{ "schemaVersion": 1, "rubricVersion": "1.1", "kind": "pair", "slug": "cohere-north-vs-open-webui", "canonicalUrl": "https://onaihq.com/compare/agents/cohere-north-vs-open-webui/", "markdownUrl": "https://onaihq.com/compare/agents/cohere-north-vs-open-webui/index.md", "dataUrl": "https://onaihq.com/compare/agents/cohere-north-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": "cohere-north", "name": "Cohere North", "website": "https://cohere.com/north", "repository": null, "pageUrl": "https://onaihq.com/compare/agents/products/cohere-north/", "lifecycle": { "status": "sunset", "note": "Version-scoped component migration: legacy Jira removed in North 2.0; legacy Google Drive and guardrail REST slated for removal in 2.1, Salesforce legacy and Data Interpreter deprecated without a fixed date. Whole North continues.", "scope": "Legacy North connectors/APIs/Data Interpreter only; customer upgrade version determines removal.", "continuation": "New Jira/Google Drive/Salesforce tools, guardrail gRPC and Code sandbox replace legacy paths; connection recreation or application migration may be required.", "announcementDate": "2026-10-16", "serviceEndDate": null, "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-north-changelog", "cohere-north:cohere-north:n-doc-36" ] }, "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-api", "name": "North instance REST API and SDK access", "type": "api" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" }, { "id": "north-mobile", "name": "North iOS and alpha Android app", "type": "mobile" }, { "id": "model-vault", "name": "Optional Cohere-managed Model Vault inference with customer-hosted North", "type": "api" }, { "id": "platform-api", "name": "Separate Cohere Platform model API; policies scoped separately", "type": "api" } ], "sourcedClaimCount": 49, "statedByVendorCount": 0, "crossCheckedClaimCount": 49, "sourcedOnlyClaimCount": 0, "oldestCheckedAt": "2026-10-21", "lastCheckedAt": "2026-10-26" }, { "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": 46, "sharedSourcedCriteria": 46, "crossCheckedCriteriaByProduct": { "cohere-north": 49, "open-webui": 47 }, "sourcedOnlyCriteriaByProduct": { "cohere-north": 0, "open-webui": 0 }, "sourcedCriteriaByProduct": { "cohere-north": 49, "open-webui": 47 }, "crossCheckedCriterionRows": 50, "sourcedOnlyCriterionRows": 0, "sourcedCriterionRows": 50, "statedByVendorRows": 0 }, "criteria": [ { "id": "MOD-01", "title": "Model catalogue and providers", "group": { "id": 1, "name": "Models" }, "judgment": "List each available model by provider and plan, including reasoning, fast and multimodal variants. Record whether the user picks the model, the product routes automatically, or both. A provider counts only if at least one of its current models is selectable on the scoped plan.", "questions": [ { "id": "providers", "question": "Which model providers are available?" }, { "id": "current_models", "question": "Which current models are selectable on this plan?" }, { "id": "user_choice", "question": "Can users pick the model per chat?" }, { "id": "auto_routing", "question": "Does the product route between models automatically, and is the chosen model shown?" }, { "id": "multimodal_input", "question": "Which models accept images, audio or files?" } ], "products": [ { "productId": "cohere-north", "claimId": "cohere-north:MOD-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "North supports customer-configured Cohere and external providers; deployed models determine availability.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform 2.0.1; alpha model-tier aliases and direct image input; North Mini separately Beta", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "providers", "question": "Which model providers are available?", "support": "supported", "answer": "Provider types include customer Cohere containers, Cohere Platform/compatibility, vLLM, Azure Cohere, Bedrock, SageMaker, Azure OpenAI, OpenAI and Anthropic.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-177-20261026" ] }, { "id": "current_models", "question": "Which current models are selectable on this plan?", "support": "partial", "answer": "The model card documents North Large 01-2026, and the October 16 release adds North Mini Beta. The Skills guide recommends additional external model identifiers, but those do not establish what any customer deployment has installed or licensed.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-32-20261026", "cohere-north:cohere-north:north-release-html-20261026", "cohere-north:cohere-north:n-doc-12-20261026", "cohere-north:cohere-north:n-doc-134-20261026" ] }, { "id": "user_choice", "question": "Can users pick the model per chat?", "support": "supported", "answer": "Default-agent chat has a model picker; custom agents choose models in settings. Alpha tier picker aliases Default/Alternate/Legacy and can expose additional permitted models.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-1-20261026", "cohere-north:cohere-north:n-doc-134-20261026" ] }, { "id": "auto_routing", "question": "Does the product route between models automatically, and is the chosen model shown?", "support": "partial", "answer": "Documented resolution is group default, Default alias, then deployment default; inaccessible aliases silently fall back to provider default with a log warning. Automatic task-based routing across providers and UI disclosure of that fallback remain unknown.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-134-20261026" ] }, { "id": "multimodal_input", "question": "Which models accept images, audio or files?", "support": "partial", "answer": "North Large 01-2026 accepts text/images,256K input and32K text output. Alpha image input is Cohere-only; visual parser handles PDF/DOCX/PPTX, including OCR. Dictation uses configured ASR; complete per-model matrix unknown.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-32-20261026", "cohere-north:cohere-north:n-doc-14-20261026", "cohere-north:cohere-north:n-doc-97-20261026" ] } ], "limitations": [ "current_models: The model card documents North Large 01-2026, and the October 16 release adds North Mini Beta. The Skills guide recommends additional external model identifiers, but those do not establish what any customer deployment has installed or licensed.", "auto_routing: Documented resolution is group default, Default alias, then deployment default; inaccessible aliases silently fall back to provider default with a log warning. Automatic task-based routing across providers and UI disclosure of that fallback remain unknown.", "multimodal_input: North Large 01-2026 accepts text/images,256K input and32K text output. Alpha image input is Cohere-only; visual parser handles PDF/DOCX/PPTX, including OCR. Dictation uses configured ASR; complete per-model matrix unknown." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-177-20261026", "cohere-north:cohere-north:n-doc-32-20261026", "cohere-north:cohere-north:north-release-html-20261026", "cohere-north:cohere-north:n-doc-12-20261026", "cohere-north:cohere-north:n-doc-134-20261026", "cohere-north:cohere-north:n-doc-1-20261026", "cohere-north:cohere-north:n-doc-14-20261026", "cohere-north:cohere-north:n-doc-97-20261026" ] }, { "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": "cohere-north", "claimId": "cohere-north:MOD-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Dated platform notes and operator-pinned model artifacts exist; provider release lag is unknown.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "release_lag_days", "question": "What was the lag for each of the last three major releases, per provider?", "support": "unknown", "answer": "Unknown for release_lag_days. No matched provider/product dates for the last three releases or contractual model-removal notice period was retrieved.", "evidenceIds": [] }, { "id": "changelog", "question": "Is there a dated public model changelog?", "support": "supported", "answer": "Public North release notes through October 20 v2.0.1 include model and feature changes.", "evidenceIds": [ "cohere-north:cohere-north:n-north-changelog" ] }, { "id": "deprecation_notice", "question": "How much notice is given before a model is removed?", "support": "unknown", "answer": "Unknown for deprecation_notice. No matched provider/product dates for the last three releases or contractual model-removal notice period was retrieved.", "evidenceIds": [] }, { "id": "version_pinning", "question": "Can an admin keep an older model version?", "support": "partial", "answer": "Self-hosted serving images/model artifacts are versioned independently; operators select image tags/digests. This does not guarantee retention of external API model versions.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-168" ] } ], "limitations": [ "Remaining atomic gaps: release_lag_days, deprecation_notice." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-north-changelog", "cohere-north:cohere-north:n-doc-168" ] }, { "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": "cohere-north", "claimId": "cohere-north:MOD-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "North documents own keys, cloud deployments and OpenAI-compatible endpoints.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform 2.0.1; alpha direct image input restriction; provider registration is separately scoped", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "own_api_keys", "question": "Can the customer use its own provider API keys?", "support": "supported", "answer": "Provider registration accepts customer API keys or identity tokens; declarative providers reference Kubernetes Secrets.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-134-20261026", "cohere-north:cohere-north:n-doc-177-20261026" ] }, { "id": "own_cloud_contract", "question": "Can it use its own Azure OpenAI, Bedrock or Vertex deployment?", "support": "partial", "answer": "Own Azure OpenAI, Bedrock Cohere/Anthropic and SageMaker endpoints documented. Foundry can bill supported inference to customer Azure subscription; Vertex integration not established.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-177-20261026", "cohere-north:cohere-north:n-doc-135-20261026", "cohere-north:cohere-north:n-doc-218-20261026" ] }, { "id": "custom_endpoint", "question": "Can an admin add any OpenAI-compatible endpoint?", "support": "supported", "answer": "OpenAI provider base_url can point at compatible endpoints; vLLM and Cohere compatibility provider types also supported. Actual compatibility still depends on model/tool schema.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-177-20261026" ] }, { "id": "byo_pricing", "question": "Does BYO change the licence price?", "support": "unknown", "answer": "Unknown for byo_pricing. Provider configuration is documented; commercial BYO discounts and complete feature parity across every provider remain unknown. Search on 2026-10-26: https://private.docs.cohere.com/north/docs/admin/models?format=html, https://private.docs.cohere.com/north/docs/advanced/headless-configuration/model-providers?format=html, https://private.docs.cohere.com/north/docs/admin/bedrock-anthropic?format=html. No additional scoped evidence established this answer.", "evidenceIds": [] }, { "id": "byo_restrictions", "question": "Which features stop working with BYO?", "support": "partial", "answer": "Alpha direct image input currently requires Cohere models. Foundry lacks North Large/sparse and Compass keyless model authentication; complete per-provider feature parity remains unknown.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-14-20261026", "cohere-north:cohere-north:n-doc-218-20261026" ] } ], "limitations": [ "own_cloud_contract: Own Azure OpenAI, Bedrock Cohere/Anthropic and SageMaker endpoints documented. Foundry can bill supported inference to customer Azure subscription; Vertex integration not established.", "byo_pricing: Unknown for byo_pricing. Provider configuration is documented; commercial BYO discounts and complete feature parity across every provider remain unknown. Search on 2026-10-26: https://private.docs.cohere.com/north/docs/admin/models?format=html, https://private.docs.cohere.com/north/docs/advanced/headless-configuration/model-providers?format=html, https://private.docs.cohere.com/north/docs/admin/bedrock-anthropic?format=html. No additional scoped evidence established this answer.", "byo_restrictions: Alpha direct image input currently requires Cohere models. Foundry lacks North Large/sparse and Compass keyless model authentication; complete per-provider feature parity remains unknown." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-134-20261026", "cohere-north:cohere-north:n-doc-177-20261026", "cohere-north:cohere-north:n-doc-135-20261026", "cohere-north:cohere-north:n-doc-218-20261026", "cohere-north:cohere-north:n-doc-14-20261026" ] }, { "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": "cohere-north", "claimId": "cohere-north:MOD-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "North chat and retrieval models can run in customer infrastructure.