                "meingpt:meingpt:sso"
              ]
            },
            {
              "id": "domain_capture",
              "question": "Can the company claim its email domain?",
              "support": "supported",
              "answer": "DNS TXT verification enables domain auto-join and optional rejection of invitations into other workspaces; existing external memberships remain.",
              "evidenceIds": [
                "meingpt:meingpt:sso"
              ]
            }
          ],
          "limitations": [
            "sso_plan: Platform pricing includes Microsoft/Google/Magic Link; own OIDC needs workspace enablement, while Governance prices Entra group sync and provisioning. Exact custom-OIDC fee is not stated."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:sso",
            "meingpt:meingpt:prices"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:ADM-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Governance includes SCIM; user provisioning and login-time group sync have separate effects.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform plus Governance provisioning add-on",
            "addOns": [
              "Governance"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "scim",
              "question": "Is SCIM provisioning supported?",
              "support": "supported",
              "answer": "Entra SCIM v1 creates/updates/deactivates users, requires a verified domain and workspace enablement, and replaces manual invitations.",
              "evidenceIds": [
                "meingpt:meingpt:scim",
                "meingpt:meingpt:prices"
              ]
            },
            {
              "id": "group_sync",
              "question": "Are identity-provider groups synced?",
              "support": "partial",
              "answer": "Entra group-to-team synchronization is separate from user-only SCIM and adds memberships on login. It is not a general bidirectional SCIM-group sync.",
              "evidenceIds": [
                "meingpt:meingpt:scim",
                "meingpt:meingpt:sso"
              ]
            },
            {
              "id": "jit_provisioning",
              "question": "Are users created at first login?",
              "support": "supported",
              "answer": "Custom OIDC can join a verified-domain workspace on first authenticated login; plain Microsoft sign-in alone does not grant workspace membership.",
              "evidenceIds": [
                "meingpt:meingpt:sso",
                "meingpt:meingpt:scim"
              ]
            },
            {
              "id": "deprovisioning",
              "question": "What happens to a removed user's data and shared assets?",
              "support": "partial",
              "answer": "SCIM deactivates membership, preserves data and releases the seat. Shared-asset transfer behavior was not trial-tested.",
              "evidenceIds": [
                "meingpt:meingpt:scim"
              ]
            },
            {
              "id": "seat_assignment",
              "question": "Can admins assign and reclaim seats?",
              "support": "supported",
              "answer": "New SCIM users start as unlicensed viewers unless automatic seat assignment is on; admins can assign seats.",
              "evidenceIds": [
                "meingpt:meingpt:scim"
              ]
            }
          ],
          "limitations": [
            "group_sync: Entra group-to-team synchronization is separate from user-only SCIM and adds memberships on login. It is not a general bidirectional SCIM-group sync.",
            "deprovisioning: SCIM deactivates membership, preserves data and releases the seat. Shared-asset transfer behavior was not trial-tested."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:scim",
            "meingpt:meingpt:prices",
            "meingpt:meingpt:sso"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:ADM-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Role and group controls include request-enabled app permissions and model restrictions.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_roles",
              "question": "Which admin roles exist, and can admin rights be delegated?",
              "support": "supported",
              "answer": "Admin, Member and Viewer; unlimited workspace admins and separate team administrators are documented. Workspace admins consume a seat and bypass restrictions.",
              "evidenceIds": [
                "meingpt:meingpt:roles",
                "meingpt:meingpt:permissions"
              ]
            },
            {
              "id": "groups",
              "question": "Can permissions be set per group?",
              "support": "supported",
              "answer": "Teams control shared resources and models; admins see all team-shared assets.",
              "evidenceIds": [
                "meingpt:meingpt:roles",
                "meingpt:meingpt:config"
              ]
            },
            {
              "id": "feature_toggles",
              "question": "Which features can be switched on or off per group?",
              "support": "supported",
              "answer": "Request-enabled controls restrict image, meeting notes/bot, translation, web, Voice Agent, Buddy and automation use by teams or persons.",
              "evidenceIds": [
                "meingpt:meingpt:permissions"
              ]
            },
            {
              "id": "multi_entity",
              "question": "Can subsidiaries or departments be separated within one contract?",
              "support": "partial",
              "answer": "Multiple workspaces can represent separate companies, but each has separate credit and billing; a unified multi-entity contract was not established.",
              "evidenceIds": [
                "meingpt:meingpt:sso"
              ]
            }
          ],
          "limitations": [
            "multi_entity: Multiple workspaces can represent separate companies, but each has separate credit and billing; a unified multi-entity contract was not established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:roles",
            "meingpt:meingpt:permissions",
            "meingpt:meingpt:config",
            "meingpt:meingpt:sso"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:ADM-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Adoption metrics and cost CSVs have team and anonymization options.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "adoption_dashboard",
              "question": "Is there an adoption dashboard?",
              "support": "supported",
              "answer": "Cockpit lists prompts, active users, daily prompts/workflow runs and popular workflows.",
              "evidenceIds": [
                "meingpt:meingpt:analytics"
              ]
            },
            {
              "id": "breakdowns",
              "question": "Can usage be broken down by group, model, feature and assistant?",
              "support": "partial",
              "answer": "Usage-based plans report costs by user, team, model and platform/API; complete assistant/feature breakdown is not demonstrated.",
              "evidenceIds": [
                "meingpt:meingpt:analytics"
              ]
            },
            {
              "id": "export",
              "question": "Can usage data be exported?",
              "support": "supported",
              "answer": "User/team cost statistics export to CSV.",
              "evidenceIds": [
                "meingpt:meingpt:analytics"
              ]
            },
            {
              "id": "privacy_modes",
              "question": "Can per-person reporting be limited or pseudonymised?",
              "support": "supported",
              "answer": "Metric anonymization replaces names with IDs; top-user metrics depend on that setting.",
              "evidenceIds": [
                "meingpt:meingpt:analytics"
              ]
            }
          ],
          "limitations": [
            "breakdowns: Usage-based plans report costs by user, team, model and platform/API; complete assistant/feature breakdown is not demonstrated."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:analytics"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:ADM-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Personal category budgets and pooled credit provide controls with documented exceptions.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_visibility",
              "question": "Can admins see cost or consumption per user and group?",
              "support": "supported",
              "answer": "Usage-based plans show EUR costs per user/model and team, separately for platform and API.",
              "evidenceIds": [
                "meingpt:meingpt:analytics"
              ]
            },
            {
              "id": "budgets",
              "question": "Can budgets be set per user or group?",
              "support": "supported",
              "answer": "Six personal usage levels configure monthly budgets across five categories and are assigned singly or in bulk.",
              "evidenceIds": [
                "meingpt:meingpt:limits"
              ]
            },
            {
              "id": "budget_enforcement",
              "question": "Does reaching a budget alert, block or downgrade?",
              "support": "partial",
              "answer": "Zero blocks new category use and API exhaustion returns 403; running meeting bots can overshoot and automated runs are outside personal categories.",
              "evidenceIds": [
                "meingpt:meingpt:limits",
                "meingpt:meingpt:api"
              ]
            },
            {
              "id": "chargeback",
              "question": "Can costs be exported per cost centre?",
              "support": "partial",
              "answer": "CSV cost exports exist by user/team; formal cost-centre coding is not established.",
              "evidenceIds": [
                "meingpt:meingpt:analytics"
              ]
            }
          ],
          "limitations": [
            "budget_enforcement: Zero blocks new category use and API exhaustion returns 403; running meeting bots can overshoot and automated runs are outside personal categories.",
            "chargeback: CSV cost exports exist by user/team; formal cost-centre coding is not established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:analytics",
            "meingpt:meingpt:limits",
            "meingpt:meingpt:api"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:ADM-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Administrative change exports and a separate Outpost search log have distinct retention.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_events",
              "question": "Are admin and security events logged?",
              "support": "partial",
              "answer": "Administrative settings and SCIM changes are logged with actor and changes; a login/security-event coverage inventory and tamper-evidence model were not found.",
              "evidenceIds": [
                "meingpt:meingpt:audit",
                "meingpt:meingpt:scim"
              ]
            },
            {
              "id": "content_logging",
              "question": "Can prompts and answers be retained for compliance, and is it configurable?",
              "support": "partial",
              "answer": "The settings-change log explicitly excludes conversation contents; a separate API-logging setting exists but prompt/response compliance-retention coverage is unclear.",
              "evidenceIds": [
                "meingpt:meingpt:audit"
              ]
            },
            {
              "id": "siem_export",
              "question": "Can logs stream to a SIEM or be exported?",
              "support": "partial",
              "answer": "CSV/JSON filtered audit export, 10000 entries/20 MiB/two minutes per export; SIEM streaming is not established.",
              "evidenceIds": [
                "meingpt:meingpt:audit-export"
              ]
            },
            {
              "id": "ediscovery",
              "question": "Are eDiscovery and legal hold supported?",
