{
  "schemaVersion": 1,
  "rubricVersion": "1.1",
  "kind": "pair",
  "slug": "chatgpt-vs-swissgpt",
  "canonicalUrl": "https://onaihq.com/compare/agents/chatgpt-vs-swissgpt/",
  "markdownUrl": "https://onaihq.com/compare/agents/chatgpt-vs-swissgpt/index.md",
  "dataUrl": "https://onaihq.com/compare/agents/chatgpt-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": "chatgpt",
      "name": "ChatGPT Business / Enterprise",
      "website": "https://chatgpt.com/business",
      "repository": null,
      "pageUrl": "https://onaihq.com/compare/agents/products/chatgpt/",
      "lifecycle": {
        "status": "sunset",
        "note": "The current custom-GPT FAQ says the transition affects all ChatGPT plans and schedules retirement for December 11, 2026, subject to account/workspace-specific notices. Qualified Enterprise deferrals may extend to February 11, 2027. Enterprise creation/publishing restrictions are separate from retirement.",
        "scope": "Custom GPTs on Business and Enterprise within this profile, according to each workspace notice. The FAQ also covers other plans. This is not a shutdown of ChatGPT, Work, plugins or the workspace service.",
        "continuation": "Migration to plugins. Under the planned workflow, GPT instructions become a skill, knowledge files become reference files, and connected apps are added; model choice, custom actions and sharing settings do not automatically transfer. Follow the affected workspace notice and test the replacement.",
        "announcementDate": null,
        "serviceEndDate": "2026-12-11",
        "checkedAt": "2026-10-26",
        "crossCheckedAt": "2026-10-26",
        "nextCheckAt": "2026-12-20",
        "evidenceIds": [
          "chatgpt:oa-gpt-migration-r2-20261026",
          "chatgpt:oa-enterprise-notes-20261026"
        ]
      },
      "surfaces": [
        {
          "id": "chatgpt-web",
          "name": "ChatGPT Business and Enterprise web workspaces",
          "type": "web-app"
        },
        {
          "id": "chatgpt-clients",
          "name": "ChatGPT desktop and mobile clients",
          "type": "native-app"
        },
        {
          "id": "chatgpt-apps",
          "name": "ChatGPT connected apps and custom MCP apps",
          "type": "integration"
        },
        {
          "id": "chatgpt-work",
          "name": "ChatGPT Work and team tasks, distinct from regular Chat and coding-only Codex",
          "type": "agent-workspace"
        },
        {
          "id": "chatgpt-office",
          "name": "Official Microsoft Office and Google Sheets add-ins where stated",
          "type": "suite-addin"
        }
      ],
      "sourcedClaimCount": 49,
      "statedByVendorCount": 0,
      "crossCheckedClaimCount": 49,
      "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": 29,
    "sharedSourcedCriteria": 29,
    "crossCheckedCriteriaByProduct": {
      "chatgpt": 49,
      "swissgpt": 30
    },
    "sourcedOnlyCriteriaByProduct": {
      "chatgpt": 0,
      "swissgpt": 0
    },
    "sourcedCriteriaByProduct": {
      "chatgpt": 49,
      "swissgpt": 30
    },
    "crossCheckedCriterionRows": 50,
    "sourcedOnlyCriterionRows": 0,
    "sourcedCriterionRows": 50,
    "statedByVendorRows": 0
  },
  "criteria": [
    {
      "id": "MOD-01",
      "title": "Model catalogue and providers",
      "group": {
        "id": 1,
        "name": "Models"
      },
      "judgment": "List each available model by provider and plan, including reasoning, fast and multimodal variants. Record whether the user picks the model, the product routes automatically, or both. A provider counts only if at least one of its current models is selectable on the scoped plan.",
      "questions": [
        {
          "id": "providers",
          "question": "Which model providers are available?"
        },
        {
          "id": "current_models",
          "question": "Which current models are selectable on this plan?"
        },
        {
          "id": "user_choice",
          "question": "Can users pick the model per chat?"
        },
        {
          "id": "auto_routing",
          "question": "Does the product route between models automatically, and is the chosen model shown?"
        },
        {
          "id": "multimodal_input",
          "question": "Which models accept images, audio or files?"
        }
      ],
      "products": [
        {
          "productId": "chatgpt",
          "claimId": "chatgpt:MOD-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business and Enterprise Chat use GPT6/Sol and Pro/Astra names; Work exposes a separate picker and model set.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-work"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "Business Standard/Premium Chat and Work; Enterprise/Edu model access only as specified in their dedicated model guide",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-work",
                "name": "ChatGPT Work and team tasks, distinct from regular Chat and coding-only Codex",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "providers",
              "question": "Which model providers are available?",
              "support": "supported",
              "answer": "These plan-specific Chat and Work catalogues use OpenAI models; connected apps are not additional chat-model providers.",
              "evidenceIds": [
                "chatgpt:oa-business-models-r2",
                "chatgpt:oa-enterprise-models-r2"
              ]
            },
            {
              "id": "current_models",
              "question": "Which current models are selectable on this plan?",
              "support": "partial",
              "answer": "Business and eligible Enterprise Chat: GPT6 at Instant–ExtraHigh is powered by GPT6 Sol; GPT6 Pro uses Astra. Business Work lists GPT6 Sol/6.1Sol/Luna, with other options only when enabled. Enterprise/Edu Work access also depends on rollout and roles. These are experience-specific names, not one universal picker.",
              "evidenceIds": [
                "chatgpt:oa-business-models-r2",
                "chatgpt:oa-enterprise-models-r2"
              ]
            },
            {
              "id": "user_choice",
              "question": "Can users pick the model per chat?",
              "support": "supported",
              "answer": "Business and Enterprise dedicated guides describe their Chat picker/effort choices; Work has a separate model/effort selector. Available options depend on seat/workspace/rollout.",
              "evidenceIds": [
                "chatgpt:oa-business-models-r2",
                "chatgpt:oa-enterprise-models-r2",
                "chatgpt:oa-work-r2"
              ]
            },
            {
              "id": "auto_routing",
              "question": "Does the product route between models automatically, and is the chosen model shown?",
              "support": "partial",
              "answer": "Business can add reasoning while Instant is selected and exposes Higher intelligence in Settings>General. Enterprise/Edu document workspace automatic-routing controls. Exact per-request routed identity was not observed.",
              "evidenceIds": [
                "chatgpt:oa-business-models-r2",
                "chatgpt:oa-enterprise-models-r2"
              ]
            },
            {
              "id": "multimodal_input",
              "question": "Which models accept images, audio or files?",
              "support": "partial",
              "answer": "Paid workspaces accept supported image/file/audio inputs; per-model modality mapping was not completely verified.",
              "evidenceIds": [
                "chatgpt:oa-files"
              ]
            }
          ],
          "limitations": [
            "Reconciliation: Work overview uses a broad not-in-regular-Chat sentence for its picker labels; dedicated Business/Enterprise Chat guides explicitly explain Sol powering the GPT6 Chat alias. GPT6.1Sol and Luna are not selectable in regular Chat.",
            "No tenant picker, per-model modality matrix or routing trace was observed."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-business-models-r2",
            "chatgpt:oa-enterprise-models-r2",
            "chatgpt:oa-work-r2",
            "chatgpt:oa-files"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:MOD-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Dated release notes exist; a three-release provider/product lag series remains unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "release_lag_days",
              "question": "What was the lag for each of the last three major releases, per provider?",
              "support": "unknown",
              "answer": "What was the lag for each of the last three major releases, per provider? Unverified after checking OpenAI Business/Enterprise documentation, current model and app pages, service agreement and release notes retrieved 2026-10-21; no paid workspace or shared fixture.",
              "evidenceIds": []
            },
            {
              "id": "changelog",
              "question": "Is there a dated public model changelog?",
              "support": "supported",
              "answer": "Business and Enterprise/Edu have dated release notes.",
              "evidenceIds": [
                "chatgpt:oa-business-notes",
                "chatgpt:oa-enterprise-notes"
              ]
            },
            {
              "id": "deprecation_notice",
              "question": "How much notice is given before a model is removed?",
              "support": "unknown",
              "answer": "No universal model-removal notice or three current model retirement examples were established from the checked release notes. Planned custom-GPT retirement is recorded separately in roadmapReview.",
              "evidenceIds": []
            },
            {
              "id": "version_pinning",
              "question": "Can an admin keep an older model version?",
              "support": "partial",
              "answer": "Both current Business and Enterprise model guides say an explicit GPT5.6Sol selection remains during the GPT6 rollout. This is preserved selection, not indefinite administrator version pinning.",
              "evidenceIds": [
                "chatgpt:oa-business-models-r2",
                "chatgpt:oa-enterprise-models-r2"
              ]
            }
          ],
          "limitations": [
            "No three-release provider/product lag series or general guaranteed model-removal notice period was established.",
            "Retained explicit model selection is documented separately for Business and Enterprise; no permanent pinned-service promise."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-business-notes",
            "chatgpt:oa-enterprise-notes",
            "chatgpt:oa-business-models-r2",
            "chatgpt:oa-enterprise-models-r2"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:MOD-03",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        },
        {
          "productId": "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": "chatgpt",
          "claimId": "chatgpt:MOD-04",
          "verificationStatus": "not-published",
          "support": "not-published",
          "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        },
        {
          "productId": "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": "chatgpt",
          "claimId": "chatgpt:MOD-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise model and default controls are documented; Business allowances depend on seat type.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "model_allowlist_by_group",
              "question": "Can admins limit models per group?",
              "support": "supported",
              "answer": "Enterprise/Edu model access uses workspace settings and RBAC; groups can receive roles.",
              "evidenceIds": [
                "chatgpt:oa-models",
                "chatgpt:oa-admin-quickstart"
              ]
            },
            {
              "id": "data_bound_models",
              "question": "Can admins restrict which models receive connector or knowledge content?",
              "support": "unknown",
              "answer": "Can admins restrict which models receive connector or knowledge content? Unverified after checking OpenAI Business/Enterprise documentation, current model and app pages, service agreement and release notes retrieved 2026-10-21; no paid workspace or shared fixture.",
              "evidenceIds": []
            },
            {
              "id": "default_model",
              "question": "Can admins set the default model?",
              "support": "supported",
              "answer": "Enterprise admins choose separate Chat and Work starting models/effort; defaults do not grant access.",
              "evidenceIds": [
                "chatgpt:oa-admin-settings"
              ]
            },
            {
              "id": "user_limits",
              "question": "What per-user message or token limits apply, and are they published?",
              "support": "partial",
              "answer": "Business Premium includes five times Standard usage and no five-hour cap; exact prompt count depends on task/model.",
              "evidenceIds": [
                "chatgpt:oa-business"
              ]
            },
            {
              "id": "limit_behaviour",
              "question": "What happens when a limit is reached?",
              "support": "partial",
              "answer": "Eligible work can draw workspace credits after included allowance; insufficient credits can stop credit-backed features.",
              "evidenceIds": [
                "chatgpt:oa-credit-controls"
              ]
            }
          ],
          "limitations": [
            "No two-group model or data-bound-model test was run. Virtually unlimited Enterprise messages do not imply zero-dollar usage under token-billed contracts."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-models",
            "chatgpt:oa-admin-quickstart",
            "chatgpt:oa-admin-settings",
            "chatgpt:oa-business",
            "chatgpt:oa-credit-controls"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:KNOW-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Formats and upload limits are documented; shared-fixture fidelity is untested.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "formats",
              "question": "Which formats are accepted?",
              "support": "supported",
              "answer": "DOCX/PDF/TXT, XLS/XLSX/CSV/TSV, PPTX and supported image/audio uploads.",
              "evidenceIds": [
                "chatgpt:oa-files"
              ]
            },
            {
              "id": "limits",
              "question": "What size and count limits apply per file and chat?",
              "support": "supported",
              "answer": "Documents 512 MB/2M tokens; spreadsheets about 50 MB; images 20 MB; up to 80 uploads/3 hours, subject to peak reductions.",
              "evidenceIds": [
                "chatgpt:oa-files"
              ]
            },
            {
              "id": "ocr",
              "question": "Are scanned PDFs read?",
              "support": "partial",
              "answer": "Enterprise PDF visual retrieval can process embedded visual content; other plans use text-based retrieval. A scanned-contract OCR test was not run.",
              "evidenceIds": [
                "chatgpt:oa-files"
              ]
            },
            {
              "id": "spreadsheets",
              "question": "Are Excel tables read with structure intact?",
              "support": "partial",
              "answer": "Python analysis accepts structured sheets; formula/structure fidelity was not tested.",
              "evidenceIds": [
                "chatgpt:oa-analysis"
              ]
            },
            {
              "id": "full_vs_chunked",
              "question": "Is the whole file used or only retrieved parts, and does the user see which?",
              "support": "unknown",
              "answer": "Is the whole file used or only retrieved parts, and does the user see which? Unverified after checking upload and analysis documentation; full/chunk selection and the long-PDF/scanned-contract/formula/PPT fixture were not observed.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: full_vs_chunked.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-files",
            "chatgpt:oa-analysis"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:KNOW-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Projects and GPT knowledge persist curated content with sharing and file limits.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "persistent_collections",
              "question": "Can users keep document collections across chats?",
              "support": "supported",
              "answer": "Projects retain chats, files and instructions across related work.",
              "evidenceIds": [
                "chatgpt:oa-projects"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can collections be shared with users, groups or the whole organisation?",
              "support": "partial",
              "answer": "Shared projects expose project contents to admitted members and support group invitations where permitted; full entitlement matrix was not tested.",
              "evidenceIds": [
                "chatgpt:oa-projects"
              ]
            },
            {
              "id": "size_limits",
              "question": "What are the collection limits?",
              "support": "supported",
              "answer": "Business/Enterprise/Edu projects allow 40 files; a GPT can have up to 20 knowledge files.",
              "evidenceIds": [
                "chatgpt:oa-files"
              ]
            },
            {
              "id": "assistant_binding",
              "question": "Can collections be bound to an assistant?",
              "support": "supported",
              "answer": "GPTs can bind knowledge files; project chats can use GPTs under documented constraints.",
              "evidenceIds": [
                "chatgpt:oa-files",
                "chatgpt:oa-projects"
              ]
            }
          ],
          "limitations": [
            "Custom GPT retirement is planned for affected Enterprise workspaces; the dates are in the roadmap review."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-projects",
            "chatgpt:oa-files"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:KNOW-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Live apps and custom MCP connect business data; individual app entitlement and permission scope matter.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "microsoft_365",
              "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?",
              "support": "supported",
              "answer": "SharePoint covers supported SharePoint/OneDrive work content. Current Enterprise notes describe Teams and Outlook live-app controls.",
              "evidenceIds": [
                "chatgpt:oa-sharepoint",
                "chatgpt:oa-enterprise-notes"
              ]
            },
            {
              "id": "google_workspace",
              "question": "Which Google sources are connected?",
              "support": "partial",
              "answer": "Current app/release documentation includes Google Drive and Gmail event connections; permissions and region depend on the app.",
              "evidenceIds": [
                "chatgpt:oa-apps",
                "chatgpt:oa-team-tasks"
              ]
            },
            {
              "id": "atlassian",
              "question": "Confluence and Jira?",
              "support": "partial",
              "answer": "Business release notes list the Atlassian Rovo MCP connection for Jira, Confluence and Compass; current per-region rollout was not trialled.",
              "evidenceIds": [
                "chatgpt:oa-business-notes"
              ]
            },
            {
              "id": "other_systems",
              "question": "Which other business systems?",
              "support": "partial",
              "answer": "Slack is documented; Business app templates include GitHub Enterprise, Snowflake and Databricks. Box, Salesforce and ServiceNow details remain unverified.",
              "evidenceIds": [
                "chatgpt:oa-business-notes"
              ]
            },
            {
              "id": "on_prem_sources",
              "question": "Can on-prem file shares or databases be connected?",
              "support": "partial",
              "answer": "Custom remote MCP can reach private systems through a secure tunnel; named file-share/database coverage and deployment entitlement were not tested.",
              "evidenceIds": [
                "chatgpt:oa-mcp"
              ]
            },
            {
              "id": "connector_provider",
              "question": "Who builds and maintains each connector?",
              "support": "partial",
              "answer": "OpenAI-built, partner and customer MCP apps coexist; the responsible publisher must be checked per app.",
              "evidenceIds": [
                "chatgpt:oa-mcp"
              ]
            }
          ],
          "limitations": [
            "Microsoft Entra consent and ChatGPT app/action enablement are distinct. No connector list is treated as a passed retrieval test."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-sharepoint",
            "chatgpt:oa-enterprise-notes",
            "chatgpt:oa-apps",
            "chatgpt:oa-team-tasks",
            "chatgpt:oa-business-notes",
            "chatgpt:oa-mcp"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:KNOW-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Connected sources inherit user permissions; plan entitlement for additional SharePoint site/label controls remains unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "Business/Enterprise/Edu Company Knowledge source permissions and app enablement; SharePoint policy controls require separate workspace enablement with plan eligibility unverified",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "source_permissions_respected",
              "question": "Are source permissions enforced per user?",
              "support": "supported",
              "answer": "Company Knowledge is documented for Business/Enterprise/Edu and retrieves only content the connected source account permits.",
              "evidenceIds": [
                "chatgpt:oa-company-r2"
              ]
            },
            {
              "id": "enforcement_point",
              "question": "Does the source system, a mirrored index or nothing enforce them?",
              "support": "partial",
              "answer": "Live SharePoint checks authorized Microsoft-account access and requires delegated Sites.Read.All/Files.Read.All; setup availability remains workspace-dependent.",
              "evidenceIds": [
                "chatgpt:oa-sharepoint-r2"
              ]
            },
            {
              "id": "revocation_delay",
              "question": "How quickly does a removed permission take effect?",
              "support": "unknown",
              "answer": "How quickly does a removed permission take effect? Unverified after checking live SharePoint and Company Knowledge docs; no two-user/revocation fixture.",
              "evidenceIds": []
            },
            {
              "id": "admin_scope_controls",
              "question": "Can admins exclude sites, folders or labels?",
              "support": "partial",
              "answer": "Owners/admins manage allowed apps/sources; Enterprise/Edu add RBAC/group controls. A separate enabled-workspace guide describes SharePoint site policies, but its complete plan matrix was not verified.",
              "evidenceIds": [
                "chatgpt:oa-company-r2",
                "chatgpt:oa-sharepoint-policy-r2"
              ]
            },
            {
              "id": "sensitivity_labels",
              "question": "Are Microsoft Purview or similar labels respected?",
              "support": "unknown",
              "answer": "The SharePoint policy guide describes label-GUID exclusions only after workspace enablement and does not name a complete plan matrix. Availability for Business or a particular Enterprise configuration remains unverified; no fixture was run.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Positive plan-scoped findings cover source-account permissions and app availability controls. Optional SharePoint policies are recorded as conditional documentation and an explicit entitlement gap.",
