{
  "schemaVersion": 1,
  "rubricVersion": "1.1",
  "kind": "product",
  "slug": "products/onai",
  "canonicalUrl": "https://onaihq.com/compare/agents/products/onai/",
  "markdownUrl": "https://onaihq.com/compare/agents/products/onai/index.md",
  "dataUrl": "https://onaihq.com/compare/agents/products/onai/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": "onai",
      "name": "onAI",
      "website": "https://onaihq.com/",
      "repository": null,
      "pageUrl": "https://onaihq.com/compare/agents/products/onai/",
      "lifecycle": {
        "status": "unknown",
        "note": null
      },
      "surfaces": [
        {
          "id": "web",
          "name": "onAI browser workspace",
          "type": "web"
        },
        {
          "id": "server-main",
          "name": "onAI main server snapshot",
          "type": "self-hosted-server"
        },
        {
          "id": "server-dedicated",
          "name": "onAI dedicated deployment code line",
          "type": "self-hosted-server"
        },
        {
          "id": "api",
          "name": "onAI backend API",
          "type": "api"
        }
      ],
      "sourcedClaimCount": 17,
      "statedByVendorCount": 44,
      "crossCheckedClaimCount": 14,
      "sourcedOnlyClaimCount": 3,
      "oldestCheckedAt": "2026-10-21",
      "lastCheckedAt": "2026-10-26"
    }
  ],
  "coverage": {
    "totalCriteria": 51,
    "sourcedCriteria": 17,
    "crossCheckedCriteria": 14,
    "sourcedOnlyCriteria": 3,
    "statedByVendorCriteria": 44
  },
  "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": "onai",
          "claimId": "onai:MOD-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The public page offers user-selectable Claude, GPT, Gemini, Grok and Mistral families. Exact chat model versions, automatic routing and per-model input capabilities are not established.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public page retrieved 2026-10-21",
            "plan": "Per seat and Flat price public offers; exact model entitlements unspecified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Unspecified by source",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "onAI browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "providers",
              "question": "Which model providers are available?",
              "support": "supported",
              "answer": "The vendor names Anthropic, OpenAI, Google, xAI and Mistral AI model families; current selectable provider inventory was not observed.",
              "evidenceIds": [
                "onai:public-models-display-20261026"
              ]
            },
            {
              "id": "current_models",
              "question": "Which current models are selectable on this plan?",
              "support": "partial",
              "answer": "The page names Claude, GPT, Gemini, Grok and Mistral families, but supplies no complete versioned chat-model list per plan.",
              "evidenceIds": [
                "onai:public-models-display-20261026"
              ]
            },
            {
              "id": "user_choice",
              "question": "Can users pick the model per chat?",
              "support": "supported",
              "answer": "Employees choose a model for a task within the administrator-approved set.",
              "evidenceIds": [
                "onai:public-models-display-20261026"
              ]
            },
            {
              "id": "auto_routing",
              "question": "Does the product route between models automatically, and is the chosen model shown?",
              "support": "unknown",
              "answer": "The public model section does not establish automatic routing or disclosure of its selected model; no app fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "multimodal_input",
              "question": "Which models accept images, audio or files?",
              "support": "unknown",
              "answer": "Public chat-model copy does not map image, audio or file input to named model versions. Image Studio is a separate capability.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Model-family marketing is not a tested model inventory or a release-lag measurement."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "onai:public-models-display-20261026"
          ]
        }
      ]
    },
    {
      "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": "onai",
          "claimId": "onai:MOD-02",
          "verificationStatus": "stated-by-vendor",
          "evidenceType": "vendor-statement",
          "support": "stated",
          "answer": "We enable new models shortly after their release.",
          "statedBy": "onAI",
          "assertedAt": "2026-10-23",
          "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": "onai",
          "claimId": "onai:MOD-03",
          "verificationStatus": "stated-by-vendor",
          "evidenceType": "vendor-statement",
          "support": "stated",
          "answer": "Your own provider contracts and API keys (for example Azure, OpenRouter) are possible on request.",
          "statedBy": "onAI",
          "assertedAt": "2026-10-23",
          "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": "onai",
          "claimId": "onai:MOD-04",
          "verificationStatus": "stated-by-vendor",
          "evidenceType": "vendor-statement",
          "support": "stated",
          "answer": "With on-premises, local models can be connected (for example via Ollama).",
          "statedBy": "onAI",
          "assertedAt": "2026-10-23",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "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": "onai",
          "claimId": "onai:MOD-05",
          "verificationStatus": "stated-by-vendor",
          "evidenceType": "vendor-statement",
          "support": "stated",
          "answer": "Admins decide per group which models are allowed.",
          "statedBy": "onAI",
          "assertedAt": "2026-10-22",
          "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": "onai",
          "claimId": "onai:KNOW-01",
          "verificationStatus": "stated-by-vendor",
          "evidenceType": "vendor-statement",
          "support": "stated",
          "answer": "Upload PDF, Word, Excel and other files directly in the chat and ask about them.",
          "statedBy": "onAI",
          "assertedAt": "2026-10-23",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "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": "onai",
          "claimId": "onai:KNOW-02",
          "verificationStatus": "stated-by-vendor",
          "evidenceType": "vendor-statement",
          "support": "stated",
          "answer": "Shared knowledge collections with access rights per group.",
          "statedBy": "onAI",
          "assertedAt": "2026-10-23",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "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": "onai",
          "claimId": "onai:KNOW-03",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The vendor describes live Microsoft 365 access with specific delegated permissions. Other connector names are marketing leads with incomplete source and plan scope.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public page retrieved 2026-10-21",
            "plan": "Microsoft 365 listed in Per seat and Flat price; optional Microsoft licences/permissions apply",
            "addOns": [
              "Optional existing Microsoft 365 Copilot licence for semantic search and meeting notes"
            ],
            "deploymentMode": null,
            "region": "Source tenant region and model processing region depend on customer configuration",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "onAI browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "microsoft_365",
              "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?",
              "support": "supported",
              "answer": "The page lists SharePoint/OneDrive files, SharePoint pages/lists, Outlook mail/attachments, calendar, Teams chats, OneNote, To Do/Planner and directory. Channels and meeting transcripts require additional admin approval; semantic Copilot search/meeting notes require eligible Microsoft 365 Copilot licences.",
              "evidenceIds": [
                "onai:public-m365-display-20261026",
                "onai:public-m365-permissions-display-20261026"
              ]
            },
            {
              "id": "google_workspace",
              "question": "Which Google sources are connected?",
              "support": "unknown",
              "answer": "The page’s Google sign-in is not a Google Drive/Gmail connector specification. No scoped Google Workspace data connector or trial was verified.",
              "evidenceIds": []
            },
            {
              "id": "atlassian",
              "question": "Confluence and Jira?",
              "support": "partial",
              "answer": "The FAQ names Confluence as a standard-connector example without setup, plan or permission details. Jira availability is not established.",
              "evidenceIds": [
                "onai:public-other-connectors-display-20261026"
              ]
            },
            {
              "id": "other_systems",
              "question": "Which other business systems?",
              "support": "partial",
              "answer": "The FAQ names S3 and proprietary data sources through connectors or an API. No source-by-source catalogue for Notion, Box, Salesforce or ServiceNow was obtained.",
              "evidenceIds": [
                "onai:public-other-connectors-display-20261026"
              ]
            },
            {
              "id": "on_prem_sources",
              "question": "Can on-prem file shares or databases be connected?",
              "support": "unknown",
              "answer": "Custom database and on-premises hosting copy does not establish an operational file-share/database connector, network gateway or associated plan requirements.",
              "evidenceIds": []
            },
            {
              "id": "connector_provider",
              "question": "Who builds and maintains each connector?",
              "support": "partial",
              "answer": "onAI says its Microsoft app supplies the Microsoft 365 connection and IT approves delegated permissions; no provider/maintenance contract is specified for the other example connectors.",
              "evidenceIds": [
                "onai:public-m365-permissions-display-20261026"
              ]
            }
          ],
          "limitations": [
            "Microsoft 365 claims are vendor statements, not an observed tenant connection. Generic connector examples are not individually verified integrations."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "onai:public-m365-display-20261026",
            "onai:public-m365-permissions-display-20261026",
            "onai:public-other-connectors-display-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": "onai",
          "claimId": "onai:KNOW-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "For Microsoft 365 the vendor claims per-user source permission checks at query time. Revocation delay, site exclusions and sensitivity-label behavior have not been tested.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public page retrieved 2026-10-21",
            "plan": "Per seat; Flat price includes everything in Per seat. Microsoft 365 connector consent and source-account access required.",
            "addOns": [
              "Customer Microsoft account and required delegated consent"
            ],
            "deploymentMode": null,
            "region": "Customer Microsoft tenant; receiving model region configured separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "onAI browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "source_permissions_respected",
              "question": "Are source permissions enforced per user?",
              "support": "supported",
              "answer": "The vendor says onAI makes delegated read-only requests as the signed-in user and Microsoft checks that person’s source access. No two-user restricted-folder fixture was run.",
              "evidenceIds": [
                "onai:public-m365-permissions-display-20261026",
                "onai:review-m365-boundaries-display-20261026"
              ]
            },
            {
              "id": "enforcement_point",
              "question": "Does the source system, a mirrored index or nothing enforce them?",
              "support": "supported",
              "answer": "Microsoft is the stated enforcement point for live requests; the page says no mirrored Microsoft 365 library index is created.",
              "evidenceIds": [
                "onai:public-m365-permissions-display-20261026",
                "onai:review-m365-boundaries-display-20261026"
              ]
            },
            {
              "id": "revocation_delay",
              "question": "How quickly does a removed permission take effect?",
              "support": "unknown",
              "answer": "No measured permission-revocation propagation interval is published and no revoke/grant fixture was run.",
              "evidenceIds": []
            },
            {
              "id": "admin_scope_controls",
              "question": "Can admins exclude sites, folders or labels?",
              "support": "unknown",
              "answer": "The page lists optional source permissions and model restrictions but does not establish site/folder/label exclusion controls.",
              "evidenceIds": []
            },
            {
              "id": "sensitivity_labels",
              "question": "Are Microsoft Purview or similar labels respected?",
              "support": "unknown",
              "answer": "No Microsoft Purview sensitivity-label handling specification or label fixture was obtained.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Scope is the live Microsoft 365 connector. Native knowledge collection ACLs and copied/shared answers require separate checks.",
            "Public pricing explicitly includes Microsoft 365 in Per seat and inherits it in Flat price. This establishes advertised plan scope, not a completed permission or deletion-propagation fixture."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "onai:public-m365-permissions-display-20261026",
            "onai:review-m365-boundaries-display-20261026",
            "onai:review-plan-m365-display-20261026"
          ]
        }
      ]
    },
    {
      "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": "onai",