              "support": "unknown",
              "answer": "Are eDiscovery and legal hold supported? Unknown. No legal-hold or eDiscovery documentation was located; immutable audit storage and full content-logging configuration were not established.",
              "evidenceIds": []
            },
            {
              "id": "log_retention",
              "question": "How long are logs kept?",
              "support": "supported",
              "answer": "Administrative settings changes are retained indefinitely; Governance Outpost query records are retained 90 days from enablement.",
              "evidenceIds": [
                "meingpt:meingpt:audit"
              ]
            }
          ],
          "limitations": [
            "admin_events: Administrative settings and SCIM changes are logged with actor and changes; a login/security-event coverage inventory and tamper-evidence model were not found.",
            "content_logging: The settings-change log explicitly excludes conversation contents; a separate API-logging setting exists but prompt/response compliance-retention coverage is unclear.",
            "siem_export: CSV/JSON filtered audit export, 10000 entries/20 MiB/two minutes per export; SIEM streaming is not established.",
            "Unverified ediscovery: No legal-hold or eDiscovery documentation was located; immutable audit storage and full content-logging configuration were not established."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:audit",
            "meingpt:meingpt:scim",
            "meingpt:meingpt:audit-export"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:ADM-07",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:ADM-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Workspace instructions and Governance acknowledgements are documented; policy enforcement breadth is limited.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "org_instructions",
              "question": "Can admins set organisation-wide instructions?",
              "support": "partial",
              "answer": "Additional Chat Context is a workspace-wide system instruction, not a guaranteed enforcement layer.",
              "evidenceIds": [
                "meingpt:meingpt:config"
              ]
            },
            {
              "id": "usage_notice",
              "question": "Can users be required to accept a usage policy?",
              "support": "supported",
              "answer": "Governance includes multilingual acceptable-use policies for acknowledgement and mandatory courses that block other pages until complete.",
              "evidenceIds": [
                "meingpt:meingpt:prices",
                "meingpt:meingpt:audit"
              ]
            },
            {
              "id": "content_filters",
              "question": "Are content filters configurable?",
              "support": "partial",
              "answer": "Provider content filtering can stop output; configurable organization-wide topic filters were not established.",
              "evidenceIds": [
                "meingpt:meingpt:api"
              ]
            },
            {
              "id": "violation_reporting",
              "question": "Are policy hits visible to admins?",
              "support": "unknown",
              "answer": "Are policy hits visible to admins? Unknown. Admin policy-violation reporting was not established in Compliance Controls; no guardrail fixture was run.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "org_instructions: Additional Chat Context is a workspace-wide system instruction, not a guaranteed enforcement layer.",
            "content_filters: Provider content filtering can stop output; configurable organization-wide topic filters were not established.",
            "Unverified violation_reporting: Admin policy-violation reporting was not established in Compliance Controls; no guardrail fixture was run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:config",
            "meingpt:meingpt:prices",
            "meingpt:meingpt:audit",
            "meingpt:meingpt:api"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:DATA-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Germany platform storage and model-specific EU/global routes must be scoped separately.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "storage_region",
              "question": "Where are chats, files and indexes stored?",
              "support": "supported",
              "answer": "Hetzner Germany hosts chats, accounts, documents and cloud indexes; register identifies Nürnberg/Falkenstein.",
              "evidenceIds": [
                "meingpt:meingpt:pools",
                "meingpt:meingpt:subprocessors"
              ]
            },
            {
              "id": "inference_region",
              "question": "Where do model calls run, per provider?",
              "support": "partial",
              "answer": "Azure Sweden/France, Vertex Frankfurt, Mistral France/Sweden, OpenAI EU endpoint, Nebius Finland, TensorX Ireland and other conditional routes. Some image variants remain Global; the accepted DPA governs authorized exceptions.",
              "evidenceIds": [
                "meingpt:meingpt:subprocessors",
                "meingpt:meingpt:image-admin",
                "meingpt:meingpt:dpa"
              ]
            },
            {
              "id": "backups_logs_region",
              "question": "Where are backups, logs and telemetry?",
              "support": "partial",
              "answer": "Scaleway France is conditional backup infrastructure; log/telemetry locations are not separately specified.",
              "evidenceIds": [
                "meingpt:meingpt:subprocessors",
                "meingpt:meingpt:dpa"
              ]
            },
            {
              "id": "support_access_region",
              "question": "From where can vendor staff access data?",
              "support": "unknown",
              "answer": "From where can vendor staff access data? Unknown. No Swiss hosting entitlement or complete geographical support-access and log/telemetry matrix was found.",
              "evidenceIds": []
            },
            {
              "id": "swiss_hosting",
              "question": "Is Swiss hosting available?",
              "support": "unknown",
              "answer": "Is Swiss hosting available? Unknown. No Swiss hosting entitlement or complete geographical support-access and log/telemetry matrix was found.",
              "evidenceIds": []
            },
            {
              "id": "residency_plan",
              "question": "Which plan or option provides residency?",
              "support": "partial",
              "answer": "DPA 2.0.1 governs new acceptance since 24 September; existing customers retain agreed versions. EU inference depends on selected/approved routes; section 4(3) permits listed/instructed third-country transfers.",
              "evidenceIds": [
                "meingpt:meingpt:dpa-page",
                "meingpt:meingpt:dpa"
              ]
            }
          ],
          "limitations": [
            "inference_region: Azure Sweden/France, Vertex Frankfurt, Mistral France/Sweden, OpenAI EU endpoint, Nebius Finland, TensorX Ireland and other conditional routes. Some image variants remain Global; the accepted DPA governs authorized exceptions.",
            "backups_logs_region: Scaleway France is conditional backup infrastructure; log/telemetry locations are not separately specified.",
            "residency_plan: DPA 2.0.1 governs new acceptance since 24 September; existing customers retain agreed versions. EU inference depends on selected/approved routes; section 4(3) permits listed/instructed third-country transfers.",
            "Unverified support_access_region, swiss_hosting: No Swiss hosting entitlement or complete geographical support-access and log/telemetry matrix was found."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:pools",
            "meingpt:meingpt:subprocessors",
            "meingpt:meingpt:image-admin",
            "meingpt:meingpt:dpa",
            "meingpt:meingpt:dpa-page"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:DATA-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "SaaS is offered; terms permit individually agreed on-premise use, while Outpost is a connector.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web",
              "outpost"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Public SaaS; on-premise only if specifically contracted",
            "addOns": [],
            "deploymentMode": null,
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              },
              {
                "id": "outpost",
                "name": "meinGPT Outpost local connector",
                "type": "local-connector"
              }
            ]
          },
          "questions": [
            {
              "id": "multi_tenant_saas",
              "question": "Is a shared SaaS offered?",
              "support": "supported",
              "answer": "The public web workspace and shared organization API limits establish the managed SaaS offer.",
              "evidenceIds": [
                "meingpt:meingpt:terms",
                "meingpt:meingpt:api"
              ]
            },
            {
              "id": "dedicated_instance",
              "question": "Is a dedicated single-tenant instance offered, from what size?",
              "support": "unknown",
              "answer": "Is a dedicated single-tenant instance offered, from what size? Unknown. Dedicated-instance, customer-cloud and air-gapped entitlements, operators, minimum seats and prices were not established. Outpost is a local connector, not evidence for those modes.",
              "evidenceIds": []
            },
            {
              "id": "customer_cloud",
              "question": "Can it run in the customer's own cloud account, from what size?",
              "support": "unknown",
              "answer": "Can it run in the customer's own cloud account, from what size? Unknown. Dedicated-instance, customer-cloud and air-gapped entitlements, operators, minimum seats and prices were not established. Outpost is a local connector, not evidence for those modes.",
              "evidenceIds": []
            },
            {
              "id": "on_premise",
              "question": "Can the whole platform run on customer infrastructure, from what size?",
              "support": "partial",
              "answer": "Terms section 1a permits the whole software in customer data centres when agreed in the licence contract. The linked on-premise-requirements URL redirects to the generic security page; minimum seats and setup/operator terms are not public.",
              "evidenceIds": [
                "meingpt:meingpt:terms"
              ]
            },
            {
              "id": "air_gapped",
              "question": "Can it run without internet access?",
              "support": "unknown",
              "answer": "Can it run without internet access? Unknown. Dedicated-instance, customer-cloud and air-gapped entitlements, operators, minimum seats and prices were not established. Outpost is a local connector, not evidence for those modes.",
              "evidenceIds": []
            },
            {
              "id": "mode_feature_gaps",
              "question": "Which features are missing outside SaaS?",
              "support": "partial",
              "answer": "The code sandbox remains in Frankfurt cloud even for on-premise customers; there is no complete mode parity list.",
              "evidenceIds": [
                "meingpt:meingpt:sandbox"
              ]
            }
          ],
          "limitations": [
            "on_premise: Terms section 1a permits the whole software in customer data centres when agreed in the licence contract. The linked on-premise-requirements URL redirects to the generic security page; minimum seats and setup/operator terms are not public.",
            "mode_feature_gaps: The code sandbox remains in Frankfurt cloud even for on-premise customers; there is no complete mode parity list.",