            "No two-user restricted-document, label-exclusion or revocation-latency test."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-company-r2",
            "chatgpt:oa-sharepoint-r2",
            "chatgpt:oa-sharepoint-policy-r2"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:KNOW-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise administrator-managed sync retired October16; supported real-time apps are the replacement route.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "Enterprise workspaces affected by the October16 administrator-managed sync retirement; no inferred Business retirement schedule",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "live_or_indexed",
              "question": "Is content searched live or copied into an index?",
              "support": "partial",
              "answer": "The Enterprise October16 notice retires administrator-managed sync and directs use of real-time GoogleDrive/SharePoint/Teams. Current Company Knowledge uses eligible apps; current residency guidance no longer specifies the older admin-indexing route. This does not prove every third-party app is index-free.",
              "evidenceIds": [
                "chatgpt:oa-enterprise-notes-r2",
                "chatgpt:oa-company-r2",
                "chatgpt:oa-residency-r2"
              ]
            },
            {
              "id": "sync_interval",
              "question": "How often does an index refresh?",
              "support": "unknown",
              "answer": "How often does an index refresh? Unverified after checking October 16 Enterprise notes and live SharePoint docs; app-specific refresh/deletion SLAs and index geography not verified.",
              "evidenceIds": []
            },
            {
              "id": "deletion_propagation",
              "question": "How quickly does a deleted document disappear?",
              "support": "unknown",
              "answer": "How quickly does a deleted document disappear? Unverified after checking October 16 Enterprise notes and live SharePoint docs; app-specific refresh/deletion SLAs and index geography not verified.",
              "evidenceIds": []
            },
            {
              "id": "index_location",
              "question": "Where is indexed content stored?",
              "support": "unknown",
              "answer": "Where is indexed content stored? Unverified after checking October 16 Enterprise notes and live SharePoint docs; app-specific refresh/deletion SLAs and index geography not verified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "The earlier indexing conflict was stale context: the rechecked Company Knowledge/residency articles now describe current app-based access. Historical configurations are outside this current Enterprise finding.",
            "Per-app synchronization, deletion timing and index geography remain unknown. No Business-wide retirement is inferred from Enterprise notes."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-enterprise-notes-r2",
            "chatgpt:oa-company-r2",
            "chatgpt:oa-residency-r2"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:KNOW-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Source links are documented; shared-corpus grounding accuracy remains unknown.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "citations",
              "question": "Are answers linked to specific sources?",
              "support": "partial",
              "answer": "Company Knowledge and SharePoint answers can include source links; presence is not guaranteed for every answer.",
              "evidenceIds": [
                "chatgpt:oa-company",
                "chatgpt:oa-sharepoint"
              ]
            },
            {
              "id": "citation_accuracy",
              "question": "Do the cited passages support the answer?",
              "support": "unknown",
              "answer": "Do the cited passages support the answer? Unverified after checking Company Knowledge/source-link docs; no factual, cross-document, cross-language or unanswerable-question fixture.",
              "evidenceIds": []
            },
            {
              "id": "cross_language",
              "question": "Does a question in one language find documents in another?",
              "support": "unknown",
              "answer": "Does a question in one language find documents in another? Unverified after checking Company Knowledge/source-link docs; no factual, cross-document, cross-language or unanswerable-question fixture.",
              "evidenceIds": []
            },
            {
              "id": "no_answer_behaviour",
              "question": "Does it say when the corpus has no answer?",
              "support": "unknown",
              "answer": "Does it say when the corpus has no answer? Unverified after checking Company Knowledge/source-link docs; no factual, cross-document, cross-language or unanswerable-question fixture.",
              "evidenceIds": []
            },
            {
              "id": "observed_accuracy",
              "question": "How many of the question set were answered correctly?",
              "support": "unknown",
              "answer": "How many of the question set were answered correctly? Unverified after checking Company Knowledge/source-link docs; no factual, cross-document, cross-language or unanswerable-question fixture.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "No answer accuracy, citation accuracy or refusal rate was measured."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-company",
            "chatgpt:oa-sharepoint"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:KNOW-07",
          "verificationStatus": "agent-cross-checked",
          "support": "supported",
          "answer": "Personal memory and project context have user and Enterprise role controls.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "custom_instructions",
              "question": "Can users set persistent instructions?",
              "support": "supported",
              "answer": "Custom instructions give persistent user guidance, separate from inferred memory.",
              "evidenceIds": [
                "chatgpt:oa-memory"
              ]
            },
            {
              "id": "cross_chat_memory",
              "question": "Does the product remember facts across chats?",
              "support": "supported",
              "answer": "Enabled memory can use remembered facts and prior-chat context; availability varies.",
              "evidenceIds": [
                "chatgpt:oa-memory"
              ]
            },
            {
              "id": "user_memory_controls",
              "question": "Can users view, edit and delete memories?",
              "support": "supported",
              "answer": "Users can inspect, correct or delete remembered information; source chats/files may need separate deletion.",
              "evidenceIds": [
                "chatgpt:oa-memory"
              ]
            },
            {
              "id": "admin_memory_controls",
              "question": "Can admins turn memory off?",
              "support": "supported",
              "answer": "Enterprise admins can manage supported shared/improved-memory permissions by role.",
              "evidenceIds": [
                "chatgpt:oa-admin-settings"
              ]
            }
          ],
          "limitations": [],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-memory",
            "chatgpt:oa-admin-settings"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:AGT-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "GPTs, plugins and Workspace Agents offer reusable behavior; current notices plan custom-GPT retirement across plans.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps",
              "chatgpt-work"
            ],
            "version": "Current hosted commercial documentation checked 2026-10-26",
            "plan": "Business and Enterprise reusable workspace GPT/project/plugin behavior, subject to access controls",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              },
              {
                "id": "chatgpt-work",
                "name": "ChatGPT Work and team tasks, distinct from regular Chat and coding-only Codex",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "create_assistants",
              "question": "Can users create assistants with instructions, knowledge and tools?",
              "support": "partial",
              "answer": "Business includes GPTs and Workspace Agents; projects/GPT knowledge provide instructions and files. Tools depend on app configuration.",
              "evidenceIds": [
                "chatgpt:oa-business-20261026",
                "chatgpt:oa-files-20261026",
                "chatgpt:oa-business-notes-20261026"
              ]
            },
            {
              "id": "creator_permissions",
              "question": "Can admins limit who creates them?",
              "support": "partial",
              "answer": "Workspace settings govern creation and sharing. The FAQ covers all-plan retirement on December 11, subject to account/workspace notices and approved Enterprise deferrals. In affected Enterprise workspaces, October 26 is the planned freeze on new GPT creation; publish drafts needed for migration before it. Existing unmigrated GPTs remain editable; migration makes the original read-only. Tenant state was not observed.",
              "evidenceIds": [
                "chatgpt:chatgpt:review-fix-gpt-creation-freeze-20261026",
                "chatgpt:oa-admin-settings-20261026"
              ]
            },
            {
              "id": "sharing_scope",
              "question": "Can assistants be shared with users, groups or everyone?",
              "support": "partial",
              "answer": "Workspace GPT/project sharing is documented; exact user/group/public options depend on workspace policy and residency.",
              "evidenceIds": [
                "chatgpt:oa-projects",
                "chatgpt:oa-residency-r2-20261026"
              ]
            },
            {
              "id": "catalogue",
              "question": "Is there an internal assistant directory?",
              "support": "partial",
              "answer": "The plugin directory and workspace GPT/agent discovery are documented.",
              "evidenceIds": [
                "chatgpt:oa-business-notes-20261026",
                "chatgpt:oa-company-r2-20261026"
              ]
            },
            {
              "id": "prompt_library",
              "question": "Are shared prompt templates available?",
              "support": "partial",
              "answer": "The direct Plugins guide describes reusable skills/instructions and apps for Chat/Work, including workspace plugin sharing on Business/Enterprise. A dedicated prompt-library contract was not verified. Word has separate skills: plugins are unsupported there and ChatGPT skills do not carry over.",
              "evidenceIds": [
                "chatgpt:oa-plugins-r2-20261026",
                "chatgpt:oa-word-r2-20261026"
              ]
            }
          ],
          "limitations": [
            "create_assistants: Business includes GPTs and Workspace Agents; projects/GPT knowledge provide instructions and files. Tools depend on app configuration.",
            "creator_permissions: Workspace settings govern creation and sharing. The FAQ covers all-plan retirement on December 11, subject to account/workspace notices and approved Enterprise deferrals. In affected Enterprise workspaces, October 26 is the planned freeze on new GPT creation; publish drafts needed for migration before it. Existing unmigrated GPTs remain editable; migration makes the original read-only. Tenant state was not observed.",
            "sharing_scope: Workspace GPT/project sharing is documented; exact user/group/public options depend on workspace policy and residency.",
            "catalogue: The plugin directory and workspace GPT/agent discovery are documented.",
            "prompt_library: The direct Plugins guide describes reusable skills/instructions and apps for Chat/Work, including workspace plugin sharing on Business/Enterprise. A dedicated prompt-library contract was not verified. Word has separate skills: plugins are unsupported there and ChatGPT skills do not carry over."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-business-20261026",
            "chatgpt:oa-files-20261026",
            "chatgpt:oa-business-notes-20261026",
            "chatgpt:oa-admin-settings-20261026",
            "chatgpt:oa-projects",
            "chatgpt:oa-residency-r2-20261026",
            "chatgpt:oa-company-r2-20261026",
            "chatgpt:oa-plugins-r2-20261026",
            "chatgpt:oa-word-r2-20261026",
            "chatgpt:oa-gpt-migration-r2-20261026",
            "chatgpt:oa-enterprise-notes-20261026",
            "chatgpt:chatgpt:review-fix-gpt-creation-freeze-20261026"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:AGT-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Current custom MCP connections use the web Plugins flow with plan-specific creator and publication permissions.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "Business and Enterprise/Edu custom remote MCP connections on ChatGPT web; Enterprise built-in tools only where explicitly named",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "builtin_tools",
              "question": "Which tools are built in?",
              "support": "supported",
              "answer": "Enterprise model documentation lists search/research/analysis/uploads/canvas/projects/voice/images; this inventory is Enterprise-specific.",
              "evidenceIds": [
                "chatgpt:oa-enterprise-models-r2"
              ]
            },
            {
              "id": "custom_actions",
              "question": "Can admins add API actions?",
              "support": "partial",
              "answer": "Custom MCP servers can expose read and write/modify tools. OpenAPI-action migration/parity is not established by this MCP finding.",
              "evidenceIds": [
                "chatgpt:oa-mcp-r2"
              ]
            },
            {
              "id": "mcp_client",
              "question": "Can it use remote MCP servers, and with what admin control?",
              "support": "supported",
              "answer": "Full MCP/custom remote connections are documented for Business/Enterprise/Edu web. Current Plugins creation does not require Developer Mode and the guide does not label this current flow beta.",
              "evidenceIds": [
                "chatgpt:oa-mcp-r2"
              ]
            },
            {
              "id": "tool_auth",
              "question": "Do tools act as the user or as a shared account?",
              "support": "supported",
              "answer": "Personal app authorization and designated team service-account connections are separate routes.",
              "evidenceIds": [
                "chatgpt:oa-apps",
                "chatgpt:oa-team-tasks"
              ]
            },
            {
              "id": "tool_approval",
              "question": "Can admins approve or block tools, and can users confirm actions before they run?",
              "support": "partial",
              "answer": "Business admins/owners create/publish; Enterprise/Edu may delegate creation by RBAC but only admins/owners publish. Chat confirmations depend on app permissions/context; Workspace Agents use builder-specific controls. The live SharePoint app also documents separately enabled writes.",
              "evidenceIds": [
                "chatgpt:oa-mcp-r2",
                "chatgpt:oa-sharepoint-r2"
              ]
            }
          ],
          "limitations": [
            "Reconciliation: the rechecked MCP page redirects to Connecting custom MCP servers and replaces the old Developer Mode/search-only account with the current Plugins workflow. OpenAI-built apps are not assumed search-only.",
            "Custom remote MCP scope is web. No tool/authentication/approval fixture or universal write permission is claimed."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-enterprise-models-r2",
            "chatgpt:oa-mcp-r2",
            "chatgpt:oa-apps",
            "chatgpt:oa-team-tasks",
            "chatgpt:oa-sharepoint-r2"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:AGT-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Search, research and source links exist; external-provider and residency boundaries remain relevant.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "web_search",
              "question": "Is web search available?",
              "support": "supported",
              "answer": "Search is available on Business, Enterprise and Edu when permitted.",
              "evidenceIds": [
                "chatgpt:oa-search"
              ]
            },
            {
              "id": "admin_toggle",
              "question": "Can admins disable it per organisation or group?",
              "support": "partial",
              "answer": "Managed workspaces apply role/search controls; full Business-versus-Enterprise group policy was not verified.",
              "evidenceIds": [
                "chatgpt:oa-search"
              ]
            },
            {
              "id": "search_provider",
              "question": "Which search provider handles queries, and where?",
              "support": "partial",
              "answer": "Rewritten queries/general location can reach external search providers; external integrations are outside the ChatGPT residency guarantee.",
              "evidenceIds": [
                "chatgpt:oa-search",
                "chatgpt:oa-residency"
              ]
            },
            {
              "id": "deep_research",
              "question": "Is multi-step research with a report available?",
              "support": "supported",
              "answer": "Business and Enterprise include Deep Research; shared-report outcomes were not tested.",
              "evidenceIds": [
                "chatgpt:oa-business",
                "chatgpt:oa-models"
              ]
            },
            {
              "id": "web_citations",
              "question": "Are web sources cited?",
              "support": "supported",
              "answer": "Search responses provide source links/citations, with vendor warnings about correctness.",
              "evidenceIds": [
                "chatgpt:oa-search"
              ]
            }
          ],
          "limitations": [
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-search",
            "chatgpt:oa-residency",
            "chatgpt:oa-business",
            "chatgpt:oa-models"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:AGT-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business/Enterprise team tasks support cloud schedules and app events.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-work"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "Business and Enterprise team tasks, subject to workspace permissions",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-work",
                "name": "ChatGPT Work and team tasks, distinct from regular Chat and coding-only Codex",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "workflow_builder",
              "question": "Is there a workflow or chain builder?",
              "support": "supported",
              "answer": "Workspace Agents/team tasks use saved instructions, plugins and approved connections.",
              "evidenceIds": [
                "chatgpt:oa-team-tasks"
              ]
            },
            {
              "id": "scheduled_tasks",
              "question": "Can prompts or assistants run on a schedule?",
              "support": "supported",
              "answer": "Team tasks run on recurring schedules or one-time dates even while clients are closed.",
              "evidenceIds": [
                "chatgpt:oa-team-tasks"
              ]
            },
            {
              "id": "event_triggers",
              "question": "Can external events start a workflow?",
              "support": "supported",
              "answer": "Supported Gmail/Slack events can start a task under configured permissions.",
              "evidenceIds": [
                "chatgpt:oa-team-tasks"
              ]
            },
            {
              "id": "builder_audience",
              "question": "Is building aimed at business users, IT or developers?",
              "support": "supported",
              "answer": "Authorized members configure task instructions/triggers; admins and team owners manage connections.",
              "evidenceIds": [
                "chatgpt:oa-team-tasks"
              ]
            }
          ],
          "limitations": [
            "No event-trigger or multi-step fixture was run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-team-tasks"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:AGT-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "ChatGPT Work is the current multi-step task experience; legacy agent limits are historical.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-work"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "Eligible Business and Enterprise Work access",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-work",
                "name": "ChatGPT Work and team tasks, distinct from regular Chat and coding-only Codex",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "agent_mode",
              "question": "Is there an agent mode for multi-step tasks?",
              "support": "supported",
              "answer": "Current Work documentation describes longer multi-step tasks and finished document/spreadsheet/presentation deliverables on eligible paid workspaces.",
              "evidenceIds": [
                "chatgpt:oa-work-r2"
              ]
            },
            {
              "id": "visible_steps",
              "question": "Are steps and tool calls shown?",
              "support": "partial",
              "answer": "Work documents reviewing progress and directing task execution; full tool-step visibility was not observed.",
              "evidenceIds": [
                "chatgpt:oa-work-r2"
              ]
            },
            {
              "id": "side_effect_confirmation",
              "question": "Must the user confirm actions with side effects?",
              "support": "partial",
              "answer": "Work uses applicable permissions and approval requirements; precise app-by-app side-effect confirmations were not fixture-tested.",
              "evidenceIds": [
                "chatgpt:oa-work-r2"
              ]
            },
            {
              "id": "stop_control",
              "question": "Can the user stop a running task?",
              "support": "unknown",
              "answer": "A concrete stop-control workflow for a running Work task was not established from current Work documentation; no running-task fixture was executed.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Reconciliation: the legacy agent page's current Overview explicitly says it is unavailable and directs users to Work. The older body's plan list/40-request quotas describe the retired experience and are excluded from this Work finding.",
            "Current Work is the sole source for positive execution/approval behavior; no gather-three-documents/draft-email fixture was run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-work-r2"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:AGT-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The separate API platform is distinct from the governed ChatGPT workspace.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_api",
              "question": "Is there an API for chat and assistants?",
              "support": "partial",
              "answer": "API usage is separate from Business subscription billing. A supported API for the same ChatGPT workspace conversations/assistants was not established.",
              "evidenceIds": [
                "chatgpt:oa-business-faq"
              ]
            },
            {
              "id": "knowledge_api",
              "question": "Can documents be loaded through an API?",
              "support": "unknown",
