{ "schemaVersion": 1, "rubricVersion": "1.1", "kind": "pair", "slug": "omnifact-vs-open-webui", "canonicalUrl": "https://onaihq.com/compare/agents/omnifact-vs-open-webui/", "markdownUrl": "https://onaihq.com/compare/agents/omnifact-vs-open-webui/index.md", "dataUrl": "https://onaihq.com/compare/agents/omnifact-vs-open-webui/data.json", "generatedAt": "2026-10-27", "lastCheckedAt": "2026-10-26", "lastCrossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-20", "publisher": { "name": "onAI", "url": "https://onaihq.com", "marketParticipant": true, "editorialControl": "onAI selects the products, rubric, sources and wording, including for comparisons that do not include onAI.", "disclosure": "Published by onAI. onAI also sells one of the products compared here. Findings about other products link to public sources so you can check them; statements about onAI are marked as stated by onAI." }, "products": [ { "id": "omnifact", "name": "Omnifact", "website": "https://omnifact.ai", "repository": null, "pageUrl": "https://onaihq.com/compare/agents/products/omnifact/", "lifecycle": { "status": "unknown", "note": null }, "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" }, { "id": "api", "name": "Omnifact Published Spaces, Public API and Enterprise AI Gateway", "type": "api" }, { "id": "self-managed", "name": "Omnifact Enterprise customer-cloud/on-premise", "type": "self-hosted-server" }, { "id": "widget", "name": "Omnifact example embeddable widget", "type": "browser-widget" }, { "id": "cli", "name": "Omnifact document/chat CLI and XWiki sync", "type": "cli" } ], "sourcedClaimCount": 49, "statedByVendorCount": 0, "crossCheckedClaimCount": 49, "sourcedOnlyClaimCount": 0, "oldestCheckedAt": "2026-10-21", "lastCheckedAt": "2026-10-21" }, { "id": "open-webui", "name": "Open WebUI", "website": "https://openwebui.com", "repository": "https://github.com/open-webui/open-webui", "pageUrl": "https://onaihq.com/compare/agents/products/open-webui/", "lifecycle": { "status": "unknown", "note": null }, "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" }, { "id": "desktop", "name": "Open WebUI Desktop native distribution (Early Alpha)", "type": "desktop" } ], "sourcedClaimCount": 47, "statedByVendorCount": 0, "crossCheckedClaimCount": 47, "sourcedOnlyClaimCount": 0, "oldestCheckedAt": "2026-10-21", "lastCheckedAt": "2026-10-26" } ], "coverage": { "totalCriteria": 51, "sharedCrossCheckedCriteria": 45, "sharedSourcedCriteria": 45, "crossCheckedCriteriaByProduct": { "omnifact": 49, "open-webui": 47 }, "sourcedOnlyCriteriaByProduct": { "omnifact": 0, "open-webui": 0 }, "sourcedCriteriaByProduct": { "omnifact": 49, "open-webui": 47 }, "crossCheckedCriterionRows": 51, "sourcedOnlyCriterionRows": 0, "sourcedCriterionRows": 51, "statedByVendorRows": 0 }, "criteria": [ { "id": "MOD-01", "title": "Model catalogue and providers", "group": { "id": 1, "name": "Models" }, "judgment": "List each available model by provider and plan, including reasoning, fast and multimodal variants. Record whether the user picks the model, the product routes automatically, or both. A provider counts only if at least one of its current models is selectable on the scoped plan.", "questions": [ { "id": "providers", "question": "Which model providers are available?" }, { "id": "current_models", "question": "Which current models are selectable on this plan?" }, { "id": "user_choice", "question": "Can users pick the model per chat?" }, { "id": "auto_routing", "question": "Does the product route between models automatically, and is the chosen model shown?" }, { "id": "multimodal_input", "question": "Which models accept images, audio or files?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:MOD-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Manual selection spans OpenAI, Anthropic, Google and Mistral with EU/direct routes and tier controls.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro/Enterprise managed model catalogue; customer API keys and custom/self-hosted endpoints require Enterprise BYOK", "addOns": [ "Enterprise BYOK for custom provider endpoints" ], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "providers", "question": "Which model providers are available?", "support": "partial", "answer": "Pro/Enterprise managed provider options include OpenAI/AzureOpenAI, Anthropic, Google/Vertex and Mistral subject to workspace configuration. Customer API keys, custom OpenAI-compatible endpoints and self-hosted model connections require Enterprise BYOK. Optional DPA-listed Groq is not treated as a currently selectable managed model.", "evidenceIds": [ "omnifact:omnifact:providers-rev2", "omnifact:omnifact:pricing-rev2", "omnifact:omnifact:models" ] }, { "id": "current_models", "question": "Which current models are selectable on this plan?", "support": "partial", "answer": "Public text catalogue: GPT6Sol/Luna,5.6Sol/Terra/Luna,5.5,5.4/mini,5.2,5.1,5/mini/nano,4.1/mini/nano,4o/mini,4,3.5; Claude Opus5.5/5/4.8/4.7/4.6/4.5/4.1/4, Sonnet5.5/5/4.6/4.5/4, Haiku5.5/4.5; Gemini4Argon,3.8/3.7/3.6/3.5Flash,3.5Flash Lite,3.1Pro/Flash Lite,3Pro,2.5Pro/Flash,2.0Flash/Flash Lite; Mistral Medium3.5/3, Large3, Small4, Nemo, Ministral8B, Pixtral Large, Codestral, Devstral Small. Each is subject to admin enablement, tier, route and provider availability; not independently tested in picker.", "evidenceIds": [ "omnifact:omnifact:models" ] }, { "id": "user_choice", "question": "Can users pick the model per chat?", "support": "supported", "answer": "Picker changes before/within a conversation and shows provider logo, model name and region flag. Reasoning effort has Low/Medium/High/Extra High depending on model.", "evidenceIds": [ "omnifact:omnifact:select" ] }, { "id": "auto_routing", "question": "Does the product route between models automatically, and is the chosen model shown?", "support": "unknown", "answer": "Does the product route between models automatically, and is the chosen model shown? Unknown. No documented automatic cross-model routing strategy or chosen-model display after automatic routing was established; autonomous tool selection is separate from model routing.", "evidenceIds": [] }, { "id": "multimodal_input", "question": "Which models accept images, audio or files?", "support": "partial", "answer": "Image input only for capable selected models; experimental audio uploads need audio-capable models. Extracted document text and code tools are separate paths; no complete model-by-model native audio matrix was established.", "evidenceIds": [ "omnifact:omnifact:files", "omnifact:omnifact:groups-rev2" ] } ], "limitations": [ "current_models: Public text catalogue: GPT6Sol/Luna,5.6Sol/Terra/Luna,5.5,5.4/mini,5.2,5.1,5/mini/nano,4.1/mini/nano,4o/mini,4,3.5; Claude Opus5.5/5/4.8/4.7/4.6/4.5/4.1/4, Sonnet5.5/5/4.6/4.5/4, Haiku5.5/4.5; Gemini4Argon,3.8/3.7/3.6/3.5Flash,3.5Flash Lite,3.1Pro/Flash Lite,3Pro,2.5Pro/Flash,2.0Flash/Flash Lite; Mistral Medium3.5/3, Large3, Small4, Nemo, Ministral8B, Pixtral Large, Codestral, Devstral Small. Each is subject to admin enablement, tier, route and provider availability; not independently tested in picker.", "multimodal_input: Image input only for capable selected models; experimental audio uploads need audio-capable models. Extracted document text and code tools are separate paths; no complete model-by-model native audio matrix was established.", "Unverified auto_routing: No documented automatic cross-model routing strategy or chosen-model display after automatic routing was established; autonomous tool selection is separate from model routing." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:providers-rev2", "omnifact:omnifact:dpa-rev2", "omnifact:omnifact:models", "omnifact:omnifact:select", "omnifact:omnifact:files", "omnifact:omnifact:groups-rev2", "omnifact:omnifact:pricing-rev2" ] }, { "productId": "open-webui", "claimId": "open-webui:MOD-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Customers connect local servers and cloud model endpoints and choose models in chat. The available catalog depends on their endpoints and credentials.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "providers", "question": "Which model providers are available?", "support": "partial", "answer": "Documented routes include OpenAI, Anthropic, Azure OpenAI, Mistral, DeepSeek and gateways such as OpenRouter; models must be enabled in the connected account. No endpoint was exercised.", "evidenceIds": [ "open-webui:open-webui:provider", "open-webui:open-webui:compat" ] }, { "id": "current_models", "question": "Which current models are selectable on this plan?", "support": "unknown", "answer": "current_models: Which current models are selectable on this plan? The provider guide contains example model names rather than an observed current endpoint catalog. Automatic routing and a current per-model modality matrix were not verified.", "evidenceIds": [] }, { "id": "user_choice", "question": "Can users pick the model per chat?", "support": "supported", "answer": "Users select connected models in the chat selector and can compare several models.", "evidenceIds": [ "open-webui:open-webui:provider" ] }, { "id": "auto_routing", "question": "Does the product route between models automatically, and is the chosen model shown?", "support": "unknown", "answer": "auto_routing: Does the product route between models automatically, and is the chosen model shown? The provider guide contains example model names rather than an observed current endpoint catalog. Automatic routing and a current per-model modality matrix were not verified.", "evidenceIds": [] }, { "id": "multimodal_input", "question": "Which models accept images, audio or files?", "support": "partial", "answer": "Vision and file context depend on the chosen model and configured extraction. No model-by-model audio/image acceptance matrix or fixture run was established.", "evidenceIds": [ "open-webui:open-webui:rag", "open-webui:open-webui:extraction" ] } ], "limitations": [ "providers: Documented routes include OpenAI, Anthropic, Azure OpenAI, Mistral, DeepSeek and gateways such as OpenRouter; models must be enabled in the connected account. No endpoint was exercised.", "current_models: Which current models are selectable on this plan? The provider guide contains example model names rather than an observed current endpoint catalog. Automatic routing and a current per-model modality matrix were not verified.", "auto_routing: Does the product route between models automatically, and is the chosen model shown? The provider guide contains example model names rather than an observed current endpoint catalog. Automatic routing and a current per-model modality matrix were not verified.", "multimodal_input: Vision and file context depend on the chosen model and configured extraction. No model-by-model audio/image acceptance matrix or fixture run was established." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:provider", "open-webui:open-webui:compat", "open-webui:open-webui:rag", "open-webui:open-webui:extraction" ] } ] }, { "id": "MOD-02", "title": "Model freshness", "group": { "id": 1, "name": "Models" }, "judgment": "Measure the days from a provider's general release to availability in the product for the last three major releases from OpenAI, Anthropic and Google (and Mistral where offered). Use dated changelogs or observation. Record deprecation notice for retired models.", "questions": [ { "id": "release_lag_days", "question": "What was the lag for each of the last three major releases, per provider?" }, { "id": "changelog", "question": "Is there a dated public model changelog?" }, { "id": "deprecation_notice", "question": "How much notice is given before a model is removed?" }, { "id": "version_pinning", "question": "Can an admin keep an older model version?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:MOD-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Dated model/feature changelog exists; exact release lag and fixed deprecation policy are unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "release_lag_days", "question": "What was the lag for each of the last three major releases, per provider?", "support": "unknown", "answer": "What was the lag for each of the last three major releases, per provider? Unknown. Last-three major releases per provider were not reconciled against provider GA dates; no binding removal notice or Saa S version-pinning guarantee was established.", "evidenceIds": [] }, { "id": "changelog", "question": "Is there a dated public model changelog?", "support": "supported", "answer": "Monthly release notes updated2026-10-20; individual feature posts date Gemini4Argon October 13, Haiku5.5 October 8, Sonnet5.5 September 28 and GPT6/Opus5.5 September 22.", "evidenceIds": [ "omnifact:omnifact:changes", "omnifact:omnifact:blog" ] }, { "id": "deprecation_notice", "question": "How much notice is given before a model is removed?", "support": "unknown", "answer": "How much notice is given before a model is removed? Unknown. Last-three major releases per provider were not reconciled against provider GA dates; no binding removal notice or Saa S version-pinning guarantee was established.", "evidenceIds": [] }, { "id": "version_pinning", "question": "Can an admin keep an older model version?", "support": "unknown", "answer": "Can an admin keep an older model version? Unknown. Last-three major releases per provider were not reconciled against provider GA dates; no binding removal notice or Saa S version-pinning guarantee was established.", "evidenceIds": [] } ], "limitations": [ "Unverified release_lag_days, deprecation_notice, version_pinning: Last-three major releases per provider were not reconciled against provider GA dates; no binding removal notice or Saa S version-pinning guarantee was established." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:changes", "omnifact:omnifact:blog" ] }, { "productId": "open-webui", "claimId": "open-webui:MOD-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Dated upstream releases are public. A measured three-release availability lag and model retirement notice remain unknown.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "release_lag_days", "question": "What was the lag for each of the last three major releases, per provider?", "support": "unknown", "answer": "release_lag_days: What was the lag for each of the last three major releases, per provider? No matched dates for the last three major provider releases and endpoint availability were collected; no binding model-removal notice period was found in the release and provider guides.", "evidenceIds": [] }, { "id": "changelog", "question": "Is there a dated public model changelog?", "support": "partial", "answer": "GitHub release notes are dated and sometimes mention model/protocol changes; they are not a complete provider model availability timeline.", "evidenceIds": [ "open-webui:open-webui:releases" ] }, { "id": "deprecation_notice", "question": "How much notice is given before a model is removed?", "support": "unknown", "answer": "deprecation_notice: How much notice is given before a model is removed? No matched dates for the last three major provider releases and endpoint availability were collected; no binding model-removal notice period was found in the release and provider guides.", "evidenceIds": [] }, { "id": "version_pinning", "question": "Can an admin keep an older model version?", "support": "partial", "answer": "An admin can list explicit provider model/deployment IDs and keep a chosen local model. Provider removal still controls remote model availability.", "evidenceIds": [ "open-webui:open-webui:openai", "open-webui:open-webui:provider" ] } ], "limitations": [ "release_lag_days: What was the lag for each of the last three major releases, per provider? No matched dates for the last three major provider releases and endpoint availability were collected; no binding model-removal notice period was found in the release and provider guides.", "changelog: GitHub release notes are dated and sometimes mention model/protocol changes; they are not a complete provider model availability timeline.", "deprecation_notice: How much notice is given before a model is removed? No matched dates for the last three major provider releases and endpoint availability were collected; no binding model-removal notice period was found in the release and provider guides.", "version_pinning: An admin can list explicit provider model/deployment IDs and keep a chosen local model. Provider removal still controls remote model availability." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:releases", "open-webui:open-webui:openai", "open-webui:open-webui:provider" ] } ] }, { "id": "MOD-03", "title": "Bring-your-own keys and provider contracts", "group": { "id": 1, "name": "Models" }, "judgment": "Record customer-held API keys, customer cloud accounts (Azure OpenAI, Bedrock, Vertex), and aggregator routes (OpenRouter, LiteLLM) as separate routes. Record what still works without a vendor-provided model, whether prices change with BYO, and documented restrictions. API-key support does not imply support for the customer's own Azure contract.", "questions": [ { "id": "own_api_keys", "question": "Can the customer use its own provider API keys?" }, { "id": "own_cloud_contract", "question": "Can it use its own Azure OpenAI, Bedrock or Vertex deployment?" }, { "id": "custom_endpoint", "question": "Can an admin add any OpenAI-compatible endpoint?" }, { "id": "byo_pricing", "question": "Does BYO change the licence price?" }, { "id": "byo_restrictions", "question": "Which features stop working with BYO?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:MOD-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Enterprise BYOK supports own provider accounts and custom OpenAI-compatible connections.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Enterprise BYOK, customer provider contracts", "addOns": [ "Customer provider charges separate" ], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "own_api_keys", "question": "Can the customer use its own provider API keys?", "support": "supported", "answer": "Enterprise only; connects own provider API keys, charges provider account and bypasses standard Omnifact rate limits.", "evidenceIds": [ "omnifact:omnifact:providers" ] }, { "id": "own_cloud_contract", "question": "Can it use its own Azure OpenAI, Bedrock or Vertex deployment?", "support": "partial", "answer": "Supported environments include Azure OpenAI, Vertex Anthropic/Vertex Google; model settings mention AWSBedrock via custom endpoints. Customer deployment/contract setup details not fully specified.", "evidenceIds": [ "omnifact:omnifact:providers", "omnifact:omnifact:model-settings" ] }, { "id": "custom_endpoint", "question": "Can an admin add any OpenAI-compatible endpoint?", "support": "supported", "answer": "Custom provider supports OpenAI-compatible endpoints; self-hosted connection enabled with support.", "evidenceIds": [ "omnifact:omnifact:providers", "omnifact:omnifact:terms" ] }, { "id": "byo_pricing", "question": "Does BYO change the licence price?", "support": "partial", "answer": "BYOK moves model costs to customer account/negotiated rates; Enterprise licence adjustment is quote-only.", "evidenceIds": [ "omnifact:omnifact:providers" ] }, { "id": "byo_restrictions", "question": "Which features stop working with BYO?", "support": "unknown", "answer": "Which features stop working with BYO? Unknown. No complete BYOK-specific feature failure/parity matrix or public licence discount was established.", "evidenceIds": [] } ], "limitations": [ "own_cloud_contract: Supported environments include Azure OpenAI, Vertex Anthropic/Vertex Google; model settings mention AWSBedrock via custom endpoints. Customer deployment/contract setup details not fully specified.", "byo_pricing: BYOK moves model costs to customer account/negotiated rates; Enterprise licence adjustment is quote-only.", "Unverified byo_restrictions: No complete BYOK-specific feature failure/parity matrix or public licence discount was established." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:providers", "omnifact:omnifact:model-settings", "omnifact:omnifact:terms" ] }, { "productId": "open-webui", "claimId": "open-webui:MOD-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Customer-held keys, Azure deployments and compatible endpoints are documented. The standard software licence does not include provider usage.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [ "Customer provider accounts or separately operated compatible gateway" ], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "own_api_keys", "question": "Can the customer use its own provider API keys?", "support": "supported", "answer": "Administrators supply customer provider keys in Connections.", "evidenceIds": [ "open-webui:open-webui:openai", "open-webui:open-webui:compat" ] }, { "id": "own_cloud_contract", "question": "Can it use its own Azure OpenAI, Bedrock or Vertex deployment?", "support": "supported", "answer": "Azure OpenAI is documented using the customer Azure endpoint, deployment names and API key. Bedrock is also documented through a compatible route; Vertex contract behavior was not separately verified.", "evidenceIds": [ "open-webui:open-webui:openai", "open-webui:open-webui:compat" ] }, { "id": "custom_endpoint", "question": "Can an admin add any OpenAI-compatible endpoint?", "support": "supported", "answer": "Administrators can set an OpenAI-compatible base URL and credentials.", "evidenceIds": [ "open-webui:open-webui:compat" ] }, { "id": "byo_pricing", "question": "Does BYO change the licence price?", "support": "supported", "answer": "Branding-intact standard use is free; external provider bills and optional Enterprise rights are separate.", "evidenceIds": [ "open-webui:open-webui:enterprise" ] }, { "id": "byo_restrictions", "question": "Which features stop working with BYO?", "support": "partial", "answer": "Compatibility and tools depend on the provider protocol and model. The sources do not promise identical functionality across all BYO endpoints.", "evidenceIds": [ "open-webui:open-webui:compat", "open-webui:open-webui:models" ] } ], "limitations": [ "byo_restrictions: Compatibility and tools depend on the provider protocol and model. The sources do not promise identical functionality across all BYO endpoints." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:openai", "open-webui:open-webui:compat", "open-webui:open-webui:enterprise", "open-webui:open-webui:models" ] } ] }, { "id": "MOD-04", "title": "Local and self-hosted models", "group": { "id": 1, "name": "Models" }, "judgment": "Record support for models running in the customer's environment (vLLM, Ollama, TGI or similar) and which features work with them: chat, RAG, tools, embeddings. Distinguish a documented, supported route from a generic endpoint that happens to work.", "questions": [ { "id": "self_hosted_chat", "question": "Can chat use a customer-hosted model?" }, { "id": "self_hosted_embeddings", "question": "Can retrieval use customer-hosted embeddings?" }, { "id": "feature_parity", "question": "Which features fail with self-hosted models?" }, { "id": "vendor_hosted_open_models", "question": "Does the vendor host open-weight models in EU/CH?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:MOD-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Enterprise can integrate customer-hosted models; embedding and tool parity remain unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Enterprise self-hosted model connection", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "self_hosted_chat", "question": "Can chat use a customer-hosted model?", "support": "supported", "answer": "Enterprise lists self-hosted LLMs; terms6.4 requires coordination with support and custom provider endpoints are documented.", "evidenceIds": [ "omnifact:omnifact:pricing", "omnifact:omnifact:providers", "omnifact:omnifact:terms" ] }, { "id": "self_hosted_embeddings", "question": "Can retrieval use customer-hosted embeddings?", "support": "unknown", "answer": "Can retrieval use customer-hosted embeddings? Unknown. No documented customer-hosted embedding route or exhaustive feature-parity matrix was established; on-premise platform availability alone does not prove either.", "evidenceIds": [] }, { "id": "feature_parity", "question": "Which features fail with self-hosted models?", "support": "unknown", "answer": "Which features fail with self-hosted models? Unknown. No documented customer-hosted embedding route or exhaustive feature-parity matrix was established; on-premise platform availability alone does not prove either.", "evidenceIds": [] }, { "id": "vendor_hosted_open_models", "question": "Does the vendor host open-weight models in EU/CH?", "support": "partial", "answer": "Mistral family appears with EU flags; the operating party and infrastructure for every open-weight route are not fully mapped. It is not proof of Swiss hosting.", "evidenceIds": [ "omnifact:omnifact:models" ] } ], "limitations": [ "vendor_hosted_open_models: Mistral family appears with EU flags; the operating party and infrastructure for every open-weight route are not fully mapped. It is not proof of Swiss hosting.", "Unverified self_hosted_embeddings, feature_parity: No documented customer-hosted embedding route or exhaustive feature-parity matrix was established; on-premise platform availability alone does not prove either." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:pricing", "omnifact:omnifact:providers", "omnifact:omnifact:terms", "omnifact:omnifact:models" ] }, { "productId": "open-webui", "claimId": "open-webui:MOD-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Ollama, llama.cpp and vLLM are documented local inference routes; local retrieval requires local embedding and extraction services.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "self_hosted_chat", "question": "Can chat use a customer-hosted model?", "support": "supported", "answer": "Chat can use customer-operated Ollama, llama.cpp or vLLM endpoints.", "evidenceIds": [ "open-webui:open-webui:provider" ] }, { "id": "self_hosted_embeddings", "question": "Can retrieval use customer-hosted embeddings?", "support": "supported", "answer": "Retrieval can use local embedding models; the offline guide requires these assets to be downloaded before disconnecting.", "evidenceIds": [ "open-webui:open-webui:rag", "open-webui:open-webui:offline" ] }, { "id": "feature_parity", "question": "Which features fail with self-hosted models?", "support": "partial", "answer": "Local chat and RAG are possible. Tool reliability depends on model support, and online search, remote providers or cloud OCR require network access. No parity fixture was run.", "evidenceIds": [ "open-webui:open-webui:offline", "open-webui:open-webui:memory" ] }, { "id": "vendor_hosted_open_models", "question": "Does the vendor host open-weight models in EU/CH?", "support": "unknown", "answer": "vendor_hosted_open_models: Does the vendor host open-weight models in EU/CH? No first-party commitment to vendor-operated open-weight inference in EU or Switzerland was established in the deployment and provider guides.", "evidenceIds": [] } ], "limitations": [ "feature_parity: Local chat and RAG are possible. Tool reliability depends on model support, and online search, remote providers or cloud OCR require network access. No parity fixture was run.", "vendor_hosted_open_models: Does the vendor host open-weight models in EU/CH? No first-party commitment to vendor-operated open-weight inference in EU or Switzerland was established in the deployment and provider guides." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:provider", "open-webui:open-webui:rag", "open-webui:open-webui:offline", "open-webui:open-webui:memory" ] } ] }, { "id": "MOD-05", "title": "Model control and usage limits", "group": { "id": 1, "name": "Models" }, "judgment": "Record admin allow-lists per group, default models, restrictions on which models may see which data, and per-user rate or fair-use limits. Test one restriction with two users in different groups. Record limits as enforced stops, warnings or undocumented fair use.", "questions": [ { "id": "model_allowlist_by_group", "question": "Can admins limit models per group?" }, { "id": "data_bound_models", "question": "Can admins restrict which models receive connector or knowledge content?" }, { "id": "default_model", "question": "Can admins set the default model?" }, { "id": "user_limits", "question": "What per-user message or token limits apply, and are they published?" }, { "id": "limit_behaviour", "question": "What happens when a limit is reached?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:MOD-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Groups add model-tier/capability permissions while organization settings control concrete models/routes.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "model_allowlist_by_group", "question": "Can admins limit models per group?", "support": "partial", "answer": "Groups add Base/Standard/Premium-tier and US-hosted-model access. Everyone and overlapping groups union grants; no deny overrides. Concrete model enablement is organization-wide, not an arbitrary per-group model list.", "evidenceIds": [ "omnifact:omnifact:groups", "omnifact:omnifact:model-settings" ] }, { "id": "data_bound_models", "question": "Can admins restrict which models receive connector or knowledge content?", "support": "partial", "answer": "Admins disable providers/models globally; DPA annexes also describe per-Space provider approval. No tested classifier routes knowledge content to distinct allowed models automatically.", "evidenceIds": [ "omnifact:omnifact:model-settings", "omnifact:omnifact:dpa" ] }, { "id": "default_model", "question": "Can admins set the default model?", "support": "partial", "answer": "October notes set Haiku5.5 as fast default for new organizations. Image default and Published Space model are configurable; universal organization text-default setting not established.", "evidenceIds": [ "omnifact:omnifact:changes", "omnifact:omnifact:model-settings", "omnifact:omnifact:published" ] }, { "id": "user_limits", "question": "What per-user message or token limits apply, and are they published?", "support": "partial", "answer": "Plan-determined per-user24-hour rolling message quotas show remaining count/reset. Numeric plan quotas are not public; pooled credit and page limits are separate.", "evidenceIds": [ "omnifact:omnifact:chat" ] }, { "id": "limit_behaviour", "question": "What happens when a limit is reached?", "support": "supported", "answer": "Daily message exhaustion disables new sends until reset. Monthly credit exhaustion greys premium models and chat falls back; Gateway returns credit error for all models without fallback.", "evidenceIds": [ "omnifact:omnifact:chat", "omnifact:omnifact:limits", "omnifact:omnifact:gateway" ] } ], "limitations": [ "model_allowlist_by_group: Groups add Base/Standard/Premium-tier and US-hosted-model access. Everyone and overlapping groups union grants; no deny overrides. Concrete model enablement is organization-wide, not an arbitrary per-group model list.", "data_bound_models: Admins disable providers/models globally; DPA annexes also describe per-Space provider approval. No tested classifier routes knowledge content to distinct allowed models automatically.", "default_model: October notes set Haiku5.5 as fast default for new organizations. Image default and Published Space model are configurable; universal organization text-default setting not established.", "user_limits: Plan-determined per-user24-hour rolling message quotas show remaining count/reset. Numeric plan quotas are not public; pooled credit and page limits are separate." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:groups", "omnifact:omnifact:model-settings", "omnifact:omnifact:dpa", "omnifact:omnifact:changes", "omnifact:omnifact:published", "omnifact:omnifact:chat", "omnifact:omnifact:limits", "omnifact:omnifact:gateway" ] }, { "productId": "open-webui", "claimId": "open-webui:MOD-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "User/group model grants are documented. Optional custom filters can limit request rates; built-in recurring token/message quotas and monetary budgets remain unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "New extension/locale findings inspected at v0.12.4 / 33c1978d5bad52a31df75ea55143025dfad18d16; earlier accepted documented facts retained", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "model_allowlist_by_group", "question": "Can admins limit models per group?", "support": "supported", "answer": "Private model grants can be assigned to users and groups. Permissions accumulate, so a second group may grant access.", "evidenceIds": [ "open-webui:open-webui:groups" ] }, { "id": "data_bound_models", "question": "Can admins restrict which models receive connector or knowledge content?", "support": "partial", "answer": "Knowledge attached to a model scopes its retrieval, while user/resource grants control access. This does not establish a hard policy binding each source to an allowed outbound provider.", "evidenceIds": [ "open-webui:open-webui:knowledge", "open-webui:open-webui:privacy" ] }, { "id": "default_model", "question": "Can admins set the default model?", "support": "supported", "answer": "The groups guide documents default models per group.", "evidenceIds": [ "open-webui:open-webui:groups" ] }, { "id": "user_limits", "question": "What per-user message or token limits apply, and are they published?", "support": "partial", "answer": "An optional official Filter example implements configurable requests per user per minute. It is customer-installed code with process-local counters, not an enabled recurring message/token allowance or monetary budget. No configured deployment was tested.", "evidenceIds": [ "open-webui:open-webui:r4-rate-limit-example", "open-webui:open-webui:r4-filter-implementation" ] }, { "id": "limit_behaviour", "question": "What happens when a limit is reached?", "support": "partial", "answer": "The optional rate-limit example rejects an inlet request by raising an exception at its per-minute threshold; the inspected backend propagates inlet failures. Distributed enforcement, persistent quota balances and monetary overshoot behavior remain unverified.", "evidenceIds": [ "open-webui:open-webui:r4-rate-limit-example", "open-webui:open-webui:r4-filter-implementation" ] } ], "limitations": [ "data_bound_models: Knowledge attached to a model scopes its retrieval, while user/resource grants control access. This does not establish a hard policy binding each source to an allowed outbound provider.", "user_limits: What per-user message or token limits apply, and are they published? No configured quota or bounded two-user enforcement test was run; budget controls remain in progress on the public roadmap.", "limit_behaviour: What happens when a limit is reached? No configured quota or bounded two-user enforcement test was run; budget controls remain in progress on the public roadmap." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-25", "evidenceIds": [ "open-webui:open-webui:groups", "open-webui:open-webui:knowledge", "open-webui:open-webui:privacy", "open-webui:open-webui:r4-rate-limit-example", "open-webui:open-webui:r4-filter-implementation" ] } ] }, { "id": "KNOW-01", "title": "Files in chat", "group": { "id": 2, "name": "Company knowledge" }, "judgment": "Record supported formats, size and count limits, scanned-PDF OCR, tables and spreadsheets, images inside documents, and whether a file is read in full or retrieved in chunks. Upload the shared fixture set (long German PDF, scanned contract, Excel with formulas, PowerPoint) and record failures.", "questions": [ { "id": "formats", "question": "Which formats are accepted?" }, { "id": "limits", "question": "What size and count limits apply per file and chat?" }, { "id": "ocr", "question": "Are scanned PDFs read?" }, { "id": "spreadsheets", "question": "Are Excel tables read with structure intact?" }, { "id": "full_vs_chunked", "question": "Is the whole file used or only retrieved parts, and does the user see which?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:KNOW-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Broad attachment formats and published limits exist; indexing uses OCR/chunks while workbook fidelity is untested.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "formats", "question": "Which formats are accepted?", "support": "supported", "answer": "PDF, Word, Excel, Power Point, Open Document text/presentation, TXT, JSON, Markdown, CSV, SVG; images PNG/JPEG/Web P/HEIC/HEIF/AVIF/BMP/GIF/ICO/TIFF/SVG; audio examples MP3/WAV/AAC/FLAC with group/model restriction.", "evidenceIds": [ "omnifact:omnifact:files" ] }, { "id": "limits", "question": "What size and count limits apply per file and chat?", "support": "partial", "answer": "10 attachments/message;8000 text characters/message;20MB/image;25MB/audio. Space Uploaded Files FAQ says no individual/aggregate file-size limit; ordinary document/chat count ceilings not fully specified.", "evidenceIds": [ "omnifact:omnifact:files", "omnifact:omnifact:uploads" ] }, { "id": "ocr", "question": "Are scanned PDFs read?", "support": "partial", "answer": "Space upload pipeline documents Apache Tika OCR for scanned PDFs/images; no accuracy fixture.", "evidenceIds": [ "omnifact:omnifact:uploads" ] }, { "id": "spreadsheets", "question": "Are Excel tables read with structure intact?", "support": "partial", "answer": "Spreadsheet inputs can be processed with executed Python and native XLSX formulas; structure/merged cells/formula preservation not tested.", "evidenceIds": [ "omnifact:omnifact:documents" ] }, { "id": "full_vs_chunked", "question": "Is the whole file used or only retrieved parts, and does the user see which?", "support": "partial", "answer": "Space documents are extracted/chunked/embedded and relevant sections retrieved with progress/citation displays. Exact direct-attachment full-text thresholds were not established.", "evidenceIds": [ "omnifact:omnifact:uploads", "omnifact:omnifact:retrieval" ] } ], "limitations": [ "limits: 10 attachments/message;8000 text characters/message;20MB/image;25MB/audio. Space Uploaded Files FAQ says no individual/aggregate file-size limit; ordinary document/chat count ceilings not fully specified.", "ocr: Space upload pipeline documents Apache Tika OCR for scanned PDFs/images; no accuracy fixture.", "spreadsheets: Spreadsheet inputs can be processed with executed Python and native XLSX formulas; structure/merged cells/formula preservation not tested.", "full_vs_chunked: Space documents are extracted/chunked/embedded and relevant sections retrieved with progress/citation displays. Exact direct-attachment full-text thresholds were not established." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:files", "omnifact:omnifact:uploads", "omnifact:omnifact:documents", "omnifact:omnifact:retrieval" ] }, { "productId": "open-webui", "claimId": "open-webui:KNOW-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Documents can be attached and parsed for RAG or full-context injection. Scans depend on extraction configuration; spreadsheet fidelity was not tested.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "formats", "question": "Which formats are accepted?", "support": "partial", "answer": "PDF and common text/Office documents are documented; parser choice controls formats. Temporary browser-only extraction has DOCX limitations.", "evidenceIds": [ "open-webui:open-webui:extraction", "open-webui:open-webui:rag" ] }, { "id": "limits", "question": "What size and count limits apply per file and chat?", "support": "supported", "answer": "Administrators configure maximum document MB, upload count and allowed extensions with RAG_FILE_MAX_SIZE, RAG_FILE_MAX_COUNT and RAG_ALLOWED_FILE_EXTENSIONS; these are instance settings rather than a universal vendor allowance.", "evidenceIds": [ "open-webui:open-webui:env" ] }, { "id": "ocr", "question": "Are scanned PDFs read?", "support": "partial", "answer": "Scanned PDFs can use a configured OCR-capable engine. No scanned fixture was tested.", "evidenceIds": [ "open-webui:open-webui:extraction" ] }, { "id": "spreadsheets", "question": "Are Excel tables read with structure intact?", "support": "unknown", "answer": "spreadsheets: Are Excel tables read with structure intact? The shared Excel/formula, scanned contract and long-document fixtures were not uploaded, so structure preservation and observed failures are unknown.", "evidenceIds": [] }, { "id": "full_vs_chunked", "question": "Is the whole file used or only retrieved parts, and does the user see which?", "support": "supported", "answer": "Users can select focused chunk retrieval or entire-document context; attached model knowledge has mode-specific behavior described in the guide.", "evidenceIds": [ "open-webui:open-webui:knowledge", "open-webui:open-webui:rag" ] } ], "limitations": [ "formats: PDF and common text/Office documents are documented; parser choice controls formats. Temporary browser-only extraction has DOCX limitations.", "ocr: Scanned PDFs can use a configured OCR-capable engine. No scanned fixture was tested.", "spreadsheets: Are Excel tables read with structure intact? The shared Excel/formula, scanned contract and long-document fixtures were not uploaded, so structure preservation and observed failures are unknown." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:extraction", "open-webui:open-webui:rag", "open-webui:open-webui:env", "open-webui:open-webui:knowledge" ] } ] }, { "id": "KNOW-02", "title": "Knowledge bases and shared collections", "group": { "id": 2, "name": "Company knowledge" }, "judgment": "Record curated document collections that persist across chats, who can create and share them, size limits, and how they attach to assistants. Distinguish personal, group and organisation-wide scope.", "questions": [ { "id": "persistent_collections", "question": "Can users keep document collections across chats?" }, { "id": "sharing_scope", "question": "Can collections be shared with users, groups or the whole organisation?" }, { "id": "size_limits", "question": "What are the collection limits?" }, { "id": "assistant_binding", "question": "Can collections be bound to an assistant?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:KNOW-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Spaces persist and share uploaded/connected knowledge. The applicable Pro page quota remains unknown; Enterprise advertises unlimited pages.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro up to50users and Enterprise Spaces; actual Pro page quota unverified", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "persistent_collections", "question": "Can users keep document collections across chats?", "support": "supported", "answer": "Uploaded Files and connected folders persist in a Space for multiple conversations; message attachments remain specific to their conversation.", "evidenceIds": [ "omnifact:omnifact:spaces" ] }, { "id": "sharing_scope", "question": "Can collections be shared with users, groups or the whole organisation?", "support": "supported", "answer": "Organization users/groups including Everyone; Admin/Editor manage, Member queries. Groups receive view-only membership; edit grants are individual.", "evidenceIds": [ "omnifact:omnifact:share" ] }, { "id": "size_limits", "question": "What are the collection limits?", "support": "partial", "answer": "Enterprise pricing advertises unlimited knowledge pages. Actual Pro page quota is unknown because pricing says25000 while Billing says5000; neither is asserted as an independently applicable limit. The Connected Sources documentation says synced files currently do not count against the manual-upload page quota.", "evidenceIds": [ "omnifact:omnifact:pricing-rev2", "omnifact:omnifact:billing", "omnifact:omnifact:sync" ] }, { "id": "assistant_binding", "question": "Can collections be bound to an assistant?", "support": "supported", "answer": "Space agent uses its own instructions and isolated Uploaded Files/Connected Sources knowledge.", "evidenceIds": [ "omnifact:omnifact:spaces" ] } ], "limitations": [ "Pro page quota is excluded from verified limits until the applicable offer is identified. Connected-source and manual-upload accounting are separate." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:spaces", "omnifact:omnifact:share", "omnifact:omnifact:pricing-rev2", "omnifact:omnifact:billing", "omnifact:omnifact:sync" ] }, { "productId": "open-webui", "claimId": "open-webui:KNOW-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Knowledge bases persist across chats and can attach to a model or conversation, with user/group/public sharing.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "persistent_collections", "question": "Can users keep document collections across chats?", "support": "supported", "answer": "Knowledge bases store reusable document collections across chats.", "evidenceIds": [ "open-webui:open-webui:knowledge" ] }, { "id": "sharing_scope", "question": "Can collections be shared with users, groups or the whole organisation?", "support": "supported", "answer": "Private knowledge resources can grant read/write access to named users and groups, or be public within the instance.", "evidenceIds": [ "open-webui:open-webui:groups", "open-webui:open-webui:knowledge" ] }, { "id": "size_limits", "question": "What are the collection limits?", "support": "unknown", "answer": "size_limits: What are the collection limits? No fixed collection capacity was established; limits depend on operator configuration, storage and the selected database.", "evidenceIds": [] }, { "id": "assistant_binding", "question": "Can collections be bound to an assistant?", "support": "supported", "answer": "A model preset can bind one or more knowledge bases.", "evidenceIds": [ "open-webui:open-webui:models", "open-webui:open-webui:knowledge" ] } ], "limitations": [ "size_limits: What are the collection limits? No fixed collection capacity was established; limits depend on operator configuration, storage and the selected database." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:knowledge", "open-webui:open-webui:groups", "open-webui:open-webui:models" ] } ] }, { "id": "KNOW-03", "title": "Enterprise connectors", "group": { "id": 2, "name": "Company knowledge" }, "judgment": "List each connector separately with plan, availability and setup owner: SharePoint, OneDrive, Outlook, Teams, Google Drive, Gmail, Confluence, Jira, Notion, Box, Salesforce, ServiceNow, file shares. Record whether the vendor or a third party (or the customer via MCP) provides it, and whether it needs admin consent. A connector listed on a roadmap or partner page is `announced`. An on-prem connector or gateway proves access to local data, not a self-hosted platform (DATA-02).", "questions": [ { "id": "microsoft_365", "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?" }, { "id": "google_workspace", "question": "Which Google sources are connected?" }, { "id": "atlassian", "question": "Confluence and Jira?" }, { "id": "other_systems", "question": "Which other business systems?" }, { "id": "on_prem_sources", "question": "Can on-prem file shares or databases be connected?" }, { "id": "connector_provider", "question": "Who builds and maintains each connector?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:KNOW-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Cloud document sync and live first-party MCP integrations cover different system/action scopes.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web", "api", "cli" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro/Enterprise cloud document connectors; separately run API-enabled XWiki importer documented at pinned revision", "addOns": [ "Customer-run XWiki sync tool; API access and source credentials required" ], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" }, { "id": "api", "name": "Omnifact Published Spaces, Public API and Enterprise AI Gateway", "type": "api" }, { "id": "cli", "name": "Omnifact document/chat CLI and XWiki sync", "type": "cli" } ] }, "questions": [ { "id": "microsoft_365", "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?", "support": "partial", "answer": "SharePoint, OneDrive Business and personal OneDrive document access/sync. No verified native Outlook/Teams connector in current catalogue.", "evidenceIds": [ "omnifact:omnifact:integrations" ] }, { "id": "google_workspace", "question": "Which Google sources are connected?", "support": "supported", "answer": "Drive document sync plus MCP Drive, Docs, Sheets, Slides, Gmail, Calendar, Chat tools.", "evidenceIds": [ "omnifact:omnifact:integrations" ] }, { "id": "atlassian", "question": "Confluence and Jira?", "support": "supported", "answer": "Atlassian official MCP for Jira/Confluence search and updates.", "evidenceIds": [ "omnifact:omnifact:directory" ] }, { "id": "other_systems", "question": "Which other business systems?", "support": "partial", "answer": "Slack, Zoom, Notion, Hub Spot, Zendesk, Box, Egnyte, Asana, Click Up, Linear, Airtable, Canva, Miro, Lucid, Stripe, Pay Pal, Git Hub/Git Lab, Sentry, PostHog, Supabase, Neon, Webflow, Todoist; official XWiki importer is separate unsupported CLI.", "evidenceIds": [ "omnifact:omnifact:integrations", "omnifact:omnifact:xwiki-sync-rev2" ] }, { "id": "on_prem_sources", "question": "Can on-prem file shares or databases be connected?", "support": "partial", "answer": "Custom MCP can expose internal systems but cloud deployment blocks private IP/loopback/subnets by default. XWiki REST importer runs where customer executes it; native file-share/database network support is not established.", "evidenceIds": [ "omnifact:omnifact:mcp-rev2", "omnifact:omnifact:xwiki-sync-rev2" ] }, { "id": "connector_provider", "question": "Who builds and maintains each connector?", "support": "partial", "answer": "Catalogue MCP servers are supplied by listed software vendors; Omnifact manages installation/governance. Document connectors and XWiki tool are Omnifact; support scope varies.", "evidenceIds": [ "omnifact:omnifact:directory", "omnifact:omnifact:integrations", "omnifact:omnifact:xwiki-sync-rev2" ] } ], "limitations": [ "XWiki behavior is documented in a pinned README, with no support/guarantee. It was not implementation-inspected or executed in this pass." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:integrations", "omnifact:omnifact:directory", "omnifact:omnifact:xwiki-sync-rev2", "omnifact:omnifact:mcp-rev2" ] }, { "productId": "open-webui", "claimId": "open-webui:KNOW-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Native file pickers and the separately operated official oikb companion provide different connector paths, including oikb Teams and Gmail sync. Source permission preservation remains untested.", "availability": "generally-available", "delivery": "official-integration", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [ "Microsoft/Google application registration for native file pickers", "Separately deployed official oikb, Open WebUI 0.9.6+ and a user API key", "Source credentials: Teams tenant/client/secret; Gmail Google credentials and the optional gmail extra" ], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "microsoft_365", "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?", "support": "partial", "answer": "Native OneDrive for Business/SharePoint pickers require delegated application permissions and admin consent. Separately, oikb lists SharePoint and Teams; Teams uses TEAMS_TENANT_ID, TEAMS_CLIENT_ID and TEAMS_CLIENT_SECRET. This is a companion sync path. Outlook, exact Teams consent scopes and source-ACL preservation were not verified.", "evidenceIds": [ "open-webui:open-webui:onedrive", "open-webui:open-webui:sync-connectors-r2" ] }, { "id": "google_workspace", "question": "Which Google sources are connected?", "support": "partial", "answer": "The native Drive picker imports selected files. Separately, official oikb lists Google Drive and Gmail using GOOGLE_APPLICATION_CREDENTIALS; Gmail has an optional installation extra. Mailbox delegation/consent scope and continuing source-ACL preservation were not tested.", "evidenceIds": [ "open-webui:open-webui:rag", "open-webui:open-webui:sync-connectors-r2" ] }, { "id": "atlassian", "question": "Confluence and Jira?", "support": "partial", "answer": "Official companion oikb lists Confluence and Jira. Its separate credentials, runtime and source-specific configuration are required; source-permission sync was not verified.", "evidenceIds": [ "open-webui:open-webui:sync" ] }, { "id": "other_systems", "question": "Which other business systems?", "support": "partial", "answer": "oikb lists GitHub, Notion, Slack and S3 among its sources; these are copied-content integrations rather than native per-user live search.", "evidenceIds": [ "open-webui:open-webui:sync" ] }, { "id": "on_prem_sources", "question": "Can on-prem file shares or databases be connected?", "support": "supported", "answer": "A local folder can be mirrored using directory sync or the separate oikb tool.", "evidenceIds": [ "open-webui:open-webui:knowledge", "open-webui:open-webui:sync" ] }, { "id": "connector_provider", "question": "Who builds and maintains each connector?", "support": "supported", "answer": "Open WebUI documents the native file pickers and maintains the official, separately installed oikb companion. MCP/OpenAPI connectors depend on their own maintainers and credentials.", "evidenceIds": [ "open-webui:open-webui:onedrive", "open-webui:open-webui:rag", "open-webui:open-webui:sync-connectors-r2", "open-webui:open-webui:mcp" ] } ], "limitations": [ "Teams/Gmail are oikb companion connectors, not native per-user live file pickers.", "Operator setup, source credentials and source-specific consent are required; permissions after indexing/revocation were not tested." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:onedrive", "open-webui:open-webui:sync-connectors-r2", "open-webui:open-webui:rag", "open-webui:open-webui:sync", "open-webui:open-webui:knowledge", "open-webui:open-webui:mcp" ] } ] }, { "id": "KNOW-04", "title": "Permission-aware retrieval", "group": { "id": 2, "name": "Company knowledge" }, "judgment": "Using two test users, verify that a restricted document in the fixture tenant is never cited or summarised for the user without access, including after a permission change. Record whether permissions are enforced at query time by the source system, mirrored into an index, or not enforced. Record the propagation delay of a revocation.", "questions": [ { "id": "source_permissions_respected", "question": "Are source permissions enforced per user?" }, { "id": "enforcement_point", "question": "Does the source system, a mirrored index or nothing enforce them?" }, { "id": "revocation_delay", "question": "How quickly does a removed permission take effect?" }, { "id": "admin_scope_controls", "question": "Can admins exclude sites, folders or labels?" }, { "id": "sensitivity_labels", "question": "Are Microsoft Purview or similar labels respected?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:KNOW-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Personal OAuth tools honor source-account rights; synced content is scoped to Space membership, without a verified per-user ACL mirror.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "source_permissions_respected", "question": "Are source permissions enforced per user?", "support": "partial", "answer": "OAuth MCP executes only within each user account rights. Space indexed knowledge is available under shared Space membership; per-recipient source ACL enforcement was not established.", "evidenceIds": [ "omnifact:omnifact:mcp", "omnifact:omnifact:retrieval", "omnifact:omnifact:sync" ] }, { "id": "enforcement_point", "question": "Does the source system, a mirrored index or nothing enforce them?", "support": "partial", "answer": "Live OAuth uses source account access. Space retrieval is indexed and checks Space membership; this is not documented as a source-ACL recheck on every query.", "evidenceIds": [ "omnifact:omnifact:mcp", "omnifact:omnifact:retrieval", "omnifact:omnifact:sync" ] }, { "id": "revocation_delay", "question": "How quickly does a removed permission take effect?", "support": "partial", "answer": "Removing Space/group membership immediately revokes those grants; source document/ACL revocation timing beyond deletion sync was not tested.", "evidenceIds": [ "omnifact:omnifact:share", "omnifact:omnifact:groups" ] }, { "id": "admin_scope_controls", "question": "Can admins exclude sites, folders or labels?", "support": "partial", "answer": "Space admins select connected folders; organization enables/removes connectors and tools. No sensitivity-label classifier was established.", "evidenceIds": [ "omnifact:omnifact:sync", "omnifact:omnifact:integrations" ] }, { "id": "sensitivity_labels", "question": "Are Microsoft Purview or similar labels respected?", "support": "unknown", "answer": "Are Microsoft Purview or similar labels respected? Unknown. No cross-group source-ACL/revocation fixture or Microsoft Purview sensitivity-label implementation was established.", "evidenceIds": [] } ], "limitations": [ "source_permissions_respected: OAuth MCP executes only within each user account rights. Space indexed knowledge is available under shared Space membership; per-recipient source ACL enforcement was not established.", "enforcement_point: Live OAuth uses source account access. Space retrieval is indexed and checks Space membership; this is not documented as a source-ACL recheck on every query.", "revocation_delay: Removing Space/group membership immediately revokes those grants; source document/ACL revocation timing beyond deletion sync was not tested.", "admin_scope_controls: Space admins select connected folders; organization enables/removes connectors and tools. No sensitivity-label classifier was established.", "Unverified sensitivity_labels: No cross-group source-ACL/revocation fixture or Microsoft Purview sensitivity-label implementation was established." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:mcp", "omnifact:omnifact:retrieval", "omnifact:omnifact:sync", "omnifact:omnifact:share", "omnifact:omnifact:groups", "omnifact:omnifact:integrations" ] }, { "productId": "open-webui", "claimId": "open-webui:KNOW-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Open WebUI knowledge-resource grants are documented. Enforcement of the original enterprise source permissions after copying has not passed the required test.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "source_permissions_respected", "question": "Are source permissions enforced per user?", "support": "unknown", "answer": "source_permissions_respected: Are source permissions enforced per user? No two-user restricted-document, grant/revoke or Purview-label fixture was run. Knowledge-resource ACLs and file-picker consent do not establish continuing source permission enforcement or revocation delay.", "evidenceIds": [] }, { "id": "enforcement_point", "question": "Does the source system, a mirrored index or nothing enforce them?", "support": "partial", "answer": "Open WebUI resource grants govern access to its knowledge bases. Microsoft delegated permission limits the picker at import time; continuing source-system checks for the copied content were not established.", "evidenceIds": [ "open-webui:open-webui:groups", "open-webui:open-webui:onedrive" ] }, { "id": "revocation_delay", "question": "How quickly does a removed permission take effect?", "support": "unknown", "answer": "revocation_delay: How quickly does a removed permission take effect? No two-user restricted-document, grant/revoke or Purview-label fixture was run. Knowledge-resource ACLs and file-picker consent do not establish continuing source permission enforcement or revocation delay.", "evidenceIds": [] }, { "id": "admin_scope_controls", "question": "Can admins exclude sites, folders or labels?", "support": "partial", "answer": "Admins choose knowledge grants and which collections a model uses. Source site/folder/label exclusion and label propagation need connector-specific verification.", "evidenceIds": [ "open-webui:open-webui:knowledge", "open-webui:open-webui:groups" ] }, { "id": "sensitivity_labels", "question": "Are Microsoft Purview or similar labels respected?", "support": "unknown", "answer": "sensitivity_labels: Are Microsoft Purview or similar labels respected? No two-user restricted-document, grant/revoke or Purview-label fixture was run. Knowledge-resource ACLs and file-picker consent do not establish continuing source permission enforcement or revocation delay.", "evidenceIds": [] } ], "limitations": [ "source_permissions_respected: Are source permissions enforced per user? No two-user restricted-document, grant/revoke or Purview-label fixture was run. Knowledge-resource ACLs and file-picker consent do not establish continuing source permission enforcement or revocation delay.", "enforcement_point: Open WebUI resource grants govern access to its knowledge bases. Microsoft delegated permission limits the picker at import time; continuing source-system checks for the copied content were not established.", "revocation_delay: How quickly does a removed permission take effect? No two-user restricted-document, grant/revoke or Purview-label fixture was run. Knowledge-resource ACLs and file-picker consent do not establish continuing source permission enforcement or revocation delay.", "admin_scope_controls: Admins choose knowledge grants and which collections a model uses. Source site/folder/label exclusion and label propagation need connector-specific verification.", "sensitivity_labels: Are Microsoft Purview or similar labels respected? No two-user restricted-document, grant/revoke or Purview-label fixture was run. Knowledge-resource ACLs and file-picker consent do not establish continuing source permission enforcement or revocation delay." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:groups", "open-webui:open-webui:onedrive", "open-webui:open-webui:knowledge" ] } ] }, { "id": "KNOW-05", "title": "Freshness and sync model", "group": { "id": 2, "name": "Company knowledge" }, "judgment": "Record live (federated) search versus a copied index, sync interval, deletion propagation, and where the index is stored. Edit and delete one fixture document and record when answers change. A copied index adds storage location to DATA-01.", "questions": [ { "id": "live_or_indexed", "question": "Is content searched live or copied into an index?" }, { "id": "sync_interval", "question": "How often does an index refresh?" }, { "id": "deletion_propagation", "question": "How quickly does a deleted document disappear?" }, { "id": "index_location", "question": "Where is indexed content stored?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:KNOW-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Connected documents are indexed on a five-minute cycle; live MCP queries remain separate.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web", "api", "cli" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro/Enterprise cloud document connectors; separately run API-enabled XWiki importer documented at pinned revision", "addOns": [ "Customer-run XWiki sync tool; API access and source credentials required" ], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" }, { "id": "api", "name": "Omnifact Published Spaces, Public API and Enterprise AI Gateway", "type": "api" }, { "id": "cli", "name": "Omnifact document/chat CLI and XWiki sync", "type": "cli" } ] }, "questions": [ { "id": "live_or_indexed", "question": "Is content searched live or copied into an index?", "support": "supported", "answer": "Connected Sources index selected cloud files; MCP tools query source systems live. XWiki CLI uploads converted Markdown on customer-run sync.", "evidenceIds": [ "omnifact:omnifact:sync", "omnifact:omnifact:integrations", "omnifact:omnifact:xwiki-sync-rev2" ] }, { "id": "sync_interval", "question": "How often does an index refresh?", "support": "supported", "answer": "Connected Sources checks every five minutes; initial indexing may take minutes. XWiki tool is one-shot and requires external cron/systemd/Kubernetes scheduling.", "evidenceIds": [ "omnifact:omnifact:sync", "omnifact:omnifact:xwiki-sync-rev2" ] }, { "id": "deletion_propagation", "question": "How quickly does a deleted document disappear?", "support": "supported", "answer": "Cloud deletions removed on next five-minute cycle; disconnect permanently removes that source index from Space. XWiki importer tracks deleted/excluded pages on next run.", "evidenceIds": [ "omnifact:omnifact:sync", "omnifact:omnifact:xwiki-sync-rev2" ] }, { "id": "index_location", "question": "Where is indexed content stored?", "support": "partial", "answer": "DPA maps prefilter files/indexing to Azure Saa S Germany/Frankfurt storage; model embeddings/summaries have provider-dependent paths not fully mapped.", "evidenceIds": [ "omnifact:omnifact:dpa-rev2" ] } ], "limitations": [ "XWiki behavior is documented in a pinned README, with no support/guarantee. It was not implementation-inspected or executed in this pass." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:sync", "omnifact:omnifact:integrations", "omnifact:omnifact:xwiki-sync-rev2", "omnifact:omnifact:dpa-rev2" ] }, { "productId": "open-webui", "claimId": "open-webui:KNOW-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Uploaded knowledge is copied into an operator-selected index. Manual directory sync or a separate daemon updates it.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "live_or_indexed", "question": "Is content searched live or copied into an index?", "support": "supported", "answer": "Uploaded documents are parsed and indexed; an experimental external-vector-source mode queries a pre-existing customer index without re-ingestion.", "evidenceIds": [ "open-webui:open-webui:rag", "open-webui:open-webui:knowledge" ] }, { "id": "sync_interval", "question": "How often does an index refresh?", "support": "partial", "answer": "Directory sync runs when invoked; oikb offers scheduled/on-demand synchronization. No universal connector interval or SLA applies.", "evidenceIds": [ "open-webui:open-webui:knowledge", "open-webui:open-webui:sync" ] }, { "id": "deletion_propagation", "question": "How quickly does a deleted document disappear?", "support": "partial", "answer": "Directory sync removes files missing from the local manifest during cleanup. Elapsed propagation time was not measured.", "evidenceIds": [ "open-webui:open-webui:knowledge" ] }, { "id": "index_location", "question": "Where is indexed content stored?", "support": "supported", "answer": "The operator selects the database or external vector source and its deployment location; there is no fixed vendor region for this self-hosted scope.", "evidenceIds": [ "open-webui:open-webui:rag", "open-webui:open-webui:privacy" ] } ], "limitations": [ "sync_interval: Directory sync runs when invoked; oikb offers scheduled/on-demand synchronization. No universal connector interval or SLA applies.", "deletion_propagation: Directory sync removes files missing from the local manifest during cleanup. Elapsed propagation time was not measured." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:rag", "open-webui:open-webui:knowledge", "open-webui:open-webui:sync", "open-webui:open-webui:privacy" ] } ] }, { "id": "KNOW-06", "title": "Grounding and retrieval quality", "group": { "id": 2, "name": "Company knowledge" }, "judgment": "Run the shared question set over the fixture corpus: factual lookups, cross-document questions, German document with an English question, a question with no answer in the corpus. Record citation presence, link accuracy, correct answers and refusals to invent. Disclose model, settings, attempt count and failures. Single runs support a case study, not a ranking.", "questions": [ { "id": "citations", "question": "Are answers linked to specific sources?" }, { "id": "citation_accuracy", "question": "Do the cited passages support the answer?" }, { "id": "cross_language", "question": "Does a question in one language find documents in another?" }, { "id": "no_answer_behaviour", "question": "Does it say when the corpus has no answer?" }, { "id": "observed_accuracy", "question": "How many of the question set were answered correctly?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:KNOW-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Passage citations and controllable strict grounding are documented; retrieval quality remains unmeasured.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "citations", "question": "Are answers linked to specific sources?", "support": "supported", "answer": "Source references identify uploaded document or cloud filename/provider and direct original link; progress shows retrieved document count.", "evidenceIds": [ "omnifact:omnifact:retrieval", "omnifact:omnifact:sync" ] }, { "id": "citation_accuracy", "question": "Do the cited passages support the answer?", "support": "unknown", "answer": "Do the cited passages support the answer? Unknown. No DE/FR/EN corpus fixture, citation entailment, cross-language retrieval measurement or observed score was run.", "evidenceIds": [] }, { "id": "cross_language", "question": "Does a question in one language find documents in another?", "support": "unknown", "answer": "Does a question in one language find documents in another? Unknown. No DE/FR/EN corpus fixture, citation entailment, cross-language retrieval measurement or observed score was run.", "evidenceIds": [] }, { "id": "no_answer_behaviour", "question": "Does it say when the corpus has no answer?", "support": "partial", "answer": "Space instructions can require answers only from uploaded documents and explicit missing-information statements; default guaranteed abstention is not established.", "evidenceIds": [ "omnifact:omnifact:retrieval" ] }, { "id": "observed_accuracy", "question": "How many of the question set were answered correctly?", "support": "unknown", "answer": "How many of the question set were answered correctly? Unknown. No DE/FR/EN corpus fixture, citation entailment, cross-language retrieval measurement or observed score was run.", "evidenceIds": [] } ], "limitations": [ "no_answer_behaviour: Space instructions can require answers only from uploaded documents and explicit missing-information statements; default guaranteed abstention is not established.", "Unverified citation_accuracy, cross_language, observed_accuracy: No DE/FR/EN corpus fixture, citation entailment, cross-language retrieval measurement or observed score was run." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:retrieval", "omnifact:omnifact:sync" ] }, { "productId": "open-webui", "claimId": "open-webui:KNOW-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Citations are documented; citation accuracy and multilingual retrieval outcomes are untested.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "citations", "question": "Are answers linked to specific sources?", "support": "supported", "answer": "RAG answers can include source references; chunk metadata may add details such as page numbers.", "evidenceIds": [ "open-webui:open-webui:rag" ] }, { "id": "citation_accuracy", "question": "Do the cited passages support the answer?", "support": "unknown", "answer": "citation_accuracy: Do the cited passages support the answer? The shared DE/FR/EN corpus and factual/no-answer question set were not run. No citation-link accuracy, cross-language result, refusal rate or numerical accuracy is claimed.", "evidenceIds": [] }, { "id": "cross_language", "question": "Does a question in one language find documents in another?", "support": "unknown", "answer": "cross_language: Does a question in one language find documents in another? The shared DE/FR/EN corpus and factual/no-answer question set were not run. No citation-link accuracy, cross-language result, refusal rate or numerical accuracy is claimed.", "evidenceIds": [] }, { "id": "no_answer_behaviour", "question": "Does it say when the corpus has no answer?", "support": "unknown", "answer": "no_answer_behaviour: Does it say when the corpus has no answer? The shared DE/FR/EN corpus and factual/no-answer question set were not run. No citation-link accuracy, cross-language result, refusal rate or numerical accuracy is claimed.", "evidenceIds": [] }, { "id": "observed_accuracy", "question": "How many of the question set were answered correctly?", "support": "unknown", "answer": "observed_accuracy: How many of the question set were answered correctly? The shared DE/FR/EN corpus and factual/no-answer question set were not run. No citation-link accuracy, cross-language result, refusal rate or numerical accuracy is claimed.", "evidenceIds": [] } ], "limitations": [ "citation_accuracy: Do the cited passages support the answer? The shared DE/FR/EN corpus and factual/no-answer question set were not run. No citation-link accuracy, cross-language result, refusal rate or numerical accuracy is claimed.", "cross_language: Does a question in one language find documents in another? The shared DE/FR/EN corpus and factual/no-answer question set were not run. No citation-link accuracy, cross-language result, refusal rate or numerical accuracy is claimed.", "no_answer_behaviour: Does it say when the corpus has no answer? The shared DE/FR/EN corpus and factual/no-answer question set were not run. No citation-link accuracy, cross-language result, refusal rate or numerical accuracy is claimed.", "observed_accuracy: How many of the question set were answered correctly? The shared DE/FR/EN corpus and factual/no-answer question set were not run. No citation-link accuracy, cross-language result, refusal rate or numerical accuracy is claimed." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:rag" ] } ] }, { "id": "KNOW-07", "title": "Memory and personal context", "group": { "id": 2, "name": "Company knowledge" }, "judgment": "Record personal custom instructions, cross-chat memory, project or workspace context, and user controls to view, edit, delete or disable memory. Record whether admins can disable memory organisation-wide.", "questions": [ { "id": "custom_instructions", "question": "Can users set persistent instructions?" }, { "id": "cross_chat_memory", "question": "Does the product remember facts across chats?" }, { "id": "user_memory_controls", "question": "Can users view, edit and delete memories?" }, { "id": "admin_memory_controls", "question": "Can admins turn memory off?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:KNOW-07", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Persistent personal instructions exist; automatic cross-chat memory was not established.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "custom_instructions", "question": "Can users set persistent instructions?", "support": "supported", "answer": "Personalization stores role/context and response tone/style/format and sends them in every conversation. These fields bypass the Privacy Filter.", "evidenceIds": [ "omnifact:omnifact:account" ] }, { "id": "cross_chat_memory", "question": "Does the product remember facts across chats?", "support": "unknown", "answer": "Does the product remember facts across chats? Unknown. No automatic fact-memory feature or administrator memory-disable setting was established in account, Space and release documentation. Conversation history is not itself cross-chat memory.", "evidenceIds": [] }, { "id": "user_memory_controls", "question": "Can users view, edit and delete memories?", "support": "partial", "answer": "Users edit/remove their supplied personalization fields. This is not documentation of viewing/deleting automatically learned memories.", "evidenceIds": [ "omnifact:omnifact:account" ] }, { "id": "admin_memory_controls", "question": "Can admins turn memory off?", "support": "unknown", "answer": "Can admins turn memory off? Unknown. No automatic fact-memory feature or administrator memory-disable setting was established in account, Space and release documentation. Conversation history is not itself cross-chat memory.", "evidenceIds": [] } ], "limitations": [ "user_memory_controls: Users edit/remove their supplied personalization fields. This is not documentation of viewing/deleting automatically learned memories.", "Unverified cross_chat_memory, admin_memory_controls: No automatic fact-memory feature or administrator memory-disable setting was established in account, Space and release documentation. Conversation history is not itself cross-chat memory." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:account" ] }, { "productId": "open-webui", "claimId": "open-webui:KNOW-07", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Users can manage persistent memory and admins can disable or group-restrict it.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "custom_instructions", "question": "Can users set persistent instructions?", "support": "partial", "answer": "Model presets provide persistent system instructions and users can save instructions as memory. A separate personal-instructions setting was not inspected here.", "evidenceIds": [ "open-webui:open-webui:models", "open-webui:open-webui:memory" ] }, { "id": "cross_chat_memory", "question": "Does the product remember facts across chats?", "support": "supported", "answer": "User-scoped memories carry facts and preferences between conversations.", "evidenceIds": [ "open-webui:open-webui:memory" ] }, { "id": "user_memory_controls", "question": "Can users view, edit and delete memories?", "support": "supported", "answer": "Settings permits adding, editing and deleting memories.", "evidenceIds": [ "open-webui:open-webui:memory" ] }, { "id": "admin_memory_controls", "question": "Can admins turn memory off?", "support": "supported", "answer": "Global and per-group switches disable memory access and server-side context use.", "evidenceIds": [ "open-webui:open-webui:memory" ] } ], "limitations": [ "custom_instructions: Model presets provide persistent system instructions and users can save instructions as memory. A separate personal-instructions setting was not inspected here." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:models", "open-webui:open-webui:memory" ] } ] }, { "id": "AGT-01", "title": "Custom assistants", "group": { "id": 3, "name": "Assistants and agents" }, "judgment": "Record creation of assistants with instructions, model, knowledge and tools; who can create; sharing scope; versioning; and an internal catalogue or directory. Build one HR policy assistant on the fixture and share it with one group. Prompt templates and a prompt library are recorded here.", "questions": [ { "id": "create_assistants", "question": "Can users create assistants with instructions, knowledge and tools?" }, { "id": "creator_permissions", "question": "Can admins limit who creates them?" }, { "id": "sharing_scope", "question": "Can assistants be shared with users, groups or everyone?" }, { "id": "catalogue", "question": "Is there an internal assistant directory?" }, { "id": "prompt_library", "question": "Are shared prompt templates available?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:AGT-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Space agents combine custom instructions, knowledge and shared access with starter prompts.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "create_assistants", "question": "Can users create assistants with instructions, knowledge and tools?", "support": "supported", "answer": "Members create Spaces, become Space Admin and set instructions/examples/knowledge. Workspace-level tool availability is governed separately.", "evidenceIds": [ "omnifact:omnifact:create", "omnifact:omnifact:users" ] }, { "id": "creator_permissions", "question": "Can admins limit who creates them?", "support": "partial", "answer": "Member role includes Space creation; group permissions control file/code/features. An explicit deny-Space-creation privilege was not established.", "evidenceIds": [ "omnifact:omnifact:users", "omnifact:omnifact:groups" ] }, { "id": "sharing_scope", "question": "Can assistants be shared with users, groups or everyone?", "support": "supported", "answer": "Users or organization groups including Everyone; group membership grants Member only.", "evidenceIds": [ "omnifact:omnifact:share" ] }, { "id": "catalogue", "question": "Is there an internal assistant directory?", "support": "supported", "answer": "All/Favorite Spaces directory shows accessible agents with pin/favorite navigation.", "evidenceIds": [ "omnifact:omnifact:spaces" ] }, { "id": "prompt_library", "question": "Are shared prompt templates available?", "support": "partial", "answer": "Space Starters/template previews and example prompts provide shared starting points; a separate centrally managed standalone prompt-library product was not established.", "evidenceIds": [ "omnifact:omnifact:create", "omnifact:omnifact:changes" ] } ], "limitations": [ "creator_permissions: Member role includes Space creation; group permissions control file/code/features. An explicit deny-Space-creation privilege was not established.", "prompt_library: Space Starters/template previews and example prompts provide shared starting points; a separate centrally managed standalone prompt-library product was not established." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:create", "omnifact:omnifact:users", "omnifact:omnifact:groups", "omnifact:omnifact:share", "omnifact:omnifact:spaces", "omnifact:omnifact:changes" ] }, { "productId": "open-webui", "claimId": "open-webui:AGT-01", "verificationStatus": "agent-cross-checked", "support": "supported", "answer": "Model presets are reusable assistants combining instructions, a base model, knowledge and tools.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "create_assistants", "question": "Can users create assistants with instructions, knowledge and tools?", "support": "supported", "answer": "The Models workspace creates presets with instructions, knowledge, tools, skills and parameters.", "evidenceIds": [ "open-webui:open-webui:models" ] }, { "id": "creator_permissions", "question": "Can admins limit who creates them?", "support": "supported", "answer": "Workspace permission toggles control who can create resources.", "evidenceIds": [ "open-webui:open-webui:permissions" ] }, { "id": "sharing_scope", "question": "Can assistants be shared with users, groups or everyone?", "support": "supported", "answer": "Model grants may target users, groups or public instance visibility.", "evidenceIds": [ "open-webui:open-webui:groups", "open-webui:open-webui:models" ] }, { "id": "catalogue", "question": "Is there an internal assistant directory?", "support": "supported", "answer": "The Models workspace lists available presets and model selectors expose those the user can access.", "evidenceIds": [ "open-webui:open-webui:models" ] }, { "id": "prompt_library", "question": "Are shared prompt templates available?", "support": "supported", "answer": "Workspace prompt permissions cover creating and sharing reusable prompt resources.", "evidenceIds": [ "open-webui:open-webui:permissions" ] } ], "limitations": [], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:models", "open-webui:open-webui:permissions", "open-webui:open-webui:groups" ] } ] }, { "id": "AGT-02", "title": "Tools, actions and MCP", "group": { "id": 3, "name": "Assistants and agents" }, "judgment": "Record built-in tools, custom actions (OpenAPI), MCP client support (local and remote servers), authentication model per tool (shared service account or per-user OAuth), and admin approval of tools. Verify one external-tool call and its access boundary.", "questions": [ { "id": "builtin_tools", "question": "Which tools are built in?" }, { "id": "custom_actions", "question": "Can admins add API actions?" }, { "id": "mcp_client", "question": "Can it use remote MCP servers, and with what admin control?" }, { "id": "tool_auth", "question": "Do tools act as the user or as a shared account?" }, { "id": "tool_approval", "question": "Can admins approve or block tools, and can users confirm actions before they run?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:AGT-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Remote MCP has explicit tool policies, personal OAuth and teamwide static-credential access.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro/Enterprise managed remote MCP; workspace-admin setup and chosen tool policy required", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "builtin_tools", "question": "Which tools are built in?", "support": "partial", "answer": "Web search/browse, Space retrieval, image tools and curated MCP business actions are documented for the scoped workspace. Eligibility for the separate Experimental Execute code and its Python/Office outputs is unknown because the documentation does not map it to Pro or Enterprise.", "evidenceIds": [ "omnifact:omnifact:web", "omnifact:omnifact:retrieval", "omnifact:omnifact:images", "omnifact:omnifact:documents", "omnifact:omnifact:integrations", "omnifact:omnifact:groups-rev2" ] }, { "id": "custom_actions", "question": "Can admins add API actions?", "support": "partial", "answer": "Admins add custom remote MCP URL and discovered tools. Arbitrary non-MCP REST wrappers require an external server.", "evidenceIds": [ "omnifact:omnifact:mcp-rev2" ] }, { "id": "mcp_client", "question": "Can it use remote MCP servers, and with what admin control?", "support": "supported", "answer": "Remote HTTP MCP supports OAuth, APIkey, Bearer, customheader ornone. Destination validation blocks private/subnet/metadata endpoints by default.", "evidenceIds": [ "omnifact:omnifact:mcp-rev2" ] }, { "id": "tool_auth", "question": "Do tools act as the user or as a shared account?", "support": "partial", "answer": "OAuth requires personal sign-in; static APIkey/Bearer/header/none is central and immediately available teamwide, with no current per-user/group permission for those types.", "evidenceIds": [ "omnifact:omnifact:mcp-rev2" ] }, { "id": "tool_approval", "question": "Can admins approve or block tools, and can users confirm actions before they run?", "support": "partial", "answer": "Admins explicitly configure each tool as Always, Approval or Disable. Approval displays the exact request payload with Allow/Deny; later refresh adds new tools disabled. Initial-discovery default is unknown because setup and security sections disagree, so no safe or permissive initial default is asserted.", "evidenceIds": [ "omnifact:omnifact:mcp-rev2" ] } ], "limitations": [ "Configured policies are documented; initial-discovery defaults remain unknown. Static credentials are shared teamwide as documented and do not provide personal source authorization.", "Experimental code/output entitlement is unknown; generic Enterprise early-access wording does not identify an eligible Execute code tier." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:web", "omnifact:omnifact:retrieval", "omnifact:omnifact:images", "omnifact:omnifact:documents", "omnifact:omnifact:integrations", "omnifact:omnifact:mcp-rev2", "omnifact:omnifact:groups-rev2" ] }, { "productId": "open-webui", "claimId": "open-webui:AGT-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Native/custom tools and MCP are documented. The optional interactive Tool Permissions approval mode is experimental and off by default; automations and channel replies bypass it.", "availability": "beta", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Current Tools/MCP documentation retrieved 2026-10-21; beta availability qualifies the optional experimental approval mode, not all tool integrations", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [ "Optional separately operated MCP/OpenAPI tool servers or stdio bridge" ], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "builtin_tools", "question": "Which tools are built in?", "support": "supported", "answer": "Knowledge, memory, web and other built-in tool categories are configured per model.", "evidenceIds": [ "open-webui:open-webui:models" ] }, { "id": "custom_actions", "question": "Can admins add API actions?", "support": "supported", "answer": "Admins can install Python tools or connect OpenAPI tool servers.", "evidenceIds": [ "open-webui:open-webui:tools" ] }, { "id": "mcp_client", "question": "Can it use remote MCP servers, and with what admin control?", "support": "supported", "answer": "The dedicated current guide documents admin-configured Streamable HTTP MCP. Local stdio requires a separately deployed bridge such as mcpo.", "evidenceIds": [ "open-webui:open-webui:mcp", "open-webui:open-webui:tools" ] }, { "id": "tool_auth", "question": "Do tools act as the user or as a shared account?", "support": "supported", "answer": "Configured modes include bearer credentials and user OAuth/OAuth 2.1; the resulting access depends on the server and granted scopes.", "evidenceIds": [ "open-webui:open-webui:mcp" ] }, { "id": "tool_approval", "question": "Can admins approve or block tools, and can users confirm actions before they run?", "support": "partial", "answer": "Admins control tool access and may enable experimental Tool Permissions (off by default). Interactive users can select Ask for approval with sequential Allow/Deny prompts; Full access remains the default. Automations and channel replies always use full access. A mandatory policy for every side effect and an external-call boundary fixture were not verified.", "evidenceIds": [ "open-webui:open-webui:approvals-r2", "open-webui:open-webui:groups" ] } ], "limitations": [ "The row uses beta for the experimental approval subfeature; ordinary tool integrations are documented separately.", "Approval is opt-in for interactive chats and is bypassed in automations/channel replies; no mandatory side-effect policy was established." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:models", "open-webui:open-webui:tools", "open-webui:open-webui:mcp", "open-webui:open-webui:approvals-r2", "open-webui:open-webui:groups" ] } ] }, { "id": "AGT-03", "title": "Web search and deep research", "group": { "id": 3, "name": "Assistants and agents" }, "judgment": "Record web search on/off control per organisation and group, search provider, citation of web sources, deep or multi-step research, and whether queries leave the residency boundary. Admins of regulated companies often need web search off.", "questions": [ { "id": "web_search", "question": "Is web search available?" }, { "id": "admin_toggle", "question": "Can admins disable it per organisation or group?" }, { "id": "search_provider", "question": "Which search provider handles queries, and where?" }, { "id": "deep_research", "question": "Is multi-step research with a report available?" }, { "id": "web_citations", "question": "Are web sources cited?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:AGT-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Web research is cited and group-controlled; Brave handles public search.