            "Unverified dedicated_instance, customer_cloud, air_gapped: Dedicated-instance, customer-cloud and air-gapped entitlements, operators, minimum seats and prices were not established. Outpost is a local connector, not evidence for those modes."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:terms",
            "meingpt:meingpt:api",
            "meingpt:meingpt:sandbox"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:DATA-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "DPA 2.0.1 prohibits training and marks conditional AI services for no permanent provider content copy.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "vendor_training",
              "question": "Does the vendor train on customer content?",
              "support": "supported",
              "answer": "Section 5(5) restricts processing to service delivery and excludes other purposes.",
              "evidenceIds": [
                "meingpt:meingpt:dpa"
              ]
            },
            {
              "id": "provider_training",
              "question": "Do model providers train on it under this product's contracts?",
              "support": "supported",
              "answer": "Section 5(5) states no subprocessor uses customer data to train its own AI model.",
              "evidenceIds": [
                "meingpt:meingpt:dpa"
              ]
            },
            {
              "id": "provider_retention",
              "question": "How long do model providers keep prompts, including for abuse monitoring?",
              "support": "partial",
              "answer": "Annex 4 defines ZDR as no permanent copy on the provider infrastructure; exact abuse-monitoring time and exceptions are not specified.",
              "evidenceIds": [
                "meingpt:meingpt:dpa"
              ]
            },
            {
              "id": "zero_retention",
              "question": "Is zero data retention available, and on which plan?",
              "support": "partial",
              "answer": "Conditional AI/function services in Annex 4 carry ZDR, while SelectCode-controlled storage remains separate; applies to the accepted DPA version.",
              "evidenceIds": [
                "meingpt:meingpt:dpa"
              ]
            },
            {
              "id": "human_review",
              "question": "Can provider staff review content?",
              "support": "unknown",
              "answer": "Can provider staff review content? Unknown. Human provider-review rights and per-model transient/abuse-retention durations are not disclosed in the accepted-form DPA or data-flow guide.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "provider_retention: Annex 4 defines ZDR as no permanent copy on the provider infrastructure; exact abuse-monitoring time and exceptions are not specified.",
            "zero_retention: Conditional AI/function services in Annex 4 carry ZDR, while SelectCode-controlled storage remains separate; applies to the accepted DPA version.",
            "Unverified human_review: Human provider-review rights and per-model transient/abuse-retention durations are not disclosed in the accepted-form DPA or data-flow guide."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:dpa"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:DATA-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Ordinary chat removal archives; admin retention and contractual deletion use different mechanisms.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "default_retention",
              "question": "What is retained and for how long by default?",
              "support": "supported",
              "answer": "Chat/file data stays until instructed deletion; UI Chat löschen archives. Text translations remain until user deletion; document translations persist until account/workspace deletion.",
              "evidenceIds": [
                "meingpt:meingpt:flow",
                "meingpt:meingpt:translation"
              ]
            },
            {
              "id": "admin_retention",
              "question": "Can admins set retention periods?",
              "support": "supported",
              "answer": "Release 2.67.0 adds disabled-by-default deletion periods for chats, meetings and automation runs, with a 24-hour wait before a new/shorter period applies.",
              "evidenceIds": [
                "meingpt:meingpt:changes"
              ]
            },
            {
              "id": "user_deletion",
              "question": "Can users delete their chats and files permanently?",
              "support": "partial",
              "answer": "Chat removal does not permanently delete messages or attachments; final account deletion is requested by the administrator via support. Generated images/text translations have their own deletion controls.",
              "evidenceIds": [
                "meingpt:meingpt:flow",
                "meingpt:meingpt:security",
                "meingpt:meingpt:images",
                "meingpt:meingpt:translation"
              ]
            },
            {
              "id": "contract_end_deletion",
              "question": "What is deleted at contract end, and when?",
              "support": "supported",
              "answer": "DPA section 12 requires return or requested deletion, including backups, within 30 days after termination or an agreed export window; statutory retention exceptions apply and proof is available on request.",
              "evidenceIds": [
                "meingpt:meingpt:dpa"
              ]
            }
          ],
          "limitations": [
            "user_deletion: Chat removal does not permanently delete messages or attachments; final account deletion is requested by the administrator via support. Generated images/text translations have their own deletion controls."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:flow",
            "meingpt:meingpt:translation",
            "meingpt:meingpt:changes",
            "meingpt:meingpt:security",
            "meingpt:meingpt:images",
            "meingpt:meingpt:dpa"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:DATA-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "DPA and processing register name providers, conditional use and advance change notices.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "subprocessor_list",
              "question": "Is a dated sub-processor list published?",
              "support": "supported",
              "answer": "DPA Annex 4 is dated 24 September 2026; live function/region register is also public.",
              "evidenceIds": [
                "meingpt:meingpt:dpa",
                "meingpt:meingpt:subprocessors"
              ]
            },
            {
              "id": "subprocessor_countries",
              "question": "Which countries do sub-processors operate in?",
              "support": "supported",
              "answer": "Contract entities include Germany, Netherlands, Slovenia, Luxembourg, France, Ireland and Finland. Processing register names Germany platform, France backups, Finland, Ireland, Sweden/France and Frankfurt inference routes; EU symbol is processing, not ownership.",
              "evidenceIds": [
                "meingpt:meingpt:dpa",
                "meingpt:meingpt:subprocessors"
              ]
            },
            {
              "id": "change_notification",
              "question": "Are customers notified of sub-processor changes?",
              "support": "supported",
              "answer": "Section 9 requires notice before additions/replacements and gives two weeks to object on important data-protection grounds, with specified termination rights.",
              "evidenceIds": [
                "meingpt:meingpt:dpa"
              ]
            },
            {
              "id": "parent_jurisdiction",
              "question": "Which jurisdiction governs the vendor and its parent?",
              "support": "partial",
              "answer": "SelectCode GmbH is a German entity; the security site describes it as independent. A separately owned parent was not identified.",
              "evidenceIds": [
                "meingpt:meingpt:terms",
                "meingpt:meingpt:subprocessors"
              ]
            },
            {
              "id": "transfer_mechanism",
              "question": "Which transfer mechanism applies to non-EU/CH processing?",
              "support": "supported",
              "answer": "DPA section 4(3) uses GDPR Article 45 adequacy or Article 46 safeguards for disclosed/instructed transfers; it does not promise a blanket absence of third-country processing.",
              "evidenceIds": [
                "meingpt:meingpt:dpa"
              ]
            },
            {
              "id": "government_access_policy",
              "question": "Is there a published government-access or transparency policy?",
              "support": "supported",
              "answer": "Section 7 requires notification where lawful, review/challenge of disproportionate requests, minimization and no compliance with unrecognized third-country requests.",
              "evidenceIds": [
                "meingpt:meingpt:dpa"
              ]
            }
          ],
          "limitations": [
            "parent_jurisdiction: SelectCode GmbH is a German entity; the security site describes it as independent. A separately owned parent was not identified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:dpa",
            "meingpt:meingpt:subprocessors",
            "meingpt:meingpt:terms"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:DATA-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A public GDPR DPA and German-law terms are available; sector coverage needs qualification.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "dpa",
              "question": "Is a DPA available, and is it negotiable?",
              "support": "partial",
              "answer": "Version 2.0.1 is a public signed-form or electronic-acceptance DPA; negotiability is not promised.",
              "evidenceIds": [
                "meingpt:meingpt:dpa-page",
                "meingpt:meingpt:dpa"
              ]
            },
            {
              "id": "revdsg_gdpr",
              "question": "Does the DPA cover revDSG and GDPR?",
              "support": "partial",
              "answer": "GDPR Article 28 governs the DPA; an explicit Swiss revDSG annex was not found.",
              "evidenceIds": [
                "meingpt:meingpt:dpa"
              ]
            },
            {
              "id": "governing_law",
              "question": "Which law and court govern the contract?",
              "support": "supported",
              "answer": "DPA section 13 uses German law; terms choose the competent court at the vendor seat.",
              "evidenceIds": [
                "meingpt:meingpt:dpa",
                "meingpt:meingpt:terms"
              ]
            },
            {
              "id": "ai_act_materials",
              "question": "Is EU AI Act documentation provided?",
              "support": "partial",
              "answer": "Governance includes usage policies and mandatory training; automated EU AI Act use-case checks are labelled Coming soon, so a complete current provider/deployer dossier was not established.",
              "evidenceIds": [
                "meingpt:meingpt:prices"
              ]
            },
            {
              "id": "sector_materials",
              "question": "Are FINMA or other sector materials provided?",
              "support": "partial",
              "answer": "Governance offers a separate section 203 German professional-secrecy agreement; FINMA-specific materials were not found.",
              "evidenceIds": [
                "meingpt:meingpt:prices"
              ]
            }
          ],
          "limitations": [
            "dpa: Version 2.0.1 is a public signed-form or electronic-acceptance DPA; negotiability is not promised.",
            "revdsg_gdpr: GDPR Article 28 governs the DPA; an explicit Swiss revDSG annex was not found.",
            "ai_act_materials: Governance includes usage policies and mandatory training; automated EU AI Act use-case checks are labelled Coming soon, so a complete current provider/deployer dossier was not established.",