              "answer": "Can documents be loaded through an API? Unverified after checking Business/API separation and Compliance Platform docs; no general ChatGPT knowledge-ingestion API or product MCP-server contract verified.",
              "evidenceIds": []
            },
            {
              "id": "api_governance",
              "question": "Do audit, budgets and model rules apply to API use?",
              "support": "partial",
              "answer": "API credits/rate limits do not transfer to Business workspace allowances; unified audit/budget/model policy was not established.",
              "evidenceIds": [
                "chatgpt:oa-business-faq"
              ]
            },
            {
              "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? Unverified after checking Business/API separation and Compliance Platform docs; no general ChatGPT knowledge-ingestion API or product MCP-server contract verified.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: knowledge_api, mcp_server.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-business-faq"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:WORK-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Web, mobile and desktop clients exist, with plan-specific managed deployment.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "web",
              "question": "Is a full web client available?",
              "support": "supported",
              "answer": "ChatGPT and Company Knowledge have web interfaces.",
              "evidenceIds": [
                "chatgpt:oa-company"
              ]
            },
            {
              "id": "desktop_apps",
              "question": "Windows and macOS apps?",
              "support": "supported",
              "answer": "The current ChatGPT desktop app supports macOS and Windows.",
              "evidenceIds": [
                "chatgpt:oa-work"
              ]
            },
            {
              "id": "mobile_apps",
              "question": "iOS and Android apps with SSO?",
              "support": "partial",
              "answer": "Business is available on iPhone/Android; enterprise SSO app login was not trialled.",
              "evidenceIds": [
                "chatgpt:oa-business-faq"
              ]
            },
            {
              "id": "browser_extension",
              "question": "Is there a browser extension or sidebar?",
              "support": "supported",
              "answer": "An official Chrome extension sets ChatGPT as the address-bar search destination.",
              "evidenceIds": [
                "chatgpt:oa-search"
              ]
            },
            {
              "id": "managed_deployment",
              "question": "Can IT deploy and configure clients through MDM?",
              "support": "partial",
              "answer": "Enterprise-only ChatGPT for Intune on iOS/iPadOS requires organizational onboarding; it supports Intune protection and Entra Conditional Access.",
              "evidenceIds": [
                "chatgpt:oa-enterprise-notes"
              ]
            },
            {
              "id": "client_feature_gaps",
              "question": "Which features are missing on mobile?",
              "support": "partial",
              "answer": "Developer-mode MCP apps are documented as web-only; other tool/client gaps vary by feature.",
              "evidenceIds": [
                "chatgpt:oa-mcp"
              ]
            }
          ],
          "limitations": [
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-company",
            "chatgpt:oa-work",
            "chatgpt:oa-business-faq",
            "chatgpt:oa-search",
            "chatgpt:oa-enterprise-notes",
            "chatgpt:oa-mcp"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:WORK-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Official Office/Sheets add-ins and an Enterprise Teams entry point are documented.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-office",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "Business Office/Sheets; Enterprise @ChatGPT Teams where explicitly stated",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-office",
                "name": "Official Microsoft Office and Google Sheets add-ins where stated",
                "type": "suite-addin"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "word_excel_powerpoint",
              "question": "Does it work inside Word, Excel and PowerPoint?",
              "support": "supported",
              "answer": "Word uses the same Microsoft add-in as Excel and PowerPoint; Word reads/edits the open document with formatting limits.",
              "evidenceIds": [
                "chatgpt:oa-word"
              ]
            },
            {
              "id": "outlook",
              "question": "Does it work inside Outlook?",
              "support": "partial",
              "answer": "An Outlook connected app is documented; a native Outlook add-in was not established.",
              "evidenceIds": [
                "chatgpt:oa-enterprise-notes"
              ]
            },
            {
              "id": "teams",
              "question": "Is there a Teams app or bot?",
              "support": "supported",
              "answer": "Enterprise @ChatGPT in Microsoft Teams can receive DMs/channel mentions after admin setup.",
              "evidenceIds": [
                "chatgpt:oa-enterprise-notes"
              ]
            },
            {
              "id": "google_workspace_apps",
              "question": "Does it work inside Docs, Sheets or Gmail?",
              "support": "partial",
              "answer": "Business release notes document the native Google Sheets sidebar; Docs and Gmail-native assistant UI were not verified.",
              "evidenceIds": [
                "chatgpt:oa-business-notes"
              ]
            },
            {
              "id": "licence_prerequisites",
              "question": "Which licences or consents are needed?",
              "support": "supported",
              "answer": "Microsoft admins must allow the add-in and ChatGPT admins manage access; applicable token/credit allowances apply.",
              "evidenceIds": [
                "chatgpt:oa-word"
              ]
            }
          ],
          "limitations": [
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-word",
            "chatgpt:oa-enterprise-notes",
            "chatgpt:oa-business-notes"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:WORK-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Document rewriting is documented; translation layout, glossaries and Swiss variants remain untested.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-office"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT for Word native add-in under Business/Enterprise/Edu workspace controls; availability guide says all ChatGPT plans",
            "addOns": [
              "Microsoft Word and administrator-approved ChatGPT Microsoft add-in",
              "Applicable usage allowance/credits and workspace feature access"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-office",
                "name": "Official Microsoft Office and Google Sheets add-ins where stated",
                "type": "suite-addin"
              }
            ]
          },
          "questions": [
            {
              "id": "document_translation",
              "question": "Can whole documents be translated with formatting kept?",
              "support": "unknown",
              "answer": "Can whole documents be translated with formatting kept? Unverified after checking Word, upload and language docs; no DE-to-FR/IT contract translation, terminology or de-CH fixture.",
              "evidenceIds": []
            },
            {
              "id": "translation_engine",
              "question": "Which engine translates?",
              "support": "unknown",
              "answer": "Which engine translates? Unverified after checking Word, upload and language docs; no DE-to-FR/IT contract translation, terminology or de-CH fixture.",
              "evidenceIds": []
            },
            {
              "id": "glossaries",
              "question": "Are company glossaries supported?",
              "support": "unknown",
              "answer": "Are company glossaries supported? Unverified after checking Word, upload and language docs; no DE-to-FR/IT contract translation, terminology or de-CH fixture.",
              "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? Unverified after checking Word, upload and language docs; no DE-to-FR/IT contract translation, terminology or de-CH fixture.",
              "evidenceIds": []
            },
            {
              "id": "writing_tools",
              "question": "Are dedicated rewrite and proofreading tools available?",
              "support": "partial",
              "answer": "Native ChatGPT for Word drafts, revises, reorganizes and checks clarity/terminology in the open document. Complex formatting/tables/charts can need manual adjustments.",
              "evidenceIds": [
                "chatgpt:oa-word-r2"
              ]
            }
          ],
          "limitations": [
            "This positive writing finding concerns the native Word add-in, not every chat/client surface.",
            "Translation layout, terminology/glossary behavior and Swiss variants remain untested."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-word-r2"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:WORK-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Native ChatGPT Images supports editing uploaded images; administrator restrictions remain a named gap.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Enterprise native image generation; output rights under the business Services Agreement",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              }
            ]
          },
          "questions": [
            {
              "id": "image_generation",
              "question": "Can users generate images, with which models?",
              "support": "partial",
              "answer": "Enterprise's current native-tool inventory includes image generation; exact image-model naming and individual client/group entitlement were not verified.",
              "evidenceIds": [
                "chatgpt:oa-enterprise-models-r2-20261026"
              ]
            },
            {
              "id": "image_editing",
              "question": "Can users edit uploaded images?",
              "support": "supported",
              "answer": "Users can upload an existing image and request edits or edit a generated image with text or the selection editor. The guide says Images is available on all tiers; the separate Images with thinking mode is not yet asserted for Enterprise/Edu.",
              "evidenceIds": [
                "chatgpt:chatgpt:images-editing-20261026"
              ]
            },
            {
              "id": "admin_control",
              "question": "Can admins restrict image generation?",
              "support": "unknown",
              "answer": "Can admins restrict image generation? Unverified after checking current model/tool inventory and Services Agreement; image editing, group controls and per-image rates not verified. Search on 2026-10-26: https://help.openai.com/en/articles/11165333-chatgpt-enterprise-and-edu-models-and-limits, https://openai.com/policies/services-agreement/, https://help.openai.com/en/articles/8555545-uploading-files-and-audio-to-chatgpt. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "usage_terms",
              "question": "What usage rights apply to output?",
              "support": "partial",
              "answer": "The business agreement assigns output rights to the customer to the extent permitted by law, with customer responsibility for use.",
              "evidenceIds": [
                "chatgpt:oa-services-20261026"
              ]
            }
          ],
          "limitations": [
            "image_generation: Enterprise's current native-tool inventory includes image generation; exact image-model naming and individual client/group entitlement were not verified.",
            "admin_control: Can admins restrict image generation? Unverified after checking current model/tool inventory and Services Agreement; image editing, group controls and per-image rates not verified. Search on 2026-10-26: https://help.openai.com/en/articles/11165333-chatgpt-enterprise-and-edu-models-and-limits, https://openai.com/policies/services-agreement/, https://help.openai.com/en/articles/8555545-uploading-files-and-audio-to-chatgpt. No additional scoped evidence established this answer.",
            "usage_terms: The business agreement assigns output rights to the customer to the extent permitted by law, with customer responsibility for use."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-enterprise-models-r2-20261026",
            "chatgpt:oa-services-20261026",
            "chatgpt:chatgpt:images-editing-20261026"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:WORK-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Live Voice and recording uploads are documented with seat- and billing-specific rules.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "dictation",
              "question": "Can users dictate prompts?",
              "support": "partial",
              "answer": "Voice documentation links a distinct dictation feature; its exact work-account processing path was not separately reviewed.",
              "evidenceIds": [
                "chatgpt:oa-voice"
              ]
            },
            {
              "id": "read_aloud",
              "question": "Can answers be read aloud?",
              "support": "partial",
              "answer": "The iOS/Android FAQ lists Read aloud among response actions, with available actions varying by message. This documents response playback without establishing uniform client/message coverage or a Swiss German quality guarantee.",
              "evidenceIds": [
                "chatgpt:chatgpt:mobile-read-aloud-20261026"
              ]
            },
            {
              "id": "voice_conversation",
              "question": "Is a live voice mode available?",
              "support": "partial",
              "answer": "Business Standard has 3 hours and Premium 15 hours on a rolling daily window; additional Live use is credit-billed. Enterprise pricing differs by contract.",
              "evidenceIds": [
                "chatgpt:oa-voice"
              ]
            },
            {
              "id": "meeting_summaries",
              "question": "Are meetings transcribed and summarised?",
              "support": "partial",
              "answer": "Paid audio uploads can be transcribed and turned into meeting summaries; this does not establish an automatic live meeting bot.",
              "evidenceIds": [
                "chatgpt:oa-files-20261026"
              ]
            },
            {
              "id": "swiss_german_speech",
              "question": "Is Swiss German speech recognised?",
              "support": "unknown",
              "answer": "Is Swiss German speech recognised? Unverified after checking Voice and audio-upload documentation; standalone read-aloud and Swiss German recognition not tested. Search on 2026-10-26: https://help.openai.com/en/articles/20001274-chatgpt-voice, https://help.openai.com/en/articles/8555545-uploading-files-and-audio-to-chatgpt, https://help.openai.com/en/articles/8357869-how-to-change-your-language-setting-in-chatgpt. No additional scoped evidence established this answer.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "dictation: Voice documentation links a distinct dictation feature; its exact work-account processing path was not separately reviewed.",
            "read_aloud: The iOS/Android FAQ lists Read aloud among response actions, with available actions varying by message. This documents response playback without establishing uniform client/message coverage or a Swiss German quality guarantee.",
            "voice_conversation: Business Standard has 3 hours and Premium 15 hours on a rolling daily window; additional Live use is credit-billed. Enterprise pricing differs by contract.",
            "meeting_summaries: Paid audio uploads can be transcribed and turned into meeting summaries; this does not establish an automatic live meeting bot.",
            "swiss_german_speech: Is Swiss German speech recognised? Unverified after checking Voice and audio-upload documentation; standalone read-aloud and Swiss German recognition not tested. Search on 2026-10-26: https://help.openai.com/en/articles/20001274-chatgpt-voice, https://help.openai.com/en/articles/8555545-uploading-files-and-audio-to-chatgpt, https://help.openai.com/en/articles/8357869-how-to-change-your-language-setting-in-chatgpt. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-voice",
            "chatgpt:oa-files-20261026",
            "chatgpt:chatgpt:mobile-read-aloud-20261026"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:WORK-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Code-backed analysis and generated documents are documented.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-work"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "Enterprise Chat analysis/canvas; Business and Enterprise Work deliverables where Work is enabled",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-work",
                "name": "ChatGPT Work and team tasks, distinct from regular Chat and coding-only Codex",
                "type": "agent-workspace"
              }
            ]
          },
          "questions": [
            {
              "id": "data_analysis",
              "question": "Can it analyse spreadsheets with executed code?",
              "support": "supported",
              "answer": "Enterprise lists data analysis; its documented code path uses a stateful Jupyter/Python environment without external network access.",
              "evidenceIds": [
                "chatgpt:oa-enterprise-models-r2",
                "chatgpt:oa-analysis-r2"
              ]
            },
            {
              "id": "charts",
              "question": "Can it produce charts?",
              "support": "supported",
              "answer": "For the Enterprise analysis path, the direct guide documents static charts and selected interactive bar/line/pie/scatter charts.",
              "evidenceIds": [
                "chatgpt:oa-enterprise-models-r2",
                "chatgpt:oa-analysis-r2"
              ]
            },
            {
              "id": "office_file_output",
              "question": "Can it create Word, Excel or PowerPoint files?",
              "support": "partial",
              "answer": "Eligible Business and Enterprise Work creates documents, spreadsheets and presentations. Exact download-format/editability fidelity was not fixture-tested.",
              "evidenceIds": [
                "chatgpt:oa-work-r2"
              ]
            },
            {
              "id": "canvas_editing",
              "question": "Is there a document or canvas editor for iterating on output?",
              "support": "partial",
              "answer": "Enterprise model/tool inventory lists canvas and Enterprise settings govern role access. This does not establish canvas on every Business seat/client.",
              "evidenceIds": [
                "chatgpt:oa-enterprise-models-r2",
                "chatgpt:oa-admin-settings"
              ]
            }
          ],
          "limitations": [
            "Each atom distinguishes Enterprise Chat tools from Business/Enterprise Work output. Work is explicitly included as a surface.",
            "No formula workbook, downloadable Office/PDF fidelity or canvas-editing fixture was run."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-enterprise-models-r2",
            "chatgpt:oa-analysis-r2",
            "chatgpt:oa-work-r2",
            "chatgpt:oa-admin-settings"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:WORK-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Shared projects and team resources support collaboration with explicit visibility limits.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "share_chats",
              "question": "Can chats be shared inside the organisation?",
              "support": "supported",
              "answer": "Managed-workspace sharing is controlled by permissions; shared-project chats require project membership.",
              "evidenceIds": [
                "chatgpt:oa-projects",
                "chatgpt:oa-admin-settings"
              ]
            },
            {
              "id": "team_spaces",
              "question": "Are shared projects or workspaces available?",
              "support": "supported",
              "answer": "Shared projects and Enterprise team Pages/Spaces are documented.",
              "evidenceIds": [
                "chatgpt:oa-projects",
                "chatgpt:oa-enterprise-notes"
              ]
            },
            {
              "id": "group_chat",
              "question": "Can several people chat together with the AI?",
              "support": "partial",
              "answer": "Shared-project chats support branching rather than synchronous collaboration on the same chat. Enterprise Teams conversations can use @ChatGPT.",
              "evidenceIds": [
                "chatgpt:oa-projects",
                "chatgpt:oa-enterprise-notes"
              ]
            },
            {
              "id": "share_permission_boundary",
              "question": "Does sharing respect the recipient's access to sources?",
              "support": "partial",
              "answer": "Project members can view/download added files; uploading information into a shared project can expose it to other members. This is different from rechecking original source ACLs.",
              "evidenceIds": [
                "chatgpt:oa-projects"
              ]
            }
          ],
          "limitations": [
            "No cross-group sharing or restricted-source leakage test was performed."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-projects",
            "chatgpt:oa-admin-settings",
            "chatgpt:oa-enterprise-notes"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:WORK-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "German, French and Italian UI settings are documented; quality was not observed.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "ui_languages",
              "question": "Which UI languages are offered?",
              "support": "supported",
              "answer": "Browser and mobile language settings include German, French and Italian.",
              "evidenceIds": [
                "chatgpt:oa-language"
              ]
            },
            {
              "id": "dach_language_quality",
              "question": "Are German, French and Italian UIs complete and natural?",
              "support": "unknown",
              "answer": "Are German, French and Italian UIs complete and natural? Unverified after checking language settings and Trust Portal; no localized UI/admin inspection or WCAG conformance report download.",
              "evidenceIds": []
            },
            {
              "id": "accessibility_statement",
              "question": "Is there a WCAG conformance statement?",
              "support": "partial",
              "answer": "The Trust Portal lists a VPAT document; its conformance level, version and scope were not inspected.",
              "evidenceIds": [
                "chatgpt:oa-trust"
              ]
            },
            {
              "id": "admin_ui_languages",
              "question": "Is the admin interface available in German?",
              "support": "unknown",
              "answer": "Is the admin interface available in German? Unverified after checking language settings and Trust Portal; no localized UI/admin inspection or WCAG conformance report download.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: dach_language_quality, admin_ui_languages.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-language",
            "chatgpt:oa-trust"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:ADM-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business SAML/OIDC is distinct from Enterprise directory lifecycle controls.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "sso_protocols",
              "question": "Which SSO protocols and identity providers work?",
              "support": "supported",