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "web_search", "question": "Is web search available?", "support": "supported", "answer": "Automatically triggered when needed or explicitly requested; URL reader caps2MB and excludes login/paywall/captcha pages.", "evidenceIds": [ "omnifact:omnifact:web" ] }, { "id": "admin_toggle", "question": "Can admins disable it per organisation or group?", "support": "supported", "answer": "Groups grant web search/browsing additively; remove grant from Everyone/allgroups to disable for targeted users.", "evidenceIds": [ "omnifact:omnifact:groups" ] }, { "id": "search_provider", "question": "Which search provider handles queries, and where?", "support": "partial", "answer": "DPA names Brave Software US as web-search processor; exact request-processing datacentre is not specified. Masked-sensitive queries are blocked before search.", "evidenceIds": [ "omnifact:omnifact:dpa", "omnifact:omnifact:web" ] }, { "id": "deep_research", "question": "Is multi-step research with a report available?", "support": "partial", "answer": "Agents can perform multi-step browsing/research; no separately bounded Deep Research report product or benchmark was established.", "evidenceIds": [ "omnifact:omnifact:changes", "omnifact:omnifact:web" ] }, { "id": "web_citations", "question": "Are web sources cited?", "support": "supported", "answer": "Numbered citations and original source links accompany search/browse results.", "evidenceIds": [ "omnifact:omnifact:web" ] } ], "limitations": [ "search_provider: DPA names Brave Software US as web-search processor; exact request-processing datacentre is not specified. Masked-sensitive queries are blocked before search.", "deep_research: Agents can perform multi-step browsing/research; no separately bounded Deep Research report product or benchmark was established." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:web", "omnifact:omnifact:groups", "omnifact:omnifact:dpa", "omnifact:omnifact:changes" ] }, { "productId": "open-webui", "claimId": "open-webui:AGT-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Search and multi-step page research are documented and require an external search provider or local metasearch deployment.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "web_search", "question": "Is web search available?", "support": "supported", "answer": "Admins configure web search and users can enable it in a chat.", "evidenceIds": [ "open-webui:open-webui:web" ] }, { "id": "admin_toggle", "question": "Can admins disable it per organisation or group?", "support": "supported", "answer": "Feature permissions grant web search per group; global configuration can turn it off.", "evidenceIds": [ "open-webui:open-webui:permissions", "open-webui:open-webui:web" ] }, { "id": "search_provider", "question": "Which search provider handles queries, and where?", "support": "partial", "answer": "Provider choice includes external search services and self-operated options. The actual provider region and query processing contract depend on the chosen service.", "evidenceIds": [ "open-webui:open-webui:web", "open-webui:open-webui:offline" ] }, { "id": "deep_research", "question": "Is multi-step research with a report available?", "support": "partial", "answer": "Native function calling can perform repeated search and URL fetching. No bounded research-report task was exercised.", "evidenceIds": [ "open-webui:open-webui:agent-search" ] }, { "id": "web_citations", "question": "Are web sources cited?", "support": "supported", "answer": "Retrieved web sources are exposed as conversation references/citations.", "evidenceIds": [ "open-webui:open-webui:agent-search" ] } ], "limitations": [ "search_provider: Provider choice includes external search services and self-operated options. The actual provider region and query processing contract depend on the chosen service.", "deep_research: Native function calling can perform repeated search and URL fetching. No bounded research-report task was exercised." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:web", "open-webui:open-webui:permissions", "open-webui:open-webui:offline", "open-webui:open-webui:agent-search" ] } ] }, { "id": "AGT-04", "title": "Workflows and automation", "group": { "id": 3, "name": "Assistants and agents" }, "judgment": "Record no-code or low-code workflows, scheduled prompts, triggers from email, forms or business systems, and multi-step chains. Name where they run and who can build them. A shared prompt template is not a workflow.", "questions": [ { "id": "workflow_builder", "question": "Is there a workflow or chain builder?" }, { "id": "scheduled_tasks", "question": "Can prompts or assistants run on a schedule?" }, { "id": "event_triggers", "question": "Can external events start a workflow?" }, { "id": "builder_audience", "question": "Is building aimed at business users, IT or developers?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:AGT-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "External n8n nodes support automation; a native scheduled workflow builder is not established.", "availability": "generally-available", "delivery": "official-integration", "scope": { "surfaceIds": [ "web", "api", "cli" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro/Enterprise Published Spaces/Documents API when enabled; AI Gateway nodes require Enterprise; external n8n runs separately", "addOns": [ "External n8n community-node installation; customer-run scheduler/XWiki importer" ], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" }, { "id": "api", "name": "Omnifact Published Spaces, Public API and Enterprise AI Gateway", "type": "api" }, { "id": "cli", "name": "Omnifact document/chat CLI and XWiki sync", "type": "cli" } ] }, "questions": [ { "id": "workflow_builder", "question": "Is there a workflow or chain builder?", "support": "partial", "answer": "Vendor-owned repository publishes n8n community nodes for Gateway completions/model list, Published Space chat and document CRUD. The visual builder is external n8n, not an established native Omnifact builder.", "evidenceIds": [ "omnifact:omnifact:n8n-nodes-omnifact-rev2" ] }, { "id": "scheduled_tasks", "question": "Can prompts or assistants run on a schedule?", "support": "partial", "answer": "XWiki importer explicitly uses external cron/systemd/Kubernetes Cron Job. Native scheduled prompts/agents were not established.", "evidenceIds": [ "omnifact:omnifact:xwiki-sync-rev2" ] }, { "id": "event_triggers", "question": "Can external events start a workflow?", "support": "unknown", "answer": "Can external events start a workflow? Unknown. Native schedule/webhook/event-trigger support was not established from docs, index, changelog and automation integrations.", "evidenceIds": [] }, { "id": "builder_audience", "question": "Is building aimed at business users, IT or developers?", "support": "partial", "answer": "n8n community-node/API integrations and CLI sync target technical integrators; Space instructions target business users.", "evidenceIds": [ "omnifact:omnifact:n8n-nodes-omnifact-rev2", "omnifact:omnifact:create" ] } ], "limitations": [ "These integrations are pinned README documentation, not executed or source-inspected implementation. A native Omnifact workflow builder/scheduler is not established." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:n8n-nodes-omnifact-rev2", "omnifact:omnifact:xwiki-sync-rev2", "omnifact:omnifact:create" ] }, { "productId": "open-webui", "claimId": "open-webui:AGT-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Recurring prompts execute on the operator’s server. Developer extensions can add chains; a business workflow builder was not established.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "New extension/locale findings inspected at v0.12.4 / 33c1978d5bad52a31df75ea55143025dfad18d16; earlier accepted documented facts retained", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "workflow_builder", "question": "Is there a workflow or chain builder?", "support": "unknown", "answer": "workflow_builder: Is there a workflow or chain builder? The automation, tool and webhook documentation did not establish a complete business workflow builder or incoming email/form event trigger contract.", "evidenceIds": [] }, { "id": "scheduled_tasks", "question": "Can prompts or assistants run on a schedule?", "support": "supported", "answer": "Automations support hourly/daily/weekly/monthly and RRULE schedules, manual runs, pause and execution history.", "evidenceIds": [ "open-webui:open-webui:automation" ] }, { "id": "event_triggers", "question": "Can external events start a workflow?", "support": "partial", "answer": "A token-validated channel webhook publishes a message-created event that configured Python Event functions can handle. Developers must supply the downstream workflow logic; an incoming email/form connector or no-code multi-system workflow contract was not established.", "evidenceIds": [ "open-webui:open-webui:r4-incoming-channel-webhook", "open-webui:open-webui:r4-event-dispatch" ] }, { "id": "builder_audience", "question": "Is building aimed at business users, IT or developers?", "support": "partial", "answer": "Schedules use a user-facing editor; custom Python tools and integrations require technical operators. No general no-code multi-system workflow designer was verified.", "evidenceIds": [ "open-webui:open-webui:automation", "open-webui:open-webui:tools" ] } ], "limitations": [ "workflow_builder: Is there a workflow or chain builder? The automation, tool and webhook documentation did not establish a complete business workflow builder or incoming email/form event trigger contract.", "event_triggers: Can external events start a workflow? The automation, tool and webhook documentation did not establish a complete business workflow builder or incoming email/form event trigger contract.", "builder_audience: Schedules use a user-facing editor; custom Python tools and integrations require technical operators. No general no-code multi-system workflow designer was verified." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-25", "evidenceIds": [ "open-webui:open-webui:automation", "open-webui:open-webui:tools", "open-webui:open-webui:r4-incoming-channel-webhook", "open-webui:open-webui:r4-event-dispatch" ] } ] }, { "id": "AGT-05", "title": "Agentic task execution", "group": { "id": 3, "name": "Assistants and agents" }, "judgment": "Record an agent mode that plans and carries out multi-step tasks with tools (browser, files, connectors), with visible steps, user confirmation of side effects and stop control. Run one fixture task (gather three documents, draft a summary, propose an email). Record interventions and what ran. A final claim of success is not proof.", "questions": [ { "id": "agent_mode", "question": "Is there an agent mode for multi-step tasks?" }, { "id": "visible_steps", "question": "Are steps and tool calls shown?" }, { "id": "side_effect_confirmation", "question": "Must the user confirm actions with side effects?" }, { "id": "stop_control", "question": "Can the user stop a running task?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:AGT-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Agentic chat plans tools and streams progress with configurable approvals and Stop.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "agent_mode", "question": "Is there an agent mode for multi-step tasks?", "support": "supported", "answer": "August release rebuilt chat around multi-step agents with automatic tool selection; API optionally enables agentic workflow.", "evidenceIds": [ "omnifact:omnifact:changes", "omnifact:omnifact:api-chat" ] }, { "id": "visible_steps", "question": "Are steps and tool calls shown?", "support": "partial", "answer": "Tool/search/retrieval progress and expandable reasoning show activity; exact full execution trace was not independently inspected.", "evidenceIds": [ "omnifact:omnifact:select", "omnifact:omnifact:retrieval", "omnifact:omnifact:web" ] }, { "id": "side_effect_confirmation", "question": "Must the user confirm actions with side effects?", "support": "partial", "answer": "Curated actions wait for confirmation by default; admins choose Always/Approval/Disable. It is not unconditional confirmation for every write under all configurations.", "evidenceIds": [ "omnifact:omnifact:directory", "omnifact:omnifact:mcp" ] }, { "id": "stop_control", "question": "Can the user stop a running task?", "support": "partial", "answer": "Send becomes Stop while response generates; clicking halts generation. Cancellation of already committed external side effects is not established.", "evidenceIds": [ "omnifact:omnifact:stop" ] } ], "limitations": [ "visible_steps: Tool/search/retrieval progress and expandable reasoning show activity; exact full execution trace was not independently inspected.", "side_effect_confirmation: Curated actions wait for confirmation by default; admins choose Always/Approval/Disable. It is not unconditional confirmation for every write under all configurations.", "stop_control: Send becomes Stop while response generates; clicking halts generation. Cancellation of already committed external side effects is not established." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:changes", "omnifact:omnifact:api-chat", "omnifact:omnifact:select", "omnifact:omnifact:retrieval", "omnifact:omnifact:web", "omnifact:omnifact:directory", "omnifact:omnifact:mcp", "omnifact:omnifact:stop" ] }, { "productId": "open-webui", "claimId": "open-webui:AGT-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Native tool calls and optional Open Terminal support agent tasks. Interactive tool approval is experimental and off by default, and never gates scheduled automations or channel replies.", "availability": "beta", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Current Tools/Open Terminal documentation retrieved 2026-10-21; beta availability qualifies optional experimental approvals", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [ "Optional separately deployed Open Terminal; Terminals orchestration is a separate component with unverified pinned licence terms" ], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "agent_mode", "question": "Is there an agent mode for multi-step tasks?", "support": "supported", "answer": "Tool-capable models can use knowledge and external tools; separately connected Open Terminal adds file and command execution.", "evidenceIds": [ "open-webui:open-webui:models", "open-webui:open-webui:terminal" ] }, { "id": "visible_steps", "question": "Are steps and tool calls shown?", "support": "supported", "answer": "Interactive tool calls display their results and, when experimental Ask for approval is enabled, pending/allowed/denied state.", "evidenceIds": [ "open-webui:open-webui:approvals-r2" ] }, { "id": "side_effect_confirmation", "question": "Must the user confirm actions with side effects?", "support": "partial", "answer": "Experimental Tool Permissions is disabled by default and users must select Ask for approval. Full access executes immediately; automations and channel replies always bypass approval. The documented control is not a mandatory confirmation policy for every side effect.", "evidenceIds": [ "open-webui:open-webui:approvals-r2" ] }, { "id": "stop_control", "question": "Can the user stop a running task?", "support": "partial", "answer": "In an interactive reply waiting for approval, Stop finalizes the reply and denies pending calls. This is a pending-call control; cancellation of background tasks and effects already executed was not tested.", "evidenceIds": [ "open-webui:open-webui:approvals-r2" ] } ], "limitations": [ "Beta availability refers to optional experimental approvals; the documented native tool mode is separate.", "Automations and channel replies always use full access.", "No gather-documents, draft-summary and propose-email fixture or background cancellation test was run." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:models", "open-webui:open-webui:terminal", "open-webui:open-webui:approvals-r2" ] } ] }, { "id": "AGT-06", "title": "Programmable access", "group": { "id": 3, "name": "Assistants and agents" }, "judgment": "Record a public API for chat, assistants and knowledge, SDKs, API authentication, rate limits and whether API use counts against the same governance (audit, budgets, model restrictions). Being an MCP client is different from exposing the product over MCP.", "questions": [ { "id": "chat_api", "question": "Is there an API for chat and assistants?" }, { "id": "knowledge_api", "question": "Can documents be loaded through an API?" }, { "id": "api_governance", "question": "Do audit, budgets and model rules apply to API use?" }, { "id": "mcp_server", "question": "Does the product expose itself to other agents over MCP?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:AGT-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Spaces/document API and Enterprise Gateway use organization keys with different filtering/credit behavior.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "api" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro published Spaces advertised but support enablement needed; Gateway Enterprise opt-in", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "api", "name": "Omnifact Published Spaces, Public API and Enterprise AI Gateway", "type": "api" } ] }, "questions": [ { "id": "chat_api", "question": "Is there an API for chat and assistants?", "support": "partial", "answer": "Published Spaces chat JSON/SSE with source/agentic headers; Enterprise Gateway OpenAI-compatible completions. Gateway V1 explicitly lacks tool calls and structured outputs.", "evidenceIds": [ "omnifact:omnifact:api-chat", "omnifact:omnifact:gateway" ] }, { "id": "knowledge_api", "question": "Can documents be loaded through an API?", "support": "partial", "answer": "Document upload, list, inspect, rename/delete with Space scope and async ingestion; no agent-configuration CRUD endpoint established.", "evidenceIds": [ "omnifact:omnifact:api-docs" ] }, { "id": "api_governance", "question": "Do audit, budgets and model rules apply to API use?", "support": "partial", "answer": "Org-level revocable key, enabled-modelcontrols and shared credit budget apply. Gateway hard-stops on exhaustion; Published Space API disables Privacy Filter. Fine-grained API-key scopes/end-user identities/audit parity were not established.", "evidenceIds": [ "omnifact:omnifact:developer", "omnifact:omnifact:gateway", "omnifact:omnifact:published", "omnifact:omnifact:model-settings" ] }, { "id": "mcp_server", "question": "Does the product expose itself to other agents over MCP?", "support": "unknown", "answer": "Does the product expose itself to other agents over MCP? Unknown. No first-party Omnifact MCP server exposing platform agents was established; inbound MCP client integrations are distinct.", "evidenceIds": [] } ], "limitations": [ "chat_api: Published Spaces chat JSON/SSE with source/agentic headers; Enterprise Gateway OpenAI-compatible completions. Gateway V1 explicitly lacks tool calls and structured outputs.", "knowledge_api: Document upload, list, inspect, rename/delete with Space scope and async ingestion; no agent-configuration CRUD endpoint established.", "api_governance: Org-level revocable key, enabled-modelcontrols and shared credit budget apply. Gateway hard-stops on exhaustion; Published Space API disables Privacy Filter. Fine-grained API-key scopes/end-user identities/audit parity were not established.", "Unverified mcp_server: No first-party Omnifact MCP server exposing platform agents was established; inbound MCP client integrations are distinct." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:api-chat", "omnifact:omnifact:gateway", "omnifact:omnifact:api-docs", "omnifact:omnifact:developer", "omnifact:omnifact:published", "omnifact:omnifact:model-settings" ] }, { "productId": "open-webui", "claimId": "open-webui:AGT-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Authenticated APIs cover chat, models and knowledge ingestion; product RBAC applies to API users.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "chat_api", "question": "Is there an API for chat and assistants?", "support": "supported", "answer": "OpenAI-compatible chat completion and model management endpoints accept API keys or session JWTs.", "evidenceIds": [ "open-webui:open-webui:api" ] }, { "id": "knowledge_api", "question": "Can documents be loaded through an API?", "support": "supported", "answer": "File upload and knowledge attachment are documented APIs.", "evidenceIds": [ "open-webui:open-webui:api", "open-webui:open-webui:knowledge" ] }, { "id": "api_governance", "question": "Do audit, budgets and model rules apply to API use?", "support": "partial", "answer": "API users use their account permissions; optional audit capture can log requests. Enforced spend budgets and full API/UI parity were not demonstrated.", "evidenceIds": [ "open-webui:open-webui:api", "open-webui:open-webui:hardening" ] }, { "id": "mcp_server", "question": "Does the product expose itself to other agents over MCP?", "support": "unknown", "answer": "mcp_server: Does the product expose itself to other agents over MCP? No supported native MCP server exposing the whole product was established in the API and MCP-client guides.", "evidenceIds": [] } ], "limitations": [ "api_governance: API users use their account permissions; optional audit capture can log requests. Enforced spend budgets and full API/UI parity were not demonstrated.", "mcp_server: Does the product expose itself to other agents over MCP? No supported native MCP server exposing the whole product was established in the API and MCP-client guides." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:api", "open-webui:open-webui:knowledge", "open-webui:open-webui:hardening" ] } ] }, { "id": "WORK-01", "title": "Clients and access points", "group": { "id": 4, "name": "Daily work" }, "judgment": "List web, desktop (Windows, macOS), iOS, Android, mobile browser and browser extension separately. For each, record login with company SSO, feature gaps against web, and MDM/Intune deployability. An installable app is different from a mobile website.", "questions": [ { "id": "web", "question": "Is a full web client available?" }, { "id": "desktop_apps", "question": "Windows and macOS apps?" }, { "id": "mobile_apps", "question": "iOS and Android apps with SSO?" }, { "id": "browser_extension", "question": "Is there a browser extension or sidebar?" }, { "id": "managed_deployment", "question": "Can IT deploy and configure clients through MDM?" }, { "id": "client_feature_gaps", "question": "Which features are missing on mobile?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:WORK-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Browser and mobile web access are advertised; native and managed clients remain unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "web", "question": "Is a full web client available?", "support": "supported", "answer": "Full Saa S browser client provides chat and Spaces.", "evidenceIds": [ "omnifact:omnifact:home" ] }, { "id": "desktop_apps", "question": "Windows and macOS apps?", "support": "unknown", "answer": "Windows and mac OS apps? Unknown. No verified Windows/mac OS native app, browser extension/sidebar or MDM client rollout guide was found. Vendor internal MDM in DPA is not customer client deployment.", "evidenceIds": [] }, { "id": "mobile_apps", "question": "iOS and Android apps with SSO?", "support": "partial", "answer": "Pricing lists Mobile Web App and model picker adapts to small screens; no native i OS/Android app with SSO was established.", "evidenceIds": [ "omnifact:omnifact:pricing", "omnifact:omnifact:select" ] }, { "id": "browser_extension", "question": "Is there a browser extension or sidebar?", "support": "unknown", "answer": "Is there a browser extension or sidebar? Unknown. No verified Windows/mac OS native app, browser extension/sidebar or MDM client rollout guide was found. Vendor internal MDM in DPA is not customer client deployment.", "evidenceIds": [] }, { "id": "managed_deployment", "question": "Can IT deploy and configure clients through MDM?", "support": "unknown", "answer": "Can IT deploy and configure clients through MDM? Unknown. No verified Windows/mac OS native app, browser extension/sidebar or MDM client rollout guide was found. Vendor internal MDM in DPA is not customer client deployment.", "evidenceIds": [] }, { "id": "client_feature_gaps", "question": "Which features are missing on mobile?", "support": "partial", "answer": "Mobile effort picker is inline rather than flyout; broader mobile feature parity is not specified.", "evidenceIds": [ "omnifact:omnifact:select" ] } ], "limitations": [ "mobile_apps: Pricing lists Mobile Web App and model picker adapts to small screens; no native i OS/Android app with SSO was established.", "client_feature_gaps: Mobile effort picker is inline rather than flyout; broader mobile feature parity is not specified.", "Unverified desktop_apps, browser_extension, managed_deployment: No verified Windows/mac OS native app, browser extension/sidebar or MDM client rollout guide was found. Vendor internal MDM in DPA is not customer client deployment." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:home", "omnifact:omnifact:pricing", "omnifact:omnifact:select" ] }, { "productId": "open-webui", "claimId": "open-webui:WORK-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "The web/PWA client is complemented by a separate native Desktop distribution for macOS, Windows and Linux. Desktop is explicitly Early Alpha; SSO/MDM and cross-client parity were not tested.", "availability": "beta", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web", "desktop" ], "version": "Web/PWA documentation retrieved 2026-10-21; Desktop v0.0.20 / 601137c5dec2967cfe173a6bf071fbbb460852be (released 2026-05-06, labelled Early Alpha)", "plan": "Customer-operated web/PWA plus the separately packaged Open WebUI Desktop distribution; production Quick Start recommends Docker or Python", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [ "Windows", "macOS", "Linux", "iOS (PWA)", "Android (PWA)" ], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" }, { "id": "desktop", "name": "Open WebUI Desktop native distribution (Early Alpha)", "type": "desktop" } ] }, "questions": [ { "id": "web", "question": "Is a full web client available?", "support": "supported", "answer": "The deployed server supplies the full browser client; Quick Start also links the separate desktop distribution.", "evidenceIds": [ "open-webui:open-webui:desktop-quickstart-r2" ] }, { "id": "desktop_apps", "question": "Windows and macOS apps?", "support": "partial", "answer": "Open WebUI Desktop v0.0.20 provides native macOS (Apple Silicon/Intel), Windows (x64/ARM64) and Linux installers. It can run locally without Docker or connect to an existing server. It is labelled Early Alpha; first launch requires internet. Enterprise SSO and managed rollout were not tested.", "evidenceIds": [ "open-webui:open-webui:desktop-readme-r2", "open-webui:open-webui:desktop-release-r2", "open-webui:open-webui:desktop-quickstart-r2" ] }, { "id": "mobile_apps", "question": "iOS and Android apps with SSO?", "support": "partial", "answer": "Android browsers and iOS Safari can install the PWA. Native mobile app-store clients and mobile company-SSO/MDM behavior were not verified.", "evidenceIds": [ "open-webui:open-webui:pwa-r2" ] }, { "id": "browser_extension", "question": "Is there a browser extension or sidebar?", "support": "unknown", "answer": "browser_extension: Is there a browser extension or sidebar? No first-party managed MDM/Intune deployment policy or Office/browser sidebar extension was established in the client guide.", "evidenceIds": [] }, { "id": "managed_deployment", "question": "Can IT deploy and configure clients through MDM?", "support": "unknown", "answer": "managed_deployment: Can IT deploy and configure clients through MDM? No first-party managed MDM/Intune deployment policy or Office/browser sidebar extension was established in the client guide.", "evidenceIds": [] }, { "id": "client_feature_gaps", "question": "Which features are missing on mobile?", "support": "partial", "answer": "PWA notifications need the app to remain open. Desktop is Early Alpha and Quick Start recommends Docker/Python for production; no desktop/mobile feature-parity or enterprise SSO matrix was verified.", "evidenceIds": [ "open-webui:open-webui:pwa-r2", "open-webui:open-webui:desktop-readme-r2", "open-webui:open-webui:desktop-quickstart-r2" ] } ], "limitations": [ "Beta availability reflects the Early Alpha desktop distribution; the browser/PWA route is separate.", "Native mobile clients, corporate SSO, MDM/Intune deployment and client parity were not tested." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:desktop-quickstart-r2", "open-webui:open-webui:desktop-readme-r2", "open-webui:open-webui:desktop-release-r2", "open-webui:open-webui:pwa-r2" ] } ] }, { "id": "WORK-02", "title": "Office suite and Teams integration", "group": { "id": 4, "name": "Daily work" }, "judgment": "Record presence inside Word, Excel, PowerPoint, Outlook and Teams (and Google Docs, Gmail), with what the assistant can do in each: read the open document, write into it, act on mail. Record extra licences and admin consent needed. A connector that searches Office files is KNOW-03, not WORK-02.", "questions": [ { "id": "word_excel_powerpoint", "question": "Does it work inside Word, Excel and PowerPoint?" }, { "id": "outlook", "question": "Does it work inside Outlook?" }, { "id": "teams", "question": "Is there a Teams app or bot?" }, { "id": "google_workspace_apps", "question": "Does it work inside Docs, Sheets or Gmail?" }, { "id": "licence_prerequisites", "question": "Which licences or consents are needed?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:WORK-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Office files and live Google connectors exist; embedded office/Teams apps are unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "word_excel_powerpoint", "question": "Does it work inside Word, Excel and PowerPoint?", "support": "partial", "answer": "Generates DOCX/XLSX/PPTX and modifies uploaded files, but this does not establish in-Word/Excel/Power Point add-ins.", "evidenceIds": [ "omnifact:omnifact:documents" ] }, { "id": "outlook", "question": "Does it work inside Outlook?", "support": "unknown", "answer": "Does it work inside Outlook? Unknown. No current native Outlook add-in or Teams chat app/bot was established in documentation/catalogue.", "evidenceIds": [] }, { "id": "teams", "question": "Is there a Teams app or bot?", "support": "unknown", "answer": "Is there a Teams app or bot? Unknown. No current native Outlook add-in or Teams chat app/bot was established in documentation/catalogue.", "evidenceIds": [] }, { "id": "google_workspace_apps", "question": "Does it work inside Docs, Sheets or Gmail?", "support": "partial", "answer": "Google Docs/Sheets/Slides/Gmail/Calendar/Chat MCP actions run from Omnifact after personal OAuth; embedded add-ons were not established.", "evidenceIds": [ "omnifact:omnifact:integrations" ] }, { "id": "licence_prerequisites", "question": "Which licences or consents are needed?", "support": "partial", "answer": "Microsoft document access may require tenantwide admin consent; all OAuth integrations need individual authorized source accounts and third-party entitlements. Exact office-suite licence matrix not established.", "evidenceIds": [ "omnifact:omnifact:sync", "omnifact:omnifact:integrations" ] } ], "limitations": [ "word_excel_powerpoint: Generates DOCX/XLSX/PPTX and modifies uploaded files, but this does not establish in-Word/Excel/Power Point add-ins.", "google_workspace_apps: Google Docs/Sheets/Slides/Gmail/Calendar/Chat MCP actions run from Omnifact after personal OAuth; embedded add-ons were not established.", "licence_prerequisites: Microsoft document access may require tenantwide admin consent; all OAuth integrations need individual authorized source accounts and third-party entitlements. Exact office-suite licence matrix not established.", "Unverified outlook, teams: No current native Outlook add-in or Teams chat app/bot was established in documentation/catalogue." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:documents", "omnifact:omnifact:integrations", "omnifact:omnifact:sync" ] }, { "productId": "open-webui", "claimId": "open-webui:WORK-02", "verificationStatus": "not-published", "support": "not-published", "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.", "availability": null, "delivery": null, "scope": null, "questions": [], "limitations": [], "checkedAt": null, "crossCheckedAt": null, "nextCheckAt": null, "evidenceIds": [] } ] }, { "id": "WORK-03", "title": "Translation and writing", "group": { "id": 4, "name": "Daily work" }, "judgment": "Record document translation preserving layout, the translation engine (LLM or dedicated such as DeepL), glossaries, formality control, supported languages including Swiss German conventions (no ß), and rewriting/proofreading tools. Translate the shared German contract into French and Italian and record layout and glossary results.", "questions": [ { "id": "document_translation", "question": "Can whole documents be translated with formatting kept?" }, { "id": "translation_engine", "question": "Which engine translates?" }, { "id": "glossaries", "question": "Are company glossaries supported?" }, { "id": "formality_and_variants", "question": "Can formality and regional variants (de-CH) be set?" }, { "id": "writing_tools", "question": "Are dedicated rewrite and proofreading tools available?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:WORK-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Persistent style instructions support writing; specialized document translation is unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "document_translation", "question": "Can whole documents be translated with formatting kept?", "support": "unknown", "answer": "Can whole documents be translated with formatting kept? Unknown. Formatting-preserving full-document translation, named engine and company glossary were not established in docs, model catalogue or integrations.", "evidenceIds": [] }, { "id": "translation_engine", "question": "Which engine translates?", "support": "unknown", "answer": "Which engine translates? Unknown. Formatting-preserving full-document translation, named engine and company glossary were not established in docs, model catalogue or integrations.", "evidenceIds": [] }, { "id": "glossaries", "question": "Are company glossaries supported?", "support": "unknown", "answer": "Are company glossaries supported? Unknown. Formatting-preserving full-document translation, named engine and company glossary were not established in docs, model catalogue or integrations.", "evidenceIds": [] }, { "id": "formality_and_variants", "question": "Can formality and regional variants (de-CH) be set?", "support": "partial", "answer": "Personal response instructions can request formal/casual tone and style. Specific de-CH controls or terminology enforcement were not documented.", "evidenceIds": [ "omnifact:omnifact:account" ] }, { "id": "writing_tools", "question": "Are dedicated rewrite and proofreading tools available?", "support": "partial", "answer": "Chat supports drafting and rewriting via instructions and document generation; a dedicated proofreading/translation toolbar was not established.", "evidenceIds": [ "omnifact:omnifact:account", "omnifact:omnifact:documents" ] } ], "limitations": [ "formality_and_variants: Personal response instructions can request formal/casual tone and style. Specific de-CH controls or terminology enforcement were not documented.", "writing_tools: Chat supports drafting and rewriting via instructions and document generation; a dedicated proofreading/translation toolbar was not established.", "Unverified document_translation, translation_engine, glossaries: Formatting-preserving full-document translation, named engine and company glossary were not established in docs, model catalogue or integrations." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:account", "omnifact:omnifact:documents" ] }, { "productId": "open-webui", "claimId": "open-webui:WORK-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "AI editing is documented in Notes. Dedicated layout-preserving translation and glossary behavior remain unknown.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "document_translation", "question": "Can whole documents be translated with formatting kept?", "support": "unknown", "answer": "document_translation: Can whole documents be translated with formatting kept? No DE-to-FR/IT contract translation fixture, de-CH/formality acceptance test, company glossary or layout-preserving translator was verified in the Notes and document guides.", "evidenceIds": [] }, { "id": "translation_engine", "question": "Which engine translates?", "support": "partial", "answer": "Notes sends rewrite requests to the selected model. A dedicated translation service or whole-document translation workflow was not established.", "evidenceIds": [ "open-webui:open-webui:notes" ] }, { "id": "glossaries", "question": "Are company glossaries supported?", "support": "unknown", "answer": "glossaries: Are company glossaries supported? No DE-to-FR/IT contract translation fixture, de-CH/formality acceptance test, company glossary or layout-preserving translator was verified in the Notes and document guides.", "evidenceIds": [] }, { "id": "formality_and_variants", "question": "Can formality and regional variants (de-CH) be set?", "support": "unknown", "answer": "formality_and_variants: Can formality and regional variants (de-CH) be set? No DE-to-FR/IT contract translation fixture, de-CH/formality acceptance test, company glossary or layout-preserving translator was verified in the Notes and document guides.", "evidenceIds": [] }, { "id": "writing_tools", "question": "Are dedicated rewrite and proofreading tools available?", "support": "supported", "answer": "The Notes editor supports AI rewriting and improving selected text.", "evidenceIds": [ "open-webui:open-webui:notes" ] } ], "limitations": [ "document_translation: Can whole documents be translated with formatting kept? No DE-to-FR/IT contract translation fixture, de-CH/formality acceptance test, company glossary or layout-preserving translator was verified in the Notes and document guides.", "translation_engine: Notes sends rewrite requests to the selected model. A dedicated translation service or whole-document translation workflow was not established.", "glossaries: Are company glossaries supported? No DE-to-FR/IT contract translation fixture, de-CH/formality acceptance test, company glossary or layout-preserving translator was verified in the Notes and document guides.", "formality_and_variants: Can formality and regional variants (de-CH) be set? No DE-to-FR/IT contract translation fixture, de-CH/formality acceptance test, company glossary or layout-preserving translator was verified in the Notes and document guides." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:notes" ] } ] }, { "id": "WORK-04", "title": "Image generation and editing", "group": { "id": 4, "name": "Daily work" }, "judgment": "Record available image models, editing (inpainting, reference images), admin control and per-image cost visibility, and licence or usage terms for generated images.", "questions": [ { "id": "image_generation", "question": "Can users generate images, with which models?" }, { "id": "image_editing", "question": "Can users edit uploaded images?" }, { "id": "admin_control", "question": "Can admins restrict image generation?" }, { "id": "usage_terms", "question": "What usage rights apply to output?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:WORK-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Image generation and edits use configured OpenAI/Google models under group permission.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "image_generation", "question": "Can users generate images, with which models?", "support": "partial", "answer": "Model Settings lists GPTImage2/1.5/1/1Mini, Nano Banana/Pro/2; September notes add GPTImage2.5Flare/Sunburst and October Nano Banana2.1 direct Google. EU generation remains Nano Banana2 because2.1 is not on Google Cloud EU.", "evidenceIds": [ "omnifact:omnifact:model-settings", "omnifact:omnifact:changes" ] }, { "id": "image_editing", "question": "Can users edit uploaded images?", "support": "supported", "answer": "Uploaded reference images can be transformed with text instructions; results appear in gallery and download.", "evidenceIds": [ "omnifact:omnifact:images" ] }, { "id": "admin_control", "question": "Can admins restrict image generation?", "support": "partial", "answer": "Generate Images is group-granted; model enablement/default is organization-wide. Image/audio contents bypass PII masking and retain route constraints.", "evidenceIds": [ "omnifact:omnifact:groups", "omnifact:omnifact:model-settings", "omnifact:omnifact:privacy" ] }, { "id": "usage_terms", "question": "What usage rights apply to output?", "support": "unknown", "answer": "What usage rights apply to output? Unknown. Model-specific output licence/commercial rights were not established; general software rights do not define image-output ownership.", "evidenceIds": [] } ], "limitations": [ "image_generation: Model Settings lists GPTImage2/1.5/1/1Mini, Nano Banana/Pro/2; September notes add GPTImage2.5Flare/Sunburst and October Nano Banana2.1 direct Google. EU generation remains Nano Banana2 because2.1 is not on Google Cloud EU.", "admin_control: Generate Images is group-granted; model enablement/default is organization-wide. Image/audio contents bypass PII masking and retain route constraints.", "Unverified usage_terms: Model-specific output licence/commercial rights were not established; general software rights do not define image-output ownership." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:model-settings", "omnifact:omnifact:changes", "omnifact:omnifact:images", "omnifact:omnifact:groups", "omnifact:omnifact:privacy" ] }, { "productId": "open-webui", "claimId": "open-webui:WORK-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Configured image engines generate and edit uploaded images, subject to feature permissions.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "image_generation", "question": "Can users generate images, with which models?", "support": "supported", "answer": "OpenAI, Gemini, ComfyUI and AUTOMATIC1111 are documented engine routes; exact models are operator-configured.", "evidenceIds": [ "open-webui:open-webui:images" ] }, { "id": "image_editing", "question": "Can users edit uploaded images?", "support": "supported", "answer": "The usage guide documents uploaded-image edits and multi-image compositing with an enabled editing engine.", "evidenceIds": [ "open-webui:open-webui:image-usage" ] }, { "id": "admin_control", "question": "Can admins restrict image generation?", "support": "supported", "answer": "Global image configuration, feature permission and model capability govern availability.", "evidenceIds": [ "open-webui:open-webui:image-usage" ] }, { "id": "usage_terms", "question": "What usage rights apply to output?", "support": "unknown", "answer": "usage_terms: What usage rights apply to output? Output rights and actual per-image costs depend on the chosen image service and were not established as a single Open WebUI entitlement.", "evidenceIds": [] } ], "limitations": [ "usage_terms: What usage rights apply to output? Output rights and actual per-image costs depend on the chosen image service and were not established as a single Open WebUI entitlement." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:images", "open-webui:open-webui:image-usage" ] } ] }, { "id": "WORK-05", "title": "Voice and meetings", "group": { "id": 4, "name": "Daily work" }, "judgment": "Record dictation, read-aloud, live voice conversation, meeting transcription and summarisation, supported languages including Swiss German speech, and where audio is processed.", "questions": [ { "id": "dictation", "question": "Can users dictate prompts?" }, { "id": "read_aloud", "question": "Can answers be read aloud?" }, { "id": "voice_conversation", "question": "Is a live voice mode available?" }, { "id": "meeting_summaries", "question": "Are meetings transcribed and summarised?" }, { "id": "swiss_german_speech", "question": "Is Swiss German speech recognised?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:WORK-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Experimental dictation/audio input exists; meeting bot/live voice coverage is unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "dictation", "question": "Can users dictate prompts?", "support": "partial", "answer": "Experimental Dictate Messages requires enabled Azure OpenAI; audio bypasses filtering and speech is converted to text.", "evidenceIds": [ "omnifact:omnifact:groups" ] }, { "id": "read_aloud", "question": "Can answers be read aloud?", "support": "unknown", "answer": "Can answers be read aloud? Unknown. No live voice conversation, read-aloud capability or Swiss German recognition/quality fixture was established.", "evidenceIds": [] }, { "id": "voice_conversation", "question": "Is a live voice mode available?", "support": "unknown", "answer": "Is a live voice mode available? Unknown. No live voice conversation, read-aloud capability or Swiss German recognition/quality fixture was established.", "evidenceIds": [] }, { "id": "meeting_summaries", "question": "Are meetings transcribed and summarised?", "support": "partial", "answer": "Uploaded meeting transcripts can be summarized and Zoom integration searches/recaps recordings; no native automatic meeting-joining/transcription bot was established.", "evidenceIds": [ "omnifact:omnifact:directory", "omnifact:omnifact:documents" ] }, { "id": "swiss_german_speech", "question": "Is Swiss German speech recognised?", "support": "unknown", "answer": "Is Swiss German speech recognised? Unknown. No live voice conversation, read-aloud capability or Swiss German recognition/quality fixture was established.", "evidenceIds": [] } ], "limitations": [ "dictation: Experimental Dictate Messages requires enabled Azure OpenAI; audio bypasses filtering and speech is converted to text.", "meeting_summaries: Uploaded meeting transcripts can be summarized and Zoom integration searches/recaps recordings; no native automatic meeting-joining/transcription bot was established.", "Unverified read_aloud, voice_conversation, swiss_german_speech: No live voice conversation, read-aloud capability or Swiss German recognition/quality fixture was established." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:groups", "omnifact:omnifact:directory", "omnifact:omnifact:documents" ] }, { "productId": "open-webui", "claimId": "open-webui:WORK-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Dictation, read-aloud and voice conversation use configured audio services. Swiss German recognition and a meeting workflow were not tested.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "dictation", "question": "Can users dictate prompts?", "support": "supported", "answer": "Audio configuration supports speech-to-text for prompts.", "evidenceIds": [ "open-webui:open-webui:env" ] }, { "id": "read_aloud", "question": "Can answers be read aloud?", "support": "supported", "answer": "Standard voice reads replies using the configured TTS engine, including browser options.", "evidenceIds": [ "open-webui:open-webui:voice" ] }, { "id": "voice_conversation", "question": "Is a live voice mode available?", "support": "supported", "answer": "Standard STT/TTS voice mode and separately configured realtime API calls are documented.", "evidenceIds": [ "open-webui:open-webui:voice" ] }, { "id": "meeting_summaries", "question": "Are meetings transcribed and summarised?", "support": "unknown", "answer": "meeting_summaries: Are meetings transcribed and summarised? No meeting-transcription fixture or Swiss German speech evaluation was run. Audio location depends on the chosen browser, local, Azure or other provider engine.", "evidenceIds": [] }, { "id": "swiss_german_speech", "question": "Is Swiss German speech recognised?", "support": "unknown", "answer": "swiss_german_speech: Is Swiss German speech recognised? No meeting-transcription fixture or Swiss German speech evaluation was run. Audio location depends on the chosen browser, local, Azure or other provider engine.", "evidenceIds": [] } ], "limitations": [ "meeting_summaries: Are meetings transcribed and summarised? No meeting-transcription fixture or Swiss German speech evaluation was run. Audio location depends on the chosen browser, local, Azure or other provider engine.", "swiss_german_speech: Is Swiss German speech recognised? No meeting-transcription fixture or Swiss German speech evaluation was run. Audio location depends on the chosen browser, local, Azure or other provider engine." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:env", "open-webui:open-webui:voice" ] } ] }, { "id": "WORK-06", "title": "Data analysis and document output", "group": { "id": 4, "name": "Daily work" }, "judgment": "Record code execution for data analysis, charts, and generation of downloadable Word, Excel, PowerPoint and PDF files. Analyse the fixture Excel and request a PowerPoint summary. Record where code runs and whether files are editable.", "questions": [ { "id": "data_analysis", "question": "Can it analyse spreadsheets with executed code?" }, { "id": "charts", "question": "Can it produce charts?" }, { "id": "office_file_output", "question": "Can it create Word, Excel or PowerPoint files?" }, { "id": "canvas_editing", "question": "Is there a document or canvas editor for iterating on output?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:WORK-06", "verificationStatus": "not-published", "support": "not-published", "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.", "availability": null, "delivery": null, "scope": null, "questions": [], "limitations": [], "checkedAt": null, "crossCheckedAt": null, "nextCheckAt": null, "evidenceIds": [] }, { "productId": "open-webui", "claimId": "open-webui:WORK-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Optional Open Terminal runs analysis code and creates artifacts; Notes provides document editing.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [ "Separately operated Open Terminal and document libraries; Enterprise Terminals optional" ], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "data_analysis", "question": "Can it analyse spreadsheets with executed code?", "support": "supported", "answer": "Open Terminal documents spreadsheet/CSV inspection and code-based data analysis on the separately deployed runtime.", "evidenceIds": [ "open-webui:open-webui:terminal" ] }, { "id": "charts", "question": "Can it produce charts?", "support": "supported", "answer": "Its data-analysis workflow includes generated charts and report artifacts.", "evidenceIds": [ "open-webui:open-webui:terminal" ] }, { "id": "office_file_output", "question": "Can it create Word, Excel or PowerPoint files?", "support": "partial", "answer": "The runtime can process Office files and create downloadable files through code and installed packages. Editable DOCX/XLSX/PPTX output was not verified with the shared fixture.", "evidenceIds": [ "open-webui:open-webui:terminal" ] }, { "id": "canvas_editing", "question": "Is there a document or canvas editor for iterating on output?", "support": "supported", "answer": "Notes offers a rich text and Markdown editor with AI rewrites.", "evidenceIds": [ "open-webui:open-webui:notes" ] } ], "limitations": [ "office_file_output: The runtime can process Office files and create downloadable files through code and installed packages. Editable DOCX/XLSX/PPTX output was not verified with the shared fixture." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:terminal", "open-webui:open-webui:notes" ] } ] }, { "id": "WORK-07", "title": "Sharing and team spaces", "group": { "id": 4, "name": "Daily work" }, "judgment": "Record chat sharing (link, user, group), shared projects or team spaces, channels or group chat with AI, and commenting. Test sharing a chat with a colleague in another group and record what the recipient sees, including knowledge they lack access to.", "questions": [ { "id": "share_chats", "question": "Can chats be shared inside the organisation?" }, { "id": "team_spaces", "question": "Are shared projects or workspaces available?" }, { "id": "group_chat", "question": "Can several people chat together with the AI?" }, { "id": "share_permission_boundary", "question": "Does sharing respect the recipient's access to sources?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:WORK-07", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Shared Spaces organize agents/knowledge; multi-user conversations and complete source-safe redistribution are unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "share_chats", "question": "Can chats be shared inside the organisation?", "support": "unknown", "answer": "Can chats be shared inside the organisation? Unknown. Sharing individual chat links and simultaneous group conversation were not explicitly established; shared Space access alone is insufficient evidence.", "evidenceIds": [] }, { "id": "team_spaces", "question": "Are shared projects or workspaces available?", "support": "supported", "answer": "Space instructions, knowledge and membership are shared with users/groups; conversations remain organized under the Space.", "evidenceIds": [ "omnifact:omnifact:spaces", "omnifact:omnifact:share" ] }, { "id": "group_chat", "question": "Can several people chat together with the AI?", "support": "unknown", "answer": "Can several people chat together with the AI? Unknown. Sharing individual chat links and simultaneous group conversation were not explicitly established; shared Space access alone is insufficient evidence.", "evidenceIds": [] }, { "id": "share_permission_boundary", "question": "Does sharing respect the recipient's access to sources?", "support": "partial", "answer": "Space members can see referenced uploaded knowledge. Personal OAuth MCP follows each source account, but Space source-ACL rechecking and generated-answer resharing boundaries were not tested.", "evidenceIds": [ "omnifact:omnifact:share", "omnifact:omnifact:mcp", "omnifact:omnifact:sync" ] } ], "limitations": [ "share_permission_boundary: Space members can see referenced uploaded knowledge. Personal OAuth MCP follows each source account, but Space source-ACL rechecking and generated-answer resharing boundaries were not tested.", "Unverified share_chats, group_chat: Sharing individual chat links and simultaneous group conversation were not explicitly established; shared Space access alone is insufficient evidence." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:spaces", "omnifact:omnifact:share", "omnifact:omnifact:mcp", "omnifact:omnifact:sync" ] }, { "productId": "open-webui", "claimId": "open-webui:WORK-07", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Chats, shared resources and multi-person channels are documented. Recipient source-access boundaries were not tested.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "share_chats", "question": "Can chats be shared inside the organisation?", "support": "supported", "answer": "Chat sharing is a configurable permission and users can manage shared chats.", "evidenceIds": [ "open-webui:open-webui:permissions", "open-webui:open-webui:export" ] }, { "id": "team_spaces", "question": "Are shared projects or workspaces available?", "support": "partial", "answer": "Groups organize shared models/knowledge and channels organize collaboration. This is not evidence of separate legal-entity tenancy.", "evidenceIds": [ "open-webui:open-webui:groups", "open-webui:open-webui:channels" ] }, { "id": "group_chat", "question": "Can several people chat together with the AI?", "support": "supported", "answer": "Channels support multiple members and AI participation.", "evidenceIds": [ "open-webui:open-webui:channels" ] }, { "id": "share_permission_boundary", "question": "Does sharing respect the recipient's access to sources?", "support": "unknown", "answer": "share_permission_boundary: Does sharing respect the recipient's access to sources? No colleague-in-another-group chat-sharing fixture was run; transcript sharing may reveal already included content independently of original source access.", "evidenceIds": [] } ], "limitations": [ "team_spaces: Groups organize shared models/knowledge and channels organize collaboration. This is not evidence of separate legal-entity tenancy.", "share_permission_boundary: Does sharing respect the recipient's access to sources? No colleague-in-another-group chat-sharing fixture was run; transcript sharing may reveal already included content independently of original source access." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:permissions", "open-webui:open-webui:export", "open-webui:open-webui:groups", "open-webui:open-webui:channels" ] } ] }, { "id": "WORK-08", "title": "Interface languages and accessibility", "group": { "id": 4, "name": "Daily work" }, "judgment": "Record UI languages, focusing on German, French, Italian and English, with translation quality observed (complete, partial, machine-translated). Record response language handling and WCAG conformance statements.", "questions": [ { "id": "ui_languages", "question": "Which UI languages are offered?" }, { "id": "dach_language_quality", "question": "Are German, French and Italian UIs complete and natural?" }, { "id": "accessibility_statement", "question": "Is there a WCAG conformance statement?" }, { "id": "admin_ui_languages", "question": "Is the admin interface available in German?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:WORK-08", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "English and German UI are documented; language quality and accessibility are untested.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "ui_languages", "question": "Which UI languages are offered?", "support": "supported", "answer": "Account language selector offers English/German, otherwise browser-language default.", "evidenceIds": [ "omnifact:omnifact:account" ] }, { "id": "dach_language_quality", "question": "Are German, French and Italian UIs complete and natural?", "support": "unknown", "answer": "Are German, French and Italian UIs complete and natural? Unknown. No DE/FR/IT UI-quality fixture or WCAG conformance statement was obtained. French/Italian UI is not in the documented EN/DE selector.", "evidenceIds": [] }, { "id": "accessibility_statement", "question": "Is there a WCAG conformance statement?", "support": "unknown", "answer": "Is there a WCAG conformance statement? Unknown. No DE/FR/IT UI-quality fixture or WCAG conformance statement was obtained. French/Italian UI is not in the documented EN/DE selector.", "evidenceIds": [] }, { "id": "admin_ui_languages", "question": "Is the admin interface available in German?", "support": "partial", "answer": "A separate German admin documentation tree is published; this does not verify complete German in-app admin translation.", "evidenceIds": [ "omnifact:omnifact:account" ] } ], "limitations": [ "admin_ui_languages: A separate German admin documentation tree is published; this does not verify complete German in-app admin translation.", "Unverified dach_language_quality, accessibility_statement: No DE/FR/IT UI-quality fixture or WCAG conformance statement was obtained. French/Italian UI is not in the documented EN/DE selector." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:account" ] }, { "productId": "open-webui", "claimId": "open-webui:WORK-08", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "English, German, French and Italian locales are present in the pinned client. Completeness, naturalness and WCAG conformance are unknown.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "New extension/locale findings inspected at v0.12.4 / 33c1978d5bad52a31df75ea55143025dfad18d16; earlier accepted documented facts retained", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "ui_languages", "question": "Which UI languages are offered?", "support": "supported", "answer": "The locale registry includes en-US/en-GB, de-DE, fr-FR and it-IT among other languages.", "evidenceIds": [ "open-webui:open-webui:i18n-pin" ] }, { "id": "dach_language_quality", "question": "Are German, French and Italian UIs complete and natural?", "support": "unknown", "answer": "dach_language_quality: Are German, French and Italian UIs complete and natural? Locale registration is not a UI-quality test. No full German admin-screen walkthrough or WCAG conformance report was reviewed; broader i18n and accessibility remain roadmap topics.", "evidenceIds": [] }, { "id": "accessibility_statement", "question": "Is there a WCAG conformance statement?", "support": "unknown", "answer": "accessibility_statement: Is there a WCAG conformance statement? Locale registration is not a UI-quality test. No full German admin-screen walkthrough or WCAG conformance report was reviewed; broader i18n and accessibility remain roadmap topics.", "evidenceIds": [] }, { "id": "admin_ui_languages", "question": "Is the admin interface available in German?", "support": "partial", "answer": "The pinned German locale includes Admin Panel, user-management and settings labels. Full admin-screen translation coverage and naturalness were not observed; the public roadmap still lists full internationalization as planned.", "evidenceIds": [ "open-webui:open-webui:r4-german-admin-translations" ] } ], "limitations": [ "dach_language_quality: Are German, French and Italian UIs complete and natural? Locale registration is not a UI-quality test. No full German admin-screen walkthrough or WCAG conformance report was reviewed; broader i18n and accessibility remain roadmap topics.", "accessibility_statement: Is there a WCAG conformance statement? Locale registration is not a UI-quality test. No full German admin-screen walkthrough or WCAG conformance report was reviewed; broader i18n and accessibility remain roadmap topics.", "admin_ui_languages: Is the admin interface available in German? Locale registration is not a UI-quality test. No full German admin-screen walkthrough or WCAG conformance report was reviewed; broader i18n and accessibility remain roadmap topics." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-25", "evidenceIds": [ "open-webui:open-webui:i18n-pin", "open-webui:open-webui:r4-german-admin-translations" ] } ] }, { "id": "ADM-01", "title": "Single sign-on and authentication", "group": { "id": 5, "name": "Administration and governance" }, "judgment": "Record SAML, OIDC, Microsoft Entra ID, Google, LDAP, MFA enforcement, conditional-access compatibility, domain verification and plan restrictions. Test one SSO login on a trial where possible.", "questions": [ { "id": "sso_protocols", "question": "Which SSO protocols and identity providers work?" }, { "id": "sso_plan", "question": "Which plan includes SSO?" }, { "id": "mfa", "question": "Can MFA be enforced?" }, { "id": "conditional_access", "question": "Do Entra conditional-access policies apply?" }, { "id": "domain_capture", "question": "Can the company claim its email domain?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:ADM-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Enterprise SAML2.0 uses identity-provider MFA and conditional-access policies; nativeTOTP entitlement is outside this finding.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Enterprise SAML/SSO only; nativeTOTP entitlement excluded", "addOns": [ "Enterprise SSO enablement; identity-provider MFA/conditional access" ], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "sso_protocols", "question": "Which SSO protocols and identity providers work?", "support": "supported", "answer": "SAML2.0 via SSO Ready; Entra ID, Okta, Keycloak and SAML-compatible Id Ps. OIDC was not established.", "evidenceIds": [ "omnifact:omnifact:users", "omnifact:omnifact:sso-blog", "omnifact:omnifact:public-sector" ] }, { "id": "sso_plan", "question": "Which plan includes SSO?", "support": "supported", "answer": "SSO/SCIM exclusive to Enterprise and support-enabled configuration.", "evidenceIds": [ "omnifact:omnifact:users" ] }, { "id": "mfa", "question": "Can MFA be enforced?", "support": "partial", "answer": "For Enterprise SAML/SSO users, authentication and MFA are controlled by the identity provider; Omnifact native2FA setup is hidden. No nativeTOTP entitlement for Pro or Enterprise is asserted.", "evidenceIds": [ "omnifact:omnifact:security-rev2", "omnifact:omnifact:sso-blog" ] }, { "id": "conditional_access", "question": "Do Entra conditional-access policies apply?", "support": "partial", "answer": "SSO announcement says existing Id P conditional access/MFA/password rules apply; Entra device/location combinations were not tested.", "evidenceIds": [ "omnifact:omnifact:sso-blog" ] }, { "id": "domain_capture", "question": "Can the company claim its email domain?", "support": "unknown", "answer": "Can the company claim its email domain? Unknown. No verified company-domain capture/ownership process was established.", "evidenceIds": [] } ], "limitations": [ "The supported MFA path here is the Enterprise identity provider. Native password/TOTP accounts require separate plan verification." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:users", "omnifact:omnifact:sso-blog", "omnifact:omnifact:public-sector", "omnifact:omnifact:security-rev2", "omnifact:omnifact:auth" ] }, { "productId": "open-webui", "claimId": "open-webui:ADM-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "OAuth/OIDC, trusted-header and directory authentication are documented; standard self-hosting includes configuration access.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "sso_protocols", "question": "Which SSO protocols and identity providers work?", "support": "supported", "answer": "OAuth/OIDC includes Microsoft, Google and generic providers; trusted-header proxies and LDAP are documented. Direct SAML was not established.", "evidenceIds": [ "open-webui:open-webui:sso", "open-webui:open-webui:roles" ] }, { "id": "sso_plan", "question": "Which plan includes SSO?", "support": "supported", "answer": "The public self-hosted authentication configuration is available under standard use, with no separately listed SSO charge.", "evidenceIds": [ "open-webui:open-webui:sso", "open-webui:open-webui:enterprise" ] }, { "id": "mfa", "question": "Can MFA be enforced?", "support": "supported", "answer": "Admins can enable built-in authenticator-based MFA and choose whether OAuth may bypass it.", "evidenceIds": [ "open-webui:open-webui:mfa" ] }, { "id": "conditional_access", "question": "Do Entra conditional-access policies apply?", "support": "partial", "answer": "The privacy guide recommends enforcing MFA, conditional access and device posture at the identity provider. No Entra sign-in fixture was run.", "evidenceIds": [ "open-webui:open-webui:privacy" ] }, { "id": "domain_capture", "question": "Can the company claim its email domain?", "support": "unknown", "answer": "domain_capture: Can the company claim its email domain? Email-domain filtering settings do not establish enterprise domain ownership capture; this was not verified.", "evidenceIds": [] } ], "limitations": [ "conditional_access: The privacy guide recommends enforcing MFA, conditional access and device posture at the identity provider. No Entra sign-in fixture was run.", "domain_capture: Can the company claim its email domain? Email-domain filtering settings do not establish enterprise domain ownership capture; this was not verified." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:sso", "open-webui:open-webui:roles", "open-webui:open-webui:enterprise", "open-webui:open-webui:mfa", "open-webui:open-webui:privacy" ] } ] }, { "id": "ADM-02", "title": "User provisioning and lifecycle", "group": { "id": 5, "name": "Administration and governance" }, "judgment": "Record SCIM, just-in-time provisioning, group sync from the identity provider, deprovisioning effects (chats, assistants, knowledge ownership transfer) and licence assignment. Deprovision a test user and record what happens to their content.", "questions": [ { "id": "scim", "question": "Is SCIM provisioning supported?" }, { "id": "group_sync", "question": "Are identity-provider groups synced?" }, { "id": "jit_provisioning", "question": "Are users created at first login?" }, { "id": "deprovisioning", "question": "What happens to a removed user's data and shared assets?" }, { "id": "seat_assignment", "question": "Can admins assign and reclaim seats?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:ADM-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Enterprise SCIM synchronizes users/groups; deactivation blocks login while detailed asset disposition remains unknown.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "scim", "question": "Is SCIM provisioning supported?", "support": "supported", "answer": "Dedicated sso-sync creates, updates anddeactivates users automatically; manual creation/profile/role/CSV changes are locked under SCIM.", "evidenceIds": [ "omnifact:omnifact:users" ] }, { "id": "group_sync", "question": "Are identity-provider groups synced?", "support": "supported", "answer": "Entra, Okta or Google Workspace groups mirror into immutable-membership Synced Groups with Omnifact-managed permissions.", "evidenceIds": [ "omnifact:omnifact:groups" ] }, { "id": "jit_provisioning", "question": "Are users created at first login?", "support": "partial", "answer": "Provisioned status includes SSO/SCIM-created accounts before first login; invitations are skipped for SSO. Exact just-in-time account trigger not specified.", "evidenceIds": [ "omnifact:omnifact:users" ] }, { "id": "deprovisioning", "question": "What happens to a removed user's data and shared assets?", "support": "partial", "answer": "Deactivated users cannot log in; only unaccepted invitees can be permanently deleted from user list. Space removal keeps prior contributions; full leaver private data/agent ownership effects unspecified.", "evidenceIds": [ "omnifact:omnifact:users", "omnifact:omnifact:share" ] }, { "id": "seat_assignment", "question": "Can admins assign and reclaim seats?", "support": "partial", "answer": "Active and invited users count as seats; adding prorates cost, removal credits next invoice. Deactivated-seat billing treatment not fully specified.", "evidenceIds": [ "omnifact:omnifact:billing" ] } ], "limitations": [ "jit_provisioning: Provisioned status includes SSO/SCIM-created accounts before first login; invitations are skipped for SSO. Exact just-in-time account trigger not specified.", "deprovisioning: Deactivated users cannot log in; only unaccepted invitees can be permanently deleted from user list. Space removal keeps prior contributions; full leaver private data/agent ownership effects unspecified.", "seat_assignment: Active and invited users count as seats; adding prorates cost, removal credits next invoice. Deactivated-seat billing treatment not fully specified." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:users", "omnifact:omnifact:groups", "omnifact:omnifact:share", "omnifact:omnifact:billing" ] }, { "productId": "open-webui", "claimId": "open-webui:ADM-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "SCIM and login-time identity groups are documented; content ownership after removing a user needs further verification.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "SCIM bearer-token authentication rechecked at v0.12.4 / 33c1978d5bad52a31df75ea55143025dfad18d16 and current guide on 2026-10-26; other accepted identity facts retain their own cited versions", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "scim", "question": "Is SCIM provisioning supported?", "support": "supported", "answer": "SCIM 2.0 provisions/deactivates users and manages groups when enabled through SCIM_ENABLED and authenticated with the configured SCIM_TOKEN bearer token. The documented configuration does not expose user-selectable token scopes.", "evidenceIds": [ "open-webui:open-webui:r7-scim-bearer-doc", "open-webui:open-webui:r7-scim-bearer-code" ] }, { "id": "group_sync", "question": "Are identity-provider groups synced?", "support": "supported", "answer": "OAuth group management syncs claims at sign-in; SCIM also manages memberships.", "evidenceIds": [ "open-webui:open-webui:sso", "open-webui:open-webui:scim" ] }, { "id": "jit_provisioning", "question": "Are users created at first login?", "support": "supported", "answer": "OAuth account creation and optional JIT group creation can be enabled.", "evidenceIds": [ "open-webui:open-webui:sso" ] }, { "id": "deprovisioning", "question": "What happens to a removed user's data and shared assets?", "support": "partial", "answer": "SCIM active=false maps ordinary users to pending and disconnects live sessions. Asset transfer and retained shared content were not fixture-tested.", "evidenceIds": [ "open-webui:open-webui:scim" ] }, { "id": "seat_assignment", "question": "Can admins assign and reclaim seats?", "support": "partial", "answer": "Administrators control user accounts and roles. Standard use has no paid per-seat licence assignment mechanism to price; Enterprise entitlements were not reviewed.", "evidenceIds": [ "open-webui:open-webui:roles", "open-webui:open-webui:enterprise" ] } ], "limitations": [ "deprovisioning: SCIM active=false maps ordinary users to pending and disconnects live sessions. Asset transfer and retained shared content were not fixture-tested.", "seat_assignment: Administrators control user accounts and roles. Standard use has no paid per-seat licence assignment mechanism to price; Enterprise entitlements were not reviewed.", "No user-selectable token-scope control was established from the current SCIM guide or pinned authentication path." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-25", "evidenceIds": [ "open-webui:open-webui:scim", "open-webui:open-webui:sso", "open-webui:open-webui:roles", "open-webui:open-webui:enterprise", "open-webui:open-webui:r7-scim-bearer-doc", "open-webui:open-webui:r7-scim-bearer-code" ] } ] }, { "id": "ADM-03", "title": "Roles, groups and feature permissions", "group": { "id": 5, "name": "Administration and governance" }, "judgment": "Record admin roles, delegated admins, groups, per-feature permissions (web search, image generation, connectors, file upload, agents), separation of subsidiaries or departments, and enforcement. Test one disabled feature for one group.", "questions": [ { "id": "admin_roles", "question": "Which admin roles exist, and can admin rights be delegated?" }, { "id": "groups", "question": "Can permissions be set per group?" }, { "id": "feature_toggles", "question": "Which features can be switched on or off per group?" }, { "id": "multi_entity", "question": "Can subsidiaries or departments be separated within one contract?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:ADM-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Owner/Admin/Member and Space roles combine with additive groups.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "admin_roles", "question": "Which admin roles exist, and can admin rights be delegated?", "support": "supported", "answer": "Owner includes Admin/Member, Admin includes Member; Admin manages team users/settings except Owner. Space Admin/Editor is separate, with optional Knowledge Base Manager in DPA.", "evidenceIds": [ "omnifact:omnifact:users", "omnifact:omnifact:share", "omnifact:omnifact:dpa" ] }, { "id": "groups", "question": "Can permissions be set per group?", "support": "supported", "answer": "Everyone, SCIM-synced andmanual groups; permissions union rather than deny.", "evidenceIds": [ "omnifact:omnifact:groups" ] }, { "id": "feature_toggles", "question": "Which features can be switched on or off per group?", "support": "supported", "answer": "Group grants file/image uploads, audio, web, imagegeneration, code, dictation, modeltiers, USmodels, filterexemption; organization models/features must also be enabled.", "evidenceIds": [ "omnifact:omnifact:groups" ] }, { "id": "multi_entity", "question": "Can subsidiaries or departments be separated within one contract?", "support": "partial", "answer": "Organization tenant separation and department Space/group boundaries are described; terms prohibit multiple accounts for one company and usage beyond own personnel without agreement. Multi-subsidiary contract rights were not established.", "evidenceIds": [ "omnifact:omnifact:dpa", "omnifact:omnifact:terms", "omnifact:omnifact:share" ] } ], "limitations": [ "multi_entity: Organization tenant separation and department Space/group boundaries are described; terms prohibit multiple accounts for one company and usage beyond own personnel without agreement. Multi-subsidiary contract rights were not established." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:users", "omnifact:omnifact:share", "omnifact:omnifact:dpa", "omnifact:omnifact:groups", "omnifact:omnifact:terms" ] }, { "productId": "open-webui", "claimId": "open-webui:ADM-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Roles and additive groups provide feature and resource permissions; separate instances remain the documented stronger trust boundary.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "admin_roles", "question": "Which admin roles exist, and can admin rights be delegated?", "support": "partial", "answer": "Admin, User and Pending are system roles. Admin access can be reduced by product flags, but a least-privilege delegated-admin role matrix was not established.", "evidenceIds": [ "open-webui:open-webui:roles" ] }, { "id": "groups", "question": "Can permissions be set per group?", "support": "supported", "answer": "User/group resource grants and additive feature permissions are documented.", "evidenceIds": [ "open-webui:open-webui:groups" ] }, { "id": "feature_toggles", "question": "Which features can be switched on or off per group?", "support": "supported", "answer": "Permissions cover web search, images, files, model creation, tools, knowledge, memories and other features.", "evidenceIds": [ "open-webui:open-webui:permissions" ] }, { "id": "multi_entity", "question": "Can subsidiaries or departments be separated within one contract?", "support": "partial", "answer": "Groups can organize departments; the privacy guide recommends separate instances/databases/operators for distinct trust boundaries. A multi-entity commercial contract was not reviewed.", "evidenceIds": [ "open-webui:open-webui:groups", "open-webui:open-webui:privacy" ] } ], "limitations": [ "admin_roles: Admin, User and Pending are system roles. Admin access can be reduced by product flags, but a least-privilege delegated-admin role matrix was not established.", "multi_entity: Groups can organize departments; the privacy guide recommends separate instances/databases/operators for distinct trust boundaries. A multi-entity commercial contract was not reviewed." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:roles", "open-webui:open-webui:groups", "open-webui:open-webui:permissions", "open-webui:open-webui:privacy" ] } ] }, { "id": "ADM-04", "title": "Usage and adoption analytics", "group": { "id": 5, "name": "Administration and governance" }, "judgment": "Record dashboards for active users, usage by feature, model, group and assistant, export, and privacy controls (aggregation, pseudonymisation, works-council-friendly settings). Distinguish aggregate adoption metrics from per-person monitoring.", "questions": [ { "id": "adoption_dashboard", "question": "Is there an adoption dashboard?" }, { "id": "breakdowns", "question": "Can usage be broken down by group, model, feature and assistant?" }, { "id": "export", "question": "Can usage data be exported?" }, { "id": "privacy_modes", "question": "Can per-person reporting be limited or pseudonymised?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:ADM-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Enterprise adoption analytics show active users and message counts; deeper breakdown/export controls are unknown.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Enterprise Usage Analytics & Insights; Pro excluded", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "adoption_dashboard", "question": "Is there an adoption dashboard?", "support": "supported", "answer": "Analytics provides date-range totals and daily active-user/message charts with interactive metric toggles; Enterprise-only in pricing.", "evidenceIds": [ "omnifact:omnifact:analytics-rev2", "omnifact:omnifact:pricing-rev2" ] }, { "id": "breakdowns", "question": "Can usage be broken down by group, model, feature and assistant?", "support": "partial", "answer": "Documented dashboard is organization/day level. Model, group, feature andassistant breakdown matrix was not established.", "evidenceIds": [ "omnifact:omnifact:analytics-rev2" ] }, { "id": "export", "question": "Can usage data be exported?", "support": "unknown", "answer": "Can usage data be exported? Unknown. No documented analytics export/API or configurable individual-reporting controls were established. Direct HTML retrieval returned403; public cached official page was retrieved through the web tool.", "evidenceIds": [] }, { "id": "privacy_modes", "question": "Can per-person reporting be limited or pseudonymised?", "support": "partial", "answer": "DPA describes anonymized PostHog feature-use analytics without individual attribution; separate customer-visible reporting privacy toggles were not established.", "evidenceIds": [ "omnifact:omnifact:dpa-rev2" ] } ], "limitations": [ "Dashboard scope is organization/day level; additional model/group/assistant breakdowns and export remain unverified." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:analytics-rev2", "omnifact:omnifact:pricing-rev2", "omnifact:omnifact:dpa-rev2" ] }, { "productId": "open-webui", "claimId": "open-webui:ADM-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Admin analytics provides user/model/group activity and token reports, with API export.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "adoption_dashboard", "question": "Is there an adoption dashboard?", "support": "supported", "answer": "The dashboard reports messages, chats, token usage and user activity by date range.", "evidenceIds": [ "open-webui:open-webui:analytics" ] }, { "id": "breakdowns", "question": "Can usage be broken down by group, model, feature and assistant?", "support": "partial", "answer": "User, model and group views are documented. Complete feature/assistant breakdowns were not established.", "evidenceIds": [ "open-webui:open-webui:analytics" ] }, { "id": "export", "question": "Can usage data be exported?", "support": "supported", "answer": "Analytics API endpoints can be exported into JSON or external BI tooling.", "evidenceIds": [ "open-webui:open-webui:analytics" ] }, { "id": "privacy_modes", "question": "Can per-person reporting be limited or pseudonymised?", "support": "partial", "answer": "Admins can disable analytics and product-level chat access. Pseudonymized reporting was not established; the default user table identifies users.", "evidenceIds": [ "open-webui:open-webui:analytics", "open-webui:open-webui:privacy" ] } ], "limitations": [ "breakdowns: User, model and group views are documented. Complete feature/assistant breakdowns were not established.", "privacy_modes: Admins can disable analytics and product-level chat access. Pseudonymized reporting was not established; the default user table identifies users." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:analytics", "open-webui:open-webui:privacy" ] } ] }, { "id": "ADM-05", "title": "Spend controls and cost allocation", "group": { "id": 5, "name": "Administration and governance" }, "judgment": "Record cost visibility per user, group and cost centre, budgets and their behaviour (alert, block, downgrade model), pooled credits, and chargeback exports. Test a small budget on a trial where possible. Distinguish billed amounts, estimates and unavailable amounts.", "questions": [ { "id": "cost_visibility", "question": "Can admins see cost or consumption per user and group?" }, { "id": "budgets", "question": "Can budgets be set per user or group?" }, { "id": "budget_enforcement", "question": "Does reaching a budget alert, block or downgrade?" }, { "id": "chargeback", "question": "Can costs be exported per cost centre?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:ADM-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Shared pooled credits and model permissions constrain spend; individual financial allocation is unspecified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "cost_visibility", "question": "Can admins see cost or consumption per user and group?", "support": "partial", "answer": "Billing shows pooled real-time consumption andforecast; Enterprise detailed real-time dashboard is described as forthcoming, while total used is available.", "evidenceIds": [ "omnifact:omnifact:billing" ] }, { "id": "budgets", "question": "Can budgets be set per user or group?", "support": "partial", "answer": "Organization pooled allowance and manual additional-credit recharge. Model-tier and USroute access can be group-controlled, but per-user/group monetary hard caps were not established.", "evidenceIds": [ "omnifact:omnifact:billing", "omnifact:omnifact:groups" ] }, { "id": "budget_enforcement", "question": "Does reaching a budget alert, block or downgrade?", "support": "supported", "answer": "Monthly budget: chat downgrades to enabled fallbacks; Gateway hard-blocks all calls on exhausted credits. Daily message quota disables send until reset.", "evidenceIds": [ "omnifact:omnifact:limits", "omnifact:omnifact:gateway", "omnifact:omnifact:chat" ] }, { "id": "chargeback", "question": "Can costs be exported per cost centre?", "support": "unknown", "answer": "Can costs be exported per cost centre? Unknown. No cost-centre chargeback export or complete cost-per-user/group allocation interface was established.", "evidenceIds": [] } ], "limitations": [ "cost_visibility: Billing shows pooled real-time consumption andforecast; Enterprise detailed real-time dashboard is described as forthcoming, while total used is available.", "budgets: Organization pooled allowance and manual additional-credit recharge. Model-tier and USroute access can be group-controlled, but per-user/group monetary hard caps were not established.", "Unverified chargeback: No cost-centre chargeback export or complete cost-per-user/group allocation interface was established." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:billing", "omnifact:omnifact:groups", "omnifact:omnifact:limits", "omnifact:omnifact:gateway", "omnifact:omnifact:chat" ] }, { "productId": "open-webui", "claimId": "open-webui:ADM-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Token usage supports cost estimation; enforced monetary budgets and cost-centre exports remain unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "cost_visibility", "question": "Can admins see cost or consumption per user and group?", "support": "partial", "answer": "Analytics exposes provider-reported input/output tokens by user/model/group; billed currency requires multiplying by external provider prices.", "evidenceIds": [ "open-webui:open-webui:analytics" ] }, { "id": "budgets", "question": "Can budgets be set per user or group?", "support": "unknown", "answer": "budgets: Can budgets be set per user or group? The analytics and roadmap sources were checked. Numeric user/group budgets, block/downgrade behavior and cost-centre chargeback exports were not established; a low-budget test was not run.", "evidenceIds": [] }, { "id": "budget_enforcement", "question": "Does reaching a budget alert, block or downgrade?", "support": "unknown", "answer": "budget_enforcement: Does reaching a budget alert, block or downgrade? The analytics and roadmap sources were checked. Numeric user/group budgets, block/downgrade behavior and cost-centre chargeback exports were not established; a low-budget test was not run.", "evidenceIds": [] }, { "id": "chargeback", "question": "Can costs be exported per cost centre?", "support": "unknown", "answer": "chargeback: Can costs be exported per cost centre? The analytics and roadmap sources were checked. Numeric user/group budgets, block/downgrade behavior and cost-centre chargeback exports were not established; a low-budget test was not run.", "evidenceIds": [] } ], "limitations": [ "cost_visibility: Analytics exposes provider-reported input/output tokens by user/model/group; billed currency requires multiplying by external provider prices.", "budgets: Can budgets be set per user or group? The analytics and roadmap sources were checked. Numeric user/group budgets, block/downgrade behavior and cost-centre chargeback exports were not established; a low-budget test was not run.", "budget_enforcement: Does reaching a budget alert, block or downgrade? The analytics and roadmap sources were checked. Numeric user/group budgets, block/downgrade behavior and cost-centre chargeback exports were not established; a low-budget test was not run.", "chargeback: Can costs be exported per cost centre? The analytics and roadmap sources were checked. Numeric user/group budgets, block/downgrade behavior and cost-centre chargeback exports were not established; a low-budget test was not run." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:analytics" ] } ] }, { "id": "ADM-06", "title": "Audit logs and compliance export", "group": { "id": 5, "name": "Administration and governance" }, "judgment": "Record which events are logged (logins, admin changes, prompts, responses, file access, connector queries), retention, export or SIEM streaming, and eDiscovery/legal hold. Use the word audit only with a defined retention and integrity model.", "questions": [ { "id": "admin_events", "question": "Are admin and security events logged?" }, { "id": "content_logging", "question": "Can prompts and answers be retained for compliance, and is it configurable?" }, { "id": "siem_export", "question": "Can logs stream to a SIEM or be exported?" }, { "id": "ediscovery", "question": "Are eDiscovery and legal hold supported?" }, { "id": "log_retention", "question": "How long are logs kept?