            "sector_materials: Governance offers a separate section 203 German professional-secrecy agreement; FINMA-specific materials were not found."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:dpa-page",
            "meingpt:meingpt:dpa",
            "meingpt:meingpt:terms",
            "meingpt:meingpt:prices"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:DATA-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "ISO and penetration-test documents are advertised behind email access; certificates were not independently verified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "iso_27001",
              "question": "ISO 27001 with scope and validity?",
              "support": "partial",
              "answer": "DPA Annex 3 states ISO/IEC 27001:2022 certificate DE-IS-20250256, Proks Certification GmbH, development/operation of MeinGPT SaaS and custom services, valid to 2028-12-16. The certificate/issuer record was not obtained, so this remains a vendor claim.",
              "evidenceIds": [
                "meingpt:meingpt:dpa",
                "meingpt:meingpt:trust"
              ]
            },
            {
              "id": "soc2",
              "question": "SOC 2 type, period and covered service?",
              "support": "unknown",
              "answer": "SOC 2 type, period and covered service? Unknown. SOC 2 and other product attestations were not established. No email-gated report was requested.",
              "evidenceIds": []
            },
            {
              "id": "c5",
              "question": "BSI C5 attestation?",
              "support": "partial",
              "answer": "The register attributes BSI C5 to Hetzner infrastructure, not to the MeinGPT service.",
              "evidenceIds": [
                "meingpt:meingpt:subprocessors"
              ]
            },
            {
              "id": "other_certifications",
              "question": "Which other certificates (27701, 42001, TISAX)?",
              "support": "unknown",
              "answer": "Which other certificates (27701, 42001, TISAX)? Unknown. SOC 2 and other product attestations were not established. No email-gated report was requested.",
              "evidenceIds": []
            },
            {
              "id": "report_access",
              "question": "How can customers obtain reports?",
              "support": "supported",
              "answer": "The trust centre asks for email-based access for ISO and SySS 2025 penetration-test documents.",
              "evidenceIds": [
                "meingpt:meingpt:trust"
              ]
            },
            {
              "id": "pentest",
              "question": "Are independent penetration test summaries available?",
              "support": "partial",
              "answer": "A SySS 2025 penetration-test certificate is listed but its result/scope and validity were not retrieved.",
              "evidenceIds": [
                "meingpt:meingpt:trust"
              ]
            }
          ],
          "limitations": [
            "iso_27001: DPA Annex 3 states ISO/IEC 27001:2022 certificate DE-IS-20250256, Proks Certification GmbH, development/operation of MeinGPT SaaS and custom services, valid to 2028-12-16. The certificate/issuer record was not obtained, so this remains a vendor claim.",
            "c5: The register attributes BSI C5 to Hetzner infrastructure, not to the MeinGPT service.",
            "pentest: A SySS 2025 penetration-test certificate is listed but its result/scope and validity were not retrieved.",
            "Unverified soc2, other_certifications: SOC 2 and other product attestations were not established. No email-gated report was requested."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:dpa",
            "meingpt:meingpt:trust",
            "meingpt:meingpt:subprocessors"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:DATA-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Encryption and logical tenancy are documented; key and private-networking details remain incomplete.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Business/Enterprise hosted workspace; CMK entitlement excluded from verified findings",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "encryption_at_rest",
              "question": "Is data encrypted at rest?",
              "support": "supported",
              "answer": "Security guide states AES-256 at rest and TLS 1.3; DPA Annex 3 includes encryption at rest/transit.",
              "evidenceIds": [
                "meingpt:meingpt:security",
                "meingpt:meingpt:dpa"
              ]
            },
            {
              "id": "customer_managed_keys",
              "question": "Can the customer manage or hold the keys?",
              "support": "unknown",
              "answer": "Unknown for Business or Enterprise. The security FAQ says Customer Managed Keys are on request but does not identify an eligible tier, price, key custody or location. No plan-scoped CMK commitment was verified.",
              "evidenceIds": []
            },
            {
              "id": "private_networking",
              "question": "Is private connectivity or IP restriction available?",
              "support": "unknown",
              "answer": "Is private connectivity or IP restriction available? Unknown. A private-link/IP allowlist/VPN product entitlement was not established; Outpost outbound TLS is a source connector rather than a private SaaS endpoint.",
              "evidenceIds": []
            },
            {
              "id": "tenant_isolation",
              "question": "How are customers separated in shared SaaS?",
              "support": "partial",
              "answer": "DPA Annex 3 specifies logical tenant separation and network segmentation; no independent isolation test was run.",
              "evidenceIds": [
                "meingpt:meingpt:dpa"
              ]
            }
          ],
          "limitations": [
            "CMK is an access/entitlement gap, not an absent capability."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:security",
            "meingpt:meingpt:dpa"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:DATA-09",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The base AGB contains conditional professional-secrecy duties. Eligibility and executed terms of the separately marketed Governance addendum remain unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked2026-10-21",
            "plan": "Business/Enterprise customer contracts incorporating AGB section12(4); only the base-terms obligation is assessed",
            "addOns": [
              "Separate Governance addendum excluded from verified entitlement; contract required"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany/EU platform; model route and deployment exceptions apply",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "secrecy_undertaking",
              "question": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff?",
              "support": "partial",
              "answer": "For contracts incorporating the published AGB, section12(4) applies when processed data fall under professional secrecy, including §203. It imposes indefinite confidentiality, access only as necessary to perform services and acknowledgement of criminal duties. The clause states no Governance prerequisite. It does not establish a separately executed addendum or Swiss Art321 coverage.",
              "evidenceIds": [
                "meingpt:meingpt:secrecy-contract-rev2"
              ]
            },
            {
              "id": "subprocessor_coverage",
              "question": "Does the undertaking extend to its sub-processors, and is that documented?",
              "support": "partial",
              "answer": "Section12(4) requires staff/subcontractors who can access covered data to be bound in at least text form. Subcontracting and services outside the EU require text consent, deemed granted for known providers at contract start. Provider-specific executed undertakings were not retrieved.",
              "evidenceIds": [
                "meingpt:meingpt:secrecy-contract-rev2"
              ]
            },
            {
              "id": "secrecy_offering",
              "question": "Is it a dedicated offering or add-on, and on which plan?",
              "support": "unknown",
              "answer": "Unknown whether the separate Governance §203 addendum is available with self-service Business or only a contracted platform offer. The calculator lists it under Governance at EUR1.35/user/month annually, but this is not proof of eligibility or a fee for the base AGB duties.",
              "evidenceIds": [
                "meingpt:meingpt:prices-rev2"
              ]
            },
            {
              "id": "content_access",
              "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?",
              "support": "partial",
              "answer": "The base AGB restrict knowledge of covered data to what is necessary for the contracted service. The clause does not promise that staff or model providers can never see plaintext. Agreement-specific access restrictions beyond section12(4) were not verified.",
              "evidenceIds": [
                "meingpt:meingpt:secrecy-contract-rev2"
              ]
            },
            {
              "id": "secrecy_documentation",
              "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?",
              "support": "partial",
              "answer": "The public AGB section12(4) is the verified contract text. A separately executed/template Governance addendum and provider-by-provider undertakings were not obtained.",
              "evidenceIds": [
                "meingpt:meingpt:secrecy-contract-rev2"
              ]
            }
          ],
          "limitations": [
            "The base-terms duties and a separately executed Governance addendum are separate legal documents. No claim that one depends on purchase of the other is made."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:secrecy-contract-rev2",
            "meingpt:meingpt:prices-rev2"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:VEN-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Self-service Business costs EUR29/user/month excluding VAT and includes standard-model use. Enterprise and platform-module pricing are outside this scoped offer.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Self-service Business, monthly billing only; contracted Enterprise/platform calculator excluded",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "pricing_unit",
              "question": "What is the pricing unit?",
              "support": "supported",
              "answer": "Business is sold per user per month through self-service Stripe checkout. Premium/reasoning models, API use and meeting-bot recordings are separately metered.",
              "evidenceIds": [
                "meingpt:meingpt:billing-rev2"
              ]
            },
            {
              "id": "list_prices",
              "question": "What are list prices per plan, with date and currency?",
              "support": "supported",
              "answer": "Self-service Business is EUR29/user/month, excluding VAT, on monthly billing. No annual discount or progressive marginal tiers are applied to this offer.",
              "evidenceIds": [
                "meingpt:meingpt:billing-rev2"
              ]
            },
            {
              "id": "included_usage",
              "question": "What usage is included?",
              "support": "partial",
              "answer": "Standard-model use in Business is unlimited according to the billing guide. Premium/reasoning models, API and meeting bots remain additional; the exact standard-model catalog and any applicable workload restrictions are not fixed by this page.",
              "evidenceIds": [
                "meingpt:meingpt:billing-rev2"
              ]
            },
            {
              "id": "add_ons",
              "question": "Which features cost extra?",
              "support": "unknown",