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "self_hosted_chat", "question": "Can chat use a customer-hosted model?", "support": "supported", "answer": "Customer Cohere serving containers and vLLM endpoints are supported; independent model chart deploys generative services in customer GPU clusters.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-177", "cohere-north:cohere-north:n-doc-168" ] }, { "id": "self_hosted_embeddings", "question": "Can retrieval use customer-hosted embeddings?", "support": "partial", "answer": "Packed Compass provides local dense embeddings, sparse and rerank. Operator connects North/Compass to these services; arbitrary embedding model compatibility was not established.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-168" ] }, { "id": "feature_parity", "question": "Which features fail with self-hosted models?", "support": "partial", "answer": "Local visual processing needs parser/GPU deployment; hosted search/MCP needs egress. Foundry lacks sparse/North Large, so mixed inference required there. No full disconnected parity matrix retrieved.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-14", "cohere-north:cohere-north:n-doc-126", "cohere-north:cohere-north:n-doc-218" ] }, { "id": "vendor_hosted_open_models", "question": "Does the vendor host open-weight models in EU/CH?", "support": "unknown", "answer": "Unknown for vendor_hosted_open_models. Self-hosted Cohere models and Compass are documented; arbitrary embedding-model compatibility and a Cohere-operated EU/CH open-model hosting SKU were not established.", "evidenceIds": [] } ], "limitations": [ "Remaining atomic gaps: vendor_hosted_open_models." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-177", "cohere-north:cohere-north:n-doc-168", "cohere-north:cohere-north:n-doc-14", "cohere-north:cohere-north:n-doc-126", "cohere-north:cohere-north:n-doc-218" ] }, { "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": "cohere-north", "claimId": "cohere-north:MOD-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Group model controls have additive and shared-agent exceptions; alpha limits require deployment.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform 2.0.1; alpha model RBAC and Flow control; Models UI separately Beta", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "model_allowlist_by_group", "question": "Can admins limit models per group?", "support": "supported", "answer": "Beta Models UI configures provider/model user/group access; alpha model RBAC must be enabled. Provider OR model grants access, admins bypass; shared agents use owner permissions, not each recipient.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-134-20261026", "cohere-north:cohere-north:n-doc-18-20261026" ] }, { "id": "data_bound_models", "question": "Can admins restrict which models receive connector or knowledge content?", "support": "unknown", "answer": "Unknown for data_bound_models. Model RBAC and alpha rate limits are documented; content-bound model exclusion and measured enforcement were not tested. Search on 2026-10-26: https://private.docs.cohere.com/north/docs/admin/models?format=html, https://private.docs.cohere.com/north/docs/get-started/agents/creating-custom-agents?format=html, https://private.docs.cohere.com/north/docs/admin/flow-control?format=html. No additional scoped evidence established this answer.", "evidenceIds": [] }, { "id": "default_model", "question": "Can admins set the default model?", "support": "supported", "answer": "Group defaults precede Default tier and deployment default. Aliases are per deployment and initially empty.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-134-20261026" ] }, { "id": "user_limits", "question": "What per-user message or token limits apply, and are they published?", "support": "partial", "answer": "Alpha Flow control supports requests/input/output tokens by user/group/model/source/provider and time window. Limits default unlimited; no fixed commercial message allowance was retrieved.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-137-20261026" ] }, { "id": "limit_behaviour", "question": "What happens when a limit is reached?", "support": "partial", "answer": "Configured limits block until window resets. Enforcement requires Helm proxy services; UI alone does nothing. Failure policy may allow or deny requests and token estimation is optional; actual overshoot untested.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-137-20261026" ] } ], "limitations": [ "data_bound_models: Unknown for data_bound_models. Model RBAC and alpha rate limits are documented; content-bound model exclusion and measured enforcement were not tested. Search on 2026-10-26: https://private.docs.cohere.com/north/docs/admin/models?format=html, https://private.docs.cohere.com/north/docs/get-started/agents/creating-custom-agents?format=html, https://private.docs.cohere.com/north/docs/admin/flow-control?format=html. No additional scoped evidence established this answer.", "user_limits: Alpha Flow control supports requests/input/output tokens by user/group/model/source/provider and time window. Limits default unlimited; no fixed commercial message allowance was retrieved.", "limit_behaviour: Configured limits block until window resets. Enforcement requires Helm proxy services; UI alone does nothing. Failure policy may allow or deny requests and token estimation is optional; actual overshoot untested." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-134-20261026", "cohere-north:cohere-north:n-doc-18-20261026", "cohere-north:cohere-north:n-doc-137-20261026" ] }, { "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": "cohere-north", "claimId": "cohere-north:KNOW-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Broad file formats and optional OCR are documented; the effective My files size limit for a deployment remains unknown.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "formats", "question": "Which formats are accepted?", "support": "supported", "answer": "Office/PDF/text/HTML/email/JSON/XML/EPUB and tabular formats; common images, audio/video with parser enabled. Upload/index support differs from preview and individual vision model support.