          "claimId": "onai:KNOW-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Microsoft 365 is described as live retrieval without a second library index. Content read into a chat remains in that conversation, and no edit/delete timing was measured.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public page retrieved 2026-10-21",
            "plan": "Per seat; Flat price includes everything in Per seat. Microsoft 365 connector consent and source-account access required.",
            "addOns": [
              "Microsoft delegated connector consent"
            ],
            "deploymentMode": null,
            "region": "Source data in customer Microsoft tenant; chat storage per deployment",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "onAI browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "live_or_indexed",
              "question": "Is content searched live or copied into an index?",
              "support": "supported",
              "answer": "The vendor describes live Microsoft 365 reads, no copied library and no background synchronisation. This statement does not cover uploaded knowledge-base documents.",
              "evidenceIds": [
                "onai:public-m365-permissions-display-20261026",
                "onai:review-m365-boundaries-display-20261026"
              ]
            },
            {
              "id": "sync_interval",
              "question": "How often does an index refresh?",
              "support": "supported",
              "answer": "The described Microsoft 365 route has no library-index sync job; source service search freshness still depends on Microsoft.",
              "evidenceIds": [
                "onai:public-m365-permissions-display-20261026",
                "onai:review-m365-boundaries-display-20261026"
              ]
            },
            {
              "id": "deletion_propagation",
              "question": "How quickly does a deleted document disappear?",
              "support": "unknown",
              "answer": "No edit/delete fixture was run. The page says material already read stays in the user’s chat, so source deletion cannot be treated as retroactive chat erasure.",
              "evidenceIds": [
                "onai:public-m365-permissions-display-20261026",
                "onai:review-m365-boundaries-display-20261026"
              ]
            },
            {
              "id": "index_location",
              "question": "Where is indexed content stored?",
              "support": "supported",
              "answer": "No separate onAI Microsoft 365 library index is claimed. Retrieved content is retained in the asking user’s chat; the precise chat-storage country is separately unverified.",
              "evidenceIds": [
                "onai:public-m365-permissions-display-20261026",
                "onai:review-m365-boundaries-display-20261026"
              ]
            }
          ],
          "limitations": [
            "This is the Microsoft 365 sync model only. Uploaded knowledge collections use a separate storage/retrieval mechanism.",
            "Public pricing explicitly includes Microsoft 365 in Per seat and inherits it in Flat price. This establishes advertised plan scope, not a completed permission or deletion-propagation fixture."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "onai:public-m365-permissions-display-20261026",
            "onai:review-m365-boundaries-display-20261026",
            "onai:review-plan-m365-display-20261026"
          ]
        }
      ]
    },
    {
      "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": "onai",
          "claimId": "onai:KNOW-06",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "For Per seat and Flat price Microsoft 365 answers, the vendor describes numbered source citations. Grounding accuracy, abstention and cross-language retrieval remain unknown without the shared fixture.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public page retrieved 2026-10-21",
            "plan": "Per seat; Flat price includes everything in Per seat. Microsoft 365 connector consent and source-account access required.",
            "addOns": [
              "Required Microsoft delegated consent and customer source-account access"
            ],
            "deploymentMode": null,
            "region": "Customer Microsoft tenant; receiving model region depends on configuration",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "onAI browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "citations",
              "question": "Are answers linked to specific sources?",
              "support": "supported",
              "answer": "For Microsoft 365 answers included in Per seat and inherited by Flat price, the vendor describes numbered links to the original email, file or chat. The illustrated conversations are examples; citation accuracy was not observed.",
              "evidenceIds": [
                "onai:review-plan-m365-display-20261026",
                "onai:review-m365-boundaries-display-20261026"
              ]
            },
            {
              "id": "citation_accuracy",
              "question": "Do the cited passages support the answer?",
              "support": "unknown",
              "answer": "No fixture or real source-linked answer was checked for passage support or link accuracy.",
              "evidenceIds": []
            },
            {
              "id": "cross_language",
              "question": "Does a question in one language find documents in another?",
              "support": "unknown",
              "answer": "The DE/FR/EN question set was not run against a connected corpus; interface translation does not establish cross-language retrieval quality.",
              "evidenceIds": []
            },
            {
              "id": "no_answer_behaviour",
              "question": "Does it say when the corpus has no answer?",
              "support": "unknown",
              "answer": "No no-answer corpus fixture was run; the public example does not establish reliable abstention.",
              "evidenceIds": []
            },
            {
              "id": "observed_accuracy",
              "question": "How many of the question set were answered correctly?",
              "support": "unknown",
              "answer": "No observed question-set numerator, denominator, model/settings or repeat count is available. No accuracy percentage is invented.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "This record covers Microsoft 365 source citations on the two named public offers. No observed accuracy, link verification, abstention or cross-language retrieval result is claimed."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "onai:review-m365-boundaries-display-20261026",
            "onai:review-plan-m365-display-20261026"
          ]
        }
      ]
    },
    {
      "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": "onai",
          "claimId": "onai:KNOW-07",
          "verificationStatus": "stated-by-vendor",
          "evidenceType": "vendor-statement",
          "support": "stated",
          "answer": "Personal instructions that apply across all chats.",
          "statedBy": "onAI",
          "assertedAt": "2026-10-23",
          "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": "onai",
          "claimId": "onai:AGT-01",
          "verificationStatus": "stated-by-vendor",
          "evidenceType": "vendor-statement",
          "support": "stated",
          "answer": "Create your own assistants with instructions and knowledge and share them with your team.",
          "statedBy": "onAI",
          "assertedAt": "2026-10-23",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "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": "onai",
          "claimId": "onai:AGT-02",
          "verificationStatus": "stated-by-vendor",
          "evidenceType": "vendor-statement",
          "support": "stated",
          "answer": "Tools and your own API actions (OpenAPI); MCP not yet.",
          "statedBy": "onAI",
          "assertedAt": "2026-10-23",
          "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": "onai",
          "claimId": "onai:AGT-03",
          "verificationStatus": "stated-by-vendor",
          "evidenceType": "vendor-statement",
          "support": "stated",
          "answer": "Web search with cited sources; admins grant it to groups.",
          "statedBy": "onAI",
          "assertedAt": "2026-10-23",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "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": "onai",
          "claimId": "onai:AGT-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The public site labels the native workflow engine coming soon and offers n8n/custom workflow services meanwhile.",
          "availability": "unknown",
          "delivery": "official-integration",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Undated public homepage checked 2026-10-26; no native workflow release verified.",
            "plan": "Public n8n/custom-workflow service offer on request; plan entitlement unspecified. Native workflow engine described as coming soon.",
            "addOns": [],
            "deploymentMode": null,
            "region": "Workflow deployment and processing regions are not specified in the cited public homepage section.",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "onAI browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "workflow_builder",
              "question": "Is there a workflow or chain builder?",
              "support": "partial",
              "answer": "The native engine is announced as coming soon, without a release date. The current offer describes n8n integration run by onAI, the customer or a partner; no native self-service chain builder is counted as released.",
              "evidenceIds": [
                "onai:onai:review-fix-public-workflow-scope-20261026"
              ]
            },
            {
              "id": "scheduled_tasks",
              "question": "Can prompts or assistants run on a schedule?",
              "support": "unknown",
              "answer": "No user-facing scheduled-prompt service, schedule limits or plan entitlement was verified. Internal background task machinery is insufficient evidence. Search on 2026-10-26: https://onaihq.com/, https://onaihq.com/sitemap.xml, https://onaihq.com/docs/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "event_triggers",
              "question": "Can external events start a workflow?",
              "support": "unknown",
              "answer": "No documented email/form/business-system trigger or executed workflow was obtained; outbound webhooks do not establish inbound workflow triggers. Search on 2026-10-26: https://onaihq.com/, https://onaihq.com/sitemap.xml, https://onaihq.com/docs/. No additional scoped evidence established this answer.",
              "evidenceIds": []
            },
            {
              "id": "builder_audience",
              "question": "Is building aimed at business users, IT or developers?",
              "support": "partial",
              "answer": "For the described n8n alternative, onAI, the customer or a partner may operate it, and onAI offers workflow construction on request. This does not specify a shipped native builder audience, schedule limits or event-trigger coverage.",
              "evidenceIds": [
                "onai:onai:review-fix-public-workflow-scope-20261026"
              ]
            }
          ],
          "limitations": [
            "workflow_builder: The native engine is announced as coming soon, without a release date. The current offer describes n8n integration run by onAI, the customer or a partner; no native self-service chain builder is counted as released.",
            "scheduled_tasks: No user-facing scheduled-prompt service, schedule limits or plan entitlement was verified. Internal background task machinery is insufficient evidence. Search on 2026-10-26: https://onaihq.com/, https://onaihq.com/sitemap.xml, https://onaihq.com/docs/. No additional scoped evidence established this answer.",
            "event_triggers: No documented email/form/business-system trigger or executed workflow was obtained; outbound webhooks do not establish inbound workflow triggers. Search on 2026-10-26: https://onaihq.com/, https://onaihq.com/sitemap.xml, https://onaihq.com/docs/. No additional scoped evidence established this answer.",
            "builder_audience: For the described n8n alternative, onAI, the customer or a partner may operate it, and onAI offers workflow construction on request. This does not specify a shipped native builder audience, schedule limits or event-trigger coverage.",
            "The public homepage is undated and combines a future native engine with an on-request service alternative. No public deployment/version or Per seat/Flat price workflow entitlement was established."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "onai:onai:review-fix-public-workflow-scope-20261026"
          ],
          "vendorStatement": {
            "statedBy": "onAI",
            "evidenceType": "vendor-statement",
            "topic": "workflows",
            "statement": "We build workflows and automations as a service; a self-service builder is in progress.",
            "assertedAt": "2026-10-23"
          }
        }
      ]
    },
    {
      "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": "onai",
          "claimId": "onai:AGT-05",
          "verificationStatus": "stated-by-vendor",
          "evidenceType": "vendor-statement",
          "support": "stated",
          "answer": "No separate autonomous agent mode; tools run in the normal chat.",
          "statedBy": "onAI",
          "assertedAt": "2026-10-23",
          "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": "onai",
          "claimId": "onai:AGT-06",
          "verificationStatus": "stated-by-vendor",
          "evidenceType": "vendor-statement",
          "support": "stated",
          "answer": "API for chat and document processing on request.",
          "statedBy": "onAI",
          "assertedAt": "2026-10-23",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "WORK-01",
      "title": "Clients and access points",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "List web, desktop (Windows, macOS), iOS, Android, mobile browser and browser extension separately. For each, record login with company SSO, feature gaps against web, and MDM/Intune deployability. An installable app is different from a mobile website.",
      "questions": [
        {
          "id": "web",
          "question": "Is a full web client available?"