              "answer": "Unknown for self-service Business. The separate platform calculator has Governance/Outpost modules, but their Business eligibility and package prices were not established.",
              "evidenceIds": []
            },
            {
              "id": "overage",
              "question": "What do usage beyond limits and premium models cost?",
              "support": "partial",
              "answer": "Business standard models do not consume additional billed usage under the billing guide. Premium/reasoning, API and meeting-bot use draw on workspace credit; meeting bots cost EUR0.80/audio hour. Other route-specific charges depend on the selected service.",
              "evidenceIds": [
                "meingpt:meingpt:billing-rev2"
              ]
            }
          ],
          "limitations": [
            "The progressive platform calculator is not used as a Business tariff. Its contract eligibility remains outside this finding."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:billing-rev2"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:VEN-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business-only seat floors are EUR69600 / EUR348000 / EUR1740000 for200/1000/5000 users over12months, each plus unknown workload and contract components.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Self-service Business at EUR29/user/month, paid monthly for12months; Business standard-chat floor only",
            "addOns": [
              "No paid add-ons included; required extras unknown"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_200",
              "question": "Year-one cost at 200 users?",
              "support": "partial",
              "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. Self-service Business seat floor for 200 users over12months: from EUR69600.00 / CHF64289.52 + unknown, excluding VAT. Uses EUR29/user/month with monthly billing and no invented annual discount. Standard-model chat is included, so no separate token bill is added for that included route. Eligibility at this size, the exact standard-model catalog needed for the workload, premium/API/meeting use, add-ons and Enterprise services remain unknown. This is a Business floor, not an Enterprise quote.",
              "evidenceIds": [
                "meingpt:meingpt:billing-rev2",
                "meingpt:meingpt:ecb-fx"
              ]
            },
            {
              "id": "cost_1000",
              "question": "Year-one cost at 1,000 users?",
              "support": "partial",
              "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. Self-service Business seat floor for 1000 users over12months: from EUR348000.00 / CHF321447.60 + unknown, excluding VAT. Uses EUR29/user/month with monthly billing and no invented annual discount. Standard-model chat is included, so no separate token bill is added for that included route. Eligibility at this size, the exact standard-model catalog needed for the workload, premium/API/meeting use, add-ons and Enterprise services remain unknown. This is a Business floor, not an Enterprise quote.",
              "evidenceIds": [
                "meingpt:meingpt:billing-rev2",
                "meingpt:meingpt:ecb-fx"
              ]
            },
            {
              "id": "cost_5000",
              "question": "Year-one cost at 5,000 users?",
              "support": "partial",
              "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. Self-service Business seat floor for 5000 users over12months: from EUR1740000.00 / CHF1607238.00 + unknown, excluding VAT. Uses EUR29/user/month with monthly billing and no invented annual discount. Standard-model chat is included, so no separate token bill is added for that included route. Eligibility at this size, the exact standard-model catalog needed for the workload, premium/API/meeting use, add-ons and Enterprise services remain unknown. This is a Business floor, not an Enterprise quote.",
              "evidenceIds": [
                "meingpt:meingpt:billing-rev2",
                "meingpt:meingpt:ecb-fx"
              ]
            },
            {
              "id": "variable_share",
              "question": "Which part depends on usage?",
              "support": "partial",
              "answer": "Business standard-model chat is included. A model-preserving workload outside that standard catalog, premium/reasoning models, API and meeting-bot charges cannot be quantified without the actual route and contract; the variable remainder stays unknown. No provider proxy or progressive-platform tariff is substituted.",
              "evidenceIds": [
                "meingpt:meingpt:billing-rev2"
              ]
            },
            {
              "id": "unknown_parts",
              "question": "Which costs could not be priced?",
              "support": "partial",
              "answer": "Business eligibility for200/1000/5000 users, standard-model mapping, premium/tool use, required Governance/Outpost, rollout and Enterprise services remain unknown. No progressive-platform amount is mixed into the Business floor.",
              "evidenceIds": [
                "meingpt:meingpt:billing-rev2"
              ]
            }
          ],
          "limitations": [
            "ALM-14 shared cost assumptions v1.4, 2026-10-21:12months, list prices, excluding VAT;60% light100,30% regular400,10% power1500 messages/user/month;3000 input and600 output tokens/message. Weighted330messages,0.99M input/0.198M output per user/month. Token mix is used only on separately billed routes; this Business standard-chat floor has included usage.",
            "ECB2026-10-20 EUR1=USD1.1215=CHF0.9237. Vendor currency EUR is primary. Contract-specific extras remain unknown."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:billing-rev2",
            "meingpt:meingpt:ecb-fx"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:VEN-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A self-serve 10-day trial exists, while several enterprise features still need enablement.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "free_tier",
              "question": "Is there a free tier for business use?",
              "support": "partial",
              "answer": "Trial expiry locks the workspace even for free models; the guide does not describe a permanent free business workspace.",
              "evidenceIds": [
                "meingpt:meingpt:billing"
              ]
            },
            {
              "id": "self_serve_trial",
              "question": "Is a self-serve business trial available?",
              "support": "supported",
              "answer": "10 days, EUR 5 after phone verification, no payment details or automatic paid conversion, up to ten emailed invitees.",
              "evidenceIds": [
                "meingpt:meingpt:billing"
              ]
            },
            {
              "id": "trial_scope",
              "question": "Do trials include SSO, connectors and admin features?",
              "support": "partial",
              "answer": "Most base functions are included; personal API keys are off, and request-only meeting/live recording and automations are initially off as in paid plans. SCIM/SSO enterprise enablement is not guaranteed.",
              "evidenceIds": [
                "meingpt:meingpt:billing"
              ]
            },
            {
              "id": "sales_gate",
              "question": "Does meaningful evaluation require sales contact?",
              "support": "partial",
              "answer": "Base trial is self-serve; request-enabled features and Enterprise terms are not self-service. No sales contact was made.",
              "evidenceIds": [
                "meingpt:meingpt:billing"
              ]
            }
          ],
          "limitations": [
            "free_tier: Trial expiry locks the workspace even for free models; the guide does not describe a permanent free business workspace.",
            "trial_scope: Most base functions are included; personal API keys are off, and request-only meeting/live recording and automations are initially off as in paid plans. SCIM/SSO enterprise enablement is not guaranteed.",
            "sales_gate: Base trial is self-serve; request-enabled features and Enterprise terms are not self-service. No sales contact was made."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:billing"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:VEN-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public price fields and German contract defaults exist; customer-specific terms and CHF invoicing remain open.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "minimum_commitment",
              "question": "What seat or spend minimum applies?",
              "support": "partial",
              "answer": "Public calculator starts at one user; individually negotiated Enterprise or on-prem minimums are not stated.",
              "evidenceIds": [
                "meingpt:meingpt:prices"
              ]
            },
            {
              "id": "contract_length",
              "question": "What contract lengths are offered?",
              "support": "supported",
              "answer": "Public calculator has annual/monthly options; terms default to one year absent another agreement.",
              "evidenceIds": [
                "meingpt:meingpt:prices",
                "meingpt:meingpt:terms"
              ]
            },
            {
              "id": "cancellation",
              "question": "How can the contract be cancelled or reduced?",
              "support": "supported",
              "answer": "Absent other terms, three months before term-end, text/email or admin cancellation; downgrades/user reductions effective following month, no current-month refund. Price changes require the stated notice/consent procedure.",
              "evidenceIds": [
                "meingpt:meingpt:terms"
              ]
            },
            {
              "id": "local_invoicing",
              "question": "Can it be invoiced in CHF or EUR from a European entity?",
              "support": "partial",
              "answer": "SelectCode GmbH is the German contracting entity and prices are EUR; CHF invoices were not confirmed.",
              "evidenceIds": [
                "meingpt:meingpt:terms"
              ]
            },
            {
              "id": "transparency_class",
              "question": "Is pricing transparent, partial, quote-only or unknown?",
              "support": "partial",
              "answer": "Partially specified: public marginal seat/model/add-on rates, but PII base, services and deployments are quote-only and Business packaging differs.",
              "evidenceIds": [
                "meingpt:meingpt:prices",
                "meingpt:meingpt:billing"
              ]
            }
          ],
          "limitations": [
            "minimum_commitment: Public calculator starts at one user; individually negotiated Enterprise or on-prem minimums are not stated.",
            "local_invoicing: SelectCode GmbH is the German contracting entity and prices are EUR; CHF invoices were not confirmed.",
            "transparency_class: Partially specified: public marginal seat/model/add-on rates, but PII base, services and deployments are quote-only and Business packaging differs."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:prices",
            "meingpt:meingpt:terms",
            "meingpt:meingpt:billing"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:VEN-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The public AGB establish a commercial subscription/rental use licence with contract-limited rights. Public component source licences and a distinct enterprise source-edition mapping remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "licence_type",
              "question": "Which licence applies to each component?",
              "support": "partial",
              "answer": "SelectCode AGB describe the software as a subscription/rental and grant a non-exclusive use right limited to the contract term. Public display, adaptation, translation and decompilation of the software are restricted subject to statutory rights. This establishes the commercial service-use licence; a client/server/connector source-licence inventory and current implementation revision remain unpublished.",