              "answer": "Business supports SAML and OIDC identity-provider connections.",
              "evidenceIds": [
                "chatgpt:oa-business-sso"
              ]
            },
            {
              "id": "sso_plan",
              "question": "Which plan includes SSO?",
              "support": "supported",
              "answer": "Business includes SSO and domain verification; Enterprise uses its managed identity setup.",
              "evidenceIds": [
                "chatgpt:oa-business-sso",
                "chatgpt:oa-admin-quickstart"
              ]
            },
            {
              "id": "mfa",
              "question": "Can MFA be enforced?",
              "support": "partial",
              "answer": "Individuals can configure supported MFA methods. The official guide explicitly says MFA cannot currently be enforced at ChatGPT workspace or API organization level. This native control restriction is separate from any customer IdP authentication policy.",
              "evidenceIds": [
                "chatgpt:chatgpt:native-mfa-enforcement-20261026"
              ]
            },
            {
              "id": "conditional_access",
              "question": "Do Entra conditional-access policies apply?",
              "support": "partial",
              "answer": "Enterprise Intune iOS deployment supports Entra Conditional Access; general client/IdP enforcement was not tested.",
              "evidenceIds": [
                "chatgpt:oa-enterprise-notes-20261026"
              ]
            },
            {
              "id": "domain_capture",
              "question": "Can the company claim its email domain?",
              "support": "partial",
              "answer": "Business can verify more than one domain; verification does not automatically merge personal accounts.",
              "evidenceIds": [
                "chatgpt:oa-business-sso"
              ]
            }
          ],
          "limitations": [
            "mfa: Individuals can configure supported MFA methods. The official guide explicitly says MFA cannot currently be enforced at ChatGPT workspace or API organization level. This native control restriction is separate from any customer IdP authentication policy.",
            "conditional_access: Enterprise Intune iOS deployment supports Entra Conditional Access; general client/IdP enforcement was not tested.",
            "domain_capture: Business can verify more than one domain; verification does not automatically merge personal accounts."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-business-sso",
            "chatgpt:oa-admin-quickstart",
            "chatgpt:oa-enterprise-notes-20261026",
            "chatgpt:chatgpt:native-mfa-enforcement-20261026"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:ADM-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Standalone Business and Enterprise differ materially in provisioning and leaver behavior.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "scim",
              "question": "Is SCIM provisioning supported?",
              "support": "supported",
              "answer": "Standalone Business excludes SCIM. Enterprise supports directory sync; tenant sync alone does not grant workspace access.",
              "evidenceIds": [
                "chatgpt:oa-business-sso",
                "chatgpt:oa-admin-quickstart"
              ]
            },
            {
              "id": "group_sync",
              "question": "Are identity-provider groups synced?",
              "support": "supported",
              "answer": "Business standalone excludes synchronized groups. Enterprise directory groups can receive separate workspace assignments.",
              "evidenceIds": [
                "chatgpt:oa-business-sso",
                "chatgpt:oa-admin-quickstart"
              ]
            },
            {
              "id": "jit_provisioning",
              "question": "Are users created at first login?",
              "support": "partial",
              "answer": "Business automatic account creation can add eligible verified-domain sign-ins where available; this is distinct from SCIM.",
              "evidenceIds": [
                "chatgpt:oa-business-sso"
              ]
            },
            {
              "id": "deprovisioning",
              "question": "What happens to a removed user's data and shared assets?",
              "support": "supported",
              "answer": "Removal revokes access immediately. Business data remains indefinitely; Enterprise/Edu follow retention. GPT/project ownership transfers without private chat/file visibility.",
              "evidenceIds": [
                "chatgpt:oa-leavers"
              ]
            },
            {
              "id": "seat_assignment",
              "question": "Can admins assign and reclaim seats?",
              "support": "supported",
              "answer": "Business owners buy and reassign Standard/Premium seats; Enterprise separates roles, seats and access.",
              "evidenceIds": [
                "chatgpt:oa-billing",
                "chatgpt:oa-members"
              ]
            }
          ],
          "limitations": [
            "No SCIM or leaver fixture was performed."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-business-sso",
            "chatgpt:oa-admin-quickstart",
            "chatgpt:oa-leavers",
            "chatgpt:oa-billing",
            "chatgpt:oa-members"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:ADM-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise groups/RBAC and delegated roles differ from Business administration.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_roles",
              "question": "Which admin roles exist, and can admin rights be delegated?",
              "support": "supported",
              "answer": "Enterprise/Edu roles include member, analytics viewer, admin and owner; Enterprise can delegate group tasks.",
              "evidenceIds": [
                "chatgpt:oa-members"
              ]
            },
            {
              "id": "groups",
              "question": "Can permissions be set per group?",
              "support": "supported",
              "answer": "Enterprise sync/manual groups can receive roles; standalone Business synchronized groups are excluded.",
              "evidenceIds": [
                "chatgpt:oa-admin-quickstart",
                "chatgpt:oa-business-sso"
              ]
            },
            {
              "id": "feature_toggles",
              "question": "Which features can be switched on or off per group?",
              "support": "partial",
              "answer": "Enterprise controls models, GPTs, canvas, projects, memory and Work by workspace/role; exact per-group feature matrix was not tested.",
              "evidenceIds": [
                "chatgpt:oa-admin-settings"
              ]
            },
            {
              "id": "multi_entity",
              "question": "Can subsidiaries or departments be separated within one contract?",
              "support": "partial",
              "answer": "The Services Agreement allows affiliates within one workspace or separate affiliate orders/workspaces. It does not prove an arbitrary subsidiary-isolation console.",
              "evidenceIds": [
                "chatgpt:oa-services"
              ]
            }
          ],
          "limitations": [
            "No disabled-feature test with two users was performed."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-members",
            "chatgpt:oa-admin-quickstart",
            "chatgpt:oa-business-sso",
            "chatgpt:oa-admin-settings",
            "chatgpt:oa-services"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:ADM-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business documents adoption/member analytics; Enterprise/Edu now documents CSV exports and specific aggregate-report privacy controls.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "Business workspace analytics; Enterprise/Edu export and Task insights controls only where explicitly identified",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "adoption_dashboard",
              "question": "Is there an adoption dashboard?",
              "support": "supported",
              "answer": "Business has workspace analytics with active users, messages and credits.",
              "evidenceIds": [
                "chatgpt:oa-business-notes-20261026"
              ]
            },
            {
              "id": "breakdowns",
              "question": "Can usage be broken down by group, model, feature and assistant?",
              "support": "partial",
              "answer": "Member-level usage and seat-type metrics are documented; full model/group/assistant views were not all verified.",
              "evidenceIds": [
                "chatgpt:oa-business-notes-20261026"
              ]
            },
            {
              "id": "export",
              "question": "Can usage data be exported?",
              "support": "partial",
              "answer": "Enterprise/Edu can export a by-user Workspace report and GPT/project reports as CSV, plus survey and benchmark data. The October 23 release confirms the updated flow. A complete equivalent Business export entitlement was not established.",
              "evidenceIds": [
                "chatgpt:chatgpt:enterprise-analytics-export-20261026",
                "chatgpt:oa-enterprise-notes-20261026"
              ]
            },
            {
              "id": "privacy_modes",
              "question": "Can per-person reporting be limited or pseudonymised?",
              "support": "partial",
              "answer": "Enterprise/Edu Task insights reports aggregate categories without individual conversation content and can be disabled; survey export names/emails depend on Include user identifiers. This is not a universal pseudonymization switch for the ordinary per-user usage report or a verified Business setting.",
              "evidenceIds": [
                "chatgpt:chatgpt:enterprise-analytics-export-20261026"
              ]
            }
          ],
          "limitations": [
            "breakdowns: Member-level usage and seat-type metrics are documented; full model/group/assistant views were not all verified.",
            "export: Enterprise/Edu can export a by-user Workspace report and GPT/project reports as CSV, plus survey and benchmark data. The October 23 release confirms the updated flow. A complete equivalent Business export entitlement was not established.",
            "privacy_modes: Enterprise/Edu Task insights reports aggregate categories without individual conversation content and can be disabled; survey export names/emails depend on Include user identifiers. This is not a universal pseudonymization switch for the ordinary per-user usage report or a verified Business setting."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-business-notes-20261026",
            "chatgpt:chatgpt:enterprise-analytics-export-20261026",
            "chatgpt:oa-enterprise-notes-20261026"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:ADM-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business has credit and recharge limits; these do not equate to a full cost-centre system.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_visibility",
              "question": "Can admins see cost or consumption per user and group?",
              "support": "supported",
              "answer": "Business analytics show member seat types, credits and messages.",
              "evidenceIds": [
                "chatgpt:oa-business-notes"
              ]
            },
            {
              "id": "budgets",
              "question": "Can budgets be set per user or group?",
              "support": "supported",
              "answer": "Business permits seat-type monthly credit limits and per-user overrides; defaults have no specified limits.",
              "evidenceIds": [
                "chatgpt:oa-credit-controls"
              ]
            },
            {
              "id": "budget_enforcement",
              "question": "Does reaching a budget alert, block or downgrade?",
              "support": "partial",
              "answer": "Credit-backed features can become unavailable when credits are insufficient; exact monthly-limit overshoot/stop timing was not tested.",
              "evidenceIds": [
                "chatgpt:oa-credit-controls"
              ]
            },
            {
              "id": "chargeback",
              "question": "Can costs be exported per cost centre?",
              "support": "unknown",
              "answer": "Can costs be exported per cost centre? Unverified after checking Business spend-control docs; group/cost-centre allocation and chargeback export not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: chargeback.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-business-notes",
            "chatgpt:oa-credit-controls"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:ADM-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise/Edu compliance access is owner-granted; Business documents conditional owner exports for individual members.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "Enterprise/Edu Compliance Platform and role permissions; Business default private-history/analytics boundaries and conditional owner per-member export",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "admin_events",
              "question": "Are admin and security events logged?",
              "support": "supported",
              "answer": "Enterprise/Edu Compliance Platform exposes append-only audit/authentication/app events, with category-scoped Admin keys.",
              "evidenceIds": [
                "chatgpt:oa-compliance-r2"
              ]
            },
            {
              "id": "content_logging",
              "question": "Can prompts and answers be retained for compliance, and is it configurable?",
              "support": "partial",
              "answer": "Enterprise/Edu: only an owner grants broad compliance or Conversation messages access, including locked-chat messages. Business: default history and routine analytics do not expose all private chats. Owners can export an individual member via the Business workspace > Members > member three-dot menu > Export data, if available. Bulk all-chat coverage is unverified.",
              "evidenceIds": [
                "chatgpt:oa-compliance-r2",
                "chatgpt:oa-business-faq-r2",
                "chatgpt:oa-business-privacy-r2",
                "chatgpt:oa-business-owner-export-r3"
              ]
            },
            {
              "id": "siem_export",
              "question": "Can logs stream to a SIEM or be exported?",
              "support": "supported",
              "answer": "Enterprise/Edu can export eligible compliance logs into SIEM/data-lake/partner systems. Business eligibility is not inferred.",
              "evidenceIds": [
                "chatgpt:oa-compliance-r2"
              ]
            },
            {
              "id": "ediscovery",
              "question": "Are eDiscovery and legal hold supported?",
              "support": "partial",
              "answer": "Enterprise/Edu Compliance Platform documents eDiscovery integrations; native legal-hold operation was not verified.",
              "evidenceIds": [
                "chatgpt:oa-compliance-r2"
              ]
            },
            {
              "id": "log_retention",
              "question": "How long are logs kept?",
              "support": "supported",
              "answer": "Enterprise/Edu Compliance Logs Platform gives30-day availability; longer retention requires continuous external downloads.",
              "evidenceIds": [
                "chatgpt:oa-compliance-r2"
              ]
            }
          ],
          "limitations": [
            "Business routine visibility, conditional owner per-member export and Enterprise/Edu Compliance access are separate operations. No audit or archive fixture was run.",
            "No blanket Business no-admin-access guarantee. No Enterprise/Edu compliance entitlement is transferred to Business."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-compliance-r2",
            "chatgpt:oa-business-faq-r2",
            "chatgpt:oa-business-privacy-r2",
            "chatgpt:oa-business-owner-export-r3"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:ADM-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise/Edu can integrate compliance data with DLP; inline redaction was not established.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "pii_detection",
              "question": "Is personal data detected in prompts and files?",
              "support": "unknown",
              "answer": "Is personal data detected in prompts and files? Unverified after checking Compliance Platform, app controls and security documentation; no inline PII action, custom AHV/IBAN pattern or filter-location evidence/test.",
              "evidenceIds": []
            },
            {
              "id": "pii_action",
              "question": "Is it redacted, masked, blocked or only warned?",
              "support": "unknown",
              "answer": "Is it redacted, masked, blocked or only warned? Unverified after checking Compliance Platform, app controls and security documentation; no inline PII action, custom AHV/IBAN pattern or filter-location evidence/test.",
              "evidenceIds": []
            },
            {
              "id": "custom_patterns",
              "question": "Can admins add custom patterns or terms?",
              "support": "unknown",
              "answer": "Can admins add custom patterns or terms? Unverified after checking Compliance Platform, app controls and security documentation; no inline PII action, custom AHV/IBAN pattern or filter-location evidence/test.",
              "evidenceIds": []
            },
            {
              "id": "dlp_integration",
              "question": "Does it integrate with an existing DLP product?",
              "support": "partial",
              "answer": "Compliance Platform lists DLP partners including Purview and Netskope. This does not establish pre-model prompt redaction.",
              "evidenceIds": [
                "chatgpt:oa-compliance"
              ]
            },
            {
              "id": "filter_location",
              "question": "Where does filtering run?",
              "support": "unknown",
              "answer": "Where does filtering run? Unverified after checking Compliance Platform, app controls and security documentation; no inline PII action, custom AHV/IBAN pattern or filter-location evidence/test.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: pii_detection, pii_action, custom_patterns, filter_location.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-compliance"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:ADM-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise has policy reminders and workspace controls; enforcement coverage remains partly unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "org_instructions",
              "question": "Can admins set organisation-wide instructions?",
              "support": "unknown",
              "answer": "Can admins set organisation-wide instructions? Unverified after checking Enterprise settings, Services Agreement and compliance docs; an enforced organization system prompt was not established.",
              "evidenceIds": []
            },
            {
              "id": "usage_notice",
              "question": "Can users be required to accept a usage policy?",
              "support": "partial",
              "answer": "The Enterprise AI policy modal appears every 30 days and after updates; mandatory acknowledgment behavior was not established.",
              "evidenceIds": [
                "chatgpt:oa-admin-settings"
              ]
            },
            {
              "id": "content_filters",
              "question": "Are content filters configurable?",
              "support": "partial",
              "answer": "Service usage restrictions apply; customer-configurable topic filters were not established.",
              "evidenceIds": [
                "chatgpt:oa-services"
              ]
            },
            {
              "id": "violation_reporting",
              "question": "Are policy hits visible to admins?",
              "support": "partial",
              "answer": "Compliance app/audit events are available; complete policy-violation coverage was not verified.",
              "evidenceIds": [
                "chatgpt:oa-compliance"
              ]
            }
          ],
          "limitations": [
            "Unverified parts: org_instructions.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-admin-settings",
            "chatgpt:oa-services",
            "chatgpt:oa-compliance"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:DATA-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Enterprise/Edu residency separates regional content storage from GPU execution and global operations.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "storage_region",
              "question": "Where are chats, files and indexes stored?",
              "support": "partial",
              "answer": "Eligible new Enterprise/Edu workspaces can select Europe, EEA + Switzerland, for in-scope content at rest. Standalone Business eligibility is not established.",
              "evidenceIds": [
                "chatgpt:oa-residency"
              ]
            },
            {
              "id": "inference_region",
              "question": "Where do model calls run, per provider?",
              "support": "partial",
              "answer": "Eligible Enterprise/Edu can configure same-region European GPU inference; CPU tasks and external apps/search can process elsewhere.",
              "evidenceIds": [
                "chatgpt:oa-residency"
              ]
            },
            {
              "id": "backups_logs_region",
              "question": "Where are backups, logs and telemetry?",
              "support": "partial",
              "answer": "In-scope content backups/replicas stay in-region; system metadata and non-content logs are outside the general residency commitment.",
              "evidenceIds": [
                "chatgpt:oa-residency"
              ]
            },
            {
              "id": "support_access_region",
              "question": "From where can vendor staff access data?",
              "support": "partial",
              "answer": "Authorized staff access has purpose restrictions; an EU/Swiss-only support-access region was not established.",
              "evidenceIds": [
                "chatgpt:oa-privacy"
              ]
            },
            {
              "id": "swiss_hosting",
              "question": "Is Swiss hosting available?",
              "support": "partial",
              "answer": "Europe includes Switzerland as a region grouping; this is not a Switzerland-only storage/inference/support commitment.",
              "evidenceIds": [
                "chatgpt:oa-residency"
              ]
            },
            {
              "id": "residency_plan",
              "question": "Which plan or option provides residency?",
              "support": "partial",
              "answer": "Residency is documented for eligible Enterprise/Edu, with storage included at no extra charge; inference has separate eligibility.",
              "evidenceIds": [
                "chatgpt:oa-residency"
              ]
            }
          ],
          "limitations": [
            "Cloud infrastructure subprocessors include multiple providers. Exact placement per workspace, support geography and CPU processing remain separate questions."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-residency",
            "chatgpt:oa-privacy"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:DATA-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "ChatGPT is a hosted workspace; customer-hosted deployment contracts remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "multi_tenant_saas",
              "question": "Is a shared SaaS offered?",
              "support": "partial",
              "answer": "Business and Enterprise are hosted, separately administered workspaces; implementation isolation was not tested.",
              "evidenceIds": [
                "chatgpt:oa-business"
              ]
            },