        },
        {
          "id": "desktop_apps",
          "question": "Windows and macOS apps?"
        },
        {
          "id": "mobile_apps",
          "question": "iOS and Android apps with SSO?"
        },
        {
          "id": "browser_extension",
          "question": "Is there a browser extension or sidebar?"
        },
        {
          "id": "managed_deployment",
          "question": "Can IT deploy and configure clients through MDM?"
        },
        {
          "id": "client_feature_gaps",
          "question": "Which features are missing on mobile?"
        }
      ],
      "products": [
        {
          "productId": "onai",
          "claimId": "onai:WORK-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The vendor offers a browser workspace requiring no installation. Native clients, extensions and managed deployment support remain unknown.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public page retrieved 2026-10-21",
            "plan": "Per seat and Flat price web workspace offers",
            "addOns": [],
            "deploymentMode": null,
            "region": "Unspecified by source",
            "os": [
              "Browser; operating system unspecified"
            ],
            "surfaces": [
              {
                "id": "web",
                "name": "onAI browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "web",
              "question": "Is a full web client available?",
              "support": "supported",
              "answer": "The public AI Tools section describes the employee workspace running in a current browser with nothing to install.",
              "evidenceIds": [
                "onai:public-web-client"
              ]
            },
            {
              "id": "desktop_apps",
              "question": "Windows and macOS apps?",
              "support": "unknown",
              "answer": "No first-party Windows/macOS native client download, company-SSO support table or desktop fixture was located.",
              "evidenceIds": []
            },
            {
              "id": "mobile_apps",
              "question": "iOS and Android apps with SSO?",
              "support": "unknown",
              "answer": "No iOS/Android native app listing or mobile SSO fixture was verified. A responsive website would not establish native apps.",
              "evidenceIds": []
            },
            {
              "id": "browser_extension",
              "question": "Is there a browser extension or sidebar?",
              "support": "unknown",
              "answer": "No browser extension/sidebar release or installation instructions were located on the public product page or sitemap.",
              "evidenceIds": []
            },
            {
              "id": "managed_deployment",
              "question": "Can IT deploy and configure clients through MDM?",
              "support": "unknown",
              "answer": "No MDM/Intune deployment package, policy guide or client configuration profile was obtained.",
              "evidenceIds": []
            },
            {
              "id": "client_feature_gaps",
              "question": "Which features are missing on mobile?",
              "support": "unknown",
              "answer": "No matched desktop/mobile-browser/native-client fixture was run; no cross-client feature parity claim is made.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Only browser access is established by public copy. No native-client absence is inferred from missing listings."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "onai:public-web-client"
          ],
          "vendorStatement": {
            "statedBy": "onAI",
            "evidenceType": "vendor-statement",
            "topic": "simplicity",
            "statement": "An uncluttered interface without technical settings. At Manor, hundreds of employees use onAI every day.",
            "assertedAt": "2026-10-22"
          }
        }
      ]
    },
    {
      "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": "onai",
          "claimId": "onai:WORK-02",
          "verificationStatus": "stated-by-vendor",
          "evidenceType": "vendor-statement",
          "support": "stated",
          "answer": "Outlook and Excel add-ins in preparation; Microsoft 365 is connected live.",
          "statedBy": "onAI",
          "assertedAt": "2026-10-23",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "WORK-03",
      "title": "Translation and writing",
      "group": {
        "id": 4,
        "name": "Daily work"
      },
      "judgment": "Record document translation preserving layout, the translation engine (LLM or dedicated such as DeepL), glossaries, formality control, supported languages including Swiss German conventions (no ß), and rewriting/proofreading tools. Translate the shared German contract into French and Italian and record layout and glossary results.",
      "questions": [
        {
          "id": "document_translation",
          "question": "Can whole documents be translated with formatting kept?"
        },
        {
          "id": "translation_engine",
          "question": "Which engine translates?"
        },
        {
          "id": "glossaries",
          "question": "Are company glossaries supported?"
        },
        {
          "id": "formality_and_variants",
          "question": "Can formality and regional variants (de-CH) be set?"
        },
        {
          "id": "writing_tools",
          "question": "Are dedicated rewrite and proofreading tools available?"
        }
      ],
      "products": [
        {
          "productId": "onai",
          "claimId": "onai:WORK-03",
          "verificationStatus": "stated-by-vendor",
          "evidenceType": "vendor-statement",
          "support": "stated",
          "answer": "Translation with DeepL: documents with their layout, glossaries, formal or informal address. Plus adjusting style and tone.",
          "statedBy": "onAI",
          "assertedAt": "2026-10-22",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "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": "onai",
          "claimId": "onai:WORK-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Image Studio advertises several image models, prompt-based editing and administrator controls. Its cost examples and commercial-use statement are vendor claims.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public page retrieved 2026-10-21",
            "plan": "Image Studio listed in Per seat and Flat price; model entitlements unspecified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Provider dependent; EU-only optional tier described separately",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "onAI browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "image_generation",
              "question": "Can users generate images, with which models?",
              "support": "supported",
              "answer": "The page lists GPT Image, Nano Banana Pro, Imagen 4 and FLUX.3, with up to three selected models per prompt and an estimated provider cost shown before generation. Exact version IDs and live plan entitlements were not tested.",
              "evidenceIds": [
                "onai:public-images"
              ]
            },
            {
              "id": "image_editing",
              "question": "Can users edit uploaded images?",
              "support": "supported",
              "answer": "The page describes editing an uploaded image or a previous result using a text instruction and shows image-editing models. Inpainting masks and per-model limits were not verified.",
              "evidenceIds": [
                "onai:public-images"
              ]
            },
            {
              "id": "admin_control",
              "question": "Can admins restrict image generation?",
              "support": "supported",
              "answer": "Administrators are said to choose image models and which users may use them; optional personal-data filtering is described.",
              "evidenceIds": [
                "onai:public-images"
              ]
            },
            {
              "id": "usage_terms",
              "question": "What usage rights apply to output?",
              "support": "partial",
              "answer": "The vendor says generated images may be used commercially. It does not supply model-specific output licences, indemnities or restrictions in this section.",
              "evidenceIds": [
                "onai:public-image-rights"
              ]
            }
          ],
          "limitations": [
            "Displayed prices and timings are illustrative UI examples, not a general price list or measured benchmark. No provider-specific output-rights contract was reviewed."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "onai:public-image-rights",
            "onai:public-images"
          ],
          "vendorStatement": {
            "statedBy": "onAI",
            "evidenceType": "vendor-statement",
            "topic": "images",
            "statement": "The leading image models from OpenAI, Google, Black Forest Labs and xAI in one studio: one prompt to up to three models side by side, styles with automatic prompt enhancement, editing with up to ten reference images, cost shown before generating.",
            "assertedAt": "2026-10-22"
          }
        }
      ]
    },
    {
      "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": "onai",
          "claimId": "onai:WORK-05",
          "verificationStatus": "stated-by-vendor",
          "evidenceType": "vendor-statement",
          "support": "stated",
          "answer": "Voice input with transcription, and answers read aloud.",
          "statedBy": "onAI",
          "assertedAt": "2026-10-23",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "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": "onai",
          "claimId": "onai:WORK-06",
          "verificationStatus": "stated-by-vendor",
          "evidenceType": "vendor-statement",
          "support": "stated",
          "answer": "Code execution (Python) for data analysis and charts.",
          "statedBy": "onAI",
          "assertedAt": "2026-10-23",
          "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": "onai",
          "claimId": "onai:WORK-07",
          "verificationStatus": "stated-by-vendor",
          "evidenceType": "vendor-statement",
          "support": "stated",
          "answer": "Share chats with colleagues by link.",
          "statedBy": "onAI",
          "assertedAt": "2026-10-23",
          "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": "onai",
          "claimId": "onai:WORK-08",
          "verificationStatus": "stated-by-vendor",
          "evidenceType": "vendor-statement",
          "support": "stated",
          "answer": "Interface in German and English, more languages in preparation.",
          "statedBy": "onAI",
          "assertedAt": "2026-10-23",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "ADM-01",
      "title": "Single sign-on and authentication",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record SAML, OIDC, Microsoft Entra ID, Google, LDAP, MFA enforcement, conditional-access compatibility, domain verification and plan restrictions. Test one SSO login on a trial where possible.",
      "questions": [
        {
          "id": "sso_protocols",
          "question": "Which SSO protocols and identity providers work?"