              "evidenceIds": [
                "meingpt:meingpt:terms-20261026"
              ]
            },
            {
              "id": "branding_restrictions",
              "question": "Do licence terms restrict branding or user counts?",
              "support": "partial",
              "answer": "AGB require purchased licences for majority-owned affiliates and give no independent right to sublicense or transfer usage rights. They restrict adapting the software. A numerical user cap or a component-specific branding licence is not established by these clauses.",
              "evidenceIds": [
                "meingpt:meingpt:terms-20261026"
              ]
            },
            {
              "id": "enterprise_features_closed",
              "question": "Are enterprise features in a separate closed edition?",
              "support": "unknown",
              "answer": "Are enterprise features in a separate closed edition? Unknown. The public commercial terms describe rented software, but no public client/server/connector source licence or current repository revision was located. Repository visibility was not treated as a licence. Rechecked 2026-10-26 in Allgemeine Geschäftsbedingungen | MeinGPT | KI-Use-Case-Plattform für den Mittelstand. Official links and targeted first-party searches yielded no further plan-scoped specification for the remaining atom.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Contractual service-use rights do not establish the licence of every server/client/connector dependency.",
            "No public implementation repository or enterprise source-edition map was identified."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-25",
          "evidenceIds": [
            "meingpt:meingpt:terms-20261026"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:VEN-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Individual downloads exist but a bulk chat export is explicitly unavailable.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_export",
              "question": "Can admins export all chats?",
              "support": "unsupported",
              "answer": "Security FAQ explicitly says there is currently no function to export all chats at once.",
              "evidenceIds": [
                "meingpt:meingpt:security"
              ]
            },
            {
              "id": "assistant_export",
              "question": "Can assistants and prompts be exported in a reusable format?",
              "support": "unknown",
              "answer": "Can assistants and prompts be exported in a reusable format? Unknown. No reusable assistant/prompt or knowledge-bundle export specification was located and no admin export fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "knowledge_export",
              "question": "Can knowledge bases and their sources be exported?",
              "support": "unknown",
              "answer": "Can knowledge bases and their sources be exported? Unknown. No reusable assistant/prompt or knowledge-bundle export specification was located and no admin export fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "export_format",
              "question": "Are formats documented and machine-readable?",
              "support": "partial",
              "answer": "Individual artifacts/slides/files/images can be downloaded; administrative logs have CSV/JSON exports. This does not establish portable assistants or a complete knowledge export.",
              "evidenceIds": [
                "meingpt:meingpt:security",
                "meingpt:meingpt:audit-export"
              ]
            },
            {
              "id": "post_termination_window",
              "question": "How long can data be retrieved after termination?",
              "support": "partial",
              "answer": "Terms permit export until termination takes effect; later access is blocked. DPA allows an individually agreed export window and return/deletion within 30 days after it.",
              "evidenceIds": [
                "meingpt:meingpt:terms",
                "meingpt:meingpt:dpa"
              ]
            }
          ],
          "limitations": [
            "chat_export: Security FAQ explicitly says there is currently no function to export all chats at once.",
            "export_format: Individual artifacts/slides/files/images can be downloaded; administrative logs have CSV/JSON exports. This does not establish portable assistants or a complete knowledge export.",
            "post_termination_window: Terms permit export until termination takes effect; later access is blocked. DPA allows an individually agreed export window and return/deletion within 30 days after it.",
            "Unverified assistant_export, knowledge_export: No reusable assistant/prompt or knowledge-bundle export specification was located and no admin export fixture was run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:security",
            "meingpt:meingpt:audit-export",
            "meingpt:meingpt:terms",
            "meingpt:meingpt:dpa"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:VEN-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "German vendor support and a public incident history are documented; an uptime credit schedule was not found.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "support_channels",
              "question": "Which support channels are available on each plan?",
              "support": "partial",
              "answer": "Terms provide email support Monday-Friday 09:00-17:00; timezone and plan-specific guaranteed response times are not stated.",
              "evidenceIds": [
                "meingpt:meingpt:terms"
              ]
            },
            {
              "id": "support_languages",
              "question": "Is support available in German, French or Italian?",
              "support": "unknown",
              "answer": "Is support available in German, French or Italian? Unknown. Contractual German/French/Italian support coverage, uptime commitments and credits were not established in public terms; German documentation alone does not prove language coverage.",
              "evidenceIds": []
            },
            {
              "id": "regional_presence",
              "question": "Is there a DACH or Swiss entity, team or partner?",
              "support": "supported",
              "answer": "SelectCode GmbH contracts from Unterhaching, Germany.",
              "evidenceIds": [
                "meingpt:meingpt:terms"
              ]
            },
            {
              "id": "uptime_sla",
              "question": "Is there an uptime SLA with credits?",
              "support": "unknown",
              "answer": "Is there an uptime SLA with credits? Unknown. Contractual German/French/Italian support coverage, uptime commitments and credits were not established in public terms; German documentation alone does not prove language coverage.",
              "evidenceIds": []
            },
            {
              "id": "status_page",
              "question": "Is there a public status page with history?",
              "support": "supported",
              "answer": "Public status.meingpt.com lists the platform and historical incidents; uptime is not an SLA.",
              "evidenceIds": [
                "meingpt:meingpt:status"
              ]
            }
          ],
          "limitations": [
            "support_channels: Terms provide email support Monday-Friday 09:00-17:00; timezone and plan-specific guaranteed response times are not stated.",
            "Unverified support_languages, uptime_sla: Contractual German/French/Italian support coverage, uptime commitments and credits were not established in public terms; German documentation alone does not prove language coverage."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:terms",
            "meingpt:meingpt:status"
          ]
        },
        {
          "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": "meingpt",
          "claimId": "meingpt:VEN-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Learning paths and business examples are built in; personal rollout services are quote-based.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public documentation checked 2026-10-21",
            "plan": "Platform licence; Governance, Enterprise API and request-only features identified below",
            "addOns": [],
            "deploymentMode": "multi-tenant-saas",
            "region": "Germany platform storage; model processing depends on provider, model and agreed DPA",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "meinGPT hosted workspace",
                "type": "web-app"
              }
            ]
          },
          "questions": [
            {
              "id": "onboarding_service",
              "question": "Is guided onboarding included?",
              "support": "partial",
              "answer": "Personal guidance covers selection, pilot and rollout on an individual offer; universal included consulting is not promised.",
              "evidenceIds": [
                "meingpt:meingpt:prices"
              ]
            },
            {
              "id": "user_training",
              "question": "Is end-user training offered, in which languages?",
              "support": "partial",
              "answer": "The learning area has guided practical courses; Governance enables mandatory assignments. Complete course language coverage was not stated.",
              "evidenceIds": [
                "meingpt:meingpt:academy",
                "meingpt:meingpt:audit"
              ]
            },
            {
              "id": "use_case_library",
              "question": "Are role-based use cases and templates provided?",
              "support": "supported",
              "answer": "Role/department personalization and business-use-case material are documented.",
              "evidenceIds": [
                "meingpt:meingpt:academy"
              ]
            },
            {
              "id": "adoption_programme",
              "question": "Is there a champion or adoption programme?",
              "support": "partial",
              "answer": "Pilot/adoption workspaces typically run a three-month fixed-price pilot with workshops; a defined champion programme was not found.",
              "evidenceIds": [
                "meingpt:meingpt:billing"
              ]
            },
            {
              "id": "service_cost",
              "question": "Which services cost extra?",
              "support": "supported",
              "answer": "Personal guidance is quote-only; terms bill services by time/person-days or individually agreed fixed price.",
              "evidenceIds": [
                "meingpt:meingpt:prices",
                "meingpt:meingpt:terms"
              ]
            }
          ],
          "limitations": [
            "onboarding_service: Personal guidance covers selection, pilot and rollout on an individual offer; universal included consulting is not promised.",
            "user_training: The learning area has guided practical courses; Governance enables mandatory assignments. Complete course language coverage was not stated.",
            "adoption_programme: Pilot/adoption workspaces typically run a three-month fixed-price pilot with workshops; a defined champion programme was not found."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "meingpt:meingpt:prices",
            "meingpt:meingpt:academy",
            "meingpt:meingpt:audit",
            "meingpt:meingpt:billing",
            "meingpt:meingpt:terms"
          ]
        },
        {
          "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": "meingpt:meingpt:rates",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/admin-guide/pricing",
      "title": "Alle Modelle | MeinGPT Docs",
      "locator": "Text-generation, translation, images and other-functions tables",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Public EUR token and service rates include GPT-5 mini at EUR 0.30 input and EUR 2.40 output per million tokens."