            {
              "id": "dedicated_instance",
              "question": "Is a dedicated single-tenant instance offered, from what size?",
              "support": "unknown",
              "answer": "Is a dedicated single-tenant instance offered, from what size? Unverified after checking ChatGPT Business/Enterprise plans, Work and residency documentation; dedicated instance, customer-cloud, full on-premises and air-gap thresholds not established.",
              "evidenceIds": []
            },
            {
              "id": "customer_cloud",
              "question": "Can it run in the customer's own cloud account, from what size?",
              "support": "unknown",
              "answer": "Can it run in the customer's own cloud account, from what size? Unverified after checking ChatGPT Business/Enterprise plans, Work and residency documentation; dedicated instance, customer-cloud, full on-premises and air-gap thresholds not established.",
              "evidenceIds": []
            },
            {
              "id": "on_premise",
              "question": "Can the whole platform run on customer infrastructure, from what size?",
              "support": "unknown",
              "answer": "Can the whole platform run on customer infrastructure, from what size? Unverified after checking ChatGPT Business/Enterprise plans, Work and residency documentation; dedicated instance, customer-cloud, full on-premises and air-gap thresholds not established.",
              "evidenceIds": []
            },
            {
              "id": "air_gapped",
              "question": "Can it run without internet access?",
              "support": "unknown",
              "answer": "Can it run without internet access? Unverified after checking ChatGPT Business/Enterprise plans, Work and residency documentation; dedicated instance, customer-cloud, full on-premises and air-gap thresholds not established.",
              "evidenceIds": []
            },
            {
              "id": "mode_feature_gaps",
              "question": "Which features are missing outside SaaS?",
              "support": "unknown",
              "answer": "Which features are missing outside SaaS? Unverified after checking ChatGPT Business/Enterprise plans, Work and residency documentation; dedicated instance, customer-cloud, full on-premises and air-gap thresholds not established.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: dedicated_instance, customer_cloud, on_premise, air_gapped, mode_feature_gaps.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-business"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:DATA-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The business contract restricts content reuse; retention and human access remain separate.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "vendor_training",
              "question": "Does the vendor train on customer content?",
              "support": "supported",
              "answer": "Services Agreement 4.2 prohibits using customer content to develop/improve services without explicit agreement.",
              "evidenceIds": [
                "chatgpt:oa-services"
              ]
            },
            {
              "id": "provider_training",
              "question": "Do model providers train on it under this product's contracts?",
              "support": "partial",
              "answer": "The same business protection covers OpenAI model use; third-party app data handling needs its own terms.",
              "evidenceIds": [
                "chatgpt:oa-services",
                "chatgpt:oa-apps"
              ]
            },
            {
              "id": "provider_retention",
              "question": "How long do model providers keep prompts, including for abuse monitoring?",
              "support": "partial",
              "answer": "Chat/workspace retention is not API zero-retention. Provider abuse/security retention is not fully quantified for every plan.",
              "evidenceIds": [
                "chatgpt:oa-privacy"
              ]
            },
            {
              "id": "zero_retention",
              "question": "Is zero data retention available, and on which plan?",
              "support": "partial",
              "answer": "Self-serve Business documentation directs zero-retention requirements to contracted offerings; ChatGPT-specific eligibility/terms were not obtained.",
              "evidenceIds": [
                "chatgpt:oa-business"
              ]
            },
            {
              "id": "human_review",
              "question": "Can provider staff review content?",
              "support": "partial",
              "answer": "Enterprise privacy limits authorized staff access by purpose; the subprocessor list also describes review of flagged content. This is not a no-human-access guarantee.",
              "evidenceIds": [
                "chatgpt:oa-privacy",
                "chatgpt:oa-subprocessors"
              ]
            }
          ],
          "limitations": [
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-services",
            "chatgpt:oa-apps",
            "chatgpt:oa-privacy",
            "chatgpt:oa-business",
            "chatgpt:oa-subprocessors"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:DATA-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Retention differs by content and operation: Enterprise/Edu policy, Business member removal, user deletion and conditional admin controls.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "default_retention",
              "question": "What is retained and for how long by default?",
              "support": "supported",
              "answer": "Saved chats remain until deletion/applicable policy. The leaver guide specifically retains removed Business members' chats/files/canvas indefinitely; Enterprise/Edu leavers follow configured retention. This is removal behavior, not a complete Business admin-settings specification.",
              "evidenceIds": [
                "chatgpt:oa-retention-r2",
                "chatgpt:oa-leavers-r2"
              ]
            },
            {
              "id": "admin_retention",
              "question": "Can admins set retention periods?",
              "support": "partial",
              "answer": "Enterprise/Edu configuration is documented. The privacy page says Business admins can control retention, and the managed-account notice makes controls configuration-dependent; the exact standalone Business setting, role, supported periods and content coverage were not verified.",
              "evidenceIds": [
                "chatgpt:oa-leavers-r2",
                "chatgpt:oa-privacy-r2",
                "chatgpt:oa-managed-access-r2"
              ]
            },
            {
              "id": "user_deletion",
              "question": "Can users delete their chats and files permanently?",
              "support": "partial",
              "answer": "Users delete saved chats and Library files separately; deletion is normally scheduled within30 days, with de-identification/legal/security exceptions and separate Enterprise inactive-file backup handling.",
              "evidenceIds": [
                "chatgpt:oa-retention-r2"
              ]
            },
            {
              "id": "contract_end_deletion",
              "question": "What is deleted at contract end, and when?",
              "support": "partial",
              "answer": "DPA 2.11 provides return/deletion on customer instruction after contract expiry, subject to legal retention; no fixed retrieval/deletion deadline is stated there.",
              "evidenceIds": [
                "chatgpt:oa-dpa"
              ]
            }
          ],
          "limitations": [
            "Member removal is not content deletion: project/GPT ownership reassignment does not grant access to the removed member's private conversations.",
            "The broader Business privacy retention statement is recorded alongside the detailed operational gaps instead of being discarded or treated as an Enterprise-equivalent setting."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-retention-r2",
            "chatgpt:oa-leavers-r2",
            "chatgpt:oa-privacy-r2",
            "chatgpt:oa-managed-access-r2",
            "chatgpt:oa-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": "chatgpt",
          "claimId": "chatgpt:DATA-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A dated processor list and contractual transfer/notice rules are public.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "subprocessor_list",
              "question": "Is a dated sub-processor list published?",
              "support": "supported",
              "answer": "OpenAI publishes a product-scoped list updated 2026-10-14.",
              "evidenceIds": [
                "chatgpt:oa-subprocessors-20261026"
              ]
            },
            {
              "id": "subprocessor_countries",
              "question": "Which countries do sub-processors operate in?",
              "support": "partial",
              "answer": "Examples include multi-country Microsoft/CoreWeave/Oracle/GCP infrastructure and US AWS; support/moderation processors have separate scopes. The list is not a workspace location guarantee.",
              "evidenceIds": [
                "chatgpt:oa-subprocessors-20261026"
              ]
            },
            {
              "id": "change_notification",
              "question": "Are customers notified of sub-processor changes?",
              "support": "supported",
              "answer": "DPA 2.9 gives notification and a 30-day objection period; subscribers can receive email.",
              "evidenceIds": [
                "chatgpt:oa-dpa-20261026"
              ]
            },
            {
              "id": "parent_jurisdiction",
              "question": "Which jurisdiction governs the vendor and its parent?",
              "support": "partial",
              "answer": "EEA/Swiss customers contract with OpenAI Ireland Ltd; the list identifies US OpenAI affiliates. A complete current parent-entity chain was not independently verified.",
              "evidenceIds": [
                "chatgpt:oa-services-20261026",
                "chatgpt:oa-subprocessors-20261026"
              ]
            },
            {
              "id": "transfer_mechanism",
              "question": "Which transfer mechanism applies to non-EU/CH processing?",
              "support": "supported",
              "answer": "DPA 4.1 uses SCC safeguards or an applicable adequacy decision for transfers of EEA/Swiss data.",
              "evidenceIds": [
                "chatgpt:oa-dpa-20261026"
              ]
            },
            {
              "id": "government_access_policy",
              "question": "Is there a published government-access or transparency policy?",
              "support": "supported",
              "answer": "OpenAI publishes a Government User Data Request Policy and semiannual transparency reports from its official Trust and transparency page. Current listed reporting includes January–June 2026.",
              "evidenceIds": [
                "chatgpt:chatgpt:government-transparency-20261026"
              ]
            }
          ],
          "limitations": [
            "subprocessor_countries: Examples include multi-country Microsoft/CoreWeave/Oracle/GCP infrastructure and US AWS; support/moderation processors have separate scopes. The list is not a workspace location guarantee.",
            "parent_jurisdiction: EEA/Swiss customers contract with OpenAI Ireland Ltd; the list identifies US OpenAI affiliates. A complete current parent-entity chain was not independently verified."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-subprocessors-20261026",
            "chatgpt:oa-dpa-20261026",
            "chatgpt:oa-services-20261026",
            "chatgpt:chatgpt:government-transparency-20261026"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:DATA-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business contracts and DPA are public; sector/legal conclusions remain outside this pass.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "dpa",
              "question": "Is a DPA available, and is it negotiable?",
              "support": "partial",
              "answer": "The Services Agreement incorporates the public DPA; negotiability is not established.",
              "evidenceIds": [
                "chatgpt:oa-services-20261026",
                "chatgpt:oa-dpa-20261026"
              ]
            },
            {
              "id": "revdsg_gdpr",
              "question": "Does the DPA cover revDSG and GDPR?",
              "support": "partial",
              "answer": "The DPA covers EEA and Swiss data and GDPR transfer provisions; a detailed revDSG obligation map was not performed.",
              "evidenceIds": [
                "chatgpt:oa-dpa-20261026"
              ]
            },
            {
              "id": "governing_law",
              "question": "Which law and court govern the contract?",
              "support": "supported",
              "answer": "For EEA/Swiss/UK customers, governing law is Ireland and venue Dublin under the standard agreement; contracting party differs for UK.",
              "evidenceIds": [
                "chatgpt:oa-services-20261026"
              ]
            },
            {
              "id": "ai_act_materials",
              "question": "Is EU AI Act documentation provided?",
              "support": "partial",
              "answer": "A public customer AI Act guide links OpenAI’s governance framework, Codes of Practice approach and provenance material, and describes a request route for relevant model documentation. No gated materials were requested, and these resources do not establish a legal compliance verdict for a customer deployment.",
              "evidenceIds": [
                "chatgpt:chatgpt:eu-ai-act-resources-20261026"
              ]
            },
            {
              "id": "sector_materials",
              "question": "Are FINMA or other sector materials provided?",
              "support": "partial",
              "answer": "The Services Agreement requires a healthcare addendum for protected health data. FINMA/banking-secrecy materials were not retrieved.",
              "evidenceIds": [
                "chatgpt:oa-services-20261026"
              ]
            }
          ],
          "limitations": [
            "dpa: The Services Agreement incorporates the public DPA; negotiability is not established.",
            "revdsg_gdpr: The DPA covers EEA and Swiss data and GDPR transfer provisions; a detailed revDSG obligation map was not performed.",
            "ai_act_materials: A public customer AI Act guide links OpenAI’s governance framework, Codes of Practice approach and provenance material, and describes a request route for relevant model documentation. No gated materials were requested, and these resources do not establish a legal compliance verdict for a customer deployment.",
            "sector_materials: The Services Agreement requires a healthcare addendum for protected health data. FINMA/banking-secrecy materials were not retrieved."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-services-20261026",
            "chatgpt:oa-dpa-20261026",
            "chatgpt:chatgpt:eu-ai-act-resources-20261026"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:DATA-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Trust-portal claims remain unverified certificate assertions.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "iso_27001",
              "question": "ISO 27001 with scope and validity?",
              "support": "partial",
              "answer": "The portal lists ISO/IEC 27001:2022; issuer, precise certified scope and expiry were not inspected.",
              "evidenceIds": [
                "chatgpt:oa-trust"
              ]
            },
            {
              "id": "soc2",
              "question": "SOC 2 type, period and covered service?",
              "support": "partial",
              "answer": "The portal claims SOC 2 Type 2; the actual report and reporting period were not reviewed.",
              "evidenceIds": [
                "chatgpt:oa-trust"
              ]
            },
            {
              "id": "c5",
              "question": "BSI C5 attestation?",
              "support": "unknown",
              "answer": "BSI C5 attestation? Unverified after checking Trust Portal public index; no C5 attestation or certificate issuer/validity/period evidence.",
              "evidenceIds": []
            },
            {
              "id": "other_certifications",
              "question": "Which other certificates (27701, 42001, TISAX)?",
              "support": "partial",
              "answer": "The portal lists 27017, 27018, 27701 and 42001; none is certificate-verified here.",
              "evidenceIds": [
                "chatgpt:oa-trust"
              ]
            },
            {
              "id": "report_access",
              "question": "How can customers obtain reports?",
              "support": "supported",
              "answer": "The public Trust Portal lists public/private documents and an access-request route; no access request was made.",
              "evidenceIds": [
                "chatgpt:oa-trust"
              ]
            },
            {
              "id": "pentest",
              "question": "Are independent penetration test summaries available?",
              "support": "partial",
              "answer": "A Pentest Report entry exists; the report scope and results were not retrieved.",
              "evidenceIds": [
                "chatgpt:oa-trust"
              ]
            }
          ],
          "limitations": [
            "All certification assertions use vendor-claimed evidence, never certificate-verified."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-trust"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:DATA-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Encryption, optional Enterprise key control and IP restrictions are documented separately.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "encryption_at_rest",
              "question": "Is data encrypted at rest?",
              "support": "supported",
              "answer": "OpenAI states AES-256 at rest and TLS 1.2+ in transit.",
              "evidenceIds": [
                "chatgpt:oa-privacy"
              ]
            },
            {
              "id": "customer_managed_keys",
              "question": "Can the customer manage or hold the keys?",
              "support": "partial",
              "answer": "Eligible Enterprise/Edu EKM uses external AWS/GCP/Azure master keys and an account representative; feature coverage requires the EKM matrix.",
              "evidenceIds": [
                "chatgpt:oa-ekm"
              ]
            },
            {
              "id": "private_networking",
              "question": "Is private connectivity or IP restriction available?",
              "support": "partial",
              "answer": "Enterprise/Edu IP allowlists block off-list user traffic; the Compliance API has separate enforced policies. This does not establish private-link connectivity.",
              "evidenceIds": [
                "chatgpt:oa-ip"
              ]
            },
            {
              "id": "tenant_isolation",
              "question": "How are customers separated in shared SaaS?",
              "support": "unknown",
              "answer": "How are customers separated in shared SaaS? Unverified after checking enterprise privacy, EKM and IP documentation; tenant-isolation implementation and full key-location/feature matrix not tested.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: tenant_isolation.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-privacy",
            "chatgpt:oa-ekm",
            "chatgpt:oa-ip"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:DATA-09",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Commercial confidentiality and authorized access rules are documented; no plan-specific professional-secrecy undertaking was retrieved.",
          "availability": "unknown",
          "delivery": "unknown",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "German §203 StGB and Swiss Art.321 StGB use cases; existing hosting, support and provider-location exceptions still apply.",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "secrecy_undertaking",
              "question": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff?",
              "support": "unknown",
              "answer": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff? Unverified after checking OpenAI Services Agreement confidentiality, DPA personnel/subprocessor clauses, Enterprise privacy, current subprocessor list and official searches for professional secrecy/§203/Art.321. No signed or public template agreement, dedicated offering, plan/add-on price or professional-secrecy obligation chain was retrieved; generic DPA/no-training language is insufficient.",
              "evidenceIds": []
            },
            {
              "id": "subprocessor_coverage",
              "question": "Does the undertaking extend to its sub-processors, and is that documented?",
              "support": "unknown",
              "answer": "Does the undertaking extend to its sub-processors, and is that documented? Unverified after checking OpenAI Services Agreement confidentiality, DPA personnel/subprocessor clauses, Enterprise privacy, current subprocessor list and official searches for professional secrecy/§203/Art.321. No signed or public template agreement, dedicated offering, plan/add-on price or professional-secrecy obligation chain was retrieved; generic DPA/no-training language is insufficient.",
              "evidenceIds": []
            },
            {
              "id": "secrecy_offering",
              "question": "Is it a dedicated offering or add-on, and on which plan?",
              "support": "unknown",
              "answer": "Is it a dedicated offering or add-on, and on which plan? Unverified after checking OpenAI Services Agreement confidentiality, DPA personnel/subprocessor clauses, Enterprise privacy, current subprocessor list and official searches for professional secrecy/§203/Art.321. No signed or public template agreement, dedicated offering, plan/add-on price or professional-secrecy obligation chain was retrieved; generic DPA/no-training language is insufficient.",
              "evidenceIds": []
            },
            {
              "id": "content_access",
              "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?",
              "support": "partial",
              "answer": "Enterprise privacy limits authorized staff access by purpose and the product-scoped subprocessor list includes review of flagged content. This is not a no-human-access commitment; a complete plain-text role/provider matrix and a §203/Art.321 access restriction were not verified.",
              "evidenceIds": [
                "chatgpt:oa-privacy",
                "chatgpt:oa-subprocessors",
                "chatgpt:oa-dpa"
              ]
            },
            {
              "id": "secrecy_documentation",
              "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?",
              "support": "unknown",
              "answer": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)? Unverified after checking OpenAI Services Agreement confidentiality, DPA personnel/subprocessor clauses, Enterprise privacy, current subprocessor list and official searches for professional secrecy/§203/Art.321. No signed or public template agreement, dedicated offering, plan/add-on price or professional-secrecy obligation chain was retrieved; generic DPA/no-training language is insufficient.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "General confidentiality, a DPA and no-training commitments do not establish a professional-secrecy undertaking. No vendor/sales contact or agreement signing was performed.",
            "No legal compliance verdict; unknown does not mean the offering is unavailable."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-privacy",
            "chatgpt:oa-subprocessors",
            "chatgpt:oa-dpa"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:VEN-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business has mixed seat pricing plus optional credits; Enterprise can use contracted credit or token billing.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "pricing_unit",