        },
        {
          "id": "sso_plan",
          "question": "Which plan includes SSO?"
        },
        {
          "id": "mfa",
          "question": "Can MFA be enforced?"
        },
        {
          "id": "conditional_access",
          "question": "Do Entra conditional-access policies apply?"
        },
        {
          "id": "domain_capture",
          "question": "Can the company claim its email domain?"
        }
      ],
      "products": [
        {
          "productId": "onai",
          "claimId": "onai:ADM-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Public copy offers Microsoft, Google, OIDC and LDAP sign-in, with published plan differences. Native SAML, MFA enforcement and conditional-access behavior were not verified.",
          "availability": "unknown",
          "delivery": "official-integration",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public page retrieved 2026-10-21",
            "plan": "Per seat: Microsoft/Google; Flat price: Microsoft/Google/OIDC/LDAP",
            "addOns": [],
            "deploymentMode": null,
            "region": "Identity-provider and deployment regions unspecified",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "onAI browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "sso_protocols",
              "question": "Which SSO protocols and identity providers work?",
              "support": "supported",
              "answer": "The current page lists Microsoft Entra ID, Google, any OpenID Connect provider and LDAP. It does not establish native SAML support; generic corporate SSO language is insufficient.",
              "evidenceIds": [
                "onai:public-pricing-display-20261026"
              ]
            },
            {
              "id": "sso_plan",
              "question": "Which plan includes SSO?",
              "support": "supported",
              "answer": "Per seat lists Entra ID and Google. Flat price lists Entra ID, Google, OIDC and LDAP. These are published offer terms, not an executed SSO fixture.",
              "evidenceIds": [
                "onai:public-pricing-display-20261026"
              ]
            },
            {
              "id": "mfa",
              "question": "Can MFA be enforced?",
              "support": "unknown",
              "answer": "No onAI-native MFA requirement or tenant-enforced IdP-MFA setup was verified. IdP capabilities are not automatically onAI enforcement.",
              "evidenceIds": []
            },
            {
              "id": "conditional_access",
              "question": "Do Entra conditional-access policies apply?",
              "support": "unknown",
              "answer": "No Entra conditional-access compatibility statement or test policy/login result was obtained.",
              "evidenceIds": []
            },
            {
              "id": "domain_capture",
              "question": "Can the company claim its email domain?",
              "support": "unknown",
              "answer": "No domain-claim/verification workflow, automatic capture policy or ownership-transfer fixture was established from public material.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "No successful login or policy enforcement fixture was run. SAML and MFA are left unknown rather than inferred from corporate-login marketing."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "onai:public-pricing-display-20261026"
          ]
        }
      ]
    },
    {
      "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": "onai",
          "claimId": "onai:ADM-02",
          "verificationStatus": "stated-by-vendor",
          "evidenceType": "vendor-statement",
          "support": "stated",
          "answer": "Users are created automatically at their first SSO sign-in and groups come from the directory; no SCIM.",
          "statedBy": "onAI",
          "assertedAt": "2026-10-23",
          "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": "onai",
          "claimId": "onai:ADM-03",
          "verificationStatus": "stated-by-vendor",
          "evidenceType": "vendor-statement",
          "support": "stated",
          "answer": "Roles and groups; admins decide per group which features (for example Image Studio, translator, web search) are used.",
          "statedBy": "onAI",
          "assertedAt": "2026-10-22",
          "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": "onai",
          "claimId": "onai:ADM-04",
          "verificationStatus": "stated-by-vendor",
          "evidenceType": "vendor-statement",
          "support": "stated",
          "answer": "Usage reports by model, feature and person.",
          "statedBy": "onAI",
          "assertedAt": "2026-10-23",
          "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": "onai",
          "claimId": "onai:ADM-05",
          "verificationStatus": "stated-by-vendor",
          "evidenceType": "vendor-statement",
          "support": "stated",
          "answer": "Cost limits per organisation and per person.",
          "statedBy": "onAI",
          "assertedAt": "2026-10-23",
          "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": "onai",
          "claimId": "onai:ADM-06",
          "verificationStatus": "stated-by-vendor",
          "evidenceType": "vendor-statement",
          "support": "stated",
          "answer": "Audit logging can be switched on; a built-in SIEM connection is not included.",
          "statedBy": "onAI",
          "assertedAt": "2026-10-23",
          "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": "onai",
          "claimId": "onai:ADM-07",
          "verificationStatus": "stated-by-vendor",
          "evidenceType": "vendor-statement",
          "support": "stated",
          "answer": "For selected web search providers and image models, automatic redaction of sensitive text can be switched on.",
          "statedBy": "onAI",
          "assertedAt": "2026-10-23",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "ADM-08",
      "title": "AI policy and guardrails",
      "group": {
        "id": 5,
        "name": "Administration and governance"
      },
      "judgment": "Record organisation-wide system instructions, acceptable-use notices and acknowledgement, content filters, topic restrictions, AI-output labelling, and admin visibility of policy violations. Separate enforced policy from instructions the model is expected to follow.",
      "questions": [
        {
          "id": "org_instructions",
          "question": "Can admins set organisation-wide instructions?"
        },
        {
          "id": "usage_notice",
          "question": "Can users be required to accept a usage policy?"
        },
        {
          "id": "content_filters",
          "question": "Are content filters configurable?"
        },
        {
          "id": "violation_reporting",
          "question": "Are policy hits visible to admins?"
        }
      ],
      "products": [
        {
          "productId": "onai",
          "claimId": "onai:ADM-08",
          "verificationStatus": "stated-by-vendor",
          "evidenceType": "vendor-statement",
          "support": "stated",
          "answer": "Administrators set notice banners and system instructions for the AI.",
          "statedBy": "onAI",
          "assertedAt": "2026-10-23",
          "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": "onai",
          "claimId": "onai:DATA-01",
          "verificationStatus": "stated-by-vendor",
          "evidenceType": "vendor-statement",
          "support": "stated",
          "answer": "Swiss contracting party. onAI runs on servers in Europe. On request a dedicated server, or onAI runs on your own servers (on-premises).",
          "statedBy": "onAI",
          "assertedAt": "2026-10-22",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "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": "onai",
          "claimId": "onai:DATA-02",
          "verificationStatus": "stated-by-vendor",
          "evidenceType": "vendor-statement",
          "support": "stated",
          "answer": "Swiss contracting party. onAI runs on servers in Europe. On request a dedicated server, or onAI runs on your own servers (on-premises).",
          "statedBy": "onAI",
          "assertedAt": "2026-10-22",
          "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": "onai",
          "claimId": "onai:DATA-03",
          "verificationStatus": "sourced",
          "support": "partial",
          "answer": "The site publishes general no-training copy and advertises an optional provider zero-retention tier. Their contractual applicability to Per seat and Flat price is unverified; no plan-specific provider-retention or human-review guarantee is established.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public page retrieved 2026-10-21",
            "plan": "Product-wide marketing only; Per seat/Flat price contractual applicability and EU-only tier eligibility unverified.",
            "addOns": [
              "EU-only processing and zero-retention option, terms unspecified"
            ],
            "deploymentMode": null,
            "region": "Per-provider default unknown; optional EU tier claimed",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "onAI browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "vendor_training",
              "question": "Does the vendor train on customer content?",
              "support": "partial",
              "answer": "The public product page makes a general no-training statement about prompts, files and answers. It is recorded only as unqualified marketing copy: no retrieved DPA or public plan mapping establishes the contractual rule for Per seat or Flat price.",
              "evidenceIds": [
                "onai:review-contract-plan-gaps"
              ]
            },
            {
              "id": "provider_training",
              "question": "Do model providers train on it under this product's contracts?",
              "support": "unknown",
              "answer": "No provider contract or Per seat/Flat price policy mapping was retrieved. General no-training marketing does not establish model-provider contract terms, exceptions or enforcement.",
              "evidenceIds": [
                "onai:review-contract-plan-gaps"
              ]
            },
            {
              "id": "provider_retention",
              "question": "How long do model providers keep prompts, including for abuse monitoring?",
              "support": "unknown",
              "answer": "No provider-by-provider prompt/abuse-monitoring retention period, default or exception schedule was obtained.",
              "evidenceIds": []
            },
            {
              "id": "zero_retention",
              "question": "Is zero data retention available, and on which plan?",
              "support": "unknown",
              "answer": "The page advertises an optional EU-only AI-processing tier with provider zero retention, but its applicable base plan, providers, exceptions and contractual terms were not retrieved. This is not counted as an established Per seat or Flat price entitlement.",
              "evidenceIds": [
                "onai:review-contract-plan-gaps"
              ]
            },
            {
              "id": "human_review",
              "question": "Can provider staff review content?",
              "support": "unknown",
              "answer": "No product-specific provider human-review/abuse-monitoring policy or opt-out contract was retrieved.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remains public-candidate because the public statements are not mapped to a named plan contract. No no-training or zero-retention entitlement is inferred for either plan.",
            "The existence of a requestable DPA is not review of its terms; provider retention and human review remain explicit gaps."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": null,
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "onai:review-contract-plan-gaps"
          ],
          "vendorStatement": {
            "statedBy": "onAI",
            "evidenceType": "vendor-statement",
            "topic": "training",
            "statement": "Your data is not used to train AI models; we only use providers that exclude this by contract.",
            "assertedAt": "2026-10-23"
          }
        }
      ]
    },
    {
      "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": "onai",
          "claimId": "onai:DATA-04",
          "verificationStatus": "stated-by-vendor",
          "evidenceType": "vendor-statement",
          "support": "stated",
          "answer": "Users delete their own chats at any time. At contract end we delete all of your organisation's data, with confirmation on request.",