    },
    {
      "id": "meingpt:meingpt:models-rev2",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/platform/models",
      "title": "Modelle | MeinGPT Docs",
      "locator": "Model picker, model tables and own-LLM-key FAQ",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Current documentation lists selectable non-Meta model families, per-chat selection and context-length routing; the lifecycle table contains no current selectable Meta model."
    },
    {
      "id": "meingpt:meingpt:lifecycle-rev2",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/admin-guide/model-lifecycle",
      "title": "Modell-Lifecycle | MeinGPT Docs",
      "locator": "Phases, notice period and current-model table",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Active models, future retirement dates and automatic replacement rules are published."
    },
    {
      "id": "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": "meingpt:meingpt:lifecycle",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/admin-guide/model-lifecycle",
      "title": "Modell-Lifecycle | MeinGPT Docs",
      "locator": "Phases, notice period and current-model table",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Active models, future retirement dates and automatic replacement rules are published."
    },
    {
      "id": "meingpt:meingpt:changes",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/changelog",
      "title": "Was wir zuletzt released haben | MeinGPT | KI-Use-Case-Plattform für den Mittelstand",
      "locator": "v2.67.0, model retirement and deletion periods",
      "sourceDate": "2026-10-18",
      "retrievedAt": "2026-10-21",
      "finding": "Release 2.67.0 on 18 October adds Gemini 4 Argon, retires named models and adds configurable deletion periods."
    },
    {
      "id": "meingpt:meingpt:models",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/platform/models",
      "title": "Modelle | MeinGPT Docs",
      "locator": "Model picker, model tables and own-LLM-key FAQ",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Users choose models per chat; automatic selection is based on context length; customer LLM keys and endpoints cannot be added."
    },
    {
      "id": "meingpt:meingpt:translation",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/platform/translation",
      "title": "Übersetzer | MeinGPT Docs",
      "locator": "Engine/hosting, formats and glossary management",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Default text translation uses Google Cloud Translate and document translation uses DeepL through EU endpoints; glossaries and layout preservation are documented."
    },
    {
      "id": "meingpt:meingpt:subprocessors",
      "productId": "meingpt",
      "kind": "vendor-claimed",
      "url": "https://meingpt.com/sicherheit/subdienstleister",
      "title": "Subdienstleister & Verarbeitungsregionen | MeinGPT",
      "locator": "Register by function and processing region",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The register separates Germany platform storage, France backups and provider-specific EU inference regions."
    },
    {
      "id": "meingpt:meingpt:config",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/admin-guide/workspace-configuration",
      "title": "Workspace-Konfiguration | MeinGPT Docs",
      "locator": "Model access, default settings and additional chat context",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins can restrict models by teams or people and supply workspace-wide instructions; denied API models return an error."
    },
    {
      "id": "meingpt:meingpt:limits",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/admin-guide/usage-limits",
      "title": "Nutzungslimits | MeinGPT Docs",
      "locator": "Usage levels, meeting limits and user consumption table",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Personal category budgets block new use at zero; running meeting bots can overrun limits and scheduled runs are outside personal categories."
    },
    {
      "id": "meingpt:meingpt:api",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/api",
      "title": "Einführung | MeinGPT Docs",
      "locator": "API overview, rate limits and errors",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Chat, embeddings, assistants, workflows and transcription APIs use bearer keys and published token rate limits; translation is UI-only."
    },
    {
      "id": "meingpt:meingpt:pools",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/integrations/data-pools-rag",
      "title": "Datenquellen & RAG | MeinGPT Docs",
      "locator": "Cloud-source table, connector comparison and normal-chat search",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Cloud pools index six source types in Germany, refresh every 15 minutes and share a 300 GB raw-data budget."
    },
    {
      "id": "meingpt:meingpt:chat",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/platform/chats/eingabefeld",
      "title": "Eingabefeld | MeinGPT Docs",
      "locator": "Input controls, file limits, dictation and sharing",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Chat has stop, model choice, file upload, dictation and sharing links, with 50 files and 50 MB per non-image file."
    },
    {
      "id": "meingpt:meingpt:flow",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/privacy-security/faq-chats-datenfluss",
      "title": "Datenfluss bei MeinGPT Chats | MeinGPT Docs",
      "locator": "Processing steps, providers and deletion rights",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Chat deletion archives content; prompts have provider-dependent processing, and platform data stays until instructed deletion."
    },
    {
      "id": "meingpt:meingpt:sandbox",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/platform/code-sandbox",
      "title": "Code-Sandbox | MeinGPT Docs",
      "locator": "Execution flow, hosting, lifetime and limitations",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Python/JavaScript analysis and Office generation run in an isolated Unikraft Cloud VM in Frankfurt, including for on-premise customers."
    },
    {
      "id": "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": "meingpt:meingpt:assistants",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/platform/assistants",
      "title": "Assistenten | MeinGPT Docs",
      "locator": "Creation guide and editor sections",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Assistants combine model, instructions, files, pools, connectors, tools and memory."
    },
    {
      "id": "meingpt:meingpt:projects",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/platform/projects",
      "title": "Projekte | MeinGPT Docs",
      "locator": "Collaboration, roles and deletion",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Projects share instructions and workflows while each member keeps a private chat history."
    },
    {
      "id": "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": "meingpt:meingpt:m365",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/integrations/connectors/microsoft365",
      "title": "Microsoft 365 | MeinGPT Docs",
      "locator": "Overview, setup, tenant consent and permission model",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Separate Outlook, Teams, SharePoint and OneDrive connectors run under user OAuth; Outlook can write, the other three read."
    },
    {
      "id": "meingpt:meingpt:pool-controls",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/integrations/data-pool-search-settings",
      "title": "Sucheinstellungen am Datenpool | MeinGPT Docs",
      "locator": "Settings table and source-permission section",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Source-permission import is off by default and request-enabled for SharePoint and Drive only; answers always show sources."
    },
    {
      "id": "meingpt:meingpt:memory",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/platform/memory",
      "title": "Memory | MeinGPT Docs",
      "locator": "How memory works, management and admin controls",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Memory persists per user across enabled assistants; users can inspect/delete it and admins can disable the tool."
    },
    {
      "id": "meingpt:meingpt:preferences",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/platform/preferences",
      "title": "Präferenzen | MeinGPT Docs",
      "locator": "Chat settings and appearance",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Users can set persistent system instructions and a platform-language preference."
    },
    {
      "id": "meingpt:meingpt:roles",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/admin-guide/roles-and-access-model",
      "title": "Rollen & Zugriffsmodell | MeinGPT Docs",
      "locator": "Role table, admin exception and support visibility",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admin, Member and Viewer roles differ in settings access and seat use; admins see all team-shared assets."
    },
    {
      "id": "meingpt:meingpt:permissions",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/admin-guide/permissions",
      "title": "Berechtigungen | MeinGPT Docs",
      "locator": "Availability, permissions table and app restrictions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Support-enabled permissions control creation, sharing and app use per person or team."
    },
    {
      "id": "meingpt:meingpt:prompts",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/platform/prompt-library",
      "title": "Prompt-Bibliothek | MeinGPT Docs",
      "locator": "Core functions, visibility and sharing",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Saved prompt folders have private, workspace or department visibility."
    },
    {
      "id": "meingpt:meingpt:web",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/platform/web-search",
      "title": "Websuche | MeinGPT Docs",
      "locator": "Three routes, query creation, Linkup and research app",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Linkup powers chat search and a multi-step Deep Research app with cited sources."
    },
    {
      "id": "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": "meingpt:meingpt:workflows",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/platform/workflows-create",
      "title": "Workflows erstellen und ausführen | MeinGPT Docs",
      "locator": "Workflow editor and output format",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Project workflows support multiple models, variables, documents and downloadable Office, PDF or JSON output."
    },
    {
      "id": "meingpt:meingpt:scheduled",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/platform/scheduled-tasks",
      "title": "Geplante Aufgaben | MeinGPT Docs",
      "locator": "Beta availability, triggers and execution account",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Scheduled tasks are support-enabled beta with schedule, webhook and email triggers under the creator account."