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-73-20261026", "cohere-north:cohere-north:n-doc-14-20261026" ] }, { "id": "limits", "question": "What size and count limits apply per file and chat?", "support": "partial", "answer": "The effective My files default is unknown: its dedicated guide states 50 MB/file subject to configuration, while Supported files describes a 100 MB limit across all files. Neither is asserted as the verified deployment limit. Separately, chat images are limited to 20/message, 5 MB/image and 20 MB total; the supported-files guide lists 500 MB for SharePoint/OneDrive.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-66-20261026", "cohere-north:cohere-north:n-doc-73-20261026", "cohere-north:cohere-north:n-doc-1-20261026" ] }, { "id": "ocr", "question": "Are scanned PDFs read?", "support": "partial", "answer": "Vision parser can OCR scanned PDFs and extract visual tables; alpha setup requires smart parser and hosted vision parser. More than500 visual pages fall back to pure text processing. No scan test run.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-14-20261026", "cohere-north:cohere-north:n-doc-100-20261026" ] }, { "id": "spreadsheets", "question": "Are Excel tables read with structure intact?", "support": "partial", "answer": "The supported-files guide says spreadsheet rows are not indexed for ordinary search and requires Data Interpreter for tabular prompts. Beta Skills also provide spreadsheet/CSV file operations through the code sandbox. Workbook formula/structure fidelity has not been tested.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-73-20261026", "cohere-north:cohere-north:n-doc-12-20261026", "cohere-north:cohere-north:north-release-html-20261026" ] }, { "id": "full_vs_chunked", "question": "Is the whole file used or only retrieved parts, and does the user see which?", "support": "unknown", "answer": "The SharePoint and OneDrive implementation guides remain inaccessible in Markdown, HTML and page-level index forms on 2026-10-26. Retrieved My files and multimodality guides do not establish universal full-file/chunk thresholds or prompt-context disclosure. Search on 2026-10-26: https://private.docs.cohere.com/north/docs/get-started/supported-files?format=html, https://private.docs.cohere.com/north/docs/get-started/north-automations/building-automations/north-multimodality?format=html, https://private.docs.cohere.com/north/docs/get-started/tools/my-files/home?format=html. No additional scoped evidence established this answer.", "evidenceIds": [] } ], "limitations": [ "limits: The effective My files default is unknown: its dedicated guide states 50 MB/file subject to configuration, while Supported files describes a 100 MB limit across all files. Neither is asserted as the verified deployment limit. Separately, chat images are limited to 20/message, 5 MB/image and 20 MB total; the supported-files guide lists 500 MB for SharePoint/OneDrive.", "ocr: Vision parser can OCR scanned PDFs and extract visual tables; alpha setup requires smart parser and hosted vision parser. More than500 visual pages fall back to pure text processing. No scan test run.", "spreadsheets: The supported-files guide says spreadsheet rows are not indexed for ordinary search and requires Data Interpreter for tabular prompts. Beta Skills also provide spreadsheet/CSV file operations through the code sandbox. Workbook formula/structure fidelity has not been tested.", "full_vs_chunked: The SharePoint and OneDrive implementation guides remain inaccessible in Markdown, HTML and page-level index forms on 2026-10-26. Retrieved My files and multimodality guides do not establish universal full-file/chunk thresholds or prompt-context disclosure. Search on 2026-10-26: https://private.docs.cohere.com/north/docs/get-started/supported-files?format=html, https://private.docs.cohere.com/north/docs/get-started/north-automations/building-automations/north-multimodality?format=html, https://private.docs.cohere.com/north/docs/get-started/tools/my-files/home?format=html. No additional scoped evidence established this answer." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-73-20261026", "cohere-north:cohere-north:n-doc-14-20261026", "cohere-north:cohere-north:n-doc-66-20261026", "cohere-north:cohere-north:n-doc-1-20261026", "cohere-north:cohere-north:n-doc-100-20261026", "cohere-north:cohere-north:n-doc-12-20261026", "cohere-north:cohere-north:north-release-html-20261026" ] }, { "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": "cohere-north", "claimId": "cohere-north:KNOW-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Beta Libraries persist shared source collections; alpha Projects are separate private workspaces.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform 2.0.1; alpha Projects; Libraries separately Beta", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "persistent_collections", "question": "Can users keep document collections across chats?", "support": "supported", "answer": "Libraries reuse uploaded/My files/Google/Microsoft collections across agents/chats/nodes. Alpha Projects index separate private project files.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-42-20261026", "cohere-north:cohere-north:n-doc-11-20261026" ] }, { "id": "sharing_scope", "question": "Can collections be shared with users, groups or the whole organisation?", "support": "supported", "answer": "Libraries support user/group/company access with source-dependent roles; Outlook/Exchange remain private. Attaching library to shared agent does not grant library access.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-42-20261026", "cohere-north:cohere-north:n-doc-133-20261026" ] }, { "id": "size_limits", "question": "What are the collection limits?", "support": "partial", "answer": "Alpha Projects default to a 2 GiB aggregate allowance per user across projects. Beta Libraries/uploads use administrator-configured file-size/count settings; complete effective deployment limits were not retrieved.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-11-20261026", "cohere-north:cohere-north:n-doc-42-20261026", "cohere-north:cohere-north:n-doc-66-20261026" ] }, { "id": "assistant_binding", "question": "Can collections be bound to an assistant?", "support": "supported", "answer": "Agent Resources bind persistent libraries; composer attachment applies to one chat only. Shared recipients must already have library Viewer access.