          "statedBy": "onAI",
          "assertedAt": "2026-10-23",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "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": "onai",
          "claimId": "onai:DATA-05",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Telesoft AG is publicly identified in Switzerland. A product subprocessor/country/change-notice schedule and government-access policy were not obtained; website processors are scoped separately.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public page retrieved 2026-10-21",
            "plan": "All public offers for entity identity; product processor terms unspecified",
            "addOns": [],
            "deploymentMode": null,
            "region": "Vendor Switzerland; product processor and parent countries unknown",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "onAI browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "subprocessor_list",
              "question": "Is a dated sub-processor list published?",
              "support": "unknown",
              "answer": "The homepage advertises a public subprocessor list but no product list/document was linked or retrieved through the sitemap and legal pages. The dated website policy is not the workspace processor list.",
              "evidenceIds": [
                "onai:public-compliance-display-20261026",
                "onai:public-website-privacy-display-20261026"
              ]
            },
            {
              "id": "subprocessor_countries",
              "question": "Which countries do sub-processors operate in?",
              "support": "unknown",
              "answer": "The product provider/country matrix is unknown. The website policy lists providers in Slovenia, Estonia, Ireland and the USA for website purposes only; these cannot be treated as product coverage.",
              "evidenceIds": [
                "onai:public-website-privacy-display-20261026"
              ]
            },
            {
              "id": "change_notification",
              "question": "Are customers notified of sub-processor changes?",
              "support": "unknown",
              "answer": "No product subprocessor change-notice period, objection rule or notification subscription was located.",
              "evidenceIds": []
            },
            {
              "id": "parent_jurisdiction",
              "question": "Which jurisdiction governs the vendor and its parent?",
              "support": "partial",
              "answer": "The imprint names Telesoft AG at a Swiss address and a Swiss VAT registration. A parent-company ownership/jurisdiction record was not obtained.",
              "evidenceIds": [
                "onai:public-imprint-display-20261026"
              ]
            },
            {
              "id": "transfer_mechanism",
              "question": "Which transfer mechanism applies to non-EU/CH processing?",
              "support": "unknown",
              "answer": "Website processing cites SCCs and provider-dependent DPF. No corresponding product AI-provider/data-transfer agreement was retrieved.",
              "evidenceIds": [
                "onai:public-website-privacy-display-20261026"
              ]
            },
            {
              "id": "government_access_policy",
              "question": "Is there a published government-access or transparency policy?",
              "support": "unknown",
              "answer": "No product government-access/transparency policy or dated request report was found. Swiss incorporation alone does not establish foreign-law immunity.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "No legal exposure verdict is made. Product contracts and website privacy terms must remain separate."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "onai:public-compliance-display-20261026",
            "onai:public-imprint-display-20261026",
            "onai:public-website-privacy-display-20261026"
          ]
        }
      ]
    },
    {
      "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": "onai",
          "claimId": "onai:DATA-06",
          "verificationStatus": "sourced",
          "support": "partial",
          "answer": "The general public DPA inquiry path is established. DPA content, Swiss DSG/GDPR clauses, AI Act material and plan-specific document entitlements remain unverified for Per seat and Flat price; no compliance conclusion is drawn.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public page retrieved 2026-10-21",
            "plan": "General DPA inquiry/compliance copy only; Per seat/Flat price document entitlement unverified.",
            "addOns": [],
            "deploymentMode": null,
            "region": "Swiss entity; claimed Swiss DSG/GDPR coverage",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "onAI browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "dpa",
              "question": "Is a DPA available, and is it negotiable?",
              "support": "partial",
              "answer": "A general Request the DPA contact action is public. It establishes an inquiry path, not that a particular DPA, execution procedure or negotiability option is included in Per seat or Flat price; no contract was retrieved and no sales contact was made.",
              "evidenceIds": [
                "onai:review-contract-plan-gaps"
              ]
            },
            {
              "id": "revdsg_gdpr",
              "question": "Does the DPA cover revDSG and GDPR?",
              "support": "unknown",
              "answer": "The website refers generally to Swiss DSG and GDPR, but no product DPA text or plan applicability was retrieved. Its actual revDSG/GDPR clauses and scope cannot be established from the vendor entity or marketing labels.",
              "evidenceIds": [
                "onai:review-contract-plan-gaps",
                "onai:public-imprint"
              ]
            },
            {
              "id": "governing_law",
              "question": "Which law and court govern the contract?",
              "support": "unknown",
              "answer": "A Swiss contracting entity does not determine governing law or court. No product agreement specifying either was obtained.",
              "evidenceIds": []
            },
            {
              "id": "ai_act_materials",
              "question": "Is EU AI Act documentation provided?",
              "support": "unknown",
              "answer": "The public page advertises AI Act transparency labels. No provider/deployer-role documentation, technical material, conformity scope or Per seat/Flat price delivery entitlement was obtained.",
              "evidenceIds": [
                "onai:review-contract-plan-gaps"
              ]
            },
            {
              "id": "sector_materials",
              "question": "Are FINMA or other sector materials provided?",
              "support": "unknown",
              "answer": "No FINMA outsourcing, banking secrecy, public-sector or regulated-industry contract package was obtained.",
              "evidenceIds": []
            }
          ],
          "limitations": [
            "Remains public-candidate. A contact action and general legal labels do not establish plan-scoped contract terms or supplied regulatory documentation.",
            "No product agreement, legal forum or sector-specific contract package was reviewed."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": null,
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "onai:public-imprint",
            "onai:review-contract-plan-gaps"
          ],
          "vendorStatement": {
            "statedBy": "onAI",
            "evidenceType": "vendor-statement",
            "topic": "dpa",
            "statement": "Data processing agreement under the Swiss FADP and the GDPR on request.",
            "assertedAt": "2026-10-23"
          }
        }
      ]
    },
    {
      "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": "onai",
          "claimId": "onai:DATA-07",
          "verificationStatus": "stated-by-vendor",
          "evidenceType": "vendor-statement",
          "support": "stated",
          "answer": "onAI is not currently ISO 27001 certified and has no SOC 2 report.",
          "statedBy": "onAI",
          "assertedAt": "2026-10-23",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "DATA-08",
      "title": "Encryption and key control",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "Record encryption at rest and in transit, customer-managed keys (BYOK/HYOK), key location, and private networking (private link, IP allow-lists, VPN).",
      "questions": [
        {
          "id": "encryption_at_rest",
          "question": "Is data encrypted at rest?"
        },
        {
          "id": "customer_managed_keys",
          "question": "Can the customer manage or hold the keys?"
        },
        {
          "id": "private_networking",
          "question": "Is private connectivity or IP restriction available?"
        },
        {
          "id": "tenant_isolation",
          "question": "How are customers separated in shared SaaS?"
        }
      ],
      "products": [
        {
          "productId": "onai",
          "claimId": "onai:DATA-08",
          "verificationStatus": "stated-by-vendor",
          "evidenceType": "vendor-statement",
          "support": "stated",
          "answer": "Connections are encrypted over HTTPS, stored data is encrypted in the cloud, and each organisation's data is logically separated. Dedicated installations and on-premises: encryption and separation follow your infrastructure.",
          "statedBy": "onAI",
          "assertedAt": "2026-10-23",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "DATA-09",
      "title": "Professional secrecy",
      "group": {
        "id": 6,
        "name": "Data protection and sovereignty"
      },
      "judgment": "For professional secrecy holders (Berufsgeheimnisträger: lawyers, doctors, auditors, tax advisers) under § 203 StGB (DE) and Art. 321 StGB (CH), record whether the vendor signs a contractual secrecy undertaking or a § 203 agreement that binds its staff and its sub-processors; whether this comes as a dedicated offering or a paid add-on, and on which plan; who can access content in plain text (vendor staff, sub-processors, model providers); and the documentation provided. A DPA or a no-training clause alone is not a secrecy undertaking. Banking secrecy and FINMA outsourcing belong to DATA-06, not here. Record contract facts, not a legal assessment.",
      "questions": [
        {
          "id": "secrecy_undertaking",
          "question": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff?"
        },
        {
          "id": "subprocessor_coverage",
          "question": "Does the undertaking extend to its sub-processors, and is that documented?"
        },
        {
          "id": "secrecy_offering",
          "question": "Is it a dedicated offering or add-on, and on which plan?"
        },
        {
          "id": "content_access",
          "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?"
        },
        {
          "id": "secrecy_documentation",
          "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?"
        }
      ],
      "products": [
        {
          "productId": "onai",
          "claimId": "onai:DATA-09",
          "verificationStatus": "stated-by-vendor",
          "evidenceType": "vendor-statement",
          "support": "stated",
          "answer": "Professional-secrecy agreement (for example § 203 StGB / Art. 321 StGB) on request.",
          "statedBy": "onAI",
          "assertedAt": "2026-10-23",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "id": "VEN-01",
      "title": "Pricing model and list prices",
      "group": {
        "id": 7,
        "name": "Commercials and vendor"
      },
      "judgment": "Record pricing unit (per seat, per active user, usage-based, platform fee, hybrid), list prices per plan in original currency with date, included usage and credits, add-on prices (connectors, agents, image generation) and overage rates. Cite public prices or dated quotes. Per-seat versus usage is a fact, not a quality judgment.",
      "questions": [
        {
          "id": "pricing_unit",
          "question": "What is the pricing unit?"
        },
        {
          "id": "list_prices",
          "question": "What are list prices per plan, with date and currency?"
        },
        {
          "id": "included_usage",
          "question": "What usage is included?"
        },
        {
          "id": "add_ons",
          "question": "Which features cost extra?"
        },
        {
          "id": "overage",
          "question": "What do usage beyond limits and premium models cost?"