    },
    {
      "id": "meingpt:meingpt:tools",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/admin-guide/tool-access-policy",
      "title": "Tool-Zugriffsrichtlinien | MeinGPT Docs",
      "locator": "Security warning and four enforcement layers",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Tool methods are intersected across admin and assistant policies; there is no interactive per-action permission dialog."
    },
    {
      "id": "meingpt:meingpt:audit",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/admin-guide/compliance-controls",
      "title": "Compliance Controls | MeinGPT Docs",
      "locator": "Core controls and Outpost search log",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Administrative settings logs exclude chat contents and are retained indefinitely; Governance Outpost search records are retained 90 days."
    },
    {
      "id": "meingpt:meingpt:outlook",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/integrations/connectors/outlook-addin",
      "title": "Outlook Add-in | MeinGPT Docs",
      "locator": "Prerequisites, supported clients and central deployment",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The Outlook add-in requires Enterprise API enablement and a personal API key and works in the received-mail reading view."
    },
    {
      "id": "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": "meingpt:meingpt:terms",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/agb",
      "title": "Allgemeine Geschäftsbedingungen | MeinGPT | KI-Use-Case-Plattform für den Mittelstand",
      "locator": "Sections 1a, 2, 3, 5 and final provisions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "German commercial terms distinguish SaaS from contract-agreed on-premise deployment and describe subscriptions, export and termination."
    },
    {
      "id": "meingpt:meingpt:images",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/platform/image-generator",
      "title": "Bilder Generieren | MeinGPT Docs",
      "locator": "Model list, references and output management",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The image app supports FLUX, GPT Image and Gemini image models with reference images and downloadable files."
    },
    {
      "id": "meingpt:meingpt:image-admin",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/admin-guide/image-models",
      "title": "Bildmodelle verwalten | MeinGPT Docs",
      "locator": "Image-model controls and complete table",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins enable image models and set a default; the table distinguishes manufacturer, host and EU/global processing."
    },
    {
      "id": "meingpt:meingpt:meeting",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/platform/meetings",
      "title": "Meetings | MeinGPT Docs",
      "locator": "Formats/limits, data flow and prices",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Recordings and transcripts become searchable meeting notes; Hetzner, Gladia and Vertex EU form the processing path."
    },
    {
      "id": "meingpt:meingpt:prices",
      "productId": "meingpt",
      "kind": "vendor-claimed",
      "url": "https://meingpt.com/preise",
      "title": "prices",
      "locator": "Annual price tiers, included functions, add-ons and model-cost sections",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The public calculator uses marginal seat tiers plus model consumption and optional Governance and Outpost fees."
    },
    {
      "id": "meingpt:meingpt:sso",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/admin-guide/access-and-login-security",
      "title": "Access & Login Security | MeinGPT Docs",
      "locator": "Own identity provider, authentication methods and Entra synchronization",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "OIDC, Google and Microsoft login, verified domains and additive Entra group synchronization are documented; SAML is explicitly excluded."
    },
    {
      "id": "meingpt:meingpt:scim",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/admin-guide/entra-scim-provisioning",
      "title": "Entra ID SCIM-Provisionierung | MeinGPT Docs",
      "locator": "SCIM versus SSO, prerequisites, effects and seat assignment",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "SCIM v1 provisions users only; deactivated accounts retain data and release their seat."
    },
    {
      "id": "meingpt:meingpt:analytics",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/admin-guide/ai-cockpit",
      "title": "KI-Cockpit | MeinGPT Docs",
      "locator": "Typical metrics, user/team costs and knowledge search",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Adoption and cost reports include user, model, API/platform and team breakdowns with CSV and ID-based anonymization."
    },
    {
      "id": "meingpt:meingpt:audit-export",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/admin-guide/admin-settings-map",
      "title": "Änderungsprotokoll exportieren | MeinGPT Docs",
      "locator": "Export procedure, fields and limits",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Admins export filtered administrative changes as CSV or JSON, capped at 10000 entries, 20 MiB and two minutes."
    },
    {
      "id": "meingpt:meingpt:dpa-page",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/avv",
      "title": "Auftragsverarbeitungsvertrag | MeinGPT | KI-Use-Case-Plattform für den Mittelstand",
      "locator": "Version and effectiveness",
      "sourceDate": "2026-09-24",
      "retrievedAt": "2026-10-21",
      "finding": "DPA 2.0.1 dated 24 September 2026 needs signature or recorded electronic acceptance; existing customers retain their agreed version."
    },
    {
      "id": "meingpt:meingpt:dpa",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/legal/avv/v2.0.1.pdf",
      "title": "MeinGPT DPA 2.0.1",
      "locator": "Version 2.0.1; sections 4, 5(5), 7, 9, 12, 13 and Annexes 3/4, pages 3-12",
      "sourceDate": "2026-09-24",
      "retrievedAt": "2026-10-21",
      "finding": "The signed-form DPA prohibits training, lists conditional subprocessors, defines authority-request handling and requires return or deletion within 30 days."
    },
    {
      "id": "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": "meingpt:meingpt:security",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/privacy-security/faq-data-security",
      "title": "Sind meine Daten sicher? | MeinGPT Docs",
      "locator": "Technical security, deletion and data portability",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Security documentation states TLS 1.3, AES-256, customer-managed keys on request, and no bulk chat/file export."
    },
    {
      "id": "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": "meingpt:meingpt:trust",
      "productId": "meingpt",
      "kind": "vendor-claimed",
      "url": "https://meingpt.com/sicherheit/nachweise",
      "title": "Sicherheitsnachweise & Trust Center | MeinGPT",
      "locator": "Certificates, assessments and document access",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "ISO 27001 and a 2025 SySS penetration-test certificate are listed behind email-gated access."
    },
    {
      "id": "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": "meingpt:meingpt:prices-rev2",
      "productId": "meingpt",
      "kind": "vendor-claimed",
      "url": "https://meingpt.com/preise",
      "title": "Preise für Plattform, Add-ons und KI-Nutzung | MeinGPT",
      "locator": "Feature table: Outpost release states; Governance separate agreement; calculator explicitly nonbinding",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The contracted platform is offered with optional Governance and Outpost modules; local files are Early Access and local MCP/PostgreSQL Private Beta. The price calculator requires a binding individual offer."
    },
    {
      "id": "meingpt:meingpt:secrecy-contract-rev2",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/agb",
      "title": "meinGPT terms: professional secrecy",
      "locator": "Section12(4), conditional duties for professional-secret data; no Governance prerequisite stated",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Section12(4) itself imposes indefinite professional secrecy and text-form staff/subcontractor obligations when covered data are processed; it does not state a Governance prerequisite. A separate addendum is outside the verified base-terms finding."
    },
    {
      "id": "meingpt:meingpt:billing-rev2",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/admin-guide/billing",
      "title": "Abrechnung verwalten | MeinGPT Docs",
      "locator": "Workspace types; Business upgrade card; standard-model inclusion",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Self-service Business is EUR29 per user/month excluding VAT, billed monthly, with unlimited standard-model use; premium/reasoning, API and meeting-bot use are separately metered."
    },
    {
      "id": "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": "meingpt:meingpt:ecb-fx",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml",
      "title": "ECB historical euro reference rates, 20 October 2026",
      "locator": "Cube time=2026-10-20, USD and CHF currency entries",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "ECB2026-10-20 reference rates:EUR1=USD1.1215=CHF0.9237, implying USD1=EUR0.89166206."
    },
    {
      "id": "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": "meingpt:meingpt:billing",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/admin-guide/billing",
      "title": "Abrechnung verwalten | MeinGPT Docs",
      "locator": "Workspace types, trial differences and Business upgrade",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A separate Business offer includes standard models; the trial lasts 10 days with EUR 5 credit and no payment details."
    },
    {
      "id": "meingpt:meingpt:terms-20261026",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/agb",
      "title": "Allgemeine Geschäftsbedingungen | MeinGPT | KI-Use-Case-Plattform für den Mittelstand",
      "locator": "Sections 1a, 2, 3, 5 and final provisions",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "German commercial terms distinguish SaaS from contract-agreed on-premise deployment and describe subscriptions, export and termination."
    },
    {
      "id": "meingpt:meingpt:status",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://status.meingpt.com/",
      "title": "status",
      "locator": "Platform component and incidents",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "A public service-status page exposes incident history."
    },
    {
      "id": "meingpt:meingpt:academy",
      "productId": "meingpt",
      "kind": "documented",
      "url": "https://meingpt.com/docs/platform/academy",
      "title": "Lernen & Entdecken | MeinGPT Docs",
      "locator": "Learning area content and personalization",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The learning area includes guided learning paths and business use cases."
    }
  ]
}