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-42-20261026", "cohere-north:cohere-north:n-doc-18-20261026" ] } ], "limitations": [ "size_limits: Alpha Projects default to a 2 GiB aggregate allowance per user across projects. Beta Libraries/uploads use administrator-configured file-size/count settings; complete effective deployment limits were not retrieved." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-42-20261026", "cohere-north:cohere-north:n-doc-11-20261026", "cohere-north:cohere-north:n-doc-133-20261026", "cohere-north:cohere-north:n-doc-66-20261026", "cohere-north:cohere-north:n-doc-18-20261026" ] }, { "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": "cohere-north", "claimId": "cohere-north:KNOW-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "North has first-party connectors, custom MCP and an on-prem SharePoint Server path.", "availability": "unknown", "delivery": "official-integration", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North 2.0.1; Notion/Linear first-party MCP Beta; SharePoint Server Alpha; other connector states per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "microsoft_365", "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?", "support": "partial", "answer": "The North 2 announcement names SharePoint, OneDrive, Outlook and Exchange. The October 16 release separately documents read-only Outlook Calendar as alpha. Teams connector entitlement was not established.", "evidenceIds": [ "cohere-north:cohere-north:north2-launch-20261026", "cohere-north:cohere-north:north-release-html-20261026" ] }, { "id": "google_workspace", "question": "Which Google sources are connected?", "support": "partial", "answer": "The retrieved sync guide distinguishes indexed Google Drive Libraries from live Full Access Drive queries. Gmail is documented, but its storage/sync behavior remains unknown because the Syncing and Sharing guides disagree. Google Calendar was not established.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-151-20261026", "cohere-north:cohere-north:n-doc-152-20261026", "cohere-north:cohere-north:north-release-html-20261026" ] }, { "id": "atlassian", "question": "Confluence and Jira?", "support": "partial", "answer": "North 2 names Jira among its connectors. Versioned release notes remove the legacy Jira path in 2.0; no Confluence connector entitlement was established.", "evidenceIds": [ "cohere-north:cohere-north:north2-launch-20261026", "cohere-north:cohere-north:north-release-html-20261026" ] }, { "id": "other_systems", "question": "Which other business systems?", "support": "partial", "answer": "The current North 2 announcement names Slack, Linear, Notion and GitHub. The October 16 release describes Salesforce and PitchBook as alpha features. Customer/third-party MCP connections remain separately configured and licensed.", "evidenceIds": [ "cohere-north:cohere-north:north2-launch-20261026", "cohere-north:cohere-north:north-release-html-20261026", "cohere-north:cohere-north:n-doc-126-20261026" ] }, { "id": "on_prem_sources", "question": "Can on-prem file shares or databases be connected?", "support": "partial", "answer": "The SharePoint Server connector setup is explicitly Alpha. Customer in-network MCP may expose other systems; a native SMB/database inventory and its source-permission guarantees remain unverified.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-53-20261026", "cohere-north:cohere-north:n-doc-126-20261026" ] }, { "id": "connector_provider", "question": "Who builds and maintains each connector?", "support": "partial", "answer": "Cohere documents its North connector families and a distinct customer/third-party remote MCP setup. Exact connector-specific maintenance and service commitments require the applicable contract.", "evidenceIds": [ "cohere-north:cohere-north:north2-launch-20261026", "cohere-north:cohere-north:n-doc-126-20261026" ] } ], "limitations": [ "microsoft_365: The North 2 announcement names SharePoint, OneDrive, Outlook and Exchange. The October 16 release separately documents read-only Outlook Calendar as alpha. Teams connector entitlement was not established.", "google_workspace: The retrieved sync guide distinguishes indexed Google Drive Libraries from live Full Access Drive queries. Gmail is documented, but its storage/sync behavior remains unknown because the Syncing and Sharing guides disagree. Google Calendar was not established.", "atlassian: North 2 names Jira among its connectors. Versioned release notes remove the legacy Jira path in 2.0; no Confluence connector entitlement was established.", "other_systems: The current North 2 announcement names Slack, Linear, Notion and GitHub. The October 16 release describes Salesforce and PitchBook as alpha features. Customer/third-party MCP connections remain separately configured and licensed.", "on_prem_sources: The SharePoint Server connector setup is explicitly Alpha. Customer in-network MCP may expose other systems; a native SMB/database inventory and its source-permission guarantees remain unverified.", "connector_provider: Cohere documents its North connector families and a distinct customer/third-party remote MCP setup. Exact connector-specific maintenance and service commitments require the applicable contract." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:north2-launch-20261026", "cohere-north:cohere-north:north-release-html-20261026", "cohere-north:cohere-north:n-doc-151-20261026", "cohere-north:cohere-north:n-doc-152-20261026", "cohere-north:cohere-north:n-doc-126-20261026", "cohere-north:cohere-north:n-doc-53-20261026" ] }, { "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": "cohere-north", "claimId": "cohere-north:KNOW-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Indexed retrieval adds runtime source checks; shared snapshots have a separate visibility boundary.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "source_permissions_respected", "question": "Are source permissions enforced per user?", "support": "partial", "answer": "Atlas retrieval checks agent scope and user source access; permission-check errors exclude files. This does not re-protect already generated shared chat snapshots; no ACL fixture run.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-152", "cohere-north:cohere-north:n-doc-4" ] }, { "id": "enforcement_point", "question": "Does the source system, a mirrored index or nothing enforce them?", "support": "supported", "answer": "Compass retrieves indexed candidates, then Atlas/source API checks filter permissioned documents. Google Drive Full Access queries source directly; local uploads use North sharing rules.