              "question": "What is the pricing unit?",
              "support": "supported",
              "answer": "Business combines Standard/Premium seats with optional workspace credit use. Enterprise pricing depends on its agreement.",
              "evidenceIds": [
                "chatgpt:oa-business",
                "chatgpt:oa-models"
              ]
            },
            {
              "id": "list_prices",
              "question": "What are list prices per plan, with date and currency?",
              "support": "partial",
              "answer": "Retrieved 2026-10-21: Standard USD 20/user/month annual or USD 25 monthly; Premium USD 100 annual-equivalent or USD 125 monthly. Enterprise quote not obtained.",
              "evidenceIds": [
                "chatgpt:oa-billing"
              ]
            },
            {
              "id": "included_usage",
              "question": "What usage is included?",
              "support": "partial",
              "answer": "Premium has five times Standard included usage and no five-hour usage cap; allowances are task/model-dependent.",
              "evidenceIds": [
                "chatgpt:oa-business"
              ]
            },
            {
              "id": "add_ons",
              "question": "Which features cost extra?",
              "support": "partial",
              "answer": "Credits extend eligible use; external app subscriptions and optional contracted enterprise capabilities can affect total cost.",
              "evidenceIds": [
                "chatgpt:oa-credit-controls"
              ]
            },
            {
              "id": "overage",
              "question": "What do usage beyond limits and premium models cost?",
              "support": "partial",
              "answer": "Eligible activity can use workspace credits; Enterprise may bill tokens in USD. A complete scoped tariff/default workload was not priced.",
              "evidenceIds": [
                "chatgpt:oa-credit-controls",
                "chatgpt:oa-models"
              ]
            }
          ],
          "limitations": [
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-business",
            "chatgpt:oa-models",
            "chatgpt:oa-billing",
            "chatgpt:oa-credit-controls"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:VEN-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Only a 200-seat Business licence floor can be calculated; larger new deployments need an Enterprise quote.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_200",
              "question": "Year-one cost at 200 users?",
              "support": "partial",
              "answer": "From USD 48000.00 + unknown, EUR 42799.82 + unknown or CHF 39534.20 + unknown for 12 months excluding VAT: 200 Standard seats at USD 20/month billed annually. No Premium seats, credits or discounts assumed; included allowance sufficiency is unverified.",
              "evidenceIds": [
                "chatgpt:oa-billing",
                "chatgpt:oa-services",
                "chatgpt:fx-20261020"
              ]
            },
            {
              "id": "cost_1000",
              "question": "Year-one cost at 1,000 users?",
              "support": "unknown",
              "answer": "Unknown EUR/CHF total. New Business subscriptions are capped at 200 paid seats; no Enterprise seat/usage quote was obtained. No Business-price extrapolation is used.",
              "evidenceIds": []
            },
            {
              "id": "cost_5000",
              "question": "Year-one cost at 5,000 users?",
              "support": "unknown",
              "answer": "Unknown EUR/CHF total. New Business subscriptions are capped at 200 paid seats; no Enterprise seat/usage quote was obtained. No Business-price extrapolation is used.",
              "evidenceIds": []
            },
            {
              "id": "variable_share",
              "question": "Which part depends on usage?",
              "support": "partial",
              "answer": "Credits after included allowances and Enterprise token-billed work depend on model/task consumption; that workload tariff remains unpriced.",
              "evidenceIds": [
                "chatgpt:oa-credit-controls",
                "chatgpt:oa-models"
              ]
            },
            {
              "id": "unknown_parts",
              "question": "Which costs could not be priced?",
              "support": "partial",
              "answer": "Enterprise licence/commitment, included capacity, credit/token consumption, optional enterprise features and deployment/support services remain unpriced.",
              "evidenceIds": [
                "chatgpt:oa-business"
              ]
            }
          ],
          "limitations": [
            "ALM-14 shared cost assumptions v1.4, 2026-10-21: 60% light at 100, 30% regular at 400, 10% power at 1,500 messages/user/month; 3,000 input plus 600 output tokens/message only where separately billed.",
            "ECB 2026-10-20: EUR 1 = USD 1.1215 = CHF 0.9237. Vendor USD is primary. Totals are floor + unknown; no proxy replaces an unknown vendor tariff."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-billing",
            "chatgpt:oa-services",
            "chatgpt:fx-20261020",
            "chatgpt:oa-credit-controls",
            "chatgpt:oa-models",
            "chatgpt:oa-business"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:VEN-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business is self-serve; complete Enterprise evaluation remains sales-dependent and untested.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "free_tier",
              "question": "Is there a free tier for business use?",
              "support": "partial",
              "answer": "A personal Free plan exists, but Business starts with paid seats and a separate managed workspace. Free does not establish Business/Enterprise controls.",
              "evidenceIds": [
                "chatgpt:oa-business-faq",
                "chatgpt:oa-word"
              ]
            },
            {
              "id": "self_serve_trial",
              "question": "Is a self-serve business trial available?",
              "support": "unknown",
              "answer": "Is a self-serve business trial available? Unverified after checking Business overview, FAQ and public pricing; timed self-serve trial duration, card requirement and trial governance were not verified.",
              "evidenceIds": []
            },
            {
              "id": "trial_scope",
              "question": "Do trials include SSO, connectors and admin features?",
              "support": "unknown",
              "answer": "Do trials include SSO, connectors and admin features? Unverified after checking Business overview, FAQ and public pricing; timed self-serve trial duration, card requirement and trial governance were not verified.",
              "evidenceIds": []
            },
            {
              "id": "sales_gate",
              "question": "Does meaningful evaluation require sales contact?",
              "support": "partial",
              "answer": "Business signup is self-serve; Enterprise upgrades and contracted options are directed to sales. No contact was made.",
              "evidenceIds": [
                "chatgpt:oa-business",
                "chatgpt:oa-business-faq"
              ]
            }
          ],
          "limitations": [
            "Unverified parts: self_serve_trial, trial_scope.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-business-faq",
            "chatgpt:oa-word",
            "chatgpt:oa-business"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:VEN-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business terms are public; Enterprise pricing and commercial scope need a quote.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "minimum_commitment",
              "question": "What seat or spend minimum applies?",
              "support": "supported",
              "answer": "New Business workspaces require at least two Standard/Premium seats and allow at most 200 paid seats since 2026-08-24; grandfathered workspaces differ.",
              "evidenceIds": [
                "chatgpt:oa-business-faq"
              ]
            },
            {
              "id": "contract_length",
              "question": "What contract lengths are offered?",
              "support": "supported",
              "answer": "Business supports monthly or annual billing; Enterprise term is on its order form.",
              "evidenceIds": [
                "chatgpt:oa-billing",
                "chatgpt:oa-services"
              ]
            },
            {
              "id": "cancellation",
              "question": "How can the contract be cancelled or reduced?",
              "support": "partial",
              "answer": "Business seat reductions take effect next billing cycle. Contracted renewal reductions normally need 30-day notice under the standard agreement.",
              "evidenceIds": [
                "chatgpt:oa-billing",
                "chatgpt:oa-services"
              ]
            },
            {
              "id": "local_invoicing",
              "question": "Can it be invoiced in CHF or EUR from a European entity?",
              "support": "partial",
              "answer": "EEA/Swiss customers have an Irish contracting party; self-serve invoice/PO/bank-transfer requirements are directed to a contracted plan. Exact CHF/EUR billing availability was not established.",
              "evidenceIds": [
                "chatgpt:oa-services",
                "chatgpt:oa-business"
              ]
            },
            {
              "id": "transparency_class",
              "question": "Is pricing transparent, partial, quote-only or unknown?",
              "support": "partial",
              "answer": "Business seat pricing is public but usage remains partly specified; Enterprise total is quote-only in this pass.",
              "evidenceIds": [
                "chatgpt:oa-business"
              ]
            }
          ],
          "limitations": [
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-business-faq",
            "chatgpt:oa-billing",
            "chatgpt:oa-services",
            "chatgpt:oa-business"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:VEN-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The hosted service is provided under commercial access terms; a component source-licence inventory was not verified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "licence_type",
              "question": "Which licence applies to each component?",
              "support": "partial",
              "answer": "Services Agreement grants a term-limited non-exclusive service-use right and restricts reverse engineering; no OSI licence for the hosted workspace was established.",
              "evidenceIds": [
                "chatgpt:oa-services"
              ]
            },
            {
              "id": "branding_restrictions",
              "question": "Do licence terms restrict branding or user counts?",
              "support": "partial",
              "answer": "Account resale/sharing and rate-limit circumvention are contractually restricted; component-specific branding terms were not retrieved.",
              "evidenceIds": [
                "chatgpt:oa-services"
              ]
            },
            {
              "id": "enterprise_features_closed",
              "question": "Are enterprise features in a separate closed edition?",
              "support": "unknown",
              "answer": "Are enterprise features in a separate closed edition? Unverified after checking Services Agreement; repository visibility of SDKs/examples does not establish the hosted product source licence.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: enterprise_features_closed.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-services"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:VEN-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Business restricts member self-export but documents conditional owner exports; Enterprise/Edu Compliance retrieval is separate.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "chat_export",
              "question": "Can admins export all chats?",
              "support": "partial",
              "answer": "Business members cannot self-export workspace data through Settings > Data controls. An owner can select the Business workspace > Members > member three-dot menu > Export data, if available, to export that member's data. Bulk all-chat coverage is unverified. Enterprise/Edu owners can separately grant Compliance conversation access.",
              "evidenceIds": [
                "chatgpt:oa-business-faq-r2",
                "chatgpt:oa-business-owner-export-r3",
                "chatgpt:oa-compliance-r2"
              ]
            },
            {
              "id": "assistant_export",
              "question": "Can assistants and prompts be exported in a reusable format?",
              "support": "unknown",
              "answer": "Can assistants and prompts be exported in a reusable format? Unverified after checking Business FAQ, Compliance Platform and DPA; no complete assistant/knowledge export or leaver exit fixture.",
              "evidenceIds": []
            },
            {
              "id": "knowledge_export",
              "question": "Can knowledge bases and their sources be exported?",
              "support": "unknown",
              "answer": "Can knowledge bases and their sources be exported? Unverified after checking Business FAQ, Compliance Platform and DPA; no complete assistant/knowledge export or leaver exit fixture.",
              "evidenceIds": []
            },
            {
              "id": "export_format",
              "question": "Are formats documented and machine-readable?",
              "support": "partial",
              "answer": "Enterprise/Edu has documented compliance log/state API access. No complete Business admin archive format or reusable chat/assistant/knowledge package was verified.",
              "evidenceIds": [
                "chatgpt:oa-compliance-r2"
              ]
            },
            {
              "id": "post_termination_window",
              "question": "How long can data be retrieved after termination?",
              "support": "partial",
              "answer": "The DPA provides return/deletion on instruction after expiry but no fixed recovery window was verified.",
              "evidenceIds": [
                "chatgpt:oa-dpa"
              ]
            }
          ],
          "limitations": [
            "The documented Business owner export is conditional and per member; the guide does not establish a bulk workspace export or complete archive.",
            "Enterprise/Edu Compliance retrieval is not a complete portable workspace export. No admin archive or exit fixture."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-business-faq-r2",
            "chatgpt:oa-business-owner-export-r3",
            "chatgpt:oa-compliance-r2",
            "chatgpt:oa-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": "chatgpt",
          "claimId": "chatgpt:VEN-07",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "A public component status page is available; language-specific support and SLA credits remain unverified.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "support_channels",
              "question": "Which support channels are available on each plan?",
              "support": "partial",
              "answer": "The Business FAQ directs workspace credit-usage questions to OpenAI Support. For affected Enterprise GPT migrations, the migration FAQ directs customers to their account team to confirm the applicable timeline. General Enterprise support coverage, service hours and response targets remain unverified.",
              "evidenceIds": [
                "chatgpt:chatgpt:review-fix-support-channel-20261026",
                "chatgpt:chatgpt:review-fix-gpt-creation-freeze-20261026"
              ]
            },
            {
              "id": "support_languages",
              "question": "Is support available in German, French or Italian?",
              "support": "unknown",
              "answer": "Is support available in German, French or Italian? Unverified after checking OpenAI Status, Business FAQ and Services Agreement; DE/FR/IT support, regional support staffing and applicable SLA credits not verified. Search on 2026-10-26: https://help.openai.com/en/articles/8542115-chatgpt-business-general-faq, https://status.openai.com/, https://help.openai.com/en/articles/8792828-chatgpt-business-overview. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "regional_presence",
              "question": "Is there a DACH or Swiss entity, team or partner?",
              "support": "partial",
              "answer": "OpenAI’s May 2025 company announcement records a Munich office and German local team. Current staffing, a Swiss contracting entity and guaranteed local-language support were not established.",
              "evidenceIds": [
                "chatgpt:chatgpt:german-office-20261026"
              ]
            },
            {
              "id": "uptime_sla",
              "question": "Is there an uptime SLA with credits?",
              "support": "unknown",
              "answer": "Is there an uptime SLA with credits? Unverified after checking OpenAI Status, Business FAQ and Services Agreement; DE/FR/IT support, regional support staffing and applicable SLA credits not verified. Search on 2026-10-26: https://help.openai.com/en/articles/8542115-chatgpt-business-general-faq, https://status.openai.com/, https://help.openai.com/en/articles/8792828-chatgpt-business-overview. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "status_page",
              "question": "Is there a public status page with history?",
              "support": "supported",
              "answer": "OpenAI Status lists component health and incident updates; no historical uptime score was computed.",
              "evidenceIds": [
                "chatgpt:oa-status-20261026"
              ]
            }
          ],
          "limitations": [
            "support_channels: The Business FAQ directs workspace credit-usage questions to OpenAI Support. For affected Enterprise GPT migrations, the migration FAQ directs customers to their account team to confirm the applicable timeline. General Enterprise support coverage, service hours and response targets remain unverified.",
            "support_languages: Is support available in German, French or Italian? Unverified after checking OpenAI Status, Business FAQ and Services Agreement; DE/FR/IT support, regional support staffing and applicable SLA credits not verified. Search on 2026-10-26: https://help.openai.com/en/articles/8542115-chatgpt-business-general-faq, https://status.openai.com/, https://help.openai.com/en/articles/8792828-chatgpt-business-overview. No additional scoped evidence established this answer.",
            "regional_presence: OpenAI’s May 2025 company announcement records a Munich office and German local team. Current staffing, a Swiss contracting entity and guaranteed local-language support were not established.",
            "uptime_sla: Is there an uptime SLA with credits? Unverified after checking OpenAI Status, Business FAQ and Services Agreement; DE/FR/IT support, regional support staffing and applicable SLA credits not verified. Search on 2026-10-26: https://help.openai.com/en/articles/8542115-chatgpt-business-general-faq, https://status.openai.com/, https://help.openai.com/en/articles/8792828-chatgpt-business-overview. No additional scoped evidence established this answer."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-business-faq-20261026",
            "chatgpt:oa-status-20261026",
            "chatgpt:chatgpt:german-office-20261026",
            "chatgpt:chatgpt:review-fix-support-channel-20261026",
            "chatgpt:chatgpt:review-fix-gpt-creation-freeze-20261026"
          ]
        },
        {
          "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": "chatgpt",
          "claimId": "chatgpt:VEN-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public learning and implementation guidance are available; included service entitlements remain open.",
          "availability": "generally-available",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "chatgpt-web",
              "chatgpt-clients",
              "chatgpt-apps"
            ],
            "version": "Continuously updated hosted service, retrieved 2026-10-21",
            "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences",
            "addOns": [
              "Purchased workspace credits or contracted token billing where stated",
              "External app/provider subscriptions and Microsoft add-in approval where required",
              "Enterprise residency, EKM and compliance entitlements only where stated"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies",
            "os": [],
            "surfaces": [
              {
                "id": "chatgpt-web",
                "name": "ChatGPT Business and Enterprise web workspaces",
                "type": "web-app"
              },
              {
                "id": "chatgpt-clients",
                "name": "ChatGPT desktop and mobile clients",
                "type": "native-app"
              },
              {
                "id": "chatgpt-apps",
                "name": "ChatGPT connected apps and custom MCP apps",
                "type": "integration"
              }
            ]
          },
          "questions": [
            {
              "id": "onboarding_service",
              "question": "Is guided onboarding included?",
              "support": "unknown",
              "answer": "Is guided onboarding included? Unverified after checking Academy and Enterprise quickstart; guided onboarding entitlement and professional-service fees not obtained.",
              "evidenceIds": []
            },
            {
              "id": "user_training",
              "question": "Is end-user training offered, in which languages?",
              "support": "partial",
              "answer": "Academy offers worker/builder/leader courses and live/on-demand events; DE/FR/IT delivery was not established.",
              "evidenceIds": [
                "chatgpt:oa-academy"
              ]
            },
            {
              "id": "use_case_library",
              "question": "Are role-based use cases and templates provided?",
              "support": "partial",
              "answer": "Academy and Enterprise quickstart provide role/use-case and deployment guidance; a complete template catalogue was not audited.",
              "evidenceIds": [
                "chatgpt:oa-academy",
                "chatgpt:oa-admin-quickstart"
              ]
            },
            {
              "id": "adoption_programme",
              "question": "Is there a champion or adoption programme?",
              "support": "partial",
              "answer": "Academy includes leadership/adoption learning; an included formal champion programme was not verified.",
              "evidenceIds": [
                "chatgpt:oa-academy"
              ]
            },
            {
              "id": "service_cost",
              "question": "Which services cost extra?",
              "support": "unknown",
              "answer": "Which services cost extra? Unverified after checking Academy and Enterprise quickstart; guided onboarding entitlement and professional-service fees not obtained.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Unverified parts: onboarding_service, service_cost.",
            "Read each atomic answer for its plan, access and feature limits."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "chatgpt:oa-academy",
            "chatgpt:oa-admin-quickstart"
          ]
        },
        {
          "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": "chatgpt:oa-files",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8555545-uploading-files-and-audio-to-chatgpt",
      "title": "Uploading files and audio to ChatGPT",
      "locator": "Formats; size/rate/storage limits; projects; PDF visual retrieval",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Uploads have format-specific limits, 40-file Business/Enterprise projects, 20-file GPT knowledge and Enterprise-only PDF visual retrieval."