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:ADM-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "DPA documents append-only admin logs for at least 90 days; content compliance export is unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "admin_events", "question": "Are admin and security events logged?", "support": "supported", "answer": "TOM2.5 records user-status changes/resource deletions with user attribution, UTC timestamps, encrypted transport/storage and append-only protection; event coverage can expand.", "evidenceIds": [ "omnifact:omnifact:dpa" ] }, { "id": "content_logging", "question": "Can prompts and answers be retained for compliance, and is it configurable?", "support": "unknown", "answer": "Can prompts and answers be retained for compliance, and is it configurable? Unknown. No full prompts/answers archive configuration, SIEM streaming/export or e Discovery/legal hold interface was established. Id P authentication logs are distinct from platform audit exports.", "evidenceIds": [] }, { "id": "siem_export", "question": "Can logs stream to a SIEM or be exported?", "support": "unknown", "answer": "Can logs stream to a SIEM or be exported? Unknown. No full prompts/answers archive configuration, SIEM streaming/export or e Discovery/legal hold interface was established. Id P authentication logs are distinct from platform audit exports.", "evidenceIds": [] }, { "id": "ediscovery", "question": "Are eDiscovery and legal hold supported?", "support": "unknown", "answer": "Are e Discovery and legal hold supported? Unknown. No full prompts/answers archive configuration, SIEM streaming/export or e Discovery/legal hold interface was established. Id P authentication logs are distinct from platform audit exports.", "evidenceIds": [] }, { "id": "log_retention", "question": "How long are logs kept?", "support": "partial", "answer": "Administrative logs retained at least 90 days; content retention is customer-configured but not a published compliance archive.", "evidenceIds": [ "omnifact:omnifact:dpa" ] } ], "limitations": [ "log_retention: Administrative logs retained at least 90 days; content retention is customer-configured but not a published compliance archive.", "Unverified content_logging, siem_export, ediscovery: No full prompts/answers archive configuration, SIEM streaming/export or e Discovery/legal hold interface was established. Id P authentication logs are distinct from platform audit exports." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:dpa" ] }, { "productId": "open-webui", "claimId": "open-webui:ADM-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Optional request logging can capture metadata or content and stream to operator log infrastructure. It is not a verified immutable compliance archive.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "admin_events", "question": "Are admin and security events logged?", "support": "supported", "answer": "Configured request logging can include authentication and administrative API paths.", "evidenceIds": [ "open-webui:open-webui:hardening" ] }, { "id": "content_logging", "question": "Can prompts and answers be retained for compliance, and is it configurable?", "support": "supported", "answer": "REQUEST and REQUEST_RESPONSE levels add bodies, subject to path exclusions and a body-size cap; metadata-only capture is also available.", "evidenceIds": [ "open-webui:open-webui:hardening" ] }, { "id": "siem_export", "question": "Can logs stream to a SIEM or be exported?", "support": "supported", "answer": "File or stdout output can feed an operator-managed log collector.", "evidenceIds": [ "open-webui:open-webui:hardening" ] }, { "id": "ediscovery", "question": "Are eDiscovery and legal hold supported?", "support": "unknown", "answer": "ediscovery: Are eDiscovery and legal hold supported? No eDiscovery/legal-hold contract or immutable retention/integrity model was verified.", "evidenceIds": [] }, { "id": "log_retention", "question": "How long are logs kept?", "support": "partial", "answer": "File rotation is configurable and operators own log storage and retention. No universal retention period or tamper-evident archive was established.", "evidenceIds": [ "open-webui:open-webui:hardening", "open-webui:open-webui:security" ] } ], "limitations": [ "ediscovery: Are eDiscovery and legal hold supported? No eDiscovery/legal-hold contract or immutable retention/integrity model was verified.", "log_retention: File rotation is configurable and operators own log storage and retention. No universal retention period or tamper-evident archive was established." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:hardening", "open-webui:open-webui:security" ] } ] }, { "id": "ADM-07", "title": "Data loss prevention and personal data", "group": { "id": 5, "name": "Administration and governance" }, "judgment": "Record detection and handling of personal and confidential data before it reaches a model: redaction, masking, blocking, warning. Record integration with Purview, Netskope or similar, and whether filtering runs locally or at a third party. Send a fixture prompt with a Swiss AHV number and IBAN and record the outcome.", "questions": [ { "id": "pii_detection", "question": "Is personal data detected in prompts and files?" }, { "id": "pii_action", "question": "Is it redacted, masked, blocked or only warned?" }, { "id": "custom_patterns", "question": "Can admins add custom patterns or terms?" }, { "id": "dlp_integration", "question": "Does it integrate with an existing DLP product?" }, { "id": "filter_location", "question": "Where does filtering run?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:ADM-07", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Default Privacy Filter combines local NER/regex masking with several explicit bypass paths.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro/Enterprise, filter defaults enabled; user exemptions/advanced feature flags qualified", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "pii_detection", "question": "Is personal data detected in prompts and files?", "support": "partial", "answer": "Names, addresses, email, phone, IPv4, US/German IDs/passports, tax/pensionnumbers, IBAN/BIC/card/routing/account numbers, companies anddocument filenames. Media bytes are not scanned; AHV recognition untested.", "evidenceIds": [ "omnifact:omnifact:dpa", "omnifact:omnifact:files", "omnifact:omnifact:privacy" ] }, { "id": "pii_action", "question": "Is it redacted, masked, blocked or only warned?", "support": "partial", "answer": "Detected strings replaced with placeholders then restored in output; web queries containing masked values are blocked. Click-to-Reveal confirms sending individual terms; optional%%exemption defaults off andrequires Support. Group exemptions may disable filtering per agent/Space.", "evidenceIds": [ "omnifact:omnifact:privacy", "omnifact:omnifact:web", "omnifact:omnifact:groups", "omnifact:omnifact:dpa" ] }, { "id": "custom_patterns", "question": "Can admins add custom patterns or terms?", "support": "partial", "answer": "Vendor detector uses custom-trained SLMNER andregex, but customer-defined pattern/dictionary UI/API was not established. Optional%%syntax bypasses rather than adds detection.", "evidenceIds": [ "omnifact:omnifact:dpa" ] }, { "id": "dlp_integration", "question": "Does it integrate with an existing DLP product?", "support": "unknown", "answer": "Does it integrate with an existing DLP product? Unknown. No existing third-party DLP/Purview integration or synthetic AHV/IBAN accuracy fixture was established.", "evidenceIds": [] }, { "id": "filter_location", "question": "Where does filtering run?", "support": "partial", "answer": "DPA places filter within Azure Germany West Central, Frankfurt before external model. MCP arguments/results, code, sandbox, images/audio bytes, personalization and Published Space API bypass filtering by design.", "evidenceIds": [ "omnifact:omnifact:dpa", "omnifact:omnifact:privacy", "omnifact:omnifact:published", "omnifact:omnifact:account" ] } ], "limitations": [ "pii_detection: Names, addresses, email, phone, IPv4, US/German IDs/passports, tax/pensionnumbers, IBAN/BIC/card/routing/account numbers, companies anddocument filenames. Media bytes are not scanned; AHV recognition untested.", "pii_action: Detected strings replaced with placeholders then restored in output; web queries containing masked values are blocked. Click-to-Reveal confirms sending individual terms; optional%%exemption defaults off andrequires Support. Group exemptions may disable filtering per agent/Space.", "custom_patterns: Vendor detector uses custom-trained SLMNER andregex, but customer-defined pattern/dictionary UI/API was not established. Optional%%syntax bypasses rather than adds detection.", "filter_location: DPA places filter within Azure Germany West Central, Frankfurt before external model. MCP arguments/results, code, sandbox, images/audio bytes, personalization and Published Space API bypass filtering by design.", "Unverified dlp_integration: No existing third-party DLP/Purview integration or synthetic AHV/IBAN accuracy fixture was established." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:dpa", "omnifact:omnifact:files", "omnifact:omnifact:privacy", "omnifact:omnifact:web", "omnifact:omnifact:groups", "omnifact:omnifact:published", "omnifact:omnifact:account" ] }, { "productId": "open-webui", "claimId": "open-webui:ADM-07", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Custom request filters provide an extension point for PII policies; a configured detection/redaction product and Swiss fixture result were not established.", "availability": "generally-available", "delivery": "manual-workaround", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "pii_detection", "question": "Is personal data detected in prompts and files?", "support": "unknown", "answer": "pii_detection: Is personal data detected in prompts and files? The filter framework was reviewed, not a configured PII/DLP deployment. No AHV/IBAN/file fixture, Purview/Netskope connector or default detection coverage was verified.", "evidenceIds": [] }, { "id": "pii_action", "question": "Is it redacted, masked, blocked or only warned?", "support": "partial", "answer": "An installed custom Python filter can modify or reject requests before model processing. No built-in AHV/IBAN policy is claimed.", "evidenceIds": [ "open-webui:open-webui:filter" ] }, { "id": "custom_patterns", "question": "Can admins add custom patterns or terms?", "support": "partial", "answer": "Custom filter code can implement customer rules; ready-made managed pattern libraries were not verified.", "evidenceIds": [ "open-webui:open-webui:filter" ] }, { "id": "dlp_integration", "question": "Does it integrate with an existing DLP product?", "support": "unknown", "answer": "dlp_integration: Does it integrate with an existing DLP product? The filter framework was reviewed, not a configured PII/DLP deployment. No AHV/IBAN/file fixture, Purview/Netskope connector or default detection coverage was verified.", "evidenceIds": [] }, { "id": "filter_location", "question": "Where does filtering run?", "support": "supported", "answer": "Python filters execute in the customer-operated backend unless their implementation calls an external service.", "evidenceIds": [ "open-webui:open-webui:filter" ] } ], "limitations": [ "pii_detection: Is personal data detected in prompts and files? The filter framework was reviewed, not a configured PII/DLP deployment. No AHV/IBAN/file fixture, Purview/Netskope connector or default detection coverage was verified.", "pii_action: An installed custom Python filter can modify or reject requests before model processing. No built-in AHV/IBAN policy is claimed.", "custom_patterns: Custom filter code can implement customer rules; ready-made managed pattern libraries were not verified.", "dlp_integration: Does it integrate with an existing DLP product? The filter framework was reviewed, not a configured PII/DLP deployment. No AHV/IBAN/file fixture, Purview/Netskope connector or default detection coverage was verified." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:filter" ] } ] }, { "id": "ADM-08", "title": "AI policy and guardrails", "group": { "id": 5, "name": "Administration and governance" }, "judgment": "Record organisation-wide system instructions, acceptable-use notices and acknowledgement, content filters, topic restrictions, AI-output labelling, and admin visibility of policy violations. Separate enforced policy from instructions the model is expected to follow.", "questions": [ { "id": "org_instructions", "question": "Can admins set organisation-wide instructions?" }, { "id": "usage_notice", "question": "Can users be required to accept a usage policy?" }, { "id": "content_filters", "question": "Are content filters configurable?" }, { "id": "violation_reporting", "question": "Are policy hits visible to admins?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:ADM-08", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Company/Space instructions and privacy/tool governance exist; mandatory policy workflows are unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "org_instructions", "question": "Can admins set organisation-wide instructions?", "support": "partial", "answer": "Teamdescription supplies businesscontext; Spaceinstructions set response behavior and strict grounding. No guaranteed immutable organization safety instruction hierarchy was established.", "evidenceIds": [ "omnifact:omnifact:company", "omnifact:omnifact:create", "omnifact:omnifact:retrieval" ] }, { "id": "usage_notice", "question": "Can users be required to accept a usage policy?", "support": "unknown", "answer": "Can users be required to accept a usage policy? Unknown. No mandatory AI-use-policy acknowledgement, admin policy-hit dashboard or configurable general content-filter taxonomy was established.", "evidenceIds": [] }, { "id": "content_filters", "question": "Are content filters configurable?", "support": "partial", "answer": "Organization PIImasking, group capabilities/modelroutes andper-tool approval/block settings are documented. General topic/abusefilter customization was not established.", "evidenceIds": [ "omnifact:omnifact:privacy", "omnifact:omnifact:groups", "omnifact:omnifact:mcp" ] }, { "id": "violation_reporting", "question": "Are policy hits visible to admins?", "support": "unknown", "answer": "Are policy hits visible to admins? Unknown. No mandatory AI-use-policy acknowledgement, admin policy-hit dashboard or configurable general content-filter taxonomy was established.", "evidenceIds": [] } ], "limitations": [ "org_instructions: Teamdescription supplies businesscontext; Spaceinstructions set response behavior and strict grounding. No guaranteed immutable organization safety instruction hierarchy was established.", "content_filters: Organization PIImasking, group capabilities/modelroutes andper-tool approval/block settings are documented. General topic/abusefilter customization was not established.", "Unverified usage_notice, violation_reporting: No mandatory AI-use-policy acknowledgement, admin policy-hit dashboard or configurable general content-filter taxonomy was established." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:company", "omnifact:omnifact:create", "omnifact:omnifact:retrieval", "omnifact:omnifact:privacy", "omnifact:omnifact:groups", "omnifact:omnifact:mcp" ] }, { "productId": "open-webui", "claimId": "open-webui:ADM-08", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Model defaults, prompts, banners and custom filters can express policy. Recorded acceptance and violation reporting remain unknown.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "org_instructions", "question": "Can admins set organisation-wide instructions?", "support": "partial", "answer": "Admins can configure model/default system prompts; sources explicitly warn that instructions do not guarantee model behavior.", "evidenceIds": [ "open-webui:open-webui:models", "open-webui:open-webui:env" ] }, { "id": "usage_notice", "question": "Can users be required to accept a usage policy?", "support": "partial", "answer": "Banners can display policy text, but a required recorded acknowledgement was not established.", "evidenceIds": [ "open-webui:open-webui:banners" ] }, { "id": "content_filters", "question": "Are content filters configurable?", "support": "partial", "answer": "Operators can install custom request/response filters. Actual policy enforcement depends on that code and configuration.", "evidenceIds": [ "open-webui:open-webui:filter" ] }, { "id": "violation_reporting", "question": "Are policy hits visible to admins?", "support": "unknown", "answer": "violation_reporting: Are policy hits visible to admins? The models, banner and filter guides did not establish an organization-wide violation dashboard or mandatory acceptable-use acknowledgement.", "evidenceIds": [] } ], "limitations": [ "org_instructions: Admins can configure model/default system prompts; sources explicitly warn that instructions do not guarantee model behavior.", "usage_notice: Banners can display policy text, but a required recorded acknowledgement was not established.", "content_filters: Operators can install custom request/response filters. Actual policy enforcement depends on that code and configuration.", "violation_reporting: Are policy hits visible to admins? The models, banner and filter guides did not establish an organization-wide violation dashboard or mandatory acceptable-use acknowledgement." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:models", "open-webui:open-webui:env", "open-webui:open-webui:banners", "open-webui:open-webui:filter" ] } ] }, { "id": "DATA-01", "title": "Hosting location and data residency", "group": { "id": 6, "name": "Data protection and sovereignty" }, "judgment": "Record country or region separately for chat storage, files and indexes, model inference, backups, logs and telemetry, and support access. Name the cloud provider. Record whether residency is default, a paid option or plan-dependent. \"EU data boundary\" programmes are recorded with their documented exceptions.", "questions": [ { "id": "storage_region", "question": "Where are chats, files and indexes stored?" }, { "id": "inference_region", "question": "Where do model calls run, per provider?" }, { "id": "backups_logs_region", "question": "Where are backups, logs and telemetry?" }, { "id": "support_access_region", "question": "From where can vendor staff access data?" }, { "id": "swiss_hosting", "question": "Is Swiss hosting available?" }, { "id": "residency_plan", "question": "Which plan or option provides residency?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:DATA-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Hosted primary workspace storage is in Azure EU. Germany-only processing and complete backup/log/support residency are not established; model and metadata routes differ.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web", "api" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro/Enterprise hosted Azure platform storage; model and edge-metadata routes separately scoped", "addOns": [ "Enterprise AI Gateway where named; provider/model route and eu/ prefix selected explicitly" ], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" }, { "id": "api", "name": "Omnifact Published Spaces, Public API and Enterprise AI Gateway", "type": "api" } ] }, "questions": [ { "id": "storage_region", "question": "Where are chats, files and indexes stored?", "support": "partial", "answer": "Hosted raw chats/files/indexed workspace content uses Azure infrastructure in the EU. DPA identifies GermanyWestCentral/Frankfurt; the live infrastructure register also names NL/SE/IE. Only EU primary-platform storage is claimed here; a Germany-only deployment footprint is not established.", "evidenceIds": [ "omnifact:omnifact:dpa-rev2", "omnifact:omnifact:trust-rev2" ] }, { "id": "inference_region", "question": "Where do model calls run, per provider?", "support": "supported", "answer": "EU routes include Azure OpenAI, Google Cloud EU for Gemini/Anthropic, and Mistral EU. Direct OpenAI/Anthropic US and Google API global routes also exist. Gateway needs eu/ prefix; unprefixed IDs never use EU backends.", "evidenceIds": [ "omnifact:omnifact:models", "omnifact:omnifact:vertex", "omnifact:omnifact:gateway", "omnifact:omnifact:trust-rev2" ] }, { "id": "backups_logs_region", "question": "Where are backups, logs and telemetry?", "support": "unknown", "answer": "Unknown per-service backup/log geography for a particular contract. DPA Frankfurt/EU wording and the broader Azure DE/NL/SE/IE register do not map each backup stream. Cloudflare EU/US edge metadata/security logs are separate from platform document storage.", "evidenceIds": [] }, { "id": "support_access_region", "question": "From where can vendor staff access data?", "support": "partial", "answer": "Pricing names German and US service teams; DPA permits justified, time-limited production access. Staff physical access locations by task are not specified.", "evidenceIds": [ "omnifact:omnifact:pricing-rev2", "omnifact:omnifact:dpa-rev2" ] }, { "id": "swiss_hosting", "question": "Is Swiss hosting available?", "support": "unknown", "answer": "Is Swiss hosting available? Unknown. No full Swiss platform/backup/support hosting option was established.", "evidenceIds": [] }, { "id": "residency_plan", "question": "Which plan or option provides residency?", "support": "partial", "answer": "Pro/Enterprise pricing offers EU cloud storage and EU model routes. This does not establish all-service EU residency. Enterprise Gateway requests require eu/ model IDs for EU backends; direct/global model routes and edge metadata have different geography.", "evidenceIds": [ "omnifact:omnifact:pricing-rev2", "omnifact:omnifact:gateway", "omnifact:omnifact:providers-rev2", "omnifact:omnifact:trust-rev2" ] } ], "limitations": [ "The storage finding covers primary workspace content, not every model/edge/support processing path. No Germany-only or whole-service EU-only guarantee is made." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:dpa-rev2", "omnifact:omnifact:models", "omnifact:omnifact:vertex", "omnifact:omnifact:gateway", "omnifact:omnifact:trust-rev2", "omnifact:omnifact:pricing-rev2", "omnifact:omnifact:groups-rev2", "omnifact:omnifact:providers-rev2" ] }, { "productId": "open-webui", "claimId": "open-webui:DATA-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "The operator chooses data locations; external services can receive prompts or documents independently of where Open WebUI is hosted.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "storage_region", "question": "Where are chats, files and indexes stored?", "support": "supported", "answer": "Chats, files and indexes reside in configured customer storage/database locations. No vendor-chosen region applies to this self-hosted instance.", "evidenceIds": [ "open-webui:open-webui:privacy" ] }, { "id": "inference_region", "question": "Where do model calls run, per provider?", "support": "supported", "answer": "The selected provider endpoint runs inference; local, private or external endpoints must be scoped separately.", "evidenceIds": [ "open-webui:open-webui:provider", "open-webui:open-webui:privacy" ] }, { "id": "backups_logs_region", "question": "Where are backups, logs and telemetry?", "support": "partial", "answer": "The operator controls backups and logging locations. A concrete installation and its telemetry/egress were not audited.", "evidenceIds": [ "open-webui:open-webui:privacy" ] }, { "id": "support_access_region", "question": "From where can vendor staff access data?", "support": "partial", "answer": "Operators and support recipients with host/database access can read data; there is no reviewed geographic enterprise support-access commitment.", "evidenceIds": [ "open-webui:open-webui:privacy" ] }, { "id": "swiss_hosting", "question": "Is Swiss hosting available?", "support": "partial", "answer": "An organization can deploy the self-hosted stack on Swiss infrastructure. This is not a bundled vendor-managed Swiss service or guaranteed Swiss inference.", "evidenceIds": [ "open-webui:open-webui:privacy", "open-webui:open-webui:quickstart" ] }, { "id": "residency_plan", "question": "Which plan or option provides residency?", "support": "supported", "answer": "Self-hosting gives the operator infrastructure placement control under standard use; provider contracts and optional enterprise services are separate.", "evidenceIds": [ "open-webui:open-webui:privacy", "open-webui:open-webui:enterprise" ] } ], "limitations": [ "backups_logs_region: The operator controls backups and logging locations. A concrete installation and its telemetry/egress were not audited.", "support_access_region: Operators and support recipients with host/database access can read data; there is no reviewed geographic enterprise support-access commitment.", "swiss_hosting: An organization can deploy the self-hosted stack on Swiss infrastructure. This is not a bundled vendor-managed Swiss service or guaranteed Swiss inference." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:privacy", "open-webui:open-webui:provider", "open-webui:open-webui:quickstart", "open-webui:open-webui:enterprise" ] } ] }, { "id": "DATA-02", "title": "Deployment options", "group": { "id": 6, "name": "Data protection and sovereignty" }, "judgment": "Record multi-tenant SaaS, dedicated single-tenant instance, deployment in the customer's cloud account, on-premise and air-gapped as separate options with plan and availability. Record which features are missing in each mode, who operates it, and the documented seat or contract threshold for each mode, which can differ from the enterprise plan threshold (e.g. dedicated SaaS from 2,000 seats, own cloud from 5,000). A local-network connector or gateway that reaches on-prem data from a vendor-hosted platform is KNOW-03, not on-premise deployment.", "questions": [ { "id": "multi_tenant_saas", "question": "Is a shared SaaS offered?" }, { "id": "dedicated_instance", "question": "Is a dedicated single-tenant instance offered, from what size?" }, { "id": "customer_cloud", "question": "Can it run in the customer's own cloud account, from what size?" }, { "id": "on_premise", "question": "Can the whole platform run on customer infrastructure, from what size?" }, { "id": "air_gapped", "question": "Can it run without internet access?" }, { "id": "mode_feature_gaps", "question": "Which features are missing outside SaaS?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:DATA-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Saa S, customer-cloud and on-premise are offered without published private-deployment minimums.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web", "self-managed" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro/Enterprise Saa S; Enterprise quoted private deployment", "addOns": [ "Deployment/infrastructure/operator costs quoted" ], "deploymentMode": null, "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" }, { "id": "self-managed", "name": "Omnifact Enterprise customer-cloud/on-premise", "type": "self-hosted-server" } ] }, "questions": [ { "id": "multi_tenant_saas", "question": "Is a shared SaaS offered?", "support": "supported", "answer": "Cloud Saa S uses logical organization/client separation.", "evidenceIds": [ "omnifact:omnifact:terms", "omnifact:omnifact:dpa" ] }, { "id": "dedicated_instance", "question": "Is a dedicated single-tenant instance offered, from what size?", "support": "partial", "answer": "Managed, own-cloud and on-premise are advertised; a distinct dedicated Saa S specification and seat threshold were not established.", "evidenceIds": [ "omnifact:omnifact:home" ] }, { "id": "customer_cloud", "question": "Can it run in the customer's own cloud account, from what size?", "support": "partial", "answer": "Own/private cloud is available on request; minimum seats/spend, operating roles and supported infrastructure are not public.", "evidenceIds": [ "omnifact:omnifact:home", "omnifact:omnifact:public-sector" ] }, { "id": "on_premise", "question": "Can the whole platform run on customer infrastructure, from what size?", "support": "partial", "answer": "Enterprise on-premise option includes municipal datacenters; numeric minimum and architecture requirements are unpublished.", "evidenceIds": [ "omnifact:omnifact:pricing", "omnifact:omnifact:public-sector" ] }, { "id": "air_gapped", "question": "Can it run without internet access?", "support": "unknown", "answer": "Can it run without internet access? Unknown. Air-gapped operation and per-mode feature/egress parity were not established; a general self-hosting article is not a deployment specification.", "evidenceIds": [] }, { "id": "mode_feature_gaps", "question": "Which features are missing outside SaaS?", "support": "unknown", "answer": "Which features are missing outside Saa S? Unknown. Air-gapped operation and per-mode feature/egress parity were not established; a general self-hosting article is not a deployment specification.", "evidenceIds": [] } ], "limitations": [ "dedicated_instance: Managed, own-cloud and on-premise are advertised; a distinct dedicated Saa S specification and seat threshold were not established.", "customer_cloud: Own/private cloud is available on request; minimum seats/spend, operating roles and supported infrastructure are not public.", "on_premise: Enterprise on-premise option includes municipal datacenters; numeric minimum and architecture requirements are unpublished.", "Unverified air_gapped, mode_feature_gaps: Air-gapped operation and per-mode feature/egress parity were not established; a general self-hosting article is not a deployment specification." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:terms", "omnifact:omnifact:dpa", "omnifact:omnifact:home", "omnifact:omnifact:public-sector", "omnifact:omnifact:pricing" ] }, { "productId": "open-webui", "claimId": "open-webui:DATA-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Customer-operated cloud and on-premise installs are documented, with offline operation requiring all dependencies to be local.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "multi_tenant_saas", "question": "Is a shared SaaS offered?", "support": "unknown", "answer": "multi_tenant_saas: Is a shared SaaS offered? A vendor-operated shared SaaS, dedicated managed instance and contractual minimum for managed service were not established in the enterprise and installation sources.", "evidenceIds": [] }, { "id": "dedicated_instance", "question": "Is a dedicated single-tenant instance offered, from what size?", "support": "unknown", "answer": "dedicated_instance: Is a dedicated single-tenant instance offered, from what size? A vendor-operated shared SaaS, dedicated managed instance and contractual minimum for managed service were not established in the enterprise and installation sources.", "evidenceIds": [] }, { "id": "customer_cloud", "question": "Can it run in the customer's own cloud account, from what size?", "support": "supported", "answer": "Docker/Python installs can run in customer infrastructure; no standard-use seat minimum is stated.", "evidenceIds": [ "open-webui:open-webui:quickstart", "open-webui:open-webui:enterprise" ] }, { "id": "on_premise", "question": "Can the whole platform run on customer infrastructure, from what size?", "support": "supported", "answer": "The complete application can run on customer servers with local inference/extraction services.", "evidenceIds": [ "open-webui:open-webui:quickstart", "open-webui:open-webui:offline" ] }, { "id": "air_gapped", "question": "Can it run without internet access?", "support": "supported", "answer": "The offline guide describes preparing cached models/assets and local services before disconnecting.", "evidenceIds": [ "open-webui:open-webui:offline" ] }, { "id": "mode_feature_gaps", "question": "Which features are missing outside SaaS?", "support": "supported", "answer": "External model APIs, internet search, remote extraction and other online tools require network access; they are not made local by self-hosting the UI.", "evidenceIds": [ "open-webui:open-webui:offline" ] } ], "limitations": [ "multi_tenant_saas: Is a shared SaaS offered? A vendor-operated shared SaaS, dedicated managed instance and contractual minimum for managed service were not established in the enterprise and installation sources.", "dedicated_instance: Is a dedicated single-tenant instance offered, from what size? A vendor-operated shared SaaS, dedicated managed instance and contractual minimum for managed service were not established in the enterprise and installation sources." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:quickstart", "open-webui:open-webui:enterprise", "open-webui:open-webui:offline" ] } ] }, { "id": "DATA-03", "title": "Training use and provider retention", "group": { "id": 6, "name": "Data protection and sovereignty" }, "judgment": "Record whether customer content trains vendor or provider models, by plan and default; zero-data-retention arrangements with model providers; abuse-monitoring retention and human review; and the model provider's terms that apply. A \"no training\" claim on a marketing page is `vendor-claimed` until the contract or DPA says so.", "questions": [ { "id": "vendor_training", "question": "Does the vendor train on customer content?" }, { "id": "provider_training", "question": "Do model providers train on it under this product's contracts?" }, { "id": "provider_retention", "question": "How long do model providers keep prompts, including for abuse monitoring?" }, { "id": "zero_retention", "question": "Is zero data retention available, and on which plan?" }, { "id": "human_review", "question": "Can provider staff review content?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:DATA-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Managed-route documentation promises no model training. Applicable upstream retention, ZDR eligibility and human-review exceptions remain unknown.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web", "api" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro/Enterprise managed chat routes; AI Gateway statements apply only to the Enterprise API module; actual upstream retention unverified", "addOns": [ "Enterprise AI Gateway enablement where explicitly named; BYOK under customer-provider agreement" ], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" }, { "id": "api", "name": "Omnifact Published Spaces, Public API and Enterprise AI Gateway", "type": "api" } ] }, "questions": [ { "id": "vendor_training", "question": "Does the vendor train on customer content?", "support": "supported", "answer": "Vendor says it never uses customer data to train its own models.", "evidenceIds": [ "omnifact:omnifact:privacy-intro" ] }, { "id": "provider_training", "question": "Do model providers train on it under this product's contracts?", "support": "partial", "answer": "The vendor promises no underlying-provider training for the Enterprise AI Gateway. BYOK processing is under the customer-provider agreement; no managed-route promise is extended to arbitrary customer keys.", "evidenceIds": [ "omnifact:omnifact:gateway-web", "omnifact:omnifact:dpa-rev2" ] }, { "id": "provider_retention", "question": "How long do model providers keep prompts, including for abuse monitoring?", "support": "unknown", "answer": "Unknown applicable duration per enabled model/provider/project. The Trust register describes typical directOpenAI30-day retention and configuration-dependent Google logging, while EU-route pages advertise ZDR. These are not mapped to an actual customer route/contract, so no model-specific retention guarantee is asserted.", "evidenceIds": [] }, { "id": "zero_retention", "question": "Is zero data retention available, and on which plan?", "support": "unknown", "answer": "Unknown verified ZDR eligibility and scope per Pro/Enterprise model route. Gateway payload handling and EU-route marketing do not establish the upstream provider agreement or every safety/logging exception. Workspace database storage is separate.", "evidenceIds": [] }, { "id": "human_review", "question": "Can provider staff review content?", "support": "partial", "answer": "Provider processing summaries are request-only in Trust Center; human abuse-review exceptions by provider/model were not established.", "evidenceIds": [ "omnifact:omnifact:trust-rev2" ] } ], "limitations": [ "No universal provider ZDR finding is made. The advertised ZDR option is not treated as unsupported; its applicable terms remain a gap." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:privacy-intro", "omnifact:omnifact:gateway-web", "omnifact:omnifact:dpa-rev2", "omnifact:omnifact:trust-rev2", "omnifact:omnifact:vertex" ] }, { "productId": "open-webui", "claimId": "open-webui:DATA-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Self-hosting controls the application data path; training and retention obligations depend on the chosen external model contract.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "vendor_training", "question": "Does the vendor train on customer content?", "support": "partial", "answer": "The self-hosted data path runs on customer infrastructure; this is architecture evidence, not a reviewed contractual no-training promise covering support or optional services.", "evidenceIds": [ "open-webui:open-webui:privacy", "open-webui:open-webui:offline" ] }, { "id": "provider_training", "question": "Do model providers train on it under this product's contracts?", "support": "unknown", "answer": "provider_training: Do model providers train on it under this product's contracts? No executed provider agreement, abuse-monitoring retention, zero-retention entitlement or human-review policy was verified for a configured endpoint. Local inference is a separate deployment choice, not a blanket promise for cloud-connected use.", "evidenceIds": [] }, { "id": "provider_retention", "question": "How long do model providers keep prompts, including for abuse monitoring?", "support": "unknown", "answer": "provider_retention: How long do model providers keep prompts, including for abuse monitoring? No executed provider agreement, abuse-monitoring retention, zero-retention entitlement or human-review policy was verified for a configured endpoint. Local inference is a separate deployment choice, not a blanket promise for cloud-connected use.", "evidenceIds": [] }, { "id": "zero_retention", "question": "Is zero data retention available, and on which plan?", "support": "unknown", "answer": "zero_retention: Is zero data retention available, and on which plan? No executed provider agreement, abuse-monitoring retention, zero-retention entitlement or human-review policy was verified for a configured endpoint. Local inference is a separate deployment choice, not a blanket promise for cloud-connected use.", "evidenceIds": [] }, { "id": "human_review", "question": "Can provider staff review content?", "support": "unknown", "answer": "human_review: Can provider staff review content? No executed provider agreement, abuse-monitoring retention, zero-retention entitlement or human-review policy was verified for a configured endpoint. Local inference is a separate deployment choice, not a blanket promise for cloud-connected use.", "evidenceIds": [] } ], "limitations": [ "vendor_training: The self-hosted data path runs on customer infrastructure; this is architecture evidence, not a reviewed contractual no-training promise covering support or optional services.", "provider_training: Do model providers train on it under this product's contracts? No executed provider agreement, abuse-monitoring retention, zero-retention entitlement or human-review policy was verified for a configured endpoint. Local inference is a separate deployment choice, not a blanket promise for cloud-connected use.", "provider_retention: How long do model providers keep prompts, including for abuse monitoring? No executed provider agreement, abuse-monitoring retention, zero-retention entitlement or human-review policy was verified for a configured endpoint. Local inference is a separate deployment choice, not a blanket promise for cloud-connected use.", "zero_retention: Is zero data retention available, and on which plan? No executed provider agreement, abuse-monitoring retention, zero-retention entitlement or human-review policy was verified for a configured endpoint. Local inference is a separate deployment choice, not a blanket promise for cloud-connected use.", "human_review: Can provider staff review content? No executed provider agreement, abuse-monitoring retention, zero-retention entitlement or human-review policy was verified for a configured endpoint. Local inference is a separate deployment choice, not a blanket promise for cloud-connected use." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:privacy", "open-webui:open-webui:offline" ] } ] }, { "id": "DATA-04", "title": "Retention and deletion", "group": { "id": 6, "name": "Data protection and sovereignty" }, "judgment": "Record default retention for chats, files, indexes and logs; admin-configured retention; user deletion; deletion after contract end; and deletion confirmation.", "questions": [ { "id": "default_retention", "question": "What is retained and for how long by default?" }, { "id": "admin_retention", "question": "Can admins set retention periods?" }, { "id": "user_deletion", "question": "Can users delete their chats and files permanently?" }, { "id": "contract_end_deletion", "question": "What is deleted at contract end, and when?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:DATA-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "DPA contract-end return/approved-destruction duties are separate from support-request deletion and backup retention. A guaranteed runtime exit window remains unknown.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro/Enterprise published DPA return/deletion obligations; actual runtime exit and account-deletion timing unverified", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "default_retention", "question": "What is retained and for how long by default?", "support": "partial", "answer": "DPA: database PITR30 days with daily snapshots/continuous WAL; weekly pg_dump fallback; blob soft-delete14 days. Universal default chat/file retention is unspecified.", "evidenceIds": [ "omnifact:omnifact:dpa-rev2" ] }, { "id": "admin_retention", "question": "Can admins set retention periods?", "support": "partial", "answer": "DPA permits organization administrators to set customer-data retention; UI range and per-object options are not published.", "evidenceIds": [ "omnifact:omnifact:dpa-rev2" ] }, { "id": "user_deletion", "question": "Can users delete their chats and files permanently?", "support": "partial", "answer": "The Space uploaded-file guide describes permanent deletion of a selected file. Registered-user/profile and whole-organization runtime deletion semantics are not established here; the user-list Delete operation applies to unaccepted invitations.", "evidenceIds": [ "omnifact:omnifact:uploads", "omnifact:omnifact:users" ] }, { "id": "contract_end_deletion", "question": "What is deleted at contract end, and when?", "support": "partial", "answer": "DPA9.2 requires return or controller-approved destruction no later than contract end, except legal retention;9.3 permits proof-of-processing documentation retention. The TOM separately describes support-request organization deletion within30days and backups aging out. No guaranteed post-termination self-service access window or tested runtime completion time is inferred.", "evidenceIds": [ "omnifact:omnifact:dpa-rev2" ] } ], "limitations": [ "The finding states separate contractual and documented operational procedures. It does not turn a support-request clock into an exit grace period." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:dpa-rev2", "omnifact:omnifact:users", "omnifact:omnifact:uploads" ] }, { "productId": "open-webui", "claimId": "open-webui:DATA-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Users can remove chats/files subject to permissions, and temporary-chat enforcement can avoid saving new conversations. Complete purge and contract-end schedules remain unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "default_retention", "question": "What is retained and for how long by default?", "support": "partial", "answer": "Normal history persists in the operator’s database; temporary chats reduce saved history. A uniform default duration across chats, files, indexes, logs and backups was not established.", "evidenceIds": [ "open-webui:open-webui:privacy", "open-webui:open-webui:quickstart" ] }, { "id": "admin_retention", "question": "Can admins set retention periods?", "support": "partial", "answer": "Operators control database and backup retention; enforced temporary-chat permissions stop saving new chats. A general time-based retention scheduler was not established.", "evidenceIds": [ "open-webui:open-webui:privacy" ] }, { "id": "user_deletion", "question": "Can users delete their chats and files permanently?", "support": "partial", "answer": "Permissions allow chat deletion and file management removes files and related embeddings. Backup purge and irreversible-deletion timing were not verified.", "evidenceIds": [ "open-webui:open-webui:permissions", "open-webui:open-webui:rag" ] }, { "id": "contract_end_deletion", "question": "What is deleted at contract end, and when?", "support": "unknown", "answer": "contract_end_deletion: What is deleted at contract end, and when? No enterprise termination deletion deadline or deletion confirmation was reviewed.", "evidenceIds": [] } ], "limitations": [ "default_retention: Normal history persists in the operator’s database; temporary chats reduce saved history. A uniform default duration across chats, files, indexes, logs and backups was not established.", "admin_retention: Operators control database and backup retention; enforced temporary-chat permissions stop saving new chats. A general time-based retention scheduler was not established.", "user_deletion: Permissions allow chat deletion and file management removes files and related embeddings. Backup purge and irreversible-deletion timing were not verified.", "contract_end_deletion: What is deleted at contract end, and when? No enterprise termination deletion deadline or deletion confirmation was reviewed." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:privacy", "open-webui:open-webui:quickstart", "open-webui:open-webui:permissions", "open-webui:open-webui:rag" ] } ] }, { "id": "DATA-05", "title": "Sub-processors and foreign-law exposure", "group": { "id": 6, "name": "Data protection and sovereignty" }, "judgment": "Record the published sub-processor list with countries, change-notification rules, the vendor's and parent company's jurisdiction, transfer mechanisms (EU-US Data Privacy Framework, Swiss-US DPF, SCCs) and the vendor's documented position on foreign government access requests (e.g. US CLOUD Act). Record facts, not a legal assessment.", "questions": [ { "id": "subprocessor_list", "question": "Is a dated sub-processor list published?" }, { "id": "subprocessor_countries", "question": "Which countries do sub-processors operate in?" }, { "id": "change_notification", "question": "Are customers notified of sub-processor changes?" }, { "id": "parent_jurisdiction", "question": "Which jurisdiction governs the vendor and its parent?" }, { "id": "transfer_mechanism", "question": "Which transfer mechanism applies to non-EU/CH processing?" }, { "id": "government_access_policy", "question": "Is there a published government-access or transparency policy?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:DATA-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "DPA defines processor-change notice and transfer safeguards; a complete current contract-specific supplier/entity/country register remains unknown.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro/Enterprise standard hosted DPA; optional model-provider routes only under the applicable contract/instruction", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "subprocessor_list", "question": "Is a dated sub-processor list published?", "support": "unknown", "answer": "Unknown complete current plan-specific processor inventory. DPAAnnex4 and the live Trust register publish different sets; no source establishes a consolidated applicable list or the role of every listed provider for a given contract.", "evidenceIds": [] }, { "id": "subprocessor_countries", "question": "Which countries do sub-processors operate in?", "support": "unknown", "answer": "Unknown complete country/legal-entity matrix for the scoped contract. Azure infrastructure and Cloudflare metadata have different roles, and optional model-provider routes depend on selection. The differing DPA/Trust entries are not combined into one asserted authoritative list.", "evidenceIds": [] }, { "id": "change_notification", "question": "Are customers notified of sub-processor changes?", "support": "supported", "answer": "DPA6.3 requires written/text notice at least 30 days before new/replaced subprocessor and objection opportunity before start.", "evidenceIds": [ "omnifact:omnifact:dpa-rev2" ] }, { "id": "parent_jurisdiction", "question": "Which jurisdiction governs the vendor and its parent?", "support": "partial", "answer": "Omnifact Gmb H, Frankfurt, Germany, HRB131357. Ultimate parent/shareholding was not established.", "evidenceIds": [ "omnifact:omnifact:imprint" ] }, { "id": "transfer_mechanism", "question": "Which transfer mechanism applies to non-EU/CH processing?", "support": "partial", "answer": "DPA1.4 permits nonEEA processing after prior information and safeguards under Articles44-49. Optional BYOK/provider routes depend on their applicable agreements. A specific current SCC/DPF basis for every Trust entry was not verified.", "evidenceIds": [ "omnifact:omnifact:dpa-rev2" ] }, { "id": "government_access_policy", "question": "Is there a published government-access or transparency policy?", "support": "partial", "answer": "DPA11.2 requires seizure/confiscation notice unless prohibited by court/authority; Terms15.3 require advance compelled-disclosure notice where legal. Separate request statistics were not verified.", "evidenceIds": [ "omnifact:omnifact:dpa-rev2", "omnifact:omnifact:terms" ] } ], "limitations": [ "Neither public list is silently treated as complete. Ordinary notification/transfer contract terms remain distinct from a verified current processing inventory." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:dpa-rev2", "omnifact:omnifact:trust-rev2", "omnifact:omnifact:imprint", "omnifact:omnifact:terms" ] }, { "productId": "open-webui", "claimId": "open-webui:DATA-05", "verificationStatus": "not-published", "support": "not-published", "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.", "availability": null, "delivery": null, "scope": null, "questions": [], "limitations": [], "checkedAt": null, "crossCheckedAt": null, "nextCheckAt": null, "evidenceIds": [] } ] }, { "id": "DATA-06", "title": "Contracts and regulatory coverage", "group": { "id": 6, "name": "Data protection and sovereignty" }, "judgment": "Record DPA availability and form (click-through, negotiable), reference to Swiss revDSG and GDPR, governing law and court, EU AI Act documentation (provider or deployer role, transparency materials), and sector-specific materials (FINMA outsourcing, banking secrecy, public sector). No compliance verdict.", "questions": [ { "id": "dpa", "question": "Is a DPA available, and is it negotiable?" }, { "id": "revdsg_gdpr", "question": "Does the DPA cover revDSG and GDPR?" }, { "id": "governing_law", "question": "Which law and court govern the contract?" }, { "id": "ai_act_materials", "question": "Is EU AI Act documentation provided?" }, { "id": "sector_materials", "question": "Are FINMA or other sector materials provided?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:DATA-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Public GDPR DPA is binding in German; Swiss and sector-specific contract coverage remains incomplete.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "dpa", "question": "Is a DPA available, and is it negotiable?", "support": "partial", "answer": "Article28 DPA accepted at registration. German text prevails; English is a translation. Written amendments are possible but negotiability is not promised.", "evidenceIds": [ "omnifact:omnifact:dpa", "omnifact:omnifact:dpa-de" ] }, { "id": "revdsg_gdpr", "question": "Does the DPA cover revDSG and GDPR?", "support": "partial", "answer": "GDPR is explicit; revised Swiss DSG coverage/addendum and Swiss SCC modifications were not established.", "evidenceIds": [ "omnifact:omnifact:dpa" ] }, { "id": "governing_law", "question": "Which law and court govern the contract?", "support": "supported", "answer": "German law and Frankfurt exclusive jurisdiction under Terms18; German legal version prevails.", "evidenceIds": [ "omnifact:omnifact:terms" ] }, { "id": "ai_act_materials", "question": "Is EU AI Act documentation provided?", "support": "partial", "answer": "Public AI Act whitepaper and Academy literacy/certification training are advertised; these are not product conformity attestations.", "evidenceIds": [ "omnifact:omnifact:whitepapers", "omnifact:omnifact:pricing" ] }, { "id": "sector_materials", "question": "Are FINMA or other sector materials provided?", "support": "partial", "answer": "Public-administration, banking and healthcare positioning/private hosting are advertised; actual FINMA/DORA/§203 contract pack was not verified.", "evidenceIds": [ "omnifact:omnifact:home", "omnifact:omnifact:public-sector" ] } ], "limitations": [ "dpa: Article28 DPA accepted at registration. German text prevails; English is a translation. Written amendments are possible but negotiability is not promised.", "revdsg_gdpr: GDPR is explicit; revised Swiss DSG coverage/addendum and Swiss SCC modifications were not established.", "ai_act_materials: Public AI Act whitepaper and Academy literacy/certification training are advertised; these are not product conformity attestations.", "sector_materials: Public-administration, banking and healthcare positioning/private hosting are advertised; actual FINMA/DORA/§203 contract pack was not verified." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:dpa", "omnifact:omnifact:dpa-de", "omnifact:omnifact:terms", "omnifact:omnifact:whitepapers", "omnifact:omnifact:pricing", "omnifact:omnifact:home", "omnifact:omnifact:public-sector" ] }, { "productId": "open-webui", "claimId": "open-webui:DATA-06", "verificationStatus": "not-published", "support": "not-published", "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.", "availability": null, "delivery": null, "scope": null, "questions": [], "limitations": [], "checkedAt": null, "crossCheckedAt": null, "nextCheckAt": null, "evidenceIds": [] } ] }, { "id": "DATA-07", "title": "Certifications and attestations", "group": { "id": 6, "name": "Data protection and sovereignty" }, "judgment": "Record each certificate or report separately: ISO 27001, 27017, 27018, 27701, 42001; SOC 2 Type I/II with period; BSI C5; TISAX; national schemes. Record issuer, scope (which product and entity), validity and access route. A cloud provider's certificate does not certify the product.", "questions": [ { "id": "iso_27001", "question": "ISO 27001 with scope and validity?" }, { "id": "soc2", "question": "SOC 2 type, period and covered service?" }, { "id": "c5", "question": "BSI C5 attestation?" }, { "id": "other_certifications", "question": "Which other certificates (27701, 42001, TISAX)?" }, { "id": "report_access", "question": "How can customers obtain reports?" }, { "id": "pentest", "question": "Are independent penetration test summaries available?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:DATA-07", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Public ISO27001 certificate verifies platform/Spaces ISMS through 2029-04-06.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "iso_27001", "question": "ISO 27001 with scope and validity?", "support": "supported", "answer": "Prescient Security LLC certificate123228 issue1, ISO/IEC27001:2022, issued/certified 2026-04-07, valid until 2029-04-06 subject to surveillance. Covers ISMS supporting Platform/Spaces, data, Azure infrastructure, software, people and procedures; So A1.4 dated 2026-03-30. All in-scope activities conducted remotely.", "evidenceIds": [ "omnifact:omnifact:iso" ] }, { "id": "soc2", "question": "SOC 2 type, period and covered service?", "support": "unknown", "answer": "SOC 2 type, period and covered service? Unknown. No Omnifact-specific SOC2 type/period, C5, ISO27701/42001 or TISAX attestation was verified.", "evidenceIds": [] }, { "id": "c5", "question": "BSI C5 attestation?", "support": "unknown", "answer": "BSI C5 attestation? Unknown. No Omnifact-specific SOC2 type/period, C5, ISO27701/42001 or TISAX attestation was verified.", "evidenceIds": [] }, { "id": "other_certifications", "question": "Which other certificates (27701, 42001, TISAX)?", "support": "unknown", "answer": "Which other certificates (27701, 42001, TISAX)? Unknown. No Omnifact-specific SOC2 type/period, C5, ISO27701/42001 or TISAX attestation was verified.", "evidenceIds": [] }, { "id": "report_access", "question": "How can customers obtain reports?", "support": "supported", "answer": "ISO PDF is public and downloadable through Trust Center. Eight AI-provider processing summaries are request-only and were not requested.", "evidenceIds": [ "omnifact:omnifact:trust" ] }, { "id": "pentest", "question": "Are independent penetration test summaries available?", "support": "partial", "answer": "DPA states annual external pentests with remediation; actual report/period/summary was not verified.", "evidenceIds": [ "omnifact:omnifact:dpa" ] } ], "limitations": [ "pentest: DPA states annual external pentests with remediation; actual report/period/summary was not verified.", "Unverified soc2, c5, other_certifications: No Omnifact-specific SOC2 type/period, C5, ISO27701/42001 or TISAX attestation was verified." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:iso", "omnifact:omnifact:trust", "omnifact:omnifact:dpa" ] }, { "productId": "open-webui", "claimId": "open-webui:DATA-07", "verificationStatus": "not-published", "support": "not-published", "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.", "availability": null, "delivery": null, "scope": null, "questions": [], "limitations": [], "checkedAt": null, "crossCheckedAt": null, "nextCheckAt": null, "evidenceIds": [] } ] }, { "id": "DATA-08", "title": "Encryption and key control", "group": { "id": 6, "name": "Data protection and sovereignty" }, "judgment": "Record encryption at rest and in transit, customer-managed keys (BYOK/HYOK), key location, and private networking (private link, IP allow-lists, VPN).", "questions": [ { "id": "encryption_at_rest", "question": "Is data encrypted at rest?" }, { "id": "customer_managed_keys", "question": "Can the customer manage or hold the keys?" }, { "id": "private_networking", "question": "Is private connectivity or IP restriction available?" }, { "id": "tenant_isolation", "question": "How are customers separated in shared SaaS?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:DATA-08", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "AES256/TLS and logical tenant separation are documented; customer-held keys remain unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "encryption_at_rest", "question": "Is data encrypted at rest?", "support": "supported", "answer": "DPA requires AES256 at rest for Postgre SQL, Blob Storage and other persistent Azure services; HTTPS/TLS in transit.", "evidenceIds": [ "omnifact:omnifact:dpa" ] }, { "id": "customer_managed_keys", "question": "Can the customer manage or hold the keys?", "support": "unknown", "answer": "Can the customer manage or hold the keys? Unknown. No customer-managed/held encryption-key configuration was established; sovereignty discussion does not establish key-management functionality.", "evidenceIds": [] }, { "id": "private_networking", "question": "Is private connectivity or IP restriction available?", "support": "partial", "answer": "Vendor internal services use NSGs/Private Endpoints and NetBird JIT VPN for privileged production access; public app is Cloudflare-fronted. A customer private-link/IP-allowlist option was not established.", "evidenceIds": [ "omnifact:omnifact:dpa" ] }, { "id": "tenant_isolation", "question": "How are customers separated in shared SaaS?", "support": "supported", "answer": "Organization-scoped data/roles, separate production/development/test Azure environments, no customer data in tests. This is logical tenant separation.", "evidenceIds": [ "omnifact:omnifact:dpa" ] } ], "limitations": [ "private_networking: Vendor internal services use NSGs/Private Endpoints and NetBird JIT VPN for privileged production access; public app is Cloudflare-fronted. A customer private-link/IP-allowlist option was not established.", "Unverified customer_managed_keys: No customer-managed/held encryption-key configuration was established; sovereignty discussion does not establish key-management functionality." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:dpa" ] }, { "productId": "open-webui", "claimId": "open-webui:DATA-08", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Encryption and private networking are operator responsibilities; product flags do not remove host-operator access.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "encryption_at_rest", "question": "Is data encrypted at rest?", "support": "partial", "answer": "The privacy guide recommends encrypted PostgreSQL volumes/backups or encrypted SQLite filesystems. SQLCipher is explicitly unsupported since v0.9.0. It is not automatic application-level encryption of all content.", "evidenceIds": [ "open-webui:open-webui:privacy" ] }, { "id": "customer_managed_keys", "question": "Can the customer manage or hold the keys?", "support": "partial", "answer": "The customer can operate infrastructure encryption keys. A product HYOK/key-escrow protocol was not established.", "evidenceIds": [ "open-webui:open-webui:privacy" ] }, { "id": "private_networking", "question": "Is private connectivity or IP restriction available?", "support": "supported", "answer": "The application and local services can run inside customer networks and disconnected environments; TLS/reverse-proxy setup remains operator work.", "evidenceIds": [ "open-webui:open-webui:privacy", "open-webui:open-webui:offline" ] }, { "id": "tenant_isolation", "question": "How are customers separated in shared SaaS?", "support": "unknown", "answer": "tenant_isolation: How are customers separated in shared SaaS? Shared vendor SaaS tenant isolation was not established for the scoped customer-operated product.", "evidenceIds": [] } ], "limitations": [ "encryption_at_rest: The privacy guide recommends encrypted PostgreSQL volumes/backups or encrypted SQLite filesystems. SQLCipher is explicitly unsupported since v0.9.0. It is not automatic application-level encryption of all content.", "customer_managed_keys: The customer can operate infrastructure encryption keys. A product HYOK/key-escrow protocol was not established.", "tenant_isolation: How are customers separated in shared SaaS? Shared vendor SaaS tenant isolation was not established for the scoped customer-operated product." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:privacy", "open-webui:open-webui:offline" ] } ] }, { "id": "DATA-09", "title": "Professional secrecy", "group": { "id": 6, "name": "Data protection and sovereignty" }, "judgment": "For professional secrecy holders (Berufsgeheimnisträger: lawyers, doctors, auditors, tax advisers) under § 203 StGB (DE) and Art. 321 StGB (CH), record whether the vendor signs a contractual secrecy undertaking or a § 203 agreement that binds its staff and its sub-processors; whether this comes as a dedicated offering or a paid add-on, and on which plan; who can access content in plain text (vendor staff, sub-processors, model providers); and the documentation provided. A DPA or a no-training clause alone is not a secrecy undertaking. Banking secrecy and FINMA outsourcing belong to DATA-06, not here. Record contract facts, not a legal assessment.", "questions": [ { "id": "secrecy_undertaking", "question": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff?" }, { "id": "subprocessor_coverage", "question": "Does the undertaking extend to its sub-processors, and is that documented?" }, { "id": "secrecy_offering", "question": "Is it a dedicated offering or add-on, and on which plan?" }, { "id": "content_access", "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?" }, { "id": "secrecy_documentation", "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:DATA-09", "verificationStatus": "not-published", "support": "not-published", "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.", "availability": null, "delivery": null, "scope": null, "questions": [], "limitations": [], "checkedAt": null, "crossCheckedAt": null, "nextCheckAt": null, "evidenceIds": [] }, { "productId": "open-webui", "claimId": "open-webui:DATA-09", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "The self-hosted content-access boundary is documented. A vendor secrecy undertaking under § 203 StGB or Art. 321 StGB, its staff/sub-processor coverage and any plan-specific offering remain unverified.", "availability": "unknown", "delivery": "unknown", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; standard self-hosted server and separately described Enterprise support", "plan": "Standard branded self-hosted use; Enterprise licensing/support checked separately, with no professional-secrecy contract or add-on verified", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected application/model infrastructure; no DE/CH secrecy-contract variant or vendor/support access jurisdiction verified", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "secrecy_undertaking", "question": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff?", "support": "unknown", "answer": "The public Enterprise, support, security and law-firm pages did not establish a signed or signable professional-secrecy undertaking binding Open WebUI staff. No § 203 StGB / Art. 321 StGB agreement was obtained; informational security guidance is not recorded as one.", "evidenceIds": [ "open-webui:open-webui:enterprise", "open-webui:open-webui:secrecy-support" ] }, { "id": "subprocessor_coverage", "question": "Does the undertaking extend to its sub-processors, and is that documented?", "support": "unknown", "answer": "No professional-secrecy undertaking or annex identifying covered sub-processors and their secrecy obligations was found in the reviewed public materials. Customer-selected hosting, model and support arrangements need their own document review.", "evidenceIds": [] }, { "id": "secrecy_offering", "question": "Is it a dedicated offering or add-on, and on which plan?", "support": "unknown", "answer": "Enterprise licensing and advisory support are documented, but their public descriptions did not establish a professional-secrecy package, paid add-on, eligible plan or contractual scope. No sales contact was made.", "evidenceIds": [ "open-webui:open-webui:enterprise", "open-webui:open-webui:secrecy-support" ] }, { "id": "content_access", "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?", "support": "partial", "answer": "For self-hosted AI chats, Open WebUI documents the running application, live-query database administrators, host/backup operators and configured external model providers as part of the content-access boundary. Admin UI restrictions and at-rest encryption do not exclude those operators. The law-firm page says self-hosted data is not sent to Open WebUI as a managed service; vendor support grants, sub-processor staff permissions and provider human access were not verified for a concrete deployment.", "evidenceIds": [ "open-webui:open-webui:secrecy-access", "open-webui:open-webui:secrecy-legal" ] }, { "id": "secrecy_documentation", "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?", "support": "unknown", "answer": "The law-firm page provides general deployment/privacy guidance and links US ABA materials. No product-scoped DE/CH secrecy contract template, staff/sub-processor annex or professional-body confirmation was located in the reviewed public pages or targeted searches.", "evidenceIds": [ "open-webui:open-webui:secrecy-legal" ] } ], "limitations": [ "The secrecy undertaking, sub-processor coverage, offering and professional-secrecy-specific documentation remain unknown.", "content_access: A concrete deployment, support-access grant, sub-processor permissions and model-provider staff access were not audited.", "Technical data controls, a DPA, privacy wording and no-training statements do not establish the requested contractual undertaking. No legal compliance assessment is made." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:enterprise", "open-webui:open-webui:secrecy-support", "open-webui:open-webui:secrecy-access", "open-webui:open-webui:secrecy-legal" ] } ] }, { "id": "VEN-01", "title": "Pricing model and list prices", "group": { "id": 7, "name": "Commercials and vendor" }, "judgment": "Record pricing unit (per seat, per active user, usage-based, platform fee, hybrid), list prices per plan in original currency with date, included usage and credits, add-on prices (connectors, agents, image generation) and overage rates. Cite public prices or dated quotes. Per-seat versus usage is a fact, not a quality judgment.", "questions": [ { "id": "pricing_unit", "question": "What is the pricing unit?" }, { "id": "list_prices", "question": "What are list prices per plan, with date and currency?" }, { "id": "included_usage", "question": "What usage is included?" }, { "id": "add_ons", "question": "Which features cost extra?" }, { "id": "overage", "question": "What do usage beyond limits and premium models cost?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:VEN-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Pro costs EUR25/user/month annually up to50users. Its binding credit currency/value and recharge tariff remain unknown; Enterprise Gateway costs are outside this offer.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro hosted workspace up to50users; Enterprise/API Gateway quote and markup excluded", "addOns": [ "Optional Academy separately quoted; Enterprise terms require separate offer" ], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "pricing_unit", "question": "What is the pricing unit?", "support": "supported", "answer": "Pro uses named seats with monthly or annual billing and pooled premium-model credit; this finding covers the hosted Chat/Spaces subscription.", "evidenceIds": [ "omnifact:omnifact:pricing-rev2", "omnifact:omnifact:billing" ] }, { "id": "list_prices", "question": "What are list prices per plan, with date and currency?", "support": "partial", "answer": "Checked2026-10-21: Pro EUR25/user/month billed annually, advertised16% discount versus monthly. Exact monthly rate was not verified. Pro up to50 users; Enterprise custom with unlimited team size. VAT excluded under terms.", "evidenceIds": [ "omnifact:omnifact:pricing-rev2", "omnifact:omnifact:terms" ] }, { "id": "included_usage", "question": "What usage is included?", "support": "partial", "answer": "Unknown applicable monetary allowance currency/value for the contract: pricing statesEUR5/user/month while Billing usesUSD5 examples. Pooling, monthly expiry and continued base-tier access subject to fair-use limits are documented, but no definitive currency-denominated allowance is asserted.", "evidenceIds": [ "omnifact:omnifact:pricing-rev2", "omnifact:omnifact:billing" ] }, { "id": "add_ons", "question": "Which features cost extra?", "support": "partial", "answer": "Academy training is separately quoted. Enterprise is a separate custom offer adding SSO/SCIM, BYOK/self-hosted models, analytics and custom deployment/SLA. No Enterprise Gateway markup is applied to Pro Chat/Spaces pricing.", "evidenceIds": [ "omnifact:omnifact:pricing-rev2" ] }, { "id": "overage", "question": "What do usage beyond limits and premium models cost?", "support": "partial", "answer": "The Pro billing guide directs admins to discuss additional credits; a public recharge tariff was not established. Base-tier chat remains available after included premium credit is used subject to usage limits. Enterprise Gateway billing/markup is outside this Pro finding.", "evidenceIds": [ "omnifact:omnifact:billing", "omnifact:omnifact:pricing-rev2", "omnifact:omnifact:limits" ] } ], "limitations": [ "Pro Chat/Spaces pricing is not mixed with Enterprise Gateway billing. The conflicting credit examples remain a named allowance gap." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:pricing-rev2", "omnifact:omnifact:billing", "omnifact:omnifact:terms", "omnifact:omnifact:limits", "omnifact:omnifact:users", "omnifact:omnifact:gateway", "omnifact:omnifact:developer" ] }, { "productId": "open-webui", "claimId": "open-webui:VEN-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Branding-intact standard use is free; Enterprise and external infrastructure/model services cost separately.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "pricing_unit", "question": "What is the pricing unit?", "support": "supported", "answer": "Standard software use has no per-seat fee with original branding intact. Enterprise rights/support are separately licensed.", "evidenceIds": [ "open-webui:open-webui:enterprise" ] }, { "id": "list_prices", "question": "What are list prices per plan, with date and currency?", "support": "partial", "answer": "Standard internal use is listed as Free on 2026-10-21. No numeric Enterprise tariff was published in the reviewed offer.", "evidenceIds": [ "open-webui:open-webui:enterprise" ] }, { "id": "included_usage", "question": "What usage is included?", "support": "supported", "answer": "A software licence does not supply model inference or hosting; customers configure those services.", "evidenceIds": [ "open-webui:open-webui:enterprise", "open-webui:open-webui:provider" ] }, { "id": "add_ons", "question": "Which features cost extra?", "support": "partial", "answer": "Branding changes outside licence exceptions and enterprise-exclusive offerings such as Terminals require Enterprise rights; service rates were not established.", "evidenceIds": [ "open-webui:open-webui:enterprise", "open-webui:open-webui:terms" ] }, { "id": "overage", "question": "What do usage beyond limits and premium models cost?", "support": "partial", "answer": "External providers charge under their own accounts; no universal Open WebUI inference overage tariff applies to standard self-hosting.", "evidenceIds": [ "open-webui:open-webui:provider", "open-webui:open-webui:enterprise" ] } ], "limitations": [ "list_prices: Standard internal use is listed as Free on 2026-10-21. No numeric Enterprise tariff was published in the reviewed offer.", "add_ons: Branding changes outside licence exceptions and enterprise-exclusive offerings such as Terminals require Enterprise rights; service rates were not established.", "overage: External providers charge under their own accounts; no universal Open WebUI inference overage tariff applies to standard self-hosting." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:enterprise", "open-webui:open-webui:provider", "open-webui:open-webui:terms" ] } ] }, { "id": "VEN-02", "title": "Scenario cost", "group": { "id": 7, "name": "Commercials and vendor" }, "judgment": "Price three workloads for 12 months: 200, 1,000 and 5,000 users with a disclosed light/regular/power usage mix, in CHF and EUR excluding VAT. Include licences, platform fees, add-ons, model usage and, for self-hosted options, a stated operating assumption. Separate fixed, variable, included and unknown costs. No invented discounts.", "questions": [ { "id": "cost_200", "question": "Year-one cost at 200 users?" }, { "id": "cost_1000", "question": "Year-one cost at 1,000 users?" }, { "id": "cost_5000", "question": "Year-one cost at 5,000 users?" }, { "id": "variable_share", "question": "Which part depends on usage?" }, { "id": "unknown_parts", "question": "Which costs could not be priced?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:VEN-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Shared v1.4 costs remain unknown for200/1000/5000 users because all exceed the50-seat Pro cap.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "cost_200", "question": "Year-one cost at 200 users?", "support": "unknown", "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. Unknown for 200 users:Pro caps50 users,so Enterprise licence,allowance and deployment/support quote are required. No quote requested; do not extrapolate EUR25 Pro rate. ALM-14 shared cost assumptions v1.4, 2026-10-21:12 months at public list prices, excluding VAT and invented discounts.60% light at100 messages/user/month,30% regular at400,10% power at1500;3000 input+600 output tokens/message including retrieval context,weighted330 messages and0.99M input/0.198M output per seat/month. Use this token mix only where usage is billed separately. Unknown quoted components remain unknown. ECB2026-10-20 EUR1=USD1.1215=CHF0.9237; USD1=EUR0.89166206. Retrieved2026-10-21.", "evidenceIds": [ "omnifact:omnifact:pricing", "omnifact:omnifact:ecb-fx" ] }, { "id": "cost_1000", "question": "Year-one cost at 1,000 users?", "support": "unknown", "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. Unknown for 1000 users:Pro caps50 users,so Enterprise licence,allowance and deployment/support quote are required. No quote requested; do not extrapolate EUR25 Pro rate. ALM-14 shared cost assumptions v1.4, 2026-10-21:12 months at public list prices, excluding VAT and invented discounts.60% light at100 messages/user/month,30% regular at400,10% power at1500;3000 input+600 output tokens/message including retrieval context,weighted330 messages and0.99M input/0.198M output per seat/month. Use this token mix only where usage is billed separately. Unknown quoted components remain unknown. ECB2026-10-20 EUR1=USD1.1215=CHF0.9237; USD1=EUR0.89166206. Retrieved2026-10-21.", "evidenceIds": [ "omnifact:omnifact:pricing", "omnifact:omnifact:ecb-fx" ] }, { "id": "cost_5000", "question": "Year-one cost at 5,000 users?", "support": "unknown", "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. Unknown for 5000 users:Pro caps50 users,so Enterprise licence,allowance and deployment/support quote are required. No quote requested; do not extrapolate EUR25 Pro rate. ALM-14 shared cost assumptions v1.4, 2026-10-21:12 months at public list prices, excluding VAT and invented discounts.60% light at100 messages/user/month,30% regular at400,10% power at1500;3000 input+600 output tokens/message including retrieval context,weighted330 messages and0.99M input/0.198M output per seat/month. Use this token mix only where usage is billed separately. Unknown quoted components remain unknown. ECB2026-10-20 EUR1=USD1.1215=CHF0.9237; USD1=EUR0.89166206. Retrieved2026-10-21.", "evidenceIds": [ "omnifact:omnifact:pricing", "omnifact:omnifact:ecb-fx" ] }, { "id": "variable_share", "question": "Which part depends on usage?", "support": "partial", "answer": "Enterprise base,pooled credit allowance,model/route rates,additional credits and Gateway markup are unknown. Quote base plus usage beyond included credit plus deployment/services; convert known EUR components at0.9237 CHF/EUR. No substitute vendor tariff/model assumed.", "evidenceIds": [ "omnifact:omnifact:pricing", "omnifact:omnifact:gateway", "omnifact:omnifact:billing", "omnifact:omnifact:ecb-fx" ] }, { "id": "unknown_parts", "question": "Which costs could not be priced?", "support": "supported", "answer": "Enterprise seat/volume rate,minimum spend,credit allowance,recharge tariff,model/route rates,Gateway markup percentage,private hosting and Academy service fees are unknown.", "evidenceIds": [ "omnifact:omnifact:pricing", "omnifact:omnifact:gateway", "omnifact:omnifact:billing" ] } ], "limitations": [ "ALM-14 shared cost assumptions v1.4, 2026-10-21:12 months at public list prices, excluding VAT and invented discounts.60% light at100 messages/user/month,30% regular at400,10% power at1500;3000 input+600 output tokens/message including retrieval context,weighted330 messages and0.99M input/0.198M output per seat/month. Use this token mix only where usage is billed separately. Unknown quoted components remain unknown.", "ECB2026-10-20 EUR1=USD1.1215=CHF0.9237; USD1=EUR0.89166206. Retrieved2026-10-21." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:pricing", "omnifact:omnifact:ecb-fx", "omnifact:omnifact:gateway", "omnifact:omnifact:billing" ] }, { "productId": "open-webui", "claimId": "open-webui:VEN-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21: zero standard licence plus a disclosed Swiss infrastructure/operations and direct-BYO-model budget. Annual CHF/EUR figures are floors plus named unknown costs.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [ "Analyst-selected direct OpenAI API proxy, not a bundled model", "Assumed operations staffing; optional commercial services excluded" ], "deploymentMode": "customer-cloud", "region": "Azure Switzerland North for the reference application infrastructure; standard OpenAI API inference has no Swiss/EU residency assumption", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "cost_200", "question": "Year-one cost at 200 users?", "support": "partial", "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. 200 users, 12 months excluding VAT: from CHF 34778.28 / EUR 37651.06 plus unpriced items. Includes zero standard-software licence, reference infrastructure EUR 4749.26, operations CHF 30000.00, and BYO model usage USD 475.20. This is an assumption-based budget floor, not a vendor quote or validated capacity plan.", "evidenceIds": [ "open-webui:open-webui:enterprise", "open-webui:open-webui:cost-vm", "open-webui:open-webui:cost-pg", "open-webui:open-webui:cost-fx", "open-webui:open-webui:cost-model", "open-webui:open-webui:cost-effort" ] }, { "id": "cost_1000", "question": "Year-one cost at 1,000 users?", "support": "partial", "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. 1,000 users, 12 months excluding VAT: from CHF 88600.40 / EUR 95919.02 plus unpriced items. Includes zero standard-software licence, reference infrastructure EUR 12605.23, operations CHF 75000.00, and BYO model usage USD 2376.00. This is an assumption-based budget floor, not a vendor quote or validated capacity plan.", "evidenceIds": [ "open-webui:open-webui:enterprise", "open-webui:open-webui:cost-vm", "open-webui:open-webui:cost-pg", "open-webui:open-webui:cost-fx", "open-webui:open-webui:cost-model", "open-webui:open-webui:cost-effort" ] }, { "id": "cost_5000", "question": "Year-one cost at 5,000 users?", "support": "partial", "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. 5,000 users, 12 months excluding VAT: from CHF 189541.24 / EUR 205197.83 plus unpriced items. Includes zero standard-software licence, reference infrastructure EUR 32214.49, operations CHF 150000.00, and BYO model usage USD 11880.00. This is an assumption-based budget floor, not a vendor quote or validated capacity plan.", "evidenceIds": [ "open-webui:open-webui:enterprise", "open-webui:open-webui:cost-vm", "open-webui:open-webui:cost-pg", "open-webui:open-webui:cost-fx", "open-webui:open-webui:cost-model", "open-webui:open-webui:cost-effort" ] }, { "id": "variable_share", "question": "Which part depends on usage?", "support": "partial", "answer": "Shared mix is 60% light at 100, 30% regular at 400 and 10% power at 1,500 messages/user/month, or 330 weighted messages. Each message is 3,000 input and 600 output tokens. Direct BYO proxy is gpt-6-luna, reasoning effort none, Standard short-context uncached rates USD 0.10/0.50 per million input/output tokens. It costs USD 2.376/user/year before optional tools, embedding, caching or regional processing. This proxy is an analyst assumption, not the product default.", "evidenceIds": [ "open-webui:open-webui:cost-model", "open-webui:open-webui:cost-effort" ] }, { "id": "unknown_parts", "question": "Which costs could not be priced?", "support": "partial", "answer": "Unpriced additions are file/object storage beyond the assumed 500 GB PostgreSQL storage, VM OS/data disks, backup excess, egress/load balancers, Redis or additional database services, high availability, embeddings, OCR, search, audio/images, integration work and optional commercial services. Open WebUI Enterprise, branding rights outside standard exceptions and Terminals production licences are quote-only. The shared VM/PG sizes have not been load-tested and do not replace each product’s documented runtime dependencies.", "evidenceIds": [ "open-webui:open-webui:cost-vm", "open-webui:open-webui:cost-pg", "open-webui:open-webui:enterprise" ] } ], "limitations": [ "ALM-14 shared cost assumptions v1.4, 2026-10-21 are analyst inputs, not vendor sizing or an uptime promise.", "The budget is a floor because named infrastructure and service costs are unpriced." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:enterprise", "open-webui:open-webui:cost-vm", "open-webui:open-webui:cost-pg", "open-webui:open-webui:cost-fx", "open-webui:open-webui:cost-model", "open-webui:open-webui:cost-effort" ] } ] }, { "id": "VEN-03", "title": "Evaluation access", "group": { "id": 7, "name": "Commercials and vendor" }, "judgment": "Distinguish free tier, self-serve trial, sales-led pilot, paid proof of concept and open-source self-install. Record card requirement, duration, seat limit, and which features (SSO, connectors, admin) the trial includes. Map which shared scenarios can be run without sales approval.", "questions": [ { "id": "free_tier", "question": "Is there a free tier for business use?" }, { "id": "self_serve_trial", "question": "Is a self-serve business trial available?" }, { "id": "trial_scope", "question": "Do trials include SSO, connectors and admin features?" }, { "id": "sales_gate", "question": "Does meaningful evaluation require sales contact?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:VEN-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Ten-day no-card Pro trial is self-serve; enterprise setup is gated.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "free_tier", "question": "Is there a free tier for business use?", "support": "partial", "answer": "Time-limited free trial; billing requires a paid subscription afterward. No permanent business free tier established.", "evidenceIds": [ "omnifact:omnifact:pricing", "omnifact:omnifact:billing" ] }, { "id": "self_serve_trial", "question": "Is a self-serve business trial available?", "support": "supported", "answer": "Ten-day trial, no credit card, teams up to50 users via account signup.", "evidenceIds": [ "omnifact:omnifact:pricing" ] }, { "id": "trial_scope", "question": "Do trials include SSO, connectors and admin features?", "support": "partial", "answer": "Pro chat, Spaces, Privacy Filter and platform access advertised; terms call trial scope limited. Enterprise SSO/SCIM/BYOK/private deployment and support-enabled APIs are not established trial entitlements.", "evidenceIds": [ "omnifact:omnifact:pricing", "omnifact:omnifact:terms", "omnifact:omnifact:developer" ] }, { "id": "sales_gate", "question": "Does meaningful evaluation require sales contact?", "support": "partial", "answer": "Base Pro trial is self-serve; Enterprise quotes, SSO and advanced API activation require vendor interaction. No vendor contact was made.", "evidenceIds": [ "omnifact:omnifact:pricing", "omnifact:omnifact:users", "omnifact:omnifact:developer" ] } ], "limitations": [ "free_tier: Time-limited free trial; billing requires a paid subscription afterward. No permanent business free tier established.", "trial_scope: Pro chat, Spaces, Privacy Filter and platform access advertised; terms call trial scope limited. Enterprise SSO/SCIM/BYOK/private deployment and support-enabled APIs are not established trial entitlements.", "sales_gate: Base Pro trial is self-serve; Enterprise quotes, SSO and advanced API activation require vendor interaction. No vendor contact was made." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:pricing", "omnifact:omnifact:billing", "omnifact:omnifact:terms", "omnifact:omnifact:developer", "omnifact:omnifact:users" ] }, { "productId": "open-webui", "claimId": "open-webui:VEN-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Standard self-installation permits evaluation without sales contact; Enterprise rights and services have a separate sales path.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "free_tier", "question": "Is there a free tier for business use?", "support": "supported", "answer": "The current enterprise page permits free standard use with branding intact, including organizations.", "evidenceIds": [ "open-webui:open-webui:enterprise" ] }, { "id": "self_serve_trial", "question": "Is a self-serve business trial available?", "support": "partial", "answer": "Docker/Python self-installation is available without a licence payment or trial clock; it is an install path rather than a vendor-operated business trial.", "evidenceIds": [ "open-webui:open-webui:quickstart", "open-webui:open-webui:enterprise" ] }, { "id": "trial_scope", "question": "Do trials include SSO, connectors and admin features?", "support": "supported", "answer": "Self-hosted authentication, administration and knowledge features can be configured for evaluation with the customer’s own infrastructure and credentials.", "evidenceIds": [ "open-webui:open-webui:quickstart", "open-webui:open-webui:sso", "open-webui:open-webui:knowledge" ] }, { "id": "sales_gate", "question": "Does meaningful evaluation require sales contact?", "support": "partial", "answer": "Standard self-install evaluation is possible without sales. Enterprise licensing is offered to registered entities via the sales path.", "evidenceIds": [ "open-webui:open-webui:enterprise" ] } ], "limitations": [ "self_serve_trial: Docker/Python self-installation is available without a licence payment or trial clock; it is an install path rather than a vendor-operated business trial.", "sales_gate: Standard self-install evaluation is possible without sales. Enterprise licensing is offered to registered entities via the sales path." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:enterprise", "open-webui:open-webui:quickstart", "open-webui:open-webui:sso", "open-webui:open-webui:knowledge" ] } ] }, { "id": "VEN-04", "title": "Contract terms and pricing transparency", "group": { "id": 7, "name": "Commercials and vendor" }, "judgment": "Record minimum seats or commitment, contract length, monthly versus annual billing, price-change rules, cancellation and downgrade terms, and invoicing in CHF/EUR. Classify pricing as transparent, partially specified, quote-only or unknown, naming the missing fields. Quote-only pricing is a disclosed constraint.", "questions": [ { "id": "minimum_commitment", "question": "What seat or spend minimum applies?" }, { "id": "contract_length", "question": "What contract lengths are offered?" }, { "id": "cancellation", "question": "How can the contract be cancelled or reduced?" }, { "id": "local_invoicing", "question": "Can it be invoiced in CHF or EUR from a European entity?" }, { "id": "transparency_class", "question": "Is pricing transparent, partial, quote-only or unknown?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:VEN-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Pro monthly/annual terms are public; Enterprise minimum and CHF invoicing are unknown.