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-152", "cohere-north:cohere-north:n-doc-151" ] }, { "id": "revocation_delay", "question": "How quickly does a removed permission take effect?", "support": "partial", "answer": "Authorization guide claims external permission changes apply immediately; token/group membership refresh and caches are separate. No measured revocation SLA or fixture.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-149", "cohere-north:cohere-north:n-doc-111" ] }, { "id": "admin_scope_controls", "question": "Can admins exclude sites, folders or labels?", "support": "partial", "answer": "Selected sites/folders/files scope Atlas ingestion; library and tool grants scope users/groups. Label-based exclusions not established.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-64", "cohere-north:cohere-north:n-doc-42", "cohere-north:cohere-north:n-doc-126" ] }, { "id": "sensitivity_labels", "question": "Are Microsoft Purview or similar labels respected?", "support": "unknown", "answer": "Unknown for sensitivity_labels. No two-user ACL revocation or sensitivity-label fixture was run; source API permission claims remain documented, not observed.", "evidenceIds": [] } ], "limitations": [ "Remaining atomic gaps: sensitivity_labels." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-152", "cohere-north:cohere-north:n-doc-4", "cohere-north:cohere-north:n-doc-151", "cohere-north:cohere-north:n-doc-149", "cohere-north:cohere-north:n-doc-111", "cohere-north:cohere-north:n-doc-64", "cohere-north:cohere-north:n-doc-42", "cohere-north:cohere-north:n-doc-126" ] }, { "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": "cohere-north", "claimId": "cohere-north:KNOW-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Atlas file connectors copy selected content to Compass; Drive Full Access uses live API calls. Effective Gmail storage/sync behavior remains unknown.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "live_or_indexed", "question": "Is content searched live or copied into an index?", "support": "partial", "answer": "Atlas file connectors copy selected files to Compass. Google Drive Full Access calls the live API instead. Gmail storage is unknown: the Data Syncing guide says no Compass copy by default, while Data Sharing and the tools overview describe stored/synced email. No live-only Gmail guarantee is asserted.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-151-20261026", "cohere-north:cohere-north:n-doc-152-20261026", "cohere-north:cohere-north:n-doc-33" ] }, { "id": "sync_interval", "question": "How often does an index refresh?", "support": "partial", "answer": "The accessible Data Syncing guide describes periodic Atlas updates and source changes appearing within minutes to hours depending on volume. Drive Full Access is request-time. The previously cited SharePoint/OneDrive 10-minute implementation detail could not be re-retrieved and is not asserted.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-151-20261026" ] }, { "id": "deletion_propagation", "question": "How quickly does a deleted document disappear?", "support": "unknown", "answer": "The source-specific SharePoint/OneDrive implementation and Data Deletion pages remain inaccessible in public Markdown/HTML/index forms. General sync documentation does not establish a bounded delete-to-answer or purge interval. Search on 2026-10-26: https://private.docs.cohere.com/north/docs/security/data-syncing?format=html, https://private.docs.cohere.com/north/docs/security/data-sharing?format=html, https://private.docs.cohere.com/north/docs/get-started/tools-overview.md. No additional scoped evidence established this answer.", "evidenceIds": [] }, { "id": "index_location", "question": "Where is indexed content stored?", "support": "partial", "answer": "Compass runs with the customer-controlled North deployment, whose cloud/on-premise placement is selected by the operator. Foundry inference is separately routed to the customer Azure subscription. A universal vendor-hosted index country is not established.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-165-20261026", "cohere-north:cohere-north:n-doc-218-20261026" ] } ], "limitations": [ "live_or_indexed: Atlas file connectors copy selected files to Compass. Google Drive Full Access calls the live API instead. Gmail storage is unknown: the Data Syncing guide says no Compass copy by default, while Data Sharing and the tools overview describe stored/synced email. No live-only Gmail guarantee is asserted.", "sync_interval: The accessible Data Syncing guide describes periodic Atlas updates and source changes appearing within minutes to hours depending on volume. Drive Full Access is request-time. The previously cited SharePoint/OneDrive 10-minute implementation detail could not be re-retrieved and is not asserted.", "deletion_propagation: The source-specific SharePoint/OneDrive implementation and Data Deletion pages remain inaccessible in public Markdown/HTML/index forms. General sync documentation does not establish a bounded delete-to-answer or purge interval. Search on 2026-10-26: https://private.docs.cohere.com/north/docs/security/data-syncing?format=html, https://private.docs.cohere.com/north/docs/security/data-sharing?format=html, https://private.docs.cohere.com/north/docs/get-started/tools-overview.md. No additional scoped evidence established this answer.", "index_location: Compass runs with the customer-controlled North deployment, whose cloud/on-premise placement is selected by the operator. Foundry inference is separately routed to the customer Azure subscription. A universal vendor-hosted index country is not established." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-151-20261026", "cohere-north:cohere-north:n-doc-152-20261026", "cohere-north:cohere-north:n-doc-33", "cohere-north:cohere-north:n-doc-165-20261026", "cohere-north:cohere-north:n-doc-218-20261026" ] }, { "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": "cohere-north", "claimId": "cohere-north:KNOW-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Citations are documented but have model-specific limitations; quality remains unmeasured.