    },
    {
      "id": "chatgpt:oa-business-models-r2",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/12003714-chatgpt-business-models-and-limits",
      "title": "ChatGPT Business models and limits",
      "locator": "Chat picker; Higher intelligence; Pro; Work models",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Business distinguishes GPT6 Chat powered by Sol/Astra from separate Work models, with Standard/Premium allowances and rollout limits."
    },
    {
      "id": "chatgpt:oa-enterprise-models-r2",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/11165333-chatgpt-enterprise-and-edu-models-and-limits",
      "title": "ChatGPT Enterprise and Edu models and limits",
      "locator": "Enterprise Chat rollout; Work/Codex distinction; model picker; tools",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise Chat names GPT6 powered by Sol and Pro/Astra, while Work has separate model options and workspace/role controls."
    },
    {
      "id": "chatgpt:oa-work-r2",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/20001275-chatgpt-work-and-codex",
      "title": "ChatGPT Work and Codex",
      "locator": "Work deliverables; picker; access and permissions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Work has its own model picker and task/output capabilities; Chat-specific model guides define the GPT6 Chat alias rather than Work model labels."
    },
    {
      "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": "chatgpt:oa-enterprise-notes",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/10128477-chatgpt-enterprise-and-edu-release-notes",
      "title": "ChatGPT Enterprise and Edu release notes",
      "locator": "October 16 sync retirement; September 25 Teams; September GPT migration; May 6 Intune",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dated Enterprise/Edu notes record live-app migration, collaboration and add-in changes, Intune eligibility and planned GPT retirement."
    },
    {
      "id": "chatgpt:oa-business-notes",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/11391654-chatgpt-business-release-notes",
      "title": "ChatGPT Business release notes",
      "locator": "April 16 analytics; May 5 Sheets; May 22 agents; July 9 Work",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Dated Business notes document workspace analytics, Excel/Sheets integration, agent/work changes and app-template access."
    },
    {
      "id": "chatgpt:oa-business",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8792828-chatgpt-business-overview",
      "title": "ChatGPT Business - Overview",
      "locator": "Standard/Premium seats; plan comparison; Team rename",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Business is self-serve with Standard/Premium seats, includes Chat/Work, and remains separate from API billing."
    },
    {
      "id": "chatgpt:oa-admin-quickstart",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/20001264-chatgpt-enterprise-admin-quickstart",
      "title": "ChatGPT Enterprise admin quickstart",
      "locator": "Identity; SCIM; groups; controls; billing",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise rollout uses SSO, tenant directory sync, groups/RBAC and workspace-specific product access."
    },
    {
      "id": "chatgpt:oa-admin-settings",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8411955-managing-workspace-settings-in-chatgpt-enterprise",
      "title": "Managing workspace settings in ChatGPT Enterprise",
      "locator": "General; permissions; models; AI policy modal",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise settings include model defaults, role-scoped features/memory and a recurring AI-policy modal."
    },
    {
      "id": "chatgpt:oa-models",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/11165333-chatgpt-enterprise-and-edu-models-and-limits",
      "title": "ChatGPT Enterprise and Edu models and limits",
      "locator": "GPT-6 Chat; Work models; routing; Astra controls",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise Chat is rolling to GPT-6 powered by Sol with a separate Astra Pro control; Work has distinct model choices and RBAC eligibility."
    },
    {
      "id": "chatgpt:oa-credit-controls",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/20001155-managing-credits-and-spend-controls-in-chatgpt-business",
      "title": "Managing credits and spend controls in ChatGPT Business",
      "locator": "Included use; recharge cap; per-seat/user limits",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Business can apply credit usage and recharge limits after included seat allowances, with credit-backed features unavailable when credits are insufficient."
    },
    {
      "id": "chatgpt:oa-analysis",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8437071-data-analysis-with-chatgpt",
      "title": "Data analysis with ChatGPT",
      "locator": "Python execution; charts; network constraint",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Analysis uses a stateful Jupyter/Python environment, supports chart generation and cannot make external network requests from that environment."
    },
    {
      "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": "chatgpt:oa-projects",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/10169521-projects-in-chatgpt",
      "title": "Projects in ChatGPT",
      "locator": "Sharing; visibility; memory; GPT use; retention",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Projects persist chats/files/instructions; shared members can read and download project files and branch chats."
    },
    {
      "id": "chatgpt:oa-sharepoint",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/12143177-sharepoint-app-and-setup-in-chatgpt",
      "title": "SharePoint app and setup in ChatGPT",
      "locator": "Live access; delegated permissions; site allowlist; labels; file limits",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Live SharePoint searches accessible SharePoint/OneDrive content and uses Microsoft consent plus separate ChatGPT action and site controls."
    },
    {
      "id": "chatgpt:oa-apps",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/11487775-connected-apps-in-chatgpt",
      "title": "Connected apps in ChatGPT",
      "locator": "Availability; authorization; actions; event tasks",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Apps use workspace and account permissions, can support actions and events, and have separate plugin installation and provider authorization."
    },
    {
      "id": "chatgpt:oa-mcp",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/12584461-developer-mode-and-full-mcp-connectors-in-chatgpt",
      "title": "Developer mode and MCP apps in ChatGPT",
      "locator": "Beta availability; Business versus Enterprise/Edu; remote connections; actions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Custom remote MCP apps support write tools in beta with plan-specific developer/publishing controls and action approvals."
    },
    {
      "id": "chatgpt:oa-team-tasks",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/20001540-creating-and-managing-team-tasks-in-chatgpt",
      "title": "Creating and managing team tasks in ChatGPT",
      "locator": "Availability; service account; triggers; control; sharing",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Business/Enterprise team tasks run in the cloud under a team service account using approved connections and scheduled or supported app-event triggers."
    },
    {
      "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": "chatgpt:oa-company-r2",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/12628342-company-knowledge-in-chatgpt",
      "title": "Company knowledge in ChatGPT",
      "locator": "Current app-based workflow; plans; source permissions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Current Company Knowledge uses enabled eligible app connections for Business/Enterprise/Edu and inherits source access without claiming a universal copied index."
    },
    {
      "id": "chatgpt:oa-sharepoint-r2",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/12143177-sharepoint-app-and-setup-in-chatgpt",
      "title": "SharePoint app and setup in ChatGPT",
      "locator": "Live app; Microsoft permissions; action enablement",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The live app uses Microsoft delegated access and separately enabled actions; site-policy controls need workspace enablement rather than inheriting a blanket plan entitlement."
    },
    {
      "id": "chatgpt:oa-sharepoint-policy-r2",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/20001502-managing-sharepoint-site-access-and-sensitivity-label-exclusions",
      "title": "Managing SharePoint site access and sensitivity-label exclusions",
      "locator": "Availability; site-collection rules; label GUIDs",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The guide documents enabled-workspace site/label controls but does not state a complete Business/Enterprise/Edu entitlement matrix."
    },
    {
      "id": "chatgpt:oa-residency-r2",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/9903489-data-residency-and-inference-residency-for-chatgpt",
      "title": "Data residency and inference residency for ChatGPT",
      "locator": "Current feature/storage scope; external integrations",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Current residency guidance describes scoped content/processing and external-app exceptions; it no longer establishes an administrator-managed sync configuration."
    },
    {
      "id": "chatgpt:oa-enterprise-notes-r2",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/10128477-chatgpt-enterprise-and-edu-release-notes",
      "title": "ChatGPT Enterprise and Edu release notes",
      "locator": "October16 administrator-managed sync retirement",
      "sourceDate": "2026-10-16",
      "retrievedAt": "2026-10-21",
      "finding": "The October16 notice retires administrator-managed sync and directs eligible Enterprise workspaces to real-time GoogleDrive/SharePoint/Teams apps."
    },
    {
      "id": "chatgpt:oa-company",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/12628342-company-knowledge-in-chatgpt",
      "title": "Company knowledge in ChatGPT",
      "locator": "Requirements; source permissions; supported apps",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Company Knowledge is a plugin for eligible Business/Enterprise/Edu users and uses authorized connected sources rather than granting new data access."
    },
    {
      "id": "chatgpt:oa-memory",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8590148-memory-in-chatgpt",
      "title": "Memory in ChatGPT",
      "locator": "Controls; sources; removal; workspace memory",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Memory and custom instructions differ; users can manage remembered information and admins control supported workspace settings."
    },
    {
      "id": "chatgpt:oa-enterprise-notes-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/10128477-chatgpt-enterprise-and-edu-release-notes",
      "title": "ChatGPT Enterprise and Edu release notes",
      "locator": "October 16 sync retirement; September 25 Teams; September GPT migration; May 6 Intune; public web-reader representation retrieved 2026-10-26, representation SHA256 8781183db68eb81bcf7367e33925fbcec071340b0b8901192b83ef01c70a778e",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Dated Enterprise/Edu notes record live-app migration, collaboration and add-in changes, Intune eligibility and planned GPT retirement."
    },
    {
      "id": "chatgpt:oa-gpt-migration-r2-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/20001519-custom-gpt-retirement-and-migration-faq",
      "title": "Custom GPT retirement and migration FAQ",
      "locator": "Plugin migration; Enterprise guidance and dates; non-transferring actions; public web-reader representation retrieved 2026-10-26, representation SHA256 dd951ed04244057574ab0c432d8a8279430ac2da83c342351588edf8d66e0a9b",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The accessible FAQ confirms migration to plugins, standard/approved-deferral dates, and that models/actions/sharing settings do not transfer automatically."
    },
    {
      "id": "chatgpt:oa-admin-settings-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8411955-managing-workspace-settings-in-chatgpt-enterprise",
      "title": "Managing workspace settings in ChatGPT Enterprise",
      "locator": "General; permissions; models; AI policy modal; public web-reader representation retrieved 2026-10-26, representation SHA256 96c9b041bf9174a50f86db93e70e0298c6a367658ecba1cdd9db1ccaf5bb68bc",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Enterprise settings include model defaults, role-scoped features/memory and a recurring AI-policy modal."
    },
    {
      "id": "chatgpt:oa-business-notes-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/11391654-chatgpt-business-release-notes",
      "title": "ChatGPT Business release notes",
      "locator": "April 16 analytics; May 5 Sheets; May 22 agents; July 9 Work; public web-reader representation retrieved 2026-10-26, representation SHA256 a76daa1b273dbced3f3f607908c1965a3ed86fc0cc21c798be3582eca50e374d",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Dated Business notes document workspace analytics, Excel/Sheets integration, agent/work changes and app-template access."
    },
    {
      "id": "chatgpt:oa-business-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8792828-chatgpt-business-overview",
      "title": "ChatGPT Business - Overview",
      "locator": "Standard/Premium seats; plan comparison; Team rename; public web-reader representation retrieved 2026-10-26, representation SHA256 7af98911edbf31de1850b4de99233ea6bbee5f443dce05c9d6958e004181ee13",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Business is self-serve with Standard/Premium seats, includes Chat/Work, and remains separate from API billing."
    },
    {
      "id": "chatgpt:oa-files-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8555545-uploading-files-and-audio-to-chatgpt",
      "title": "Uploading files and audio to ChatGPT",
      "locator": "Formats; size/rate/storage limits; projects; PDF visual retrieval; public web-reader representation retrieved 2026-10-26, representation SHA256 8fbf08df3b56a93ebaf27c2ca223eb2cd449e5b1b43e5f5d09995eaeb7bb7907",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Uploads have format-specific limits, 40-file Business/Enterprise projects, 20-file GPT knowledge and Enterprise-only PDF visual retrieval."
    },
    {
      "id": "chatgpt:oa-company-r2-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/12628342-company-knowledge-in-chatgpt",
      "title": "Company knowledge in ChatGPT",
      "locator": "Current app-based workflow; plans; source permissions; public web-reader representation retrieved 2026-10-26, representation SHA256 2d451d442061ec6222039e4f287ed4f08226239e708b96200ee8ea33bd7971ed",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Current Company Knowledge uses enabled eligible app connections for Business/Enterprise/Edu and inherits source access without claiming a universal copied index."
    },
    {
      "id": "chatgpt:oa-residency-r2-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/9903489-data-residency-and-inference-residency-for-chatgpt",
      "title": "Data residency and inference residency for ChatGPT",
      "locator": "Current feature/storage scope; external integrations; public web-reader representation retrieved 2026-10-26, representation SHA256 7bc187a8fb32db1e17c0bb7e93763c0ccb2c8528a6b220f4b3d011bd151f53d3",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Current residency guidance describes scoped content/processing and external-app exceptions; it no longer establishes an administrator-managed sync configuration."
    },
    {
      "id": "chatgpt:oa-plugins-r2-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/20001256-plugins-in-chatgpt",
      "title": "Plugins in ChatGPT",
      "locator": "Reusable skills; references/apps; workspace sharing; surface limits; public web-reader representation retrieved 2026-10-26, representation SHA256 fcb0960b3bb65bf48aafc243940aa11c934ae0735ba6f9f1e847e1fc425ad1e4",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Plugins package reusable workflow instructions/apps for Chat/Work, with Business/Enterprise sharing subject to workspace controls and per-surface capabilities."
    },
    {
      "id": "chatgpt:oa-word-r2-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/20001526-chatgpt-for-word",
      "title": "ChatGPT for Word",
      "locator": "Availability; writing; skills; plugin and history limitations; public web-reader representation retrieved 2026-10-26, representation SHA256 93ee7796175a908a7cd559677e9e27203399c07d0c5147311b6610272e4c93e3",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The native Word add-in drafts/revises text, but plugins are unsupported and regular ChatGPT memory/skills/history do not carry over."
    },
    {
      "id": "chatgpt:chatgpt:review-fix-gpt-creation-freeze-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/20001519-custom-gpt-retirement-and-migration-faq",
      "title": "Custom GPT migration: creation freeze and existing edits",
      "locator": "Enterprise workspace guidance, October 26 planned milestone; all-plan retirement; timeline confirmation paragraph; public web-reader representation retrieved 2026-10-26, SHA256 4b3144d23ceb8bfd0e24a6f5b6a3c0a8cf29a4d84f64091ddafda7242ff0695c",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "October 26 is a planned freeze on new GPT creation in affected Enterprise workspaces; drafts needed for migration should be published beforehand. Existing unmigrated GPTs remain editable, while migration makes the original read-only. The FAQ covers all plans for scheduled retirement and directs Enterprise customers to their account team to confirm their migration timeline."
    },
    {
      "id": "chatgpt:oa-mcp-r2",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/12584461-connecting-custom-mcp-servers-in-chatgpt",
      "title": "Connecting custom MCP servers in ChatGPT",
      "locator": "Availability; current Plugins flow; plan roles; action permissions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Custom MCP is available on Business/Enterprise/Edu web; the current Plugins flow does not require Developer Mode, with admin publication and plan-specific creator controls."
    },
    {
      "id": "chatgpt:oa-search",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/9237897-searching-the-web-with-chatgpt",
      "title": "Searching the web with ChatGPT",
      "locator": "Availability; sources; external providers; Chrome extension",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Search can send rewritten queries/general location to external providers and supplies cited results and an optional Chrome search extension."
    },
    {
      "id": "chatgpt:oa-residency",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/9903489-data-residency-and-inference-residency-for-chatgpt",
      "title": "Data residency and inference residency for ChatGPT",
      "locator": "Eligibility; storage/backups; GPU processing; exceptions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Eligible Enterprise/Edu regional storage and optional same-region GPU inference exclude system data, global CPU processing and external integrations."
    },
    {
      "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": "chatgpt:oa-business-faq",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8542115-chatgpt-business-general-faq",
      "title": "ChatGPT Business: General FAQ",
      "locator": "Prices; seat cap; export; privacy",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The FAQ lists current seat prices, a 200-paid-seat cap for new subscriptions since August 24 2026, and unavailable self-service Business export."
    },
    {
      "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": "chatgpt:oa-work",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/20001275-chatgpt-work-and-codex",
      "title": "ChatGPT Work and Codex",
      "locator": "Chat versus Work; models; availability; deliverables",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Work is the multi-step deliverable experience on eligible paid plans; cloud/local task execution and model access differ from regular Chat."