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "minimum_commitment", "question": "What seat or spend minimum applies?", "support": "partial", "answer": "Pro maximum 50 users, Enterprise no team-size cap; public Enterprise minimum seat/spend and private-deployment minimum not established.", "evidenceIds": [ "omnifact:omnifact:pricing" ] }, { "id": "contract_length", "question": "What contract lengths are offered?", "support": "supported", "answer": "Monthly/annual terms; Enterprise flexible agreement. Annual renews yearly, monthly renews monthly.", "evidenceIds": [ "omnifact:omnifact:pricing", "omnifact:omnifact:terms" ] }, { "id": "cancellation", "question": "How can the contract be cancelled or reduced?", "support": "supported", "answer": "Annual notice three months before term end; monthly cancel for following month; text/email accepted. Seat removal gives prorated credit on next invoice per billing doc.", "evidenceIds": [ "omnifact:omnifact:terms", "omnifact:omnifact:billing" ] }, { "id": "local_invoicing", "question": "Can it be invoiced in CHF or EUR from a European entity?", "support": "partial", "answer": "Omnifact Gmb H Frankfurt invoices EUR public prices, supports invoice/SEPA and payment within 14 days. CHF billing not established.", "evidenceIds": [ "omnifact:omnifact:pricing", "omnifact:omnifact:terms", "omnifact:omnifact:imprint" ] }, { "id": "transparency_class", "question": "Is pricing transparent, partial, quote-only or unknown?", "support": "partial", "answer": "Partial: public Pro price/credits/team cap but Enterprise, deployment, additional credits and services quote-only; Gateway markup not quantified.", "evidenceIds": [ "omnifact:omnifact:pricing", "omnifact:omnifact:gateway" ] } ], "limitations": [ "minimum_commitment: Pro maximum 50 users, Enterprise no team-size cap; public Enterprise minimum seat/spend and private-deployment minimum not established.", "local_invoicing: Omnifact Gmb H Frankfurt invoices EUR public prices, supports invoice/SEPA and payment within 14 days. CHF billing not established.", "transparency_class: Partial: public Pro price/credits/team cap but Enterprise, deployment, additional credits and services quote-only; Gateway markup not quantified." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:pricing", "omnifact:omnifact:terms", "omnifact:omnifact:billing", "omnifact:omnifact:imprint", "omnifact:omnifact:gateway" ] }, { "productId": "open-webui", "claimId": "open-webui:VEN-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Standard-use licence terms are public; Enterprise pricing and negotiated contract details remain quote-only.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "minimum_commitment", "question": "What seat or spend minimum applies?", "support": "partial", "answer": "No paid standard-use seat commitment is listed. The 50-user rolling window is a branding exception, not a cap on branded deployment size; Enterprise is available to registered entities.", "evidenceIds": [ "open-webui:open-webui:license-pin", "open-webui:open-webui:enterprise" ] }, { "id": "contract_length", "question": "What contract lengths are offered?", "support": "unknown", "answer": "contract_length: What contract lengths are offered? Enterprise duration, monthly/annual billing, cancellation, price-change clauses and CHF/EUR invoicing from a European entity were not established.", "evidenceIds": [] }, { "id": "cancellation", "question": "How can the contract be cancelled or reduced?", "support": "unknown", "answer": "cancellation: How can the contract be cancelled or reduced? Enterprise duration, monthly/annual billing, cancellation, price-change clauses and CHF/EUR invoicing from a European entity were not established.", "evidenceIds": [] }, { "id": "local_invoicing", "question": "Can it be invoiced in CHF or EUR from a European entity?", "support": "unknown", "answer": "local_invoicing: Can it be invoiced in CHF or EUR from a European entity? Enterprise duration, monthly/annual billing, cancellation, price-change clauses and CHF/EUR invoicing from a European entity were not established.", "evidenceIds": [] }, { "id": "transparency_class", "question": "Is pricing transparent, partial, quote-only or unknown?", "support": "supported", "answer": "Standard-use licence is disclosed; Enterprise price and service terms are quote-only in the reviewed public offer.", "evidenceIds": [ "open-webui:open-webui:enterprise" ] } ], "limitations": [ "minimum_commitment: No paid standard-use seat commitment is listed. The 50-user rolling window is a branding exception, not a cap on branded deployment size; Enterprise is available to registered entities.", "contract_length: What contract lengths are offered? Enterprise duration, monthly/annual billing, cancellation, price-change clauses and CHF/EUR invoicing from a European entity were not established.", "cancellation: How can the contract be cancelled or reduced? Enterprise duration, monthly/annual billing, cancellation, price-change clauses and CHF/EUR invoicing from a European entity were not established.", "local_invoicing: Can it be invoiced in CHF or EUR from a European entity? Enterprise duration, monthly/annual billing, cancellation, price-change clauses and CHF/EUR invoicing from a European entity were not established." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:license-pin", "open-webui:open-webui:enterprise" ] } ] }, { "id": "VEN-05", "title": "Source licence", "group": { "id": 7, "name": "Commercials and vendor" }, "judgment": "Record licence per component (client, server, connectors, hosted extensions) and revision. Distinguish OSI open source, source-available with restrictions (branding clauses, user caps), and closed. Repository visibility is not a licence classification. Licences change between releases: record the current terms, and never carry a fork's historical licence over to the upstream product or the reverse.", "questions": [ { "id": "licence_type", "question": "Which licence applies to each component?" }, { "id": "branding_restrictions", "question": "Do licence terms restrict branding or user counts?" }, { "id": "enterprise_features_closed", "question": "Are enterprise features in a separate closed edition?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:VEN-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Platform is proprietary; four inspected public integration/client components have MIT licences.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web", "api", "cli", "widget" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro/Enterprise hosted licence; separately MIT-licensed client/integration tools at pinned revisions; API enablement required", "addOns": [ "Customer-run CLI/widget tools; Published Spaces/API access and resource permissions as needed" ], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" }, { "id": "api", "name": "Omnifact Published Spaces, Public API and Enterprise AI Gateway", "type": "api" }, { "id": "cli", "name": "Omnifact document/chat CLI and XWiki sync", "type": "cli" }, { "id": "widget", "name": "Omnifact example embeddable widget", "type": "browser-widget" } ] }, "questions": [ { "id": "licence_type", "question": "Which licence applies to each component?", "support": "supported", "answer": "Terms grant contract-term nontransferable/non-sublicensable software use; platform source excluded unless expressly agreed. CLI, widget, n8n nodes and XWiki sync carry MIT licences at pinned commits; these do not license the hosted platform.", "evidenceIds": [ "omnifact:omnifact:terms", "omnifact:omnifact:cli-licence-rev2", "omnifact:omnifact:widget-licence-rev2", "omnifact:omnifact:n8n-nodes-omnifact-licence-rev2", "omnifact:omnifact:xwiki-sync-licence-rev2" ] }, { "id": "branding_restrictions", "question": "Do licence terms restrict branding or user counts?", "support": "partial", "answer": "Platform use limited to agreed user count/own business personnel. Widget can theme colors/title under MIT notice obligations; MIT integrations do not impose seat limits. Platform branding-removal rules were not fully established.", "evidenceIds": [ "omnifact:omnifact:terms", "omnifact:omnifact:widget-rev2", "omnifact:omnifact:widget-licence-rev2" ] }, { "id": "enterprise_features_closed", "question": "Are enterprise features in a separate closed edition?", "support": "partial", "answer": "Enterprise is a commercial feature/deployment tier; no open-core platform edition was established. Source may be included by separate agreement under terms3.3.", "evidenceIds": [ "omnifact:omnifact:pricing-rev2", "omnifact:omnifact:terms" ] } ], "limitations": [ "Client/integration capabilities are documented in pinned README/licence files, not implementation-inspected or tested; they do not license the hosted platform." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:terms", "omnifact:omnifact:cli-licence-rev2", "omnifact:omnifact:widget-licence-rev2", "omnifact:omnifact:n8n-nodes-omnifact-licence-rev2", "omnifact:omnifact:xwiki-sync-licence-rev2", "omnifact:omnifact:widget-rev2", "omnifact:omnifact:pricing-rev2" ] }, { "productId": "open-webui", "claimId": "open-webui:VEN-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "The core server at v0.12.3 uses a licence with branding restrictions. The separate Desktop v0.0.20 repository distributes GNU AGPL v3. Terminals and proprietary Enterprise component terms remain unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web", "desktop" ], "version": "Core v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60; Desktop v0.0.20 / 601137c5dec2967cfe173a6bf071fbbb460852be", "plan": "Pinned core server and Desktop component licences only; no executed Enterprise agreement or pinned Terminals licence verified", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" }, { "id": "desktop", "name": "Open WebUI Desktop native distribution (Early Alpha)", "type": "desktop" } ] }, "questions": [ { "id": "licence_type", "question": "Which licence applies to each component?", "support": "partial", "answer": "Core v0.12.3 is distributed under the Open WebUI License with branding conditions, so its source availability has restrictions. The separate Desktop v0.0.20 LICENSE is GNU AGPL version 3. Other component licences were not established by these two texts.", "evidenceIds": [ "open-webui:open-webui:license-pin", "open-webui:open-webui:desktop-license-r2" ] }, { "id": "branding_restrictions", "question": "Do licence terms restrict branding or user counts?", "support": "supported", "answer": "Core LICENSE clause 4 restricts branding changes, with exceptions for no more than 50 natural-person users in a rolling 30 days, specific prior written permission, or an executed Enterprise licence expressly permitting changes. It does not impose a 50-user cap on branded use. This answer follows that pinned text, not the FAQ contribution qualifier.", "evidenceIds": [ "open-webui:open-webui:license-pin" ] }, { "id": "enterprise_features_closed", "question": "Are enterprise features in a separate closed edition?", "support": "unknown", "answer": "The core text mentions an Enterprise branding-permission exception but does not establish a separate closed edition or Terminals production terms. No relevant pinned Terminals component licence or executed Enterprise contract was reviewed; those details remain unknown.", "evidenceIds": [] } ], "limitations": [ "The claim follows pinned component licence texts and excludes unverified Enterprise/Terminals feature-licensing assertions.", "No executed branding exception or proprietary Enterprise agreement was reviewed." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:license-pin", "open-webui:open-webui:desktop-license-r2" ] } ] }, { "id": "VEN-06", "title": "Data export and exit", "group": { "id": 7, "name": "Commercials and vendor" }, "judgment": "Record admin export of chats, assistants, knowledge bases, prompts and audit logs, formats, export completeness, user self-export, and what survives contract end. Run an admin export on a trial. Exported chats alone do not make assistants and knowledge portable.", "questions": [ { "id": "chat_export", "question": "Can admins export all chats?" }, { "id": "assistant_export", "question": "Can assistants and prompts be exported in a reusable format?" }, { "id": "knowledge_export", "question": "Can knowledge bases and their sources be exported?" }, { "id": "export_format", "question": "Are formats documented and machine-readable?" }, { "id": "post_termination_window", "question": "How long can data be retrieved after termination?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:VEN-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "DPA promises data handover; documented APIs do not establish a complete workspace export.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web", "api", "cli", "widget" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro/Enterprise hosted licence; separately MIT-licensed client/integration tools at pinned revisions; API enablement required", "addOns": [ "Customer-run CLI/widget tools; Published Spaces/API access and resource permissions as needed" ], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" }, { "id": "api", "name": "Omnifact Published Spaces, Public API and Enterprise AI Gateway", "type": "api" }, { "id": "cli", "name": "Omnifact document/chat CLI and XWiki sync", "type": "cli" }, { "id": "widget", "name": "Omnifact example embeddable widget", "type": "browser-widget" } ] }, "questions": [ { "id": "chat_export", "question": "Can admins export all chats?", "support": "unknown", "answer": "Can admins export all chats? Unknown. No admin export-all-chats or reusable complete Space/agent/prompt export was established. No exit fixture was run.", "evidenceIds": [] }, { "id": "assistant_export", "question": "Can assistants and prompts be exported in a reusable format?", "support": "unknown", "answer": "Can assistants and prompts be exported in a reusable format? Unknown. No admin export-all-chats or reusable complete Space/agent/prompt export was established. No exit fixture was run.", "evidenceIds": [] }, { "id": "knowledge_export", "question": "Can knowledge bases and their sources be exported?", "support": "partial", "answer": "Documents API/CLI list metadata and manage Space files, while native generated files download. Full original-source, index and ACL export bundle was not established.", "evidenceIds": [ "omnifact:omnifact:api-docs", "omnifact:omnifact:cli-rev2", "omnifact:omnifact:documents" ] }, { "id": "export_format", "question": "Are formats documented and machine-readable?", "support": "partial", "answer": "Document metadata via JSON; native outputs DOCX/XLSX/PPTX and chart images. Widget stores only its own conversation in browser local Storage; this is not an admin export of platform chats.", "evidenceIds": [ "omnifact:omnifact:api-docs", "omnifact:omnifact:documents", "omnifact:omnifact:widget-rev2" ] }, { "id": "post_termination_window", "question": "How long can data be retrieved after termination?", "support": "partial", "answer": "DPA9.2 requires handover or approved destruction at completion/end; no guaranteed post-termination self-service download window specified. TOM gives30-day support organization deletion.", "evidenceIds": [ "omnifact:omnifact:dpa-rev2" ] } ], "limitations": [ "Client/integration capabilities are documented in pinned README/licence files, not implementation-inspected or tested; they do not license the hosted platform." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:api-docs", "omnifact:omnifact:cli-rev2", "omnifact:omnifact:documents", "omnifact:omnifact:widget-rev2", "omnifact:omnifact:dpa-rev2" ] }, { "productId": "open-webui", "claimId": "open-webui:VEN-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "User chats, admin chat records and model definitions have machine-readable export paths. Knowledge ZIP export converts source files to text.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "chat_export", "question": "Can admins export all chats?", "support": "supported", "answer": "Users export their history as JSON. The pinned admin all/db route returns database chat records if ENABLE_ADMIN_EXPORT is enabled.", "evidenceIds": [ "open-webui:open-webui:export", "open-webui:open-webui:chats-pin" ] }, { "id": "assistant_export", "question": "Can assistants and prompts be exported in a reusable format?", "support": "partial", "answer": "Models have JSON export/import and sync APIs. Full portability of all bound tools, skills, external secrets and shared prompts was not tested.", "evidenceIds": [ "open-webui:open-webui:api" ] }, { "id": "knowledge_export", "question": "Can knowledge bases and their sources be exported?", "support": "partial", "answer": "Admins can export a knowledge base as ZIP containing .txt conversions. Original binary fidelity and full index/configuration restoration were not established.", "evidenceIds": [ "open-webui:open-webui:knowledge" ] }, { "id": "export_format", "question": "Are formats documented and machine-readable?", "support": "supported", "answer": "Chat/model JSON schemas and APIs and knowledge text ZIP output are documented.", "evidenceIds": [ "open-webui:open-webui:export", "open-webui:open-webui:api", "open-webui:open-webui:knowledge" ] }, { "id": "post_termination_window", "question": "How long can data be retrieved after termination?", "support": "unknown", "answer": "post_termination_window: How long can data be retrieved after termination? No admin export fixture or Enterprise post-termination retrieval period was tested/reviewed; customer-owned backups remain the operator’s responsibility.", "evidenceIds": [] } ], "limitations": [ "assistant_export: Models have JSON export/import and sync APIs. Full portability of all bound tools, skills, external secrets and shared prompts was not tested.", "knowledge_export: Admins can export a knowledge base as ZIP containing .txt conversions. Original binary fidelity and full index/configuration restoration were not established.", "post_termination_window: How long can data be retrieved after termination? No admin export fixture or Enterprise post-termination retrieval period was tested/reviewed; customer-owned backups remain the operator’s responsibility." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:export", "open-webui:open-webui:chats-pin", "open-webui:open-webui:api", "open-webui:open-webui:knowledge" ] } ] }, { "id": "VEN-07", "title": "Support and service levels", "group": { "id": 7, "name": "Commercials and vendor" }, "judgment": "Record support channels, languages (German, French, Italian), hours and time zone, local or regional presence, documented response times, uptime SLA and credits, public status page and incident history. Popularity is not a reliability score.", "questions": [ { "id": "support_channels", "question": "Which support channels are available on each plan?" }, { "id": "support_languages", "question": "Is support available in German, French or Italian?" }, { "id": "regional_presence", "question": "Is there a DACH or Swiss entity, team or partner?" }, { "id": "uptime_sla", "question": "Is there an uptime SLA with credits?" }, { "id": "status_page", "question": "Is there a public status page with history?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:VEN-07", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Pro email support and Enterprise custom support are documented; a single applicable platform uptime SLA remains unknown.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro published support terms; Enterprise support and negotiated SLA only under its contract", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "support_channels", "question": "Which support channels are available on each plan?", "support": "partial", "answer": "Pro pricing promises email within 24 hours; terms process M–F usually09–17 and answer within one working day. Enterprise dedicated support/account manager/custom SLA; timezone not specified in terms.", "evidenceIds": [ "omnifact:omnifact:pricing-rev2", "omnifact:omnifact:terms" ] }, { "id": "support_languages", "question": "Is support available in German, French or Italian?", "support": "unknown", "answer": "Is support available in German, French or Italian? Unknown. No verified public incident-history status page or contracted DE/FR/IT support-language matrix was located; status.omnifact.ai did not resolve.", "evidenceIds": [] }, { "id": "regional_presence", "question": "Is there a DACH or Swiss entity, team or partner?", "support": "partial", "answer": "Omnifact Gmb H Frankfurt, Germany; pricing also mentions German and US service teams. No Swiss entity established.", "evidenceIds": [ "omnifact:omnifact:imprint", "omnifact:omnifact:pricing-rev2" ] }, { "id": "uptime_sla", "question": "Is there an uptime SLA with credits?", "support": "unknown", "answer": "Unknown applicable end-to-end service guarantee. Terms7.3 specify99.5% annual pure-network availability while DPA TOM states99.9% system availability, and Enterprise offers a custom SLA. No order-form/service mapping or fixed credit schedule was retrieved, so no single platform SLA is asserted.", "evidenceIds": [] }, { "id": "status_page", "question": "Is there a public status page with history?", "support": "unknown", "answer": "Is there a public status page with history? Unknown. No verified public incident-history status page or contracted DE/FR/IT support-language matrix was located; status.omnifact.ai did not resolve.", "evidenceIds": [] } ], "limitations": [ "Network and system availability percentages are not interchangeable. Enterprise SLA terms require the actual contract." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:pricing-rev2", "omnifact:omnifact:terms", "omnifact:omnifact:imprint", "omnifact:omnifact:dpa-rev2" ] }, { "productId": "open-webui", "claimId": "open-webui:VEN-07", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Enterprise support advertises dedicated channels, account management and engineering office hours; public response/credit terms were not established.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "support_channels", "question": "Which support channels are available on each plan?", "support": "supported", "answer": "Enterprise customers can obtain dedicated support channels and an account manager; community development/support uses public GitHub and community channels.", "evidenceIds": [ "open-webui:open-webui:support", "open-webui:open-webui:roadmap" ] }, { "id": "support_languages", "question": "Is support available in German, French or Italian?", "support": "unknown", "answer": "support_languages: Is support available in German, French or Italian? DE/FR/IT support coverage, support hours/time zone, CH/DACH contracting/partner presence and a product status-history page were not established in the support/enterprise and roadmap pass.", "evidenceIds": [] }, { "id": "regional_presence", "question": "Is there a DACH or Swiss entity, team or partner?", "support": "unknown", "answer": "regional_presence: Is there a DACH or Swiss entity, team or partner? DE/FR/IT support coverage, support hours/time zone, CH/DACH contracting/partner presence and a product status-history page were not established in the support/enterprise and roadmap pass.", "evidenceIds": [] }, { "id": "uptime_sla", "question": "Is there an uptime SLA with credits?", "support": "partial", "answer": "The support page refers to negotiated SLAs, but publishes no reviewed uptime percentage, response commitment or service-credit schedule.", "evidenceIds": [ "open-webui:open-webui:support" ] }, { "id": "status_page", "question": "Is there a public status page with history?", "support": "unknown", "answer": "status_page: Is there a public status page with history? DE/FR/IT support coverage, support hours/time zone, CH/DACH contracting/partner presence and a product status-history page were not established in the support/enterprise and roadmap pass.", "evidenceIds": [] } ], "limitations": [ "support_languages: Is support available in German, French or Italian? DE/FR/IT support coverage, support hours/time zone, CH/DACH contracting/partner presence and a product status-history page were not established in the support/enterprise and roadmap pass.", "regional_presence: Is there a DACH or Swiss entity, team or partner? DE/FR/IT support coverage, support hours/time zone, CH/DACH contracting/partner presence and a product status-history page were not established in the support/enterprise and roadmap pass.", "uptime_sla: The support page refers to negotiated SLAs, but publishes no reviewed uptime percentage, response commitment or service-credit schedule.", "status_page: Is there a public status page with history? DE/FR/IT support coverage, support hours/time zone, CH/DACH contracting/partner presence and a product status-history page were not established in the support/enterprise and roadmap pass." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:support", "open-webui:open-webui:roadmap" ] } ] }, { "id": "VEN-08", "title": "Onboarding, training and adoption", "group": { "id": 7, "name": "Commercials and vendor" }, "judgment": "Record vendor-led onboarding, admin training, end-user training (live, e-learning, languages), use-case libraries, champion programmes, change-management materials and their cost. Distinguish included services from paid professional services and partner offerings.", "questions": [ { "id": "onboarding_service", "question": "Is guided onboarding included?" }, { "id": "user_training", "question": "Is end-user training offered, in which languages?" }, { "id": "use_case_library", "question": "Are role-based use cases and templates provided?" }, { "id": "adoption_programme", "question": "Is there a champion or adoption programme?" }, { "id": "service_cost", "question": "Which services cost extra?" } ], "products": [ { "productId": "omnifact", "claimId": "omnifact:VEN-08", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Pro has learning material/webinar; Enterprise workshops and Academy are tailored.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Pro Saa S up to50 users; Enterprise/BYOK/API options named per finding; unspecified entitlement where documentation does not map it", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Omnifact Azure Germany West Central/Frankfurt storage; model-specific EU/direct routes, not a universal processing residency promise", "os": [], "surfaces": [ { "id": "web", "name": "Omnifact hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "onboarding_service", "question": "Is guided onboarding included?", "support": "supported", "answer": "Pro onboarding documentation/e-learning and webinar; Enterprise custom onboarding/use-case workshops and account manager.", "evidenceIds": [ "omnifact:omnifact:pricing" ] }, { "id": "user_training", "question": "Is end-user training offered, in which languages?", "support": "partial", "answer": "Academy offers foundational/advanced courses, individual training and certificate options supporting AI literacy; complete delivery-language/volume entitlement not published.", "evidenceIds": [ "omnifact:omnifact:pricing" ] }, { "id": "use_case_library", "question": "Are role-based use cases and templates provided?", "support": "supported", "answer": "Space Starter templates include content creation, knowledge queries, professional development; release notes add meeting-minutes/mail-triage/helpdesk template previews.", "evidenceIds": [ "omnifact:omnifact:create", "omnifact:omnifact:changes" ] }, { "id": "adoption_programme", "question": "Is there a champion or adoption programme?", "support": "partial", "answer": "Enterprise rollout/admin enablement/use-case workshops and Academy strategy/governance workshops advertised; a formal champion programme was not established.", "evidenceIds": [ "omnifact:omnifact:home", "omnifact:omnifact:pricing" ] }, { "id": "service_cost", "question": "Which services cost extra?", "support": "partial", "answer": "Academy/additional training separately quoted; terms3.6 generally make installations, instruction/training chargeable under separate agreement.", "evidenceIds": [ "omnifact:omnifact:pricing", "omnifact:omnifact:terms" ] } ], "limitations": [ "user_training: Academy offers foundational/advanced courses, individual training and certificate options supporting AI literacy; complete delivery-language/volume entitlement not published.", "adoption_programme: Enterprise rollout/admin enablement/use-case workshops and Academy strategy/governance workshops advertised; a formal champion programme was not established.", "service_cost: Academy/additional training separately quoted; terms3.6 generally make installations, instruction/training chargeable under separate agreement." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "omnifact:omnifact:pricing", "omnifact:omnifact:create", "omnifact:omnifact:changes", "omnifact:omnifact:home", "omnifact:omnifact:terms" ] }, { "productId": "open-webui", "claimId": "open-webui:VEN-08", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Enterprise guidance includes onboarding and engineering advice. Paid hands-on implementation and training terms need separate scoping.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "plan": "Standard self-hosted with original branding intact; Enterprise only where explicitly stated", "addOns": [], "deploymentMode": "on-premise", "region": "Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "onboarding_service", "question": "Is guided onboarding included?", "support": "partial", "answer": "Enterprise account management advertises onboarding guidance, with package inclusion and cost unspecified.", "evidenceIds": [ "open-webui:open-webui:support" ] }, { "id": "user_training", "question": "Is end-user training offered, in which languages?", "support": "unknown", "answer": "user_training: Is end-user training offered, in which languages? No vendor training languages/curriculum, champion programme or priced change-management package was established.", "evidenceIds": [] }, { "id": "use_case_library", "question": "Are role-based use cases and templates provided?", "support": "partial", "answer": "Documentation provides assistant examples and Open Terminal use cases. A full workforce training/adoption curriculum was not established.", "evidenceIds": [ "open-webui:open-webui:models", "open-webui:open-webui:terminal" ] }, { "id": "adoption_programme", "question": "Is there a champion or adoption programme?", "support": "unknown", "answer": "adoption_programme: Is there a champion or adoption programme? No vendor training languages/curriculum, champion programme or priced change-management package was established.", "evidenceIds": [] }, { "id": "service_cost", "question": "Which services cost extra?", "support": "partial", "answer": "Enterprise support is separately arranged; the team describes guidance rather than implementation services and recommends a systems integrator or internal team for hands-on work. Public rates were not established.", "evidenceIds": [ "open-webui:open-webui:support" ] } ], "limitations": [ "onboarding_service: Enterprise account management advertises onboarding guidance, with package inclusion and cost unspecified.", "user_training: Is end-user training offered, in which languages? No vendor training languages/curriculum, champion programme or priced change-management package was established.", "use_case_library: Documentation provides assistant examples and Open Terminal use cases. A full workforce training/adoption curriculum was not established.", "adoption_programme: Is there a champion or adoption programme? No vendor training languages/curriculum, champion programme or priced change-management package was established.", "service_cost: Enterprise support is separately arranged; the team describes guidance rather than implementation services and recommends a systems integrator or internal team for hands-on work. Public rates were not established." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "open-webui:open-webui:support", "open-webui:open-webui:models", "open-webui:open-webui:terminal" ] } ] } ], "sources": [ { "id": "omnifact:omnifact:models", "productId": "omnifact", "kind": "vendor-claimed", "url": "https://omnifact.ai/models", "title": "Models: All Leading AI Models on One Platform – Omnifact", "locator": "OpenAI, Anthropic, Google and Mistral tables", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Current catalogue lists model families, tiers and EU/global region flags." }, { "id": "omnifact:omnifact:select", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/platform/core-features/chats/model-selection", "title": "Selecting an AI Model - Omnifact", "locator": "Model selector, effort and reasoning trace", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Manual model picker shows provider/model/region and reasoning effort; browser stores per-model effort." }, { "id": "omnifact:omnifact:files", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/platform/core-features/chats/attaching-documents", "title": "Attaching Documents & Images - Omnifact", "locator": "Formats, input limits and privacy", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Attachments have type-specific limits and media bypasses text filtering." }, { "id": "omnifact:omnifact:pricing-rev2", "productId": "omnifact", "kind": "vendor-claimed", "url": "https://omnifact.ai/pricing", "title": "Pricing Plans – Omnifact", "locator": "Pro/Enterprise tier table, annual price and credit footnote", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Pro is EUR25/user/month annually up to50users. Enterprise adds BYOK/self-hosted models, analytics, SSO and custom SLA. The page is not used to establish an eligible Gateway markup or reconcile conflicting credit examples." }, { "id": "omnifact:omnifact:providers-rev2", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/platform/team-administration/providers", "title": "Providers - Omnifact", "locator": "Supported Providers and Enterprise-only Bring Your Own Key", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Customer keys, custom OpenAI-compatible endpoints and self-hosted model connections require Enterprise BYOK; managed model access is separate." }, { "id": "omnifact:omnifact:groups-rev2", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/platform/team-administration/groups", "title": "Group Management - Omnifact", "locator": "Execute code (Experimental), tool controls and security note", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The Python/code execution tool is explicitly Experimental, has internet access and bypasses the Privacy Filter for sandbox inputs." }, { "id": "omnifact:omnifact:dpa-rev2", "productId": "omnifact", "kind": "documented", "url": "https://omnifact.ai/dpa", "title": "Data Processing Agreement – Omnifact", "locator": "Sections6.3,9.2/9.3; Annex3 deletion and backups; Annex4 subprocessor terms", "sourceDate": "2026-04-21", "retrievedAt": "2026-10-21", "finding": "DPA states return/approved destruction at contract end, distinct support-request deletion within30days, backup schedules and30-day subprocessor-change notice. This does not resolve runtime/plan-specific implementation or a complete current supplier mapping." }, { "id": "open-webui:open-webui:provider", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/getting-started/quick-start/connect-a-provider/", "title": "Connect local and cloud models", "locator": "How it works; Cloud Providers; Local Servers", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Administrators connect model endpoints; the selected endpoint determines inference location, including for attached context." }, { "id": "open-webui:open-webui:compat", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/getting-started/quick-start/connect-a-provider/starting-with-openai-compatible/", "title": "OpenAI-compatible providers", "locator": "Provider configuration and provider examples", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The guide documents compatible cloud gateways and local inference servers, with provider-specific capability differences." }, { "id": "open-webui:open-webui:rag", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/features/chat-conversations/rag/", "title": "Retrieval augmented generation", "locator": "Embedding support; Citations; Google Drive integration; per-file retrieval mode", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Document retrieval uses configured embeddings and chunks or full context, with citations and a Google Drive file picker." }, { "id": "open-webui:open-webui:extraction", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/features/chat-conversations/rag/document-extraction/", "title": "Document extraction", "locator": "Available extraction methods; temporary chat limitation", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Configurable extraction engines can process scanned documents; browser-only temporary extraction has format limitations." }, { "id": "omnifact:omnifact:changes", "productId": "omnifact", "kind": "documented", "url": "https://omnifact.ai/release-notes", "title": "Release Notes – Omnifact", "locator": "October–May2026 and earlier entries", "sourceDate": "2026-10-20", "retrievedAt": "2026-10-21", "finding": "Dated release notes through October 20 add models, agents, code, MCP, groups and 2FA." }, { "id": "omnifact:omnifact:blog", "productId": "omnifact", "kind": "documented", "url": "https://omnifact.ai/blog", "title": "Blog – Omnifact", "locator": "Current dated feature drops", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Feature announcements include Gemini4Argon October 13 and integrations October 6." }, { "id": "open-webui:open-webui:openai", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/getting-started/quick-start/connect-a-provider/starting-with-openai/", "title": "OpenAI and Azure OpenAI connections", "locator": "Azure OpenAI tab; Advanced Configuration", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Customers configure their own OpenAI keys or Azure endpoint, deployment IDs and API version." }, { "id": "open-webui:open-webui:releases", "productId": "open-webui", "kind": "documented", "url": "https://github.com/open-webui/open-webui/releases/tag/v0.12.3", "title": "Open WebUI release notes", "locator": "v0.12.3, 2026-10-16; v0.12.2; v0.12.1", "sourceDate": "2026-10-16", "retrievedAt": "2026-10-21", "finding": "Dated releases document shipped changes, including v0.12.3 Drive scope reduction and encrypted private-channel chats." }, { "id": "omnifact:omnifact:terms", "productId": "omnifact", "kind": "documented", "url": "https://omnifact.ai/terms", "title": "Terms of Service – Omnifact", "locator": "Sections3/6–8/10–11/14–18", "sourceDate": "2024-08-01", "retrievedAt": "2026-10-21", "finding": "Terms define proprietary rights,99.5% annual network availability, support and cancellation." }, { "id": "omnifact:omnifact:providers", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/platform/team-administration/providers", "title": "Providers - Omnifact", "locator": "Supported Providers, BYOK and connection management", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Enterprise BYOK supports direct providers, Azure/Vertex and custom OpenAI-compatible endpoints." }, { "id": "omnifact:omnifact:model-settings", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/platform/team-administration/models", "title": "Model Management - Omnifact", "locator": "Availability, Image Models and Model Providers", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Model enablement applies to chat, Published Spaces and Gateway; image defaults and tiers are configurable." }, { "id": "open-webui:open-webui:models", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/features/workspace/models/", "title": "Models workspace", "locator": "Presets; Access; Builtin Tools; System prompts", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Model presets combine instructions, model, knowledge, tools and skills, with access grants and saved versions." }, { "id": "open-webui:open-webui:enterprise", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/enterprise/", "title": "Open WebUI for enterprise", "locator": "Licence requirements; Deployment; Support", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Branding-intact internal use is free; enterprise branding rights, support and exclusive offerings require a separate licence." }, { "id": "omnifact:omnifact:pricing", "productId": "omnifact", "kind": "vendor-claimed", "url": "https://omnifact.ai/pricing", "title": "Pricing Plans – Omnifact", "locator": "Pro, Enterprise, comparison and footnote1", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Pro annual EUR25 includes pooled EUR5 monthly AI credits per seat up to50 users; Enterprise and Academy are quoted." }, { "id": "open-webui:open-webui:memory", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/features/chat-conversations/memory/", "title": "Memory and personalization", "locator": "Manual management; Administrative controls; Privacy", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Users manage persistent memories; administrators can disable the feature or restrict groups, including server-side use." }, { "id": "open-webui:open-webui:offline", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/tutorials/maintenance/offline-mode/", "title": "Run Open WebUI offline", "locator": "Local prerequisites; disabled online functionality; verification", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Disconnected operation requires prepared local models, embeddings and extraction; internet APIs and tools remain external dependencies." }, { "id": "omnifact:omnifact:dpa", "productId": "omnifact", "kind": "documented", "url": "https://omnifact.ai/dpa", "title": "Data Processing Agreement – Omnifact", "locator": "Sections1/6/9/11, Annex1, TOMs2.1–2.10 and Annex4", "sourceDate": "2026-04-21", "retrievedAt": "2026-10-21", "finding": "DPA includes Frankfurt infrastructure/TOMs, retention, audit requirements and approved subprocessors." }, { "id": "omnifact:omnifact:groups", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/platform/team-administration/groups", "title": "Group Management - Omnifact", "locator": "Group types, SCIM, permissions and sharing", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Additive groups govern capabilities, model tiers, US routes and filter exemptions; Enterprise SCIM mirrors groups." }, { "id": "omnifact:omnifact:gateway", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/platform/team-administration/ai-gateway", "title": "AI Gateway - Omnifact", "locator": "Prerequisites, EU routes, constraints, billing and errors", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Enterprise opt-in OpenAI-compatible gateway uses eu/ routing and hard credit enforcement; V1 lacks tools/structured output." }, { "id": "omnifact:omnifact:published", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/platform/team-administration/published-spaces", "title": "Published Spaces - Omnifact", "locator": "Activation, model management and security", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Support-enabled Published Space APIs disable the Privacy Filter and use secret endpoint URLs." }, { "id": "omnifact:omnifact:chat", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/platform/core-features/chats/introduction", "title": "Introduction to Chats - Omnifact", "locator": "Features, quotas and message limits", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Chat retains conversations and supports document output, sources and daily message quotas." }, { "id": "omnifact:omnifact:limits", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/guides/troubleshooting/usage-and-credits", "title": "AI Credits and Usage Limits - Omnifact", "locator": "Credit exhaustion and fallback models", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Exhausted monthly credits fall back in chat; Gateway blocks all calls without base fallback." }, { "id": "open-webui:open-webui:knowledge", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/features/workspace/knowledge/", "title": "Knowledge bases and document chat", "locator": "Retrieval modes; Sharing; Syncing; Export; API", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Persistent knowledge bases support scoped access, model attachment, incremental directory sync and admin text-file ZIP export." }, { "id": "open-webui:open-webui:groups", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/features/authentication-access/rbac/groups/", "title": "Groups", "locator": "Additive permissions; Resource Access; Nested Groups", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "User and group grants control resources; permissions accumulate across groups rather than deny access." }, { "id": "open-webui:open-webui:privacy", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/security/chat-data-privacy-and-encryption/", "title": "Chat data privacy and encryption", "locator": "Controls by concern; encryption; operators; model providers", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The deployer controls storage, encryption, logs, backups and provider connections; product admin restrictions do not prevent host-operator access." }, { "id": "open-webui:open-webui:r4-filter-implementation", "productId": "open-webui", "kind": "source-inspected", "url": "https://github.com/open-webui/open-webui/blob/33c1978d5bad52a31df75ea55143025dfad18d16/backend/open_webui/utils/filter.py", "title": "Open WebUI v0.12.4 filter implementation", "locator": "process_filter_function; process_filter_functions; inlet exception propagation", "sourceDate": "2026-10-25", "retrievedAt": "2026-10-26", "finding": "The backend dispatches installed filter handlers with user context and propagates inlet failures. It does not itself provide a configured recurring quota or managed PII policy.", "commit": "33c1978d5bad52a31df75ea55143025dfad18d16", "path": "backend/open_webui/utils/filter.py" }, { "id": "open-webui:open-webui:r4-rate-limit-example", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/features/extensibility/plugin/functions/filter/", "title": "Open WebUI filter functions", "locator": "Example: Rate Limiting for All Requests", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "The official optional Python example counts requests per user and raises at its configurable