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "citations", "question": "Are answers linked to specific sources?", "support": "partial", "answer": "Chat highlights open source previews and Project citations exact passages. North Large card acknowledges missing citations in long multi-turn chats and Document Mode. Correctness not tested.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-1", "cohere-north:cohere-north:n-doc-11", "cohere-north:cohere-north:n-doc-32" ] }, { "id": "citation_accuracy", "question": "Do the cited passages support the answer?", "support": "unknown", "answer": "Unknown for citation_accuracy. Shared DE/FR/EN fixture was not run; citation accuracy, cross-language retrieval, abstention and measured accuracy remain unobserved.", "evidenceIds": [] }, { "id": "cross_language", "question": "Does a question in one language find documents in another?", "support": "unknown", "answer": "Unknown for cross_language. Shared DE/FR/EN fixture was not run; citation accuracy, cross-language retrieval, abstention and measured accuracy remain unobserved.", "evidenceIds": [] }, { "id": "no_answer_behaviour", "question": "Does it say when the corpus has no answer?", "support": "unknown", "answer": "Unknown for no_answer_behaviour. Shared DE/FR/EN fixture was not run; citation accuracy, cross-language retrieval, abstention and measured accuracy remain unobserved.", "evidenceIds": [] }, { "id": "observed_accuracy", "question": "How many of the question set were answered correctly?", "support": "unknown", "answer": "Unknown for observed_accuracy. Shared DE/FR/EN fixture was not run; citation accuracy, cross-language retrieval, abstention and measured accuracy remain unobserved.", "evidenceIds": [] } ], "limitations": [ "Remaining atomic gaps: citation_accuracy, cross_language, no_answer_behaviour, observed_accuracy." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-1", "cohere-north:cohere-north:n-doc-11", "cohere-north:cohere-north:n-doc-32" ] }, { "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": "cohere-north", "claimId": "cohere-north:KNOW-07", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Alpha memory separates editable personal memories from inaccessible agent archival memory.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "custom_instructions", "question": "Can users set persistent instructions?", "support": "supported", "answer": "Agents persist instructions; optional company preamble applies across models.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-18", "cohere-north:cohere-north:n-doc-86" ] }, { "id": "cross_chat_memory", "question": "Does the product remember facts across chats?", "support": "supported", "answer": "Alpha personal memory learns across chats; archival memory per agent is generated in background, typically daily.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-8", "cohere-north:cohere-north:n-doc-96" ] }, { "id": "user_memory_controls", "question": "Can users view, edit and delete memories?", "support": "partial", "answer": "Personal categories can be viewed/edited; pause retains or Delete removes memory. Archival memories cannot be viewed/edited; manual personal edits can be overwritten by later extraction.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-8" ] }, { "id": "admin_memory_controls", "question": "Can admins turn memory off?", "support": "supported", "answer": "Instance admin can jointly toggle core/archival/conversation memory and configure extraction frequency.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-96" ] } ], "limitations": [ "The vendor marks this control alpha. The catalogue availability field stays unknown because its enum has no alpha value; this does not mean unsupported." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-18", "cohere-north:cohere-north:n-doc-86", "cohere-north:cohere-north:n-doc-8", "cohere-north:cohere-north:n-doc-96" ] }, { "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": "cohere-north", "claimId": "cohere-north:AGT-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "North offers versioned custom agents, scoped sharing and an internal catalogue.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "create_assistants", "question": "Can users create assistants with instructions, knowledge and tools?", "support": "supported", "answer": "Users create agents with instructions, model, tools, libraries and output modes; drafts publish as versioned releases with restore/evaluations.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-18" ] }, { "id": "creator_permissions", "question": "Can admins limit who creates them?", "support": "supported", "answer": "Can create agents and separate sharing grants control creation/publication audiences.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-18", "cohere-north:cohere-north:n-doc-114" ] }, { "id": "sharing_scope", "question": "Can assistants be shared with users, groups or everyone?", "support": "supported", "answer": "Published agents share to users/groups/company subject to grants; libraries need separate recipient access and email libraries remain private.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-18", "cohere-north:cohere-north:n-doc-114", "cohere-north:cohere-north:n-doc-42" ] }, { "id": "catalogue", "question": "Is there an internal assistant directory?", "support": "supported", "answer": "Agent directory has Starred/My/Shared with me/Company tabs, search and duplication.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-21" ] }, { "id": "prompt_library", "question": "Are shared prompt templates available?", "support": "partial", "answer": "Agents expose up to four starter prompts and reusable Skills; a separate central prompt-template catalogue not established.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-18", "cohere-north:cohere-north:n-doc-12" ] } ], "limitations": [ "The partial atomic answers state their documentation or verification limits." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-18", "cohere-north:cohere-north:n-doc-114", "cohere-north:cohere-north:n-doc-42", "cohere-north:cohere-north:n-doc-21", "cohere-north:cohere-north:n-doc-12" ] }, { "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": "cohere-north", "claimId": "cohere-north:AGT-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "MCP, code and enterprise tools have scoped authentication and configurable approvals.", "availability": "unknown", "delivery": "official-integration", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform 2.0.1; always-on MCP policies are Alpha; guide recommends testing/staging initially", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "builtin_tools", "question": "Which tools are built in?", "support": "supported", "answer": "Built-in search, source connectors, code sandbox, Skills and output capabilities documented with individual states.