    },
    {
      "id": "chatgpt:oa-word",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/20001526-chatgpt-for-word",
      "title": "ChatGPT for Word",
      "locator": "Office add-in; admin approval; limitations; pricing",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The shared Office add-in embeds ChatGPT in Word, requires M365 administrator approval and uses the applicable model/token allowance."
    },
    {
      "id": "chatgpt:oa-word-r2",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/20001526-chatgpt-for-word",
      "title": "ChatGPT for Word",
      "locator": "Availability; writing; skills; plugin and history limitations",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The native Word add-in drafts/revises text, but plugins are unsupported and regular ChatGPT memory/skills/history do not carry over."
    },
    {
      "id": "chatgpt:chatgpt:images-editing-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/11084440-im",
      "title": "Images in ChatGPT",
      "locator": "Overview, Availability and Edit your image; public web-reader representation SHA256 44b31a6adea07ee1fbba7c7f8094c14b2d08b85d14db6ac37f0732f9ad291979",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The official guide documents editing uploaded or generated images. Images are available on all tiers; Images with thinking is currently Plus/Pro/Business, with Enterprise/Edu described as coming later."
    },
    {
      "id": "chatgpt:oa-enterprise-models-r2-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/11165333-chatgpt-enterprise-and-edu-models-and-limits",
      "title": "ChatGPT Enterprise and Edu models and limits",
      "locator": "Enterprise Chat rollout; Work/Codex distinction; model picker; tools; public web-reader representation retrieved 2026-10-26, representation SHA256 da70d2c757d5cb302998f802acc290c8a1a4f26b86a8ab34ff9a83627f9ac7fd",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Enterprise Chat names GPT6 powered by Sol and Pro/Astra, while Work has separate model options and workspace/role controls."
    },
    {
      "id": "chatgpt:oa-services-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://openai.com/policies/services-agreement/",
      "title": "OpenAI Services Agreement",
      "locator": "Sections 3-7; 16.3; definitions of contracting party, governing laws and venue; public web-reader representation retrieved 2026-10-26, representation SHA256 0233863b855363cf290708260721bf7d470cd68b01718c219c441018b00e846e",
      "sourceDate": "2025-12-01",
      "retrievedAt": "2026-10-26",
      "finding": "The business contract protects customer content, assigns output rights, limits service use and defines Irish contracting/law for EEA/Swiss customers."
    },
    {
      "id": "chatgpt:oa-voice",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/20001274-chatgpt-voice",
      "title": "ChatGPT Voice",
      "locator": "Business/Enterprise availability; limits; data controls",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Eligible workspaces have Voice, with Business seat-dependent allowances and separate Enterprise credit/token billing and audio retention."
    },
    {
      "id": "chatgpt:chatgpt:mobile-read-aloud-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8142208-chatgpt-ios-and-android-app-faq",
      "title": "ChatGPT mobile response actions",
      "locator": "How do I select text or use response actions on Android?; public web-reader representation SHA256 5a659925d335100a37be401edb3f15327e8a679e3670bd3e945c97b20ca6ca4d",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Supported mobile response actions can include Read aloud; availability varies by message. This is distinct from a live Voice session and does not establish Swiss German recognition."
    },
    {
      "id": "chatgpt:oa-analysis-r2",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8437071-data-analysis-with-chatgpt",
      "title": "Data analysis with ChatGPT",
      "locator": "Python/Jupyter execution and chart types",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Data analysis documents code execution and static/interactive visualizations; Enterprise model inventory establishes the scoped plan entitlement."
    },
    {
      "id": "chatgpt:oa-language",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8357869-how-to-change-your-language-setting-in-chatgpt",
      "title": "How to change your language setting in ChatGPT",
      "locator": "Browser/mobile language setting; supported list",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "ChatGPT documents German, French and Italian UI settings alongside other supported languages."
    },
    {
      "id": "chatgpt:oa-trust",
      "productId": "chatgpt",
      "kind": "vendor-claimed",
      "url": "https://trust.openai.com/",
      "title": "OpenAI Trust Portal",
      "locator": "Compliance; documents; ChatGPT security features",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The portal claims ISO and SOC coverage and lists reports, EKM, penetration testing and a VPAT, without establishing certificate validity in this pass."
    },
    {
      "id": "chatgpt:oa-business-sso",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/11489188-setting-up-single-sign-on-sso-for-chatgpt-business",
      "title": "Setting up single sign-on for ChatGPT Business",
      "locator": "Supported protocols; plan limits; automatic account creation",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Business supports SAML/OIDC and verified domains but standalone Business excludes SCIM and synchronized groups."
    },
    {
      "id": "chatgpt:chatgpt:native-mfa-enforcement-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/7967234-managing-multi-factor-authentication-mfa",
      "title": "Managing multi-factor authentication",
      "locator": "Can admins enforce MFA for a workspace or organization?; public web-reader representation SHA256 c263aa5ec4b4533980634f9fc563829448056ddfb38d44108adfc1f2af92555e",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Individuals can configure MFA, but the guide explicitly says administrators cannot currently enforce MFA at the ChatGPT workspace or API organization level. Identity-provider policy is a separate control."
    },
    {
      "id": "chatgpt:oa-billing",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8792536-managing-billing-and-seats-in-chatgpt-business",
      "title": "Managing billing and seats in ChatGPT Business",
      "locator": "Seat types; minimum; billing changes",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Business lists USD 20/25 Standard and USD 100/125 Premium annual/monthly equivalents, at least two seats, and next-cycle reductions."
    },
    {
      "id": "chatgpt:oa-members",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8266401-managing-members-workspace-roles-and-seats-in-chatgpt-enterprise-and-edu",
      "title": "Managing members, workspace roles, and seats in ChatGPT Enterprise and Edu",
      "locator": "Built-in roles; seat types; invitations",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise/Edu distinguish member, analytics viewer, admin and owner; Enterprise can delegate group management and assign seat types."
    },
    {
      "id": "chatgpt:oa-leavers",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8266418-data-retention-when-a-member-is-removed-from-a-workspace",
      "title": "Data retention when a member is removed from a workspace",
      "locator": "Enterprise/Edu versus Business; ownership reassignment",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Removal revokes access immediately, follows Enterprise retention policies, preserves Business data indefinitely, and reassigns projects/GPT ownership without exposing private conversations."
    },
    {
      "id": "chatgpt:oa-services",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://openai.com/policies/services-agreement/",
      "title": "OpenAI Services Agreement",
      "locator": "Sections 3-7; 16.3; definitions of contracting party, governing laws and venue",
      "sourceDate": "2025-12-01",
      "retrievedAt": "2026-10-21",
      "finding": "The business contract protects customer content, assigns output rights, limits service use and defines Irish contracting/law for EEA/Swiss customers."
    },
    {
      "id": "chatgpt:chatgpt:enterprise-analytics-export-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/10875114-workspace-analytics-for-chatgpt-enterprise-and-edu",
      "title": "Workspace analytics for Enterprise and Edu",
      "locator": "Export a report by user, Export GPT or project usage, User surveys, Task insights; public web-reader representation SHA256 6aeca6e22f4c2c5cfa4d623934a911693c329ba68f2b3af43c1527c662a89bfb",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Enterprise/Edu supports CSV reports by user and GPT/project usage, with separate survey/benchmark exports. Task insights aggregate work categories and can be disabled; survey export identifiers depend on a setting. Ordinary user reports remain identifiable."
    },
    {
      "id": "chatgpt:oa-business-faq-r2",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8542115-chatgpt-business-general-faq",
      "title": "ChatGPT Business general FAQ",
      "locator": "Private chats; self-service export; roles",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Business members retain private histories by default and self-service workspace data export is unavailable; this does not define every conditional admin access route."
    },
    {
      "id": "chatgpt:oa-business-privacy-r2",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8798634-managing-data-sharing-and-privacy-in-chatgpt-business",
      "title": "Managing data, sharing, and privacy in ChatGPT Business",
      "locator": "Admin visibility and usage analytics; collaboration; export",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Usage/spend analytics does not automatically grant private-chat transcript access; member self-export through Settings is unavailable."
    },
    {
      "id": "chatgpt:oa-compliance-r2",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/9261474-openai-compliance-platform-for-enterprise-and-edu-customers",
      "title": "OpenAI Compliance Platform for Enterprise and Edu",
      "locator": "Eligibility; owner-granted content permissions; retention",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise/Edu Compliance Platform separates owner-granted conversation access from delegated log categories and documents30-day log availability."
    },
    {
      "id": "chatgpt:oa-business-owner-export-r3",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8798634-managing-data-sharing-and-privacy-in-chatgpt-business",
      "title": "Managing data, sharing, and privacy in ChatGPT Business",
      "locator": "Can I export my data from a Business workspace? — member restriction and conditional owner export steps",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Business members lack Settings self-export. Owners can export an individual member through the workspace Members menu when the option is available; bulk coverage, precise eligibility, format and completeness are unspecified."
    },
    {
      "id": "chatgpt:oa-compliance",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/9261474-openai-compliance-platform-for-enterprise-and-edu-customers",
      "title": "OpenAI Compliance Platform for Enterprise and Edu customers",
      "locator": "Access; immutable logs; retention; migration; partner integrations",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise/Edu compliance supports immutable event logs, state queries and SIEM/eDiscovery/DLP integrations, with a 30-day log access window."
    },
    {
      "id": "chatgpt:oa-privacy",
      "productId": "chatgpt",
      "kind": "vendor-claimed",
      "url": "https://openai.com/enterprise-privacy/",
      "title": "Enterprise privacy at OpenAI",
      "locator": "Security; service-specific human access; Business FAQ",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "OpenAI describes AES-256/TLS protections and limited authorized staff access, with plan-specific privacy and administrative visibility."
    },
    {
      "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": "chatgpt:oa-subprocessors",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://openai.com/policies/sub-processor-list/",
      "title": "OpenAI Sub-processor list",
      "locator": "Third-party processors; processing countries; notice subscription",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-21",
      "finding": "The dated list names multiple cloud and service processors with product and country scope."
    },
    {
      "id": "chatgpt:oa-dpa",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://openai.com/policies/data-processing-addendum/",
      "title": "OpenAI Data Processing Addendum",
      "locator": "Definitions; 2.9; 2.11; 4.1",
      "sourceDate": "2025-12-01",
      "retrievedAt": "2026-10-21",
      "finding": "The DPA covers EEA/Swiss data, subprocessor notifications/objections, international transfers and return/deletion at customer instruction."
    },
    {
      "id": "chatgpt:oa-managed-access-r2",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/20001067-data-access-for-your-managed-chatgpt-account",
      "title": "Data access for your managed ChatGPT account",
      "locator": "Conditional admin access; configuration; Enterprise sensitive permissions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Managed-account administrators may access/export/retain/delete content where configuration and law allow; an Enterprise admin role alone does not grant sensitive compliance access."
    },
    {
      "id": "chatgpt:oa-privacy-r2",
      "productId": "chatgpt",
      "kind": "vendor-claimed",
      "url": "https://openai.com/enterprise-privacy/",
      "title": "Enterprise privacy at OpenAI",
      "locator": "Business FAQ: organizational access and retention; Enterprise FAQ",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The privacy page describes Business administrator access/export/deletion and retention control broadly, without documenting a concrete Business export route or settings workflow."
    },
    {
      "id": "chatgpt:oa-retention-r2",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8983778-chat-and-file-retention-in-chatgpt",
      "title": "Chat and file retention in ChatGPT",
      "locator": "Chats; Library/project/GPT files; deletion; Enterprise backups",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Saved chats and files have separate deletion/policy rules, generally30-day backend deletion with legal/security exceptions and Enterprise backup caveats."
    },
    {
      "id": "chatgpt:oa-leavers-r2",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8266418-data-retention-when-a-member-is-removed-from-a-workspace",
      "title": "Data retention when a member is removed from a workspace",
      "locator": "Plan-specific retention; ownership versus conversations",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Business leaver content remains indefinite while Enterprise/Edu follow configured retention; project/GPT ownership reassignment does not expose the former member's private conversations."
    },
    {
      "id": "chatgpt:chatgpt:government-transparency-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://openai.com/trust-and-transparency/",
      "title": "OpenAI trust and transparency",
      "locator": "Government requests for user data, Our policy link and semiannual reports; public web-reader representation SHA256 93bafff710834085a0d51dde71f2f1bd3bfe6e7dc86dcb4fd45cea5938355140",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The public page links OpenAI’s Government User Data Request Policy and semiannual request/disclosure reports, currently including January–June 2026. Existence of a policy is distinct from immunity from government access."
    },
    {
      "id": "chatgpt:oa-subprocessors-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://openai.com/policies/sub-processor-list/",
      "title": "OpenAI Sub-processor list",
      "locator": "Third-party processors; processing countries; notice subscription; public web-reader representation retrieved 2026-10-26, representation SHA256 a7d96e1cb585412fcc51ac92669fa0f3b2529082622dfe7f32298849b672f6da",
      "sourceDate": "2026-10-14",
      "retrievedAt": "2026-10-26",
      "finding": "The dated list names multiple cloud and service processors with product and country scope."
    },
    {
      "id": "chatgpt:oa-dpa-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://openai.com/policies/data-processing-addendum/",
      "title": "OpenAI Data Processing Addendum",
      "locator": "Definitions; 2.9; 2.11; 4.1; public web-reader representation retrieved 2026-10-26, representation SHA256 11aa41f80669f6238d4e298e39f15fb7530b480effb79ea23111d8f9186adc55",
      "sourceDate": "2025-12-01",
      "retrievedAt": "2026-10-26",
      "finding": "The DPA covers EEA/Swiss data, subprocessor notifications/objections, international transfers and return/deletion at customer instruction."
    },
    {
      "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": "chatgpt:chatgpt:eu-ai-act-resources-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/12141645-eu-ai-act-openai-resources-and-customer-guidance",
      "title": "EU AI Act resources and customer guidance",
      "locator": "OpenAI approach, prohibited practices, governance/provenance resources and model-documentation contact route; public web-reader representation SHA256 cfd90ddfaf879898942c3866d9e555258e38f6268652c64ded7a2d714c1552ed",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "OpenAI publishes a customer AI Act resource page linking its governance framework, Codes of Practice approach and provenance guidance. A dedicated form is available for relevant model-documentation requests; no request was made and no product compliance verdict is inferred."
    },
    {
      "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": "chatgpt:oa-ekm",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/20000943",
      "title": "OpenAI Enterprise Key Management Overview",
      "locator": "Eligibility; external KMS; unsupported features",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "EKM for eligible Enterprise/Edu workspaces uses customer-controlled AWS/GCP/Azure master keys with an account representative."
    },
    {
      "id": "chatgpt:oa-ip",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/12111596-ip-allowlisting-for-chatgpt",
      "title": "IP allowlisting for ChatGPT",
      "locator": "Eligibility; enforcement; Compliance API",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Enterprise/Edu IP policies block user requests outside allowed addresses and use a separate Compliance API allowlist."
    },
    {
      "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": "chatgpt:fx-20261020",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml",
      "title": "ECB euro reference historical rates",
      "locator": "Cube time=2026-10-20; USD and CHF",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "Directly retrieved ECB XML gives EUR 1 = USD 1.1215 = CHF 0.9237."
    },
    {
      "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": "chatgpt:chatgpt:german-office-20261026",
      "productId": "chatgpt",
      "kind": "vendor-claimed",
      "url": "https://openai.com/index/openai-deutschland/",
      "title": "OpenAI Deutschland office announcement",
      "locator": "May 22, 2025 opening announcement and local team scope; public web-reader representation SHA256 d04d9029dd9c337a37c2ae21ffabb048a7cc4f11159ddabc87d20fe082137d5f",
      "sourceDate": "2025-05-22",
      "retrievedAt": "2026-10-26",
      "finding": "The dated first-party announcement states that OpenAI opened its first German office in Munich with a local team. It does not specify guaranteed DE/FR/IT support, a Swiss entity or contract-specific SLA."
    },
    {
      "id": "chatgpt:oa-business-faq-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8542115-chatgpt-business-general-faq",
      "title": "ChatGPT Business: General FAQ",
      "locator": "Prices; seat cap; export; privacy; public web-reader representation retrieved 2026-10-26, representation SHA256 ffd176f38adcc4e1658f36e899249404fb7036503d3f42d042bfca83f10b0d50",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The FAQ lists current seat prices, a 200-paid-seat cap for new subscriptions since August 24 2026, and unavailable self-service Business export."
    },
    {
      "id": "chatgpt:oa-status-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://status.openai.com/",
      "title": "OpenAI Status",
      "locator": "System components and incident updates; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 1f749d023fe07ab5992f9b3666fbcb15a5578978c14ddda682cf228310aac396 on 2026-10-26",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The public status page separates ChatGPT, Work, compliance, search, uploads, voice and app components and links incident updates."
    },
    {
      "id": "chatgpt:chatgpt:review-fix-support-channel-20261026",
      "productId": "chatgpt",
      "kind": "documented",
      "url": "https://help.openai.com/en/articles/8542115-chatgpt-business-general-faq",
      "title": "Business FAQ: credit-usage support route",
      "locator": "Does zero workspace credit usage mean no one has used ChatGPT or Codex?; public web-reader representation retrieved 2026-10-26, SHA256 6f1e8ec919c352fec861fb80ad95bbf94efd6f1c73199357b5f01ff3d43d62f3",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "For workspace credit-usage discrepancies, the Business FAQ directs users to OpenAI Support. It does not itself establish a general Enterprise account-team support entitlement."
    },
    {
      "id": "chatgpt:oa-academy",
      "productId": "chatgpt",
      "kind": "vendor-claimed",
      "url": "https://academy.openai.com/",
      "title": "OpenAI Academy",
      "locator": "Learning paths; live and on-demand events",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Academy offers worker, builder and adoption-leader learning resources with public events."
    }
  ]
}