per-minute threshold. This sample uses in-process state and is not an enabled product-wide quota or monetary budget." }, { "id": "omnifact:omnifact:documents", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/platform/core-features/chats/document-creation", "title": "Document Creation - Omnifact", "locator": "Document types, editing, formulas and sandbox", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Isolated Python code creates XLSX/DOCX/PPTX/charts with internet egress and group controls." }, { "id": "omnifact:omnifact:uploads", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/platform/core-features/spaces/managing-uploaded-files", "title": "Managing Uploaded Files - Omnifact", "locator": "Processing, deletion and FAQ", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Space file pipeline uses Tika OCR, chunking, embeddings and summaries; documents can be deleted permanently." }, { "id": "omnifact:omnifact:retrieval", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/platform/core-features/spaces/uploaded-files-retrieval", "title": "Uploaded Files Retrieval - Omnifact", "locator": "Retrieval and source behavior", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Agents retrieve source passages under Space membership and show citations/progress; strict no-answer grounding is instructed." }, { "id": "open-webui:open-webui:env", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/reference/env-configuration/", "title": "Environment variable configuration", "locator": "RAG_FILE_MAX_SIZE; RAG_FILE_MAX_COUNT; RAG_ALLOWED_FILE_EXTENSIONS; audio; system prompt", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Administrators configure document limits, accepted extensions, audio engines and instance settings." }, { "id": "omnifact:omnifact:billing", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/platform/team-administration/billing", "title": "Billing & Usage - Omnifact", "locator": "Seat Management, Monthly Usage Credit and Plan Management", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Billing describes proration, pooled credit and plan changes but uses USD5 examples and5000-page Pro quota." }, { "id": "omnifact:omnifact:spaces", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/platform/core-features/spaces/introduction", "title": "What are Spaces? - Omnifact", "locator": "Concepts, benefits and examples", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Spaces persist instructions/knowledge and conversations with shared member access." }, { "id": "omnifact:omnifact:share", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/platform/core-features/spaces/sharing-spaces", "title": "Sharing Spaces with Colleagues - Omnifact", "locator": "Roles, group sharing and removal", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Organization users/groups share Spaces; group access is view-only and removal is immediate." }, { "id": "omnifact:omnifact:sync", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/platform/core-features/spaces/connected-sources", "title": "Connected Sources - Omnifact", "locator": "Setup, privacy and FAQ", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Connected sources index selected Drive/OneDrive/SharePoint folders every five minutes and remove deleted content next cycle." }, { "id": "omnifact:omnifact:integrations", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/platform/team-administration/integrations", "title": "Integrations - Omnifact", "locator": "Catalog, integration types and privacy", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Curated first-party MCP and document connectors use separate live-versus-indexed access patterns." }, { "id": "omnifact:omnifact:directory", "productId": "omnifact", "kind": "vendor-claimed", "url": "https://omnifact.ai/integrations/catalog", "title": "Integrations: Connect the Tools Your Team Uses – Omnifact", "locator": "Integration cards and custom MCP", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Current catalogue names cloud storage, Google, Atlassian, CRM, design, communications and developer systems." }, { "id": "omnifact:omnifact:xwiki-sync-rev2", "productId": "omnifact", "kind": "documented", "url": "https://github.com/OmnifactAI/omnifact-xwiki-sync/blob/599db2ec0c7f28ddb2a22c4a09a9242e5781316b/README.md", "title": "omnifact-xwiki-sync pinned README", "locator": "Pinned README.md documentation at commit 599db2ec0c7f28ddb2a22c4a09a9242e5781316b; retrieved with GitHub file connector", "sourceDate": "2026-08-25", "retrievedAt": "2026-10-21", "finding": "omnifact-xwiki-sync documents incremental XWiki page/attachment ingestion with delete propagation. This finding is documented at the pinned revision; no implementation behavior was tested or inspected." }, { "id": "omnifact:omnifact:mcp-rev2", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/platform/team-administration/mcp-servers", "title": "MCP Servers - Omnifact", "locator": "Per-tool policies, authentication and later tool refresh; initial discovery defaults excluded", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Tools have Always/Approval/Disable policies; Approval shows the request payload. Documentation conflicts on initial discovery defaults, which remain unknown." }, { "id": "open-webui:open-webui:onedrive", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/tutorials/integrations/onedrive-sharepoint/", "title": "OneDrive and SharePoint", "locator": "Work/school app registration; delegated API permissions; admin consent", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Users attach Microsoft files through a delegated file picker; the guide requires tenant app registration and admin consent." }, { "id": "open-webui:open-webui:sync", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/ecosystem/knowledge-base-sync/", "title": "Knowledge base sync, oikb", "locator": "Overview; connectors; scheduling; incremental sync", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The separate official CLI and daemon copies sources into Open WebUI knowledge bases and propagates changes during sync." }, { "id": "open-webui:open-webui:mcp", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/features/extensibility/mcp/", "title": "Model Context Protocol", "locator": "Streamable HTTP; Why admins only; Authentication modes", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Native remote MCP is administrator-configured Streamable HTTP with shared credentials or user OAuth modes." }, { "id": "open-webui:open-webui:sync-connectors-r2", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/ecosystem/knowledge-base-sync/", "title": "oikb connector credentials and deployment boundary", "locator": "Install; Sources and connectors: SharePoint, Microsoft Teams, Google Drive, Gmail; Access is your access", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The separate official oikb program lists Teams and Gmail with source credentials; it writes into knowledge bases using an Open WebUI user API key." }, { "id": "omnifact:omnifact:mcp", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/platform/team-administration/mcp-servers", "title": "MCP Servers - Omnifact", "locator": "Setup, policies, OAuth, approvals and privacy boundaries", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Remote MCP has personal OAuth/shared static credentials, per-tool Always/Approval/Disable policies and private-network restrictions." }, { "id": "omnifact:omnifact:account", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/platform/core-features/account-settings/user-profile-and-personalization", "title": "Account Settings - Omnifact", "locator": "Language Preferences and Personalization", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "English/German UI and persistent personal context/instructions are documented; personalization is unfiltered." }, { "id": "omnifact:omnifact:users", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/platform/team-administration/users", "title": "User Management - Omnifact", "locator": "Roles, statuses, lifecycle and SSO/SCIM", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "User roles and Enterprise SSO/SCIM automate lifecycle while locking manual changes." }, { "id": "omnifact:omnifact:create", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/platform/core-features/spaces/creating-spaces", "title": "Creating New Spaces - Omnifact", "locator": "Space Starters and configuration", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Users create custom Space agents with instructions and starter examples." }, { "id": "open-webui:open-webui:permissions", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/features/authentication-access/rbac/permissions/", "title": "Permissions", "locator": "Workspace and feature permission tables", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Feature and resource permissions cover models, knowledge, prompts, tools, search, images, files and memories." }, { "id": "omnifact:omnifact:images", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/platform/core-features/chats/image-generation", "title": "Image Generation - Omnifact", "locator": "Generation, reference images and gallery", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Images are generated/edited from references and retained in an Assets gallery." }, { "id": "omnifact:omnifact:web", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/platform/core-features/chats/web-search-browsing", "title": "Web Search and Browsing - Omnifact", "locator": "Search, privacy and limitations", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Web search displays citations and blocks queries with masked sensitive values." }, { "id": "open-webui:open-webui:tools", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/features/extensibility/plugin/tools/", "title": "Tools", "locator": "Native tools and OpenAPI; Tool call approval", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Tools may run through Python, OpenAPI or MCP, and an optional approval mode stops calls until the user allows or denies them." }, { "id": "open-webui:open-webui:approvals-r2", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/features/extensibility/plugin/tools/", "title": "Open WebUI experimental tool permissions", "locator": "Tool Approval: ENABLE_TOOL_PERMISSIONS, Full access, Ask for approval, Stop, saved/temporary chats and exceptions", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Tool Permissions is experimental and disabled by default; interactive approvals can wait, but automations and channel replies always use full access." }, { "id": "open-webui:open-webui:web", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/features/chat-conversations/web-search/", "title": "Web search", "locator": "Enabling and using web search; providers", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Search uses an administrator-configured provider and can add external sources to a conversation." }, { "id": "open-webui:open-webui:agent-search", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/features/chat-conversations/web-search/agentic-search/", "title": "Agentic web search and URL fetching", "locator": "Native function calling; search and fetch tools", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Tool-capable models can repeatedly search and fetch pages, with results and citations in the conversation." }, { "id": "omnifact:omnifact:n8n-nodes-omnifact-rev2", "productId": "omnifact", "kind": "documented", "url": "https://github.com/OmnifactAI/n8n-nodes-omnifact/blob/7a3947c620206d4e195064421db525aaa4dfb50a/README.md", "title": "n8n-nodes-omnifact pinned README", "locator": "Pinned README.md documentation at commit 7a3947c620206d4e195064421db525aaa4dfb50a; retrieved with GitHub file connector", "sourceDate": "2026-09-10", "retrievedAt": "2026-10-21", "finding": "n8n-nodes-omnifact documents n8n community nodes for Gateway/chat/documents. This finding is documented at the pinned revision; no implementation behavior was tested or inspected." }, { "id": "open-webui:open-webui:automation", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/features/chat-conversations/chat-features/automations/", "title": "Automations", "locator": "Schedules; Access Control; Runtime behavior", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Recurring prompts run on the customer server through the normal chat pipeline and remain private to their owner." }, { "id": "open-webui:open-webui:r4-event-dispatch", "productId": "open-webui", "kind": "source-inspected", "url": "https://github.com/open-webui/open-webui/blob/33c1978d5bad52a31df75ea55143025dfad18d16/backend/open_webui/events.py", "title": "Open WebUI v0.12.4 event dispatch", "locator": "build_event; dispatch_event_functions; EventFunctionSink", "sourceDate": "2026-10-25", "retrievedAt": "2026-10-26", "finding": "Configured Event functions receive published system events and can run developer-written handlers. Event payload field sanitization is not a general prompt/file PII detection service.", "commit": "33c1978d5bad52a31df75ea55143025dfad18d16", "path": "backend/open_webui/events.py" }, { "id": "open-webui:open-webui:r4-incoming-channel-webhook", "productId": "open-webui", "kind": "source-inspected", "url": "https://github.com/open-webui/open-webui/blob/33c1978d5bad52a31df75ea55143025dfad18d16/backend/open_webui/routers/channels.py", "title": "Open WebUI v0.12.4 channel webhooks", "locator": "post_webhook_message, lines 2283-2361", "sourceDate": "2026-10-25", "retrievedAt": "2026-10-26", "finding": "A token-validated incoming webhook creates a channel message and publishes MESSAGE_CREATED with source channel_webhook. A configured Event handler can respond to this external input; no no-code workflow engine is implied.", "commit": "33c1978d5bad52a31df75ea55143025dfad18d16", "path": "backend/open_webui/routers/channels.py" }, { "id": "omnifact:omnifact:api-chat", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/api-reference/published-space-chat", "title": "Published Spaces Chat API - Omnifact", "locator": "Headers, responses and SSE events", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Published chat provides JSON/SSE and optional inline sources/agentic workflow headers." }, { "id": "omnifact:omnifact:stop", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/platform/core-features/chats/stopping-regenerating-responses", "title": "Stopping and Regenerating Responses - Omnifact", "locator": "How to Stop", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Send changes to a Stop button during response generation." }, { "id": "open-webui:open-webui:terminal", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/features/open-terminal/", "title": "Open Terminal", "locator": "Agent loop; Data analysis; Document processing", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The separately deployed Open Terminal gives agents file, shell and code tools, including analysis and chart creation." }, { "id": "omnifact:omnifact:developer", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/platform/team-administration/developer-tools", "title": "Developer Tools - Omnifact", "locator": "Activation and API key management", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "API enablement is gated and organization key regeneration/revocation is centralized." }, { "id": "omnifact:omnifact:api-docs", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/api-reference/documents", "title": "Documents API - Omnifact", "locator": "Endpoints and schema examples", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Document APIs upload/list/inspect/update/delete Space files asynchronously." }, { "id": "open-webui:open-webui:api", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/reference/api-endpoints/", "title": "API endpoints", "locator": "Authentication; chat completions; tools; files; models export", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Authenticated APIs expose chat, tool use, file ingestion, knowledge attachment and model configuration export." }, { "id": "open-webui:open-webui:hardening", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/getting-started/advanced-topics/hardening/", "title": "Hardening Open WebUI", "locator": "Audit logging; output; path filtering; reverse proxy", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Optional request logging has configurable bodies, path exclusions, file rotation and stdout output; deployment operators own log handling." }, { "id": "omnifact:omnifact:home", "productId": "omnifact", "kind": "vendor-claimed", "url": "https://omnifact.ai/", "title": "AI for the Public Sector & Regulated Industries – Omnifact", "locator": "Product, governance and deployment overview", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Platform offers governed multi-model chat, Spaces, Privacy Filter and private deployment." }, { "id": "open-webui:open-webui:desktop-quickstart-r2", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/getting-started/quick-start/", "title": "Open WebUI Desktop installation route", "locator": "Desktop App section and production-install note", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Quick Start links the native desktop distribution as a route without Docker/manual setup and recommends Docker or Python for production." }, { "id": "open-webui:open-webui:desktop-readme-r2", "productId": "open-webui", "kind": "documented", "url": "https://raw.githubusercontent.com/open-webui/desktop/601137c5dec2967cfe173a6bf071fbbb460852be/README.md", "title": "Open WebUI Desktop v0.0.20 documentation", "locator": "Early Alpha; Download table; How It Works; System Requirements", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The pinned Desktop README labels the app Early Alpha, lists macOS/Windows/Linux installers and describes local execution or a connection to an existing server." }, { "id": "open-webui:open-webui:desktop-release-r2", "productId": "open-webui", "kind": "documented", "url": "https://api.github.com/repos/open-webui/desktop/releases/tags/v0.0.20", "title": "Open WebUI Desktop v0.0.20 release assets", "locator": "published_at; assets[].name; release body", "sourceDate": "2026-05-06", "retrievedAt": "2026-10-21", "finding": "The 2026-05-06 release includes macOS and Windows x64/ARM64 installers plus Linux packages; its notes describe a Linux blank-webview fix." }, { "id": "open-webui:open-webui:pwa-r2", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/getting-started/open-webui-as-app/", "title": "Open WebUI browser PWA installation", "locator": "Desktop browser installation; Android; iOS; notification limitation", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The web interface can also be installed as a desktop/mobile browser PWA; PWA notifications require it to stay open." }, { "id": "open-webui:open-webui:notes", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/features/notes/", "title": "Notes", "locator": "Rich editor; AI editing", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Notes provide rich text and Markdown editing with AI rewrites and full-content attachment to chats." }, { "id": "omnifact:omnifact:privacy", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/platform/team-administration/data-privacy", "title": "Data Privacy - Omnifact", "locator": "Privacy Filter Control and boundaries", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Filter defaults on but MCP, code, image/audio paths bypass it; code sandbox has internet egress." }, { "id": "open-webui:open-webui:images", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/features/chat-conversations/image-generation-and-editing/", "title": "Image generation", "locator": "Provider list", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Image providers include OpenAI, Gemini, ComfyUI and AUTOMATIC1111." }, { "id": "open-webui:open-webui:image-usage", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/features/chat-conversations/image-generation-and-editing/usage/", "title": "Generate and edit images in chat", "locator": "Availability conditions; Editing; Compositing", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Image generation and editing require configured providers, feature permissions and model capability toggles." }, { "id": "open-webui:open-webui:voice", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/features/chat-conversations/chat-features/voice-mode/", "title": "Voice mode", "locator": "Standard mode; Realtime calls; Audio settings", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Voice mode combines configured STT and TTS or a separately configured OpenAI-compatible realtime service." }, { "id": "open-webui:open-webui:channels", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/features/channels/", "title": "Channels", "locator": "Shared channels and direct messages", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Channels support multi-person collaboration and AI participation, with channel access controls." }, { "id": "open-webui:open-webui:export", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/features/chat-conversations/data-controls/import-export/", "title": "Import and export", "locator": "Exporting all chats; JSON schema", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Users export their conversation history in documented JSON and can import compatible records." }, { "id": "open-webui:open-webui:i18n-pin", "productId": "open-webui", "kind": "source-inspected", "url": "https://raw.githubusercontent.com/open-webui/open-webui/91ea4e3421d1d8069f13d4a463fcb5986d94ea60/src/lib/i18n/locales/languages.json", "title": "Open WebUI locale registration", "locator": "src/lib/i18n/locales/languages.json, en-US, de-DE, fr-FR, it-IT entries", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The pinned client registers English, German, French and Italian interface locales; this does not establish translation quality.", "commit": "91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "path": "src/lib/i18n/locales/languages.json" }, { "id": "open-webui:open-webui:r4-german-admin-translations", "productId": "open-webui", "kind": "source-inspected", "url": "https://github.com/open-webui/open-webui/blob/33c1978d5bad52a31df75ea55143025dfad18d16/src/lib/i18n/locales/de-DE/translation.json", "title": "Open WebUI v0.12.4 German translations", "locator": "Admin Panel, Admin, Add User, Change User Role and settings entries", "sourceDate": "2026-10-25", "retrievedAt": "2026-10-26", "finding": "The distributed German translation file includes administrator and user-management labels. This establishes partial German admin localization, not completeness, naturalness or accessibility conformance.", "commit": "33c1978d5bad52a31df75ea55143025dfad18d16", "path": "src/lib/i18n/locales/de-DE/translation.json" }, { "id": "omnifact:omnifact:sso-blog", "productId": "omnifact", "kind": "documented", "url": "https://omnifact.ai/blog/feature-drop-introducing-sso", "title": "Single Sign-On (SSO) for Enterprise Authentication – Omnifact", "locator": "Setup, benefits and changes", "sourceDate": "2024-11-25", "retrievedAt": "2026-10-21", "finding": "Enterprise SAML2.0 supports optional SCIM, Id P policies and disabled email sign-in." }, { "id": "omnifact:omnifact:public-sector", "productId": "omnifact", "kind": "vendor-claimed", "url": "https://omnifact.ai/solutions/public-administration", "title": "GDPR-Compliant AI for Public Administration – Omnifact", "locator": "SSO, deployment and onboarding", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Public-sector page names Entra/Okta/Keycloak and Germany/municipal on-premise options." }, { "id": "omnifact:omnifact:auth", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/platform/core-features/account-settings/authentication", "title": "Authentication - Omnifact", "locator": "2FA setup and failure handling", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "TOTP, recovery codes and account/IP-specific throttling are described." }, { "id": "omnifact:omnifact:security-rev2", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/platform/team-administration/security-and-access", "title": "Security and Access - Omnifact", "locator": "SSO/SAML identity-provider authentication; native2FA tier not established", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "SSO/SAML users rely on identity-provider authentication and MFA and do not see native2FA setup. This does not establish nativeTOTP inclusion in a plan." }, { "id": "open-webui:open-webui:roles", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/features/authentication-access/rbac/roles/", "title": "Roles", "locator": "Admin; User; Pending; privacy controls", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Admins can manage the system and normally bypass resource grants; environment controls can restrict product-level chat access." }, { "id": "open-webui:open-webui:sso", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/features/authentication-access/auth/sso/", "title": "SSO, OAuth, OIDC and trusted header", "locator": "Provider setup; OAuth group management; account creation", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "OAuth/OIDC providers and trusted authentication proxies support account creation and login-time group synchronization." }, { "id": "open-webui:open-webui:mfa", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/features/authentication-access/mfa/", "title": "Two-factor sign-in", "locator": "Administrative configuration; OAuth bypass", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Built-in authenticator-based sign-in can be required, with explicit configuration for OAuth bypass." }, { "id": "open-webui:open-webui:scim", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/features/authentication-access/auth/scim/", "title": "SCIM 2.0 support", "locator": "Overview; User Operations; Deprovisioning; Group Operations", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "SCIM provisions users and groups; deactivation maps ordinary accounts to pending and ends live connections." }, { "id": "open-webui:open-webui:r7-scim-bearer-doc", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/features/authentication-access/auth/scim/", "title": "Open WebUI SCIM bearer authentication recheck", "locator": "Configuration; Environment Variables; SCIM API Configuration; Security Considerations", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "The guide configures SCIM through environment variables, including SCIM_ENABLED and SCIM_TOKEN bearer authentication. It documents no user-selectable token-scope control; account visibility rules are distinct from token scopes." }, { "id": "open-webui:open-webui:r7-scim-bearer-code", "productId": "open-webui", "kind": "source-inspected", "url": "https://github.com/open-webui/open-webui/blob/33c1978d5bad52a31df75ea55143025dfad18d16/backend/open_webui/routers/scim.py", "title": "Open WebUI v0.12.4 SCIM authentication", "locator": "get_scim_auth, lines 251-297", "sourceDate": "2026-10-25", "retrievedAt": "2026-10-26", "finding": "The pinned authentication function checks Bearer header format, whether SCIM is enabled, and a constant-time comparison with the configured SCIM_TOKEN. The inspected authentication path exposes no per-token selectable scopes.", "commit": "33c1978d5bad52a31df75ea55143025dfad18d16", "path": "backend/open_webui/routers/scim.py" }, { "id": "omnifact:omnifact:analytics-rev2", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/platform/team-administration/team-analytics", "title": "Analytics - Omnifact", "locator": "Analytics heading, date-range selector, summary cards, activity chart; HTTP200 re-read2026-10-21", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Enterprise dashboard presents daily active users and messages with date ranges and toggles; export and additional breakdowns are not established." }, { "id": "open-webui:open-webui:analytics", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/features/administration/analytics/", "title": "Analytics", "locator": "User and model tables; Group filters; Export; Privacy", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Admin analytics reports messages and provider-reported tokens by users, models and groups and exposes an export API." }, { "id": "open-webui:open-webui:security", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/enterprise/security/", "title": "Enterprise security", "locator": "Regulatory frameworks; data governance", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The page describes deployment controls and states that compliance responsibility remains with the deploying organization." }, { "id": "open-webui:open-webui:filter", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/features/extensibility/plugin/functions/filter/", "title": "Filter functions", "locator": "Filter lifecycle and extension examples", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Administrators can install custom Python filters in the model request path; behavior depends on the installed filter." }, { "id": "omnifact:omnifact:company", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/platform/team-administration/company-profile", "title": "Company Profile - Omnifact", "locator": "Team Description and company identity", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Company description and business context shape AI responses." }, { "id": "open-webui:open-webui:banners", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/features/administration/banners/", "title": "Customizable banners", "locator": "Configuration and dismissible banners", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Admins can display instance banners; a banner is not evidence of a mandatory recorded policy acknowledgement." }, { "id": "omnifact:omnifact:vertex", "productId": "omnifact", "kind": "vendor-claimed", "url": "https://omnifact.ai/blog/feature-drop-eu-data-residency-vertex-ai", "title": "EU Data Residency for Claude and Gemini via Google Cloud – Omnifact", "locator": "What is new, compliance and EU model configuration", "sourceDate": "2026-04-01", "retrievedAt": "2026-10-21", "finding": "Google/Anthropic EU via Google Cloud are advertised with zero retention and EU-only configuration." }, { "id": "omnifact:omnifact:trust-rev2", "productId": "omnifact", "kind": "documented", "url": "https://api.oneleet.com/api/v1/tenants/trust.omnifact.ai/trust", "title": "https://api.oneleet.com/api/v1/tenants/trust.omnifact.ai/trust", "locator": "Public JSON subprocessors, lastUpdatedAt; infrastructure/metadata roles distinguished", "sourceDate": "2026-10-21", "retrievedAt": "2026-10-21", "finding": "Public register lists Azure DE/NL/SE/IE infrastructure and Cloudflare EU/US edge metadata, plus model-provider routes; it is not a plan-specific processor/data-flow inventory." }, { "id": "open-webui:open-webui:quickstart", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/getting-started/quick-start/", "title": "Quick start", "locator": "Docker; pip; data volume", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The software is self-installable with Docker or Python and keeps state in customer-controlled storage." }, { "id": "omnifact:omnifact:gateway-web", "productId": "omnifact", "kind": "vendor-claimed", "url": "https://omnifact.ai/ai-gateway", "title": "AI Gateway: One API for Every Model – Omnifact", "locator": "Regional routing, budget and governance", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Gateway consumes organization budget, does not store payloads and requires ZDR-capable models for strict retention." }, { "id": "omnifact:omnifact:privacy-intro", "productId": "omnifact", "kind": "documented", "url": "https://docs.omnifact.ai/en/platform/core-features/privacy-security/introduction", "title": "Why Data Privacy Matters - Omnifact", "locator": "Privacy Commitment and FAQ", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Vendor explicitly excludes training its own models on customer data and distinguishes EU/self-hosted routes." }, { "id": "omnifact:omnifact:imprint", "productId": "omnifact", "kind": "documented", "url": "https://omnifact.ai/legal-notice", "title": "Legal Notice – Omnifact", "locator": "Company address and register", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Omnifact Gmb H is registered in Frankfurt, Germany, HRB131357." }, { "id": "omnifact:omnifact:dpa-de", "productId": "omnifact", "kind": "documented", "url": "https://omnifact.ai/de/dpa", "title": "Auftragsverarbeitungsvertrag – Omnifact", "locator": "Anlagen and main agreement", "sourceDate": "2026-04-21", "retrievedAt": "2026-10-21", "finding": "Binding German DPA confirms region, transfer, retention and processor terms." }, { "id": "omnifact:omnifact:whitepapers", "productId": "omnifact", "kind": "vendor-claimed", "url": "https://omnifact.ai/whitepapers", "title": "Get Instant Access to our Full Enterprise Whitepaper – Omnifact", "locator": "Whitepaper catalogue", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Public library includes AI Act, workplace enablement, self-hosting and RAG guides." }, { "id": "omnifact:omnifact:trust", "productId": "omnifact", "kind": "documented", "url": "https://api.oneleet.com/api/v1/tenants/trust.omnifact.ai/trust", "title": "https://api.oneleet.com/api/v1/tenants/trust.omnifact.ai/trust", "locator": "documents, subprocessors and lastUpdatedAt", "sourceDate": "2026-10-21", "retrievedAt": "2026-10-21", "finding": "Public Trust Center JSON exposes certificate access and named processor locations, including US direct model routes and Cloudflare telemetry." }, { "id": "omnifact:omnifact:iso", "productId": "omnifact", "kind": "certificate-verified", "url": "https://api.oneleet.com/api/v1/tenants/trust.omnifact.ai/trust/documents/bb9dd08f-c61a-48f3-be41-9fbcdf24e9c3/download-url", "title": "Omnifact GmbH ISO/IEC27001:2022 official certificate", "locator": "Public Trust Center certificate PDF, one page: scope, issuer, issue date and validity", "sourceDate": "2026-04-07", "retrievedAt": "2026-10-21", "finding": "Certificate123228 issue1 from Prescient Security LLC covers Omnifact Platform/Spaces and Azure ISMS; valid2026-04-07 through 2029-04-06 subject to surveillance.", "issuer": "Prescient Security LLC", "certificateScope": "ISMS supporting Omnifact GmbH, Omnifact Platform and Spaces, associated data, infrastructure, software, personnel and procedures, including Microsoft Azure; SoA1.4 dated2026-03-30.", "validFrom": "2026-04-07", "validUntil": "2029-04-06", "registryUrl": "https://trust.omnifact.ai/" }, { "id": "open-webui:open-webui:secrecy-access", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/security/chat-data-privacy-and-encryption/", "title": "Open WebUI chat data access boundary", "locator": "Who Can Read Chat Data?; What Encryption Protects; informational-content disclaimer", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The privacy guide identifies application, infrastructure operators and configured model providers as content-access trust boundaries; admin UI controls do not remove infrastructure access." }, { "id": "open-webui:open-webui:secrecy-legal", "productId": "open-webui", "kind": "vendor-claimed", "url": "https://www.openwebui.com/legal", "title": "Open WebUI for law firms", "locator": "Materials for risk, KM, security, and legal ops review; FAQ: confidential matter information and uploaded files", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The law-firm page describes customer-operated storage/routing and links technical guidance and US ABA materials; it is general product guidance." }, { "id": "open-webui:open-webui:secrecy-support", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/enterprise/support/", "title": "Open WebUI enterprise support", "locator": "Support Capabilities; Consulting Topics; For Procurement & Legal; informational-content disclaimer", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Enterprise support describes advisory engineering access, dedicated channels and SLAs, with contractual commitments dependent on applicable terms." }, { "id": "open-webui:open-webui:terms", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/features/open-terminal/terminals/", "title": "Terminals orchestrator", "locator": "Prerequisites; Licensing", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The separate per-user terminal orchestration layer requires an Open WebUI Enterprise licence for production." }, { "id": "omnifact:omnifact:ecb-fx", "productId": "omnifact", "kind": "documented", "url": "https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml", "title": "ECB historical euro reference rates, 20 October 2026", "locator": "Cube time=2026-10-20, USD and CHF currency entries", "sourceDate": "2026-10-20", "retrievedAt": "2026-10-21", "finding": "ECB2026-10-20 reference rates:EUR1=USD1.1215=CHF0.9237, implying USD1=EUR0.89166206." }, { "id": "open-webui:open-webui:cost-vm", "productId": "open-webui", "kind": "documented", "url": "https://prices.azure.com/api/retail/prices?currencyCode=EUR&%24filter=armRegionName+eq+%27switzerlandnorth%27+and+serviceName+eq+%27Virtual+Machines%27+and+%28armSkuName+eq+%27Standard_D4s_v5%27+or+armSkuName+eq+%27Standard_D8s_v5%27+or+armSkuName+eq+%27Standard_D16s_v5%27%29+and+priceType+eq+%27Consumption%27", "title": "Azure Retail Prices, Switzerland North Linux VMs", "locator": "Consumption; Virtual Machines Dsv5 Series; Standard_D4s_v5/D8s_v5/D16s_v5", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "EUR hourly PAYG rates retrieved 2026-10-21 are 0.2226, 0.4453 and 0.8905 for D4s, D8s and D16s v5 respectively." }, { "id": "open-webui:open-webui:cost-pg", "productId": "open-webui", "kind": "documented", "url": "https://prices.azure.com/api/retail/prices?currencyCode=EUR&%24filter=armRegionName+eq+%27switzerlandnorth%27+and+serviceName+eq+%27Azure+Database+for+PostgreSQL%27+and+priceType+eq+%27Consumption%27", "title": "Azure Retail Prices, PostgreSQL Flexible Server", "locator": "General Purpose Ddsv5 Series Compute, 2/4/8 vCore; Flex Server Storage", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "EUR hourly PAYG GP compute is 0.2288, 0.4576 and 0.9152 for 2/4/8 vCore; storage is EUR 0.1325 per GB-month." }, { "id": "open-webui:open-webui:cost-fx", "productId": "open-webui", "kind": "documented", "url": "https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml", "title": "ECB euro reference rate history", "locator": "Cube time=2026-10-20; USD and CHF", "sourceDate": "2026-10-20", "retrievedAt": "2026-10-21", "finding": "The 2026-10-20 reference rates are EUR 1 = USD 1.1215 and CHF 0.9237." }, { "id": "open-webui:open-webui:cost-model", "productId": "open-webui", "kind": "documented", "url": "https://developers.openai.com/api/docs/pricing", "title": "OpenAI API pricing", "locator": "Standard, short-context gpt-6-luna row", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Standard gpt-6-luna API price is USD 0.10 per million input tokens and USD 0.50 per million output tokens; caching, batch and regional premiums are separate." }, { "id": "open-webui:open-webui:cost-effort", "productId": "open-webui", "kind": "documented", "url": "https://developers.openai.com/api/docs/models/gpt-6-luna", "title": "GPT-6 Luna model documentation", "locator": "Reasoning effort and text-token pricing", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The model accepts reasoning effort none, the lowest documented effort, and lists the same standard text-token rates." }, { "id": "open-webui:open-webui:license-pin", "productId": "open-webui", "kind": "documented", "url": "https://raw.githubusercontent.com/open-webui/open-webui/91ea4e3421d1d8069f13d4a463fcb5986d94ea60/LICENSE", "title": "Open WebUI v0.12.3 licence", "locator": "LICENSE, clauses 1-4; prior-licence reservation", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The pinned licence preserves notices and restricts branding changes, with exceptions for up to 50 rolling-30-day users, prior written permission or enterprise permission." }, { "id": "omnifact:omnifact:widget-rev2", "productId": "omnifact", "kind": "documented", "url": "https://github.com/OmnifactAI/omnifact-widget/blob/9d53cadfbfe1bd9a0e31b7da49b74a1dfc2626f2/README.md", "title": "omnifact-widget pinned README", "locator": "Pinned README.md documentation at commit 9d53cadfbfe1bd9a0e31b7da49b74a1dfc2626f2; retrieved with GitHub file connector", "sourceDate": "2026-02-06", "retrievedAt": "2026-10-21", "finding": "omnifact-widget documents an unsupported demonstration web component with local Storage conversations. This finding is documented at the pinned revision; no implementation behavior was tested or inspected." }, { "id": "omnifact:omnifact:cli-licence-rev2", "productId": "omnifact", "kind": "documented", "url": "https://github.com/OmnifactAI/omnifact-cli/blob/576aea6a6c0ce195de08a1d2b9b385d18efe3d06/LICENSE", "title": "omnifact-cli MIT licence", "locator": "Pinned LICENSE documentation at commit 576aea6a6c0ce195de08a1d2b9b385d18efe3d06; retrieved with GitHub file connector", "sourceDate": "2026-05-12", "retrievedAt": "2026-10-21", "finding": "MIT licence applies to this integration/client component, not to the Omnifact platform. This finding is documented at the pinned revision; no implementation behavior was tested or inspected." }, { "id": "omnifact:omnifact:widget-licence-rev2", "productId": "omnifact", "kind": "documented", "url": "https://github.com/OmnifactAI/omnifact-widget/blob/9d53cadfbfe1bd9a0e31b7da49b74a1dfc2626f2/LICENSE", "title": "omnifact-widget MIT licence", "locator": "Pinned LICENSE documentation at commit 9d53cadfbfe1bd9a0e31b7da49b74a1dfc2626f2; retrieved with GitHub file connector", "sourceDate": "2026-02-06", "retrievedAt": "2026-10-21", "finding": "MIT licence applies to this integration/client component, not to the Omnifact platform. This finding is documented at the pinned revision; no implementation behavior was tested or inspected." }, { "id": "omnifact:omnifact:n8n-nodes-omnifact-licence-rev2", "productId": "omnifact", "kind": "documented", "url": "https://github.com/OmnifactAI/n8n-nodes-omnifact/blob/7a3947c620206d4e195064421db525aaa4dfb50a/LICENSE", "title": "n8n-nodes-omnifact MIT licence", "locator": "Pinned LICENSE documentation at commit 7a3947c620206d4e195064421db525aaa4dfb50a; retrieved with GitHub file connector", "sourceDate": "2026-09-10", "retrievedAt": "2026-10-21", "finding": "MIT licence applies to this integration/client component, not to the Omnifact platform. This finding is documented at the pinned revision; no implementation behavior was tested or inspected." }, { "id": "omnifact:omnifact:xwiki-sync-licence-rev2", "productId": "omnifact", "kind": "documented", "url": "https://github.com/OmnifactAI/omnifact-xwiki-sync/blob/599db2ec0c7f28ddb2a22c4a09a9242e5781316b/LICENSE", "title": "omnifact-xwiki-sync MIT licence", "locator": "Pinned LICENSE documentation at commit 599db2ec0c7f28ddb2a22c4a09a9242e5781316b; retrieved with GitHub file connector", "sourceDate": "2026-08-25", "retrievedAt": "2026-10-21", "finding": "MIT licence applies to this integration/client component, not to the Omnifact platform. This finding is documented at the pinned revision; no implementation behavior was tested or inspected." }, { "id": "open-webui:open-webui:desktop-license-r2", "productId": "open-webui", "kind": "documented", "url": "https://raw.githubusercontent.com/open-webui/desktop/601137c5dec2967cfe173a6bf071fbbb460852be/LICENSE", "title": "Open WebUI Desktop v0.0.20 licence", "locator": "LICENSE heading and GNU Affero General Public License version 3 text", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The separately packaged Desktop repository distributes GNU AGPL version 3 licence text at its v0.0.20 revision." }, { "id": "omnifact:omnifact:cli-rev2", "productId": "omnifact", "kind": "documented", "url": "https://github.com/OmnifactAI/omnifact-cli/blob/576aea6a6c0ce195de08a1d2b9b385d18efe3d06/README.md", "title": "omnifact-cli pinned README", "locator": "Pinned README.md documentation at commit 576aea6a6c0ce195de08a1d2b9b385d18efe3d06; retrieved with GitHub file connector", "sourceDate": "2026-05-12", "retrievedAt": "2026-10-21", "finding": "omnifact-cli documents document management and conversational CLI commands. This finding is documented at the pinned revision; no implementation behavior was tested or inspected." }, { "id": "open-webui:open-webui:chats-pin", "productId": "open-webui", "kind": "source-inspected", "url": "https://raw.githubusercontent.com/open-webui/open-webui/91ea4e3421d1d8069f13d4a463fcb5986d94ea60/backend/open_webui/routers/chats.py", "title": "Open WebUI admin chat export implementation", "locator": "backend/open_webui/routers/chats.py, get_all_user_chats_in_db, lines 1113-1117", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The admin-only all/db route returns chat records when ENABLE_ADMIN_EXPORT is enabled.", "commit": "91ea4e3421d1d8069f13d4a463fcb5986d94ea60", "path": "backend/open_webui/routers/chats.py" }, { "id": "open-webui:open-webui:support", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/enterprise/support/", "title": "Support and SLAs", "locator": "Account manager; Office hours; Consulting; guidance scope", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Enterprise support advertises account management and engineering guidance, while hands-on implementation remains with the customer or integrator." }, { "id": "open-webui:open-webui:roadmap", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/roadmap/", "title": "Open WebUI roadmap", "locator": "In progress; Planned", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Budget controls, broader localization and accessibility appear on an undated roadmap and are not treated as shipped guarantees." } ] }