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-33", "cohere-north:cohere-north:n-doc-34" ] }, { "id": "custom_actions", "question": "Can admins add API actions?", "support": "supported", "answer": "Custom MCP servers expose APIs/actions; admin configures tools and auth, with action hints for approval.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-126", "cohere-north:cohere-north:n-doc-150" ] }, { "id": "mcp_client", "question": "Can it use remote MCP servers, and with what admin control?", "support": "supported", "answer": "North registers custom/remote MCP; remote OAuth dynamic registration needs outbound access and is unavailable fully air-gapped. Tool access policies can target groups. Always-on MCP policies are Alpha; the guide recommends enabling them only in testing/staging until the organization is ready for broader adoption.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-126" ] }, { "id": "tool_auth", "question": "Do tools act as the user or as a shared account?", "support": "supported", "answer": "Static headers, per-user ID/connector tokens, OAuth client credentials or remote OAuth supported. Shared/static credentials require separate source-policy assessment.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-126" ] }, { "id": "tool_approval", "question": "Can admins approve or block tools, and can users confirm actions before they run?", "support": "partial", "answer": "Destructive-hint tools can pause for approval or denial, and the modal offers parameter editing. Whether edited values execute is unknown: the guide says both that modifications replace the original request and that original keys/values are submitted. Allow Always and advance automation action permissions can bypass later prompts; universal per-action confirmation is not guaranteed.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-150", "cohere-north:cohere-north:n-doc-30" ] } ], "limitations": [ "The partial atomic answers state their documentation or verification limits.", "Approval-parameter editing is an interface affordance only in this finding. No execution guarantee is credited without a corrected guide or a bounded tool-call fixture.", "Always-on MCP configuration is Alpha with a testing/staging recommendation until the organization is ready for broader adoption. Criterion availability remains unknown; this subfact does not establish production readiness." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-33", "cohere-north:cohere-north:n-doc-34", "cohere-north:cohere-north:n-doc-126", "cohere-north:cohere-north:n-doc-150", "cohere-north:cohere-north:n-doc-30" ] }, { "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": "cohere-north", "claimId": "cohere-north:AGT-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "GA web search and alpha Deep Research are distinct capabilities.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "web_search", "question": "Is web search available?", "support": "supported", "answer": "GA web search supports live URL/search retrieval; text-only and no authenticated websites.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-74" ] }, { "id": "admin_toggle", "question": "Can admins disable it per organisation or group?", "support": "partial", "answer": "Admins enable provider/tool; Deep Research additionally needs user/group grants. Complete group-specific web-search matrix unverified.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-74", "cohere-north:cohere-north:n-doc-15" ] }, { "id": "search_provider", "question": "Which search provider handles queries, and where?", "support": "partial", "answer": "Tavily defaultGA; Brave/LinkUp alpha, own API keys and one active provider. Provider processing countries not retrieved.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-74" ] }, { "id": "deep_research", "question": "Is multi-step research with a report available?", "support": "supported", "answer": "Alpha Deep Research delegates multi-step subqueries and creates reports; requires enabled sources, admin/user grants and may queue.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-15" ] }, { "id": "web_citations", "question": "Are web sources cited?", "support": "supported", "answer": "Live web and Deep Research include source citations; quality untested.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-74", "cohere-north:cohere-north:n-doc-15" ] } ], "limitations": [ "Web search GA; Deep Research alpha." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-74", "cohere-north:cohere-north:n-doc-15" ] }, { "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": "cohere-north", "claimId": "cohere-north:AGT-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Node workflows support schedules, API invocation and human review.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "workflow_builder", "question": "Is there a workflow or chain builder?", "support": "supported", "answer": "Visual node builder combines LLM/agent/tool/conditional/loop steps, versioning and JSON import/export.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-16", "cohere-north:cohere-north:n-doc-29" ] }, { "id": "scheduled_tasks", "question": "Can prompts or assistants run on a schedule?", "support": "supported", "answer": "Users schedule hourly/daily/weekly or cron; optional natural-language suggestions require confirmation. Repeated failure can disable schedules.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-30" ] }, { "id": "event_triggers", "question": "Can external events start a workflow?", "support": "partial", "answer": "Authenticated execute API enables custom external event integrations. A native inbox/file-change webhook listener was not established.", "evidenceIds": [ "cohere-north:cohere-north:n-api-run" ] }, { "id": "builder_audience", "question": "Is building aimed at business users, IT or developers?", "support": "supported", "answer": "Business builders use visual/natural-language tools and Human Review; IT provisions connectors/models and developers call APIs.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-16", "cohere-north:cohere-north:n-doc