        }
      ],
      "products": [
        {
          "productId": "onai",
          "claimId": "onai:VEN-01",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The page lists EUR 17/user/month with EUR 5 monthly model budget; Per seat overage is actual consumption with no minimum. Flat price and detailed tariffs remain quoted or unspecified.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public page retrieved 2026-10-21",
            "plan": "Per seat EUR 17/month; Flat price annual quote; publication is not GA verification",
            "addOns": [
              "EU-only processing option, price unknown"
            ],
            "deploymentMode": null,
            "region": "European hosting; dedicated CH/DE/on-premises by quoted plan",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "onAI browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "pricing_unit",
              "question": "What is the pricing unit?",
              "support": "supported",
              "answer": "Per seat is priced per user/month. Flat price is one fixed annual company price with unlimited users; unlimited seats do not establish unlimited model usage.",
              "evidenceIds": [
                "onai:onai:public-automation-status-20261026"
              ]
            },
            {
              "id": "list_prices",
              "question": "What are list prices per plan, with date and currency?",
              "support": "supported",
              "answer": "As retrieved 2026-10-21, Per seat is EUR 17/user/month excluding VAT. The Flat price amount is on request; no CHF list price is shown.",
              "evidenceIds": [
                "onai:onai:public-automation-status-20261026"
              ]
            },
            {
              "id": "included_usage",
              "question": "What usage is included?",
              "support": "supported",
              "answer": "Per seat includes EUR 5 model budget per user/month. The page does not translate this into message/token/image quotas or state the Flat price usage allowance.",
              "evidenceIds": [
                "onai:onai:public-automation-status-20261026"
              ]
            },
            {
              "id": "add_ons",
              "question": "Which features cost extra?",
              "support": "partial",
              "answer": "Per seat lists models, Image Studio, translator and Microsoft 365 access. Flat price additionally lists dedicated/on-premises hosting, own models, branding and onboarding. An EU-only processing tier is offered without a public surcharge or connector/agent add-on tariff.",
              "evidenceIds": [
                "onai:onai:public-automation-status-20261026"
              ]
            },
            {
              "id": "overage",
              "question": "What do usage beyond limits and premium models cost?",
              "support": "partial",
              "answer": "For Per seat, usage beyond the included model budget is billed at actual consumption, with no minimum and invoices itemized by model and quantity; the usage journal shows provider-reported token counts. No complete tariff, model conversion/multiplier, top-up or rollover schedule was retrieved.",
              "evidenceIds": [
                "onai:onai:public-automation-status-20261026"
              ]
            }
          ],
          "limitations": [
            "add_ons: Per seat lists models, Image Studio, translator and Microsoft 365 access. Flat price additionally lists dedicated/on-premises hosting, own models, branding and onboarding. An EU-only processing tier is offered without a public surcharge or connector/agent add-on tariff.",
            "overage: For Per seat, usage beyond the included model budget is billed at actual consumption, with no minimum and invoices itemized by model and quantity; the usage journal shows provider-reported token counts. No complete tariff, model conversion/multiplier, top-up or rollover schedule was retrieved."
          ],
          "checkedAt": "2026-10-26",
          "crossCheckedAt": "2026-10-26",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "onai:onai:public-automation-status-20261026"
          ],
          "vendorStatement": {
            "statedBy": "onAI",
            "evidenceType": "vendor-statement",
            "topic": "pricing",
            "statement": "From €17 per user and month, including €5 of model use; lower for larger teams. Or one fixed price for the whole company.",
            "assertedAt": "2026-10-22"
          }
        }
      ]
    },
    {
      "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": "onai",
          "claimId": "onai:VEN-02",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Under ALM-14 shared cost assumptions v1.4, 2026-10-21, only the published Per seat component is calculable. The scenario is from that EUR/CHF floor plus unknown usage/option charges; Flat price requires a quote.",
          "availability": "beta",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public page retrieved 2026-10-21",
            "plan": "Per seat list-price scenario only; Flat price and customer-operated totals unknown",
            "addOns": [
              "No priced add-ons included; option costs unknown"
            ],
            "deploymentMode": "multi-tenant-saas",
            "region": "Published European-hosting offer; GA unverified",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "onAI browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "cost_200",
              "question": "Year-one cost at 200 users?",
              "support": "partial",
              "answer": "200 seats for 12 months: from EUR 40,800 / CHF 37,686.96 excluding VAT, plus unknown usage/option costs. EUR 12,000 annual model budget is already included, not added again. Flat price and actual workload overage are unpriced.",
              "evidenceIds": [
                "onai:public-pricing",
                "onai:ecb-fx"
              ]
            },
            {
              "id": "cost_1000",
              "question": "Year-one cost at 1,000 users?",
              "support": "partial",
              "answer": "1,000 seats for 12 months: from EUR 204,000 / CHF 188,434.80 excluding VAT, plus unknown usage/option costs. EUR 60,000 annual model budget is already included. Flat price and actual workload overage are unpriced.",
              "evidenceIds": [
                "onai:public-pricing",
                "onai:ecb-fx"
              ]
            },
            {
              "id": "cost_5000",
              "question": "Year-one cost at 5,000 users?",
              "support": "partial",
              "answer": "5,000 seats for 12 months: from EUR 1,020,000 / CHF 942,174 excluding VAT, plus unknown usage/option costs. EUR 300,000 annual model budget is already included. Flat price and actual workload overage are unpriced.",
              "evidenceIds": [
                "onai:public-pricing",
                "onai:ecb-fx"
              ]
            },
            {
              "id": "variable_share",
              "question": "Which part depends on usage?",
              "support": "partial",
              "answer": "Shared workload: 60% light at 100, 30% regular at 400 and 10% power at 1,500 messages/user/month; each message has 3,000 input and 600 output tokens including retrieval. This is 330 messages/month/user. No onAI default-model tariff or credit-to-provider mapping is public, so no variable charge or variable percentage is invented.",
              "evidenceIds": [
                "onai:public-pricing"
              ]
            },
            {
              "id": "unknown_parts",
              "question": "Which costs could not be priced?",
              "support": "partial",
              "answer": "Unknowns include Flat price quotes, model usage beyond the included allowance, premium features/EU-only options and customer-operated infrastructure/support. No proxy API price substitutes for an unpublished onAI tariff. FX is ECB 2026-10-20: EUR 1 = CHF 0.9237 and USD 1.1215; USD/EUR reciprocal 0.8916629514043692.",
              "evidenceIds": [
                "onai:public-pricing",
                "onai:public-processing",
                "onai:ecb-fx"
              ]
            }
          ],
          "limitations": [
            "ALM-14 shared cost assumptions v1.4, 2026-10-21. Horizon 12 months, full paid seats, list price, excluding VAT, no invented discounts. These are plan components, not complete workload totals.",
            "The included model allowance is not counted twice. Annual model usage is 11.88M input and 2.376M output tokens per user under the disclosed mix, but the product billing tariff is unknown."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "onai:ecb-fx",
            "onai:public-pricing",
            "onai:public-processing",
            "onai:review-plan-m365",
            "onai:review-residency-parts"
          ],
          "vendorStatement": {
            "statedBy": "onAI",
            "evidenceType": "vendor-statement",
            "topic": "pricing",
            "statement": "From €17 per user and month, including €5 of model use; lower for larger teams. Or one fixed price for the whole company.",
            "assertedAt": "2026-10-22"
          }
        }
      ]
    },
    {
      "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": "onai",
          "claimId": "onai:VEN-03",
          "verificationStatus": "stated-by-vendor",
          "evidenceType": "vendor-statement",
          "support": "stated",
          "answer": "A personal demo, then trial access for your team.",
          "statedBy": "onAI",
          "assertedAt": "2026-10-22",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "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": "onai",
          "claimId": "onai:VEN-04",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "Per seat has a public EUR headline and monthly seat flexibility; Flat price is quoted annually. Legal commitment, cancellation rules and CHF invoicing remain unverified.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public page retrieved 2026-10-21",
            "plan": "Per seat monthly price/seat flexibility; Flat price annual quote",
            "addOns": [],
            "deploymentMode": null,
            "region": "Swiss provider; EUR display; CHF invoicing unknown",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "onAI browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "minimum_commitment",
              "question": "What seat or spend minimum applies?",
              "support": "unknown",
              "answer": "No minimum seat count or spend commitment is stated on the current pricing page. The about-50-user flat-price break-even is not a contractual minimum.",
              "evidenceIds": [
                "onai:public-pricing"
              ]
            },
            {
              "id": "contract_length",
              "question": "What contract lengths are offered?",
              "support": "partial",
              "answer": "Per seat is quoted monthly and says seats can be added/removed each month. Flat price is quoted annually; the legal contract length and billing options are not supplied.",
              "evidenceIds": [
                "onai:public-pricing"
              ]
            },
            {
              "id": "cancellation",
              "question": "How can the contract be cancelled or reduced?",
              "support": "partial",
              "answer": "The page promises monthly Per seat seat changes. Cancellation notice, proration, refunds, price-change rules and downgrade terms were not obtained.",
              "evidenceIds": [
                "onai:public-pricing"
              ]
            },
            {
              "id": "local_invoicing",
              "question": "Can it be invoiced in CHF or EUR from a European entity?",
              "support": "partial",
              "answer": "Prices are displayed in EUR and the identified provider is Swiss Telesoft AG. Actual invoice currency, CHF availability and VAT/payment terms were not verified.",
              "evidenceIds": [
                "onai:public-pricing",
                "onai:public-imprint"
              ]
            },
            {
              "id": "transparency_class",
              "question": "Is pricing transparent, partial, quote-only or unknown?",
              "support": "supported",
              "answer": "Partially specified: the Per seat headline and allowance are public; Flat price is quote-only and usage overage, option prices and legal terms are missing.",
              "evidenceIds": [
                "onai:public-pricing"
              ]
            }
          ],
          "limitations": [
            "Published billing frequency is not an executed minimum-term contract. No undisclosed enterprise discount is assumed."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "onai:public-imprint",
            "onai:public-pricing"
          ],
          "vendorStatement": {
            "statedBy": "onAI",
            "evidenceType": "vendor-statement",
            "topic": "pricing",
            "statement": "From €17 per user and month, including €5 of model use; lower for larger teams. Or one fixed price for the whole company.",
            "assertedAt": "2026-10-22"
          }
        }
      ]
    },
    {
      "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": "onai",
          "claimId": "onai:VEN-05",
          "verificationStatus": "stated-by-vendor",
          "evidenceType": "vendor-statement",
          "support": "stated",
          "answer": "Proprietary software from onAI; the source code is not public. Included open-source components are under their own licences.",
          "statedBy": "onAI",
          "assertedAt": "2026-10-23",
          "availability": null,
          "delivery": null,
          "scope": null,
          "questions": [],
          "limitations": [],
          "checkedAt": null,
          "crossCheckedAt": null,
          "nextCheckAt": null,
          "evidenceIds": []
        }
      ]
    },
    {
      "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": "onai",
          "claimId": "onai:VEN-06",
          "verificationStatus": "stated-by-vendor",
          "evidenceType": "vendor-statement",
          "support": "stated",
          "answer": "Users export their chats as JSON; an export for the whole organisation on request.",
          "statedBy": "onAI",
          "assertedAt": "2026-10-23",
          "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": "onai",
          "claimId": "onai:VEN-07",
          "verificationStatus": "sourced",
          "support": "partial",
          "answer": "The Swiss provider identity, general company contact and Website-only public status history are established. Support channels, languages/hours, response targets and uptime credits for Per seat and Flat price remain unknown.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public provider website and status sources retrieved 2026-10-21",
            "plan": "Company identity/contact and Website-only status facts; Per seat/Flat price support entitlement unverified.",
            "addOns": [],
            "deploymentMode": null,
            "region": "Swiss legal entity; support staffing/access countries unknown",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "onAI browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "support_channels",
              "question": "Which support channels are available on each plan?",
              "support": "unknown",
              "answer": "The company publishes info@onaihq.com and a general inquiry/demo form. No public evidence maps these to a contracted support desk for Per seat or Flat price, or states hours, escalation and response commitments.",
              "evidenceIds": [
                "onai:public-imprint",
                "onai:public-services"
              ]
            },
            {
              "id": "support_languages",
              "question": "Is support available in German, French or Italian?",
              "support": "unknown",
              "answer": "English/German website and UI copy do not establish contractual DE/FR/IT support languages or support hours.",
              "evidenceIds": []
            },
            {
              "id": "regional_presence",
              "question": "Is there a DACH or Swiss entity, team or partner?",
              "support": "supported",
              "answer": "The imprint identifies Telesoft AG in Oberwil-Lieli, Switzerland, with a Swiss VAT registration. No reseller roster is inferred.",
              "evidenceIds": [
                "onai:public-imprint"
              ]
            },
            {
              "id": "uptime_sla",
              "question": "Is there an uptime SLA with credits?",
              "support": "unknown",
              "answer": "Custom development copy mentions SLAs but supplies no product uptime target, measurement, exclusions or credit schedule. A status percentage is not a contractual SLA.",
              "evidenceIds": [
                "onai:public-services"
              ]
            },
            {
              "id": "status_page",
              "question": "Is there a public status page with history?",
              "support": "partial",
              "answer": "The first-party-linked status page has notice history for Website only. This is a marketing-website status fact, not a Per seat/Flat price workspace/API status promise or support entitlement.",
              "evidenceIds": [
                "onai:review-status-service-scope"
              ]
            }
          ],
          "limitations": [
            "Remains public-candidate: entity identity and website-status facts are separated from unverified product-plan support commitments.",
            "The Website-only service history and generic custom-development SLA wording do not establish a workspace uptime target or credit schedule."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": null,
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "onai:public-imprint",
            "onai:public-services",
            "onai:review-status-service-scope"
          ],
          "vendorStatement": {
            "statedBy": "onAI",
            "evidenceType": "vendor-statement",
            "topic": "support",
            "statement": "A direct line to the team, no call centre, in German and English. Onboarding and training are included in the fixed price. We build custom agents and workflows as a service. Service levels and response times are agreed in the contract.",
            "assertedAt": "2026-10-23"
          }
        }
      ]
    },
    {
      "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": "onai",
          "claimId": "onai:VEN-08",
          "verificationStatus": "agent-cross-checked",
          "support": "partial",
          "answer": "The vendor offers training, workshops and custom agent services. Flat price lists onboarding/training/workshops; languages, delivery scope and separate service costs remain unknown.",
          "availability": "unknown",
          "delivery": "native",
          "scope": {
            "surfaceIds": [
              "web"
            ],
            "version": "Public page retrieved 2026-10-21",
            "plan": "Flat price named services included; Per seat/service contract unspecified",
            "addOns": [
              "Bespoke agent/workflow development, quoted scope"
            ],
            "deploymentMode": null,
            "region": "Delivery geography and languages unspecified",
            "os": [],
            "surfaces": [
              {
                "id": "web",
                "name": "onAI browser workspace",
                "type": "web"
              }
            ]
          },
          "questions": [
            {
              "id": "onboarding_service",
              "question": "Is guided onboarding included?",
              "support": "supported",
              "answer": "The public Flat price offer includes onboarding, training and workshops. Per seat inclusion and precise deliverables are not specified.",
              "evidenceIds": [
                "onai:public-pricing",
                "onai:public-services"
              ]
            },
            {
              "id": "user_training",
              "question": "Is end-user training offered, in which languages?",
              "support": "partial",
              "answer": "The vendor offers practical prompt/tool/best-practice sessions tailored to Marketing, HR and IT. Session format, DE/FR/IT languages, hours and e-learning availability were not retrieved.",
              "evidenceIds": [
                "onai:public-services"
              ]
            },
            {
              "id": "use_case_library",
              "question": "Are role-based use cases and templates provided?",
              "support": "unknown",
              "answer": "The site describes use-case workshops and public guides, but no role-based in-product use-case/template library inventory or licence was obtained.",
              "evidenceIds": []
            },
            {
              "id": "adoption_programme",
              "question": "Is there a champion or adoption programme?",
              "support": "unknown",
              "answer": "No scoped champion programme, change-management package or measured adoption service deliverable was retrieved; generic skills guides do not establish one.",
              "evidenceIds": []
            },
            {
              "id": "service_cost",
              "question": "Which services cost extra?",
              "support": "unknown",
              "answer": "Flat price includes named services but its amount is quoted; separate Per seat onboarding, training, workshops and custom-development fees are not published.",
              "evidenceIds": [
                "onai:public-pricing",
                "onai:public-services"
              ]
            }
          ],
          "limitations": [
            "Vendor/partner professional services are distinguished from native product workflow automation. No service outcome or price is invented."
          ],
          "checkedAt": "2026-10-21",
          "crossCheckedAt": "2026-10-21",
          "nextCheckAt": "2026-12-20",
          "evidenceIds": [
            "onai:public-pricing",
            "onai:public-services"
          ],
          "vendorStatement": {
            "statedBy": "onAI",
            "evidenceType": "vendor-statement",
            "topic": "support",
            "statement": "A direct line to the team, no call centre, in German and English. Onboarding and training are included in the fixed price. We build custom agents and workflows as a service. Service levels and response times are agreed in the contract.",
            "assertedAt": "2026-10-23"
          }
        }
      ]
    }
  ],
  "sources": [
    {
      "id": "onai:public-models-display-20261026",
      "productId": "onai",
      "kind": "vendor-claimed",
      "url": "https://onaihq.com/",
      "title": "onAI public product and pricing page",
      "locator": "Ready for the whole company from day one > Every leading model; AI Gateway; re-retrieved 2026-10-26, public web-reader representation SHA256 f2b7d5764994efe8fb87021fe13d7295155dd04ec09c8ed7826fcb52acc42b19",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The page names Claude, GPT, Gemini, Grok and Mistral, user model selection and administrator allow-lists, without exact chat model IDs."
    },
    {
      "id": "onai:public-m365-display-20261026",
      "productId": "onai",
      "kind": "vendor-claimed",
      "url": "https://onaihq.com/",
      "title": "onAI public product and pricing page",
      "locator": "Answers from your Microsoft 365, live > Where onAI looks; Your admin can add; re-retrieved 2026-10-26, public web-reader representation SHA256 f2b7d5764994efe8fb87021fe13d7295155dd04ec09c8ed7826fcb52acc42b19",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The page lists live Microsoft 365 sources, optional channel/transcript permissions and optional Copilot-licensed search and meeting notes."
    },
    {
      "id": "onai:public-m365-permissions-display-20261026",
      "productId": "onai",
      "kind": "vendor-claimed",
      "url": "https://onaihq.com/",
      "title": "onAI public product and pricing page",
      "locator": "Your Microsoft permissions stay in charge; For IT; Every permission onAI can request; re-retrieved 2026-10-26, public web-reader representation SHA256 f2b7d5764994efe8fb87021fe13d7295155dd04ec09c8ed7826fcb52acc42b19",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The vendor describes delegated read-only requests under each user, no copied library index, source citations, admin model restrictions and Microsoft administrator consent."
    },
    {
      "id": "onai:public-other-connectors-display-20261026",
      "productId": "onai",
      "kind": "vendor-claimed",
      "url": "https://onaihq.com/",
      "title": "onAI public product and pricing page",
      "locator": "FAQ > How is our data integrated into the system?; re-retrieved 2026-10-26, public web-reader representation SHA256 f2b7d5764994efe8fb87021fe13d7295155dd04ec09c8ed7826fcb52acc42b19",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The FAQ describes Microsoft 365 live retrieval and names Confluence, S3 and custom sources through standard connectors or an API; it gives no connector-by-connector setup or plan catalogue."
    },
    {
      "id": "onai:review-m365-boundaries-display-20261026",
      "productId": "onai",
      "kind": "vendor-claimed",
      "url": "https://onaihq.com/#microsoft365",
      "title": "onAI live Microsoft 365 retrieval and citation description",
      "locator": "Your Microsoft permissions stay in charge; Nothing copied, nothing indexed; Sources on every answer; re-retrieved 2026-10-26, HTTP 200 body SHA256 a074779dc4d08c5e48440218bbc01353565673585b9e0f7eab517ed9687b77fa",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The vendor describes delegated Microsoft permission checks, live reads without a second library index, retrieved material retained in the asking user’s chat and numbered source links."
    },
    {
      "id": "onai:review-plan-m365-display-20261026",
      "productId": "onai",
      "kind": "vendor-claimed",
      "url": "https://onaihq.com/#pricing",
      "title": "onAI live pricing: named Microsoft 365 plan scope",
      "locator": "Per seat > Answers from Microsoft 365, with each user’s own permissions; Flat price > Everything in Per seat, for every employee; re-retrieved 2026-10-26, HTTP 200 body SHA256 a074779dc4d08c5e48440218bbc01353565673585b9e0f7eab517ed9687b77fa",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The Per seat card expressly includes Microsoft 365 answers and the Flat price card includes everything in Per seat; the cards do not establish separate DPA, provider-retention or support entitlements."
    },
    {
      "id": "onai:onai:review-fix-public-workflow-scope-20261026",
      "productId": "onai",
      "kind": "vendor-claimed",
      "url": "https://onaihq.com/",
      "title": "onAI public workflow and service offer",
      "locator": "Automation platform; Coming soon; n8n service/operator sentence; direct public GET HTTP200 2026-10-26, body SHA256 1ea21a62b3a2bb75b66287a93fd86a47984d51519e7fd99f4ca53930996219bc",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The undated public homepage labels the native workflow engine coming soon and describes n8n integration operated by onAI, the customer or a partner, with workflow construction offered on request. It gives no native release date or plan-specific workflow entitlement."
    },
    {
      "id": "onai:public-web-client",
      "productId": "onai",
      "kind": "vendor-claimed",
      "url": "https://onaihq.com/",
      "title": "onAI public product and pricing page",
      "locator": "The platform > AI Tools; FAQ > What prerequisites do we need to meet?",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The vendor describes an employee workspace in a current browser with nothing to install; native client availability is unspecified."
    },
    {
      "id": "onai:public-images",
      "productId": "onai",
      "kind": "vendor-claimed",
      "url": "https://onaihq.com/",
      "title": "onAI public product and pricing page",
      "locator": "Every leading image model in one studio; Compare side by side; Edit in plain words; Run by your admins",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Image Studio advertises GPT Image, Nano Banana Pro, Imagen 4 and FLUX.3, up to three models per prompt, upload editing, per-image estimated costs and administrator controls."
    },
    {
      "id": "onai:public-image-rights",
      "productId": "onai",
      "kind": "vendor-claimed",
      "url": "https://onaihq.com/",
      "title": "onAI public product and pricing page",
      "locator": "Every leading image model in one studio > commercial use",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The vendor says generated images may be used commercially; provider-specific output terms are not supplied."
    },
    {
      "id": "onai:public-pricing-display-20261026",
      "productId": "onai",
      "kind": "vendor-claimed",
      "url": "https://onaihq.com/",
      "title": "onAI public product and pricing page",
      "locator": "Pay per seat, or one price for everyone > Per seat; Flat price; prices excluding VAT; re-retrieved 2026-10-26, public web-reader representation SHA256 f2b7d5764994efe8fb87021fe13d7295155dd04ec09c8ed7826fcb52acc42b19",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "Published EUR pricing is 17 per user/month with 5 of monthly model budget; a flat annual price is on request, with unlimited users and dedicated/on-premises options."
    },
    {
      "id": "onai:review-contract-plan-gaps",
      "productId": "onai",
      "kind": "vendor-claimed",
      "url": "https://onaihq.com/#sovereignty",
      "title": "onAI live general privacy and contract-request copy",
      "locator": "No training on your data; EU-only processing on request; Everything your data protection officer will ask for; Request the DPA; Per seat/Flat price cards",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "General no-training, optional zero-retention and DPA/AI Act copy is published outside the plan cards, without a retrieved contract or eligibility mapping to Per seat and Flat price."
    },
    {
      "id": "onai:public-compliance-display-20261026",
      "productId": "onai",
      "kind": "vendor-claimed",
      "url": "https://onaihq.com/",
      "title": "onAI public product and pricing page",
      "locator": "Everything your data protection officer will ask for; Swiss contract, two laws; re-retrieved 2026-10-26, public web-reader representation SHA256 f2b7d5764994efe8fb87021fe13d7295155dd04ec09c8ed7826fcb52acc42b19",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The vendor advertises a DPA, a public subprocessor list, retention periods and AI Act labels, but the DPA link opens contact rather than the documents."
    },
    {
      "id": "onai:public-imprint-display-20261026",
      "productId": "onai",
      "kind": "documented",
      "url": "https://onaihq.com/impressum",
      "title": "onAI imprint",
      "locator": "Contact; Represented by; VAT number; re-retrieved 2026-10-26, public web-reader representation SHA256 fcb4521fcdfb47e2ab714fee34a0fae0c1bdebca90481980bb3cb136410908fd",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The imprint identifies Telesoft AG in Oberwil-Lieli, Switzerland and Swiss VAT number CHE-106.160.588."
    },
    {
      "id": "onai:public-website-privacy-display-20261026",
      "productId": "onai",
      "kind": "documented",
      "url": "https://onaihq.com/datenschutz",
      "title": "onAI website privacy policy",
      "locator": "Last updated October 2026; introductory scope; sections 5, 6 and 9; re-retrieved 2026-10-26, public web-reader representation SHA256 42ebec9df5cca263fd029ce2dcd8195487b6ee8e72cff07a6431731d8d462ec4",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The policy expressly covers the marketing website, including website processors and retention; it does not establish product workspace processor or retention terms."
    },
    {
      "id": "onai:public-imprint",
      "productId": "onai",
      "kind": "documented",
      "url": "https://onaihq.com/impressum",
      "title": "onAI imprint",
      "locator": "Contact; Represented by; VAT number",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The imprint identifies Telesoft AG in Oberwil-Lieli, Switzerland and Swiss VAT number CHE-106.160.588."
    },
    {
      "id": "onai:onai:public-automation-status-20261026",
      "productId": "onai",
      "kind": "vendor-claimed",
      "url": "https://onaihq.com/",
      "title": "onAI automation and open interfaces",
      "locator": "Automation platform, Open interfaces and service sections; HTTP 200, body SHA256 a074779dc4d08c5e48440218bbc01353565673585b9e0f7eab517ed9687b77fa",
      "sourceDate": null,
      "retrievedAt": "2026-10-26",
      "finding": "The homepage labels its own workflow engine and MCP coming soon. Until then it describes n8n integration operated by onAI, the customer or a partner, with custom workflows as a requested service. No native release date or schedule/trigger entitlement is published."
    },
    {
      "id": "onai:public-processing",
      "productId": "onai",
      "kind": "vendor-claimed",
      "url": "https://onaihq.com/",
      "title": "onAI public product and pricing page",
      "locator": "What leaves, and how > No training; Personal data; European AI; EU-only processing on request",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The vendor claims no model training, filtered search/image prompts and an optional EU-only processing tier with provider zero retention; contracts and provider exceptions are not supplied."
    },
    {
      "id": "onai:public-pricing",
      "productId": "onai",
      "kind": "vendor-claimed",
      "url": "https://onaihq.com/",
      "title": "onAI public product and pricing page",
      "locator": "Pay per seat, or one price for everyone > Per seat; Flat price; prices excluding VAT",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "Published EUR pricing is 17 per user/month with 5 of monthly model budget; a flat annual price is on request, with unlimited users and dedicated/on-premises options."
    },
    {
      "id": "onai:ecb-fx",
      "productId": "onai",
      "kind": "documented",
      "url": "https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist-90d.xml",
      "title": "ECB euro reference exchange rates",
      "locator": "Cube time=2026-10-20; currency USD and CHF",
      "sourceDate": "2026-10-20",
      "retrievedAt": "2026-10-21",
      "finding": "On 2026-10-20 one EUR equals USD 1.1215 and CHF 0.9237; USD to EUR is the reciprocal, 0.8916629514043692."
    },
    {
      "id": "onai:review-plan-m365",
      "productId": "onai",
      "kind": "vendor-claimed",
      "url": "https://onaihq.com/#pricing",
      "title": "onAI live pricing: named Microsoft 365 plan scope",
      "locator": "Per seat > Answers from Microsoft 365, with each user’s own permissions; Flat price > Everything in Per seat, for every employee",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The Per seat card expressly includes Microsoft 365 answers and the Flat price card includes everything in Per seat; the cards do not establish separate DPA, provider-retention or support entitlements."
    },
    {
      "id": "onai:review-residency-parts",
      "productId": "onai",
      "kind": "vendor-claimed",
      "url": "https://onaihq.com/#sovereignty",
      "title": "onAI live residency statements and external processing paths",
      "locator": "Ready for your security review; European from the contract down to the DNS; Where your data lives; External services, filtered; EU-only processing on request; pricing cards",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The page separately describes European application/storage infrastructure, named dedicated locations, external AI/search/image/translation services and an optional EU-only AI-processing tier; its unqualified secured-EU-server line does not establish default end-to-end processing, backup, log or support-access residency."
    },
    {
      "id": "onai:public-services",
      "productId": "onai",
      "kind": "vendor-claimed",
      "url": "https://onaihq.com/",
      "title": "onAI public product and pricing page",
      "locator": "AI Trainings; AI Workshops; Custom AI Agent Development; Flat price inclusions",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The vendor offers tailored training, workshops and custom agent services; Flat price lists onboarding, training and workshops without itemised service prices."
    },
    {
      "id": "onai:review-status-service-scope",
      "productId": "onai",
      "kind": "documented",
      "url": "https://onai.instatus.com",
      "title": "onAI live public status service scope",
      "locator": "Service list and recent notice history, retrieved 2026-10-21",
      "sourceDate": null,
      "retrievedAt": "2026-10-21",
      "finding": "The public status page lists Website and notice history; it does not identify a Per seat or Flat price workspace service or a contractual SLA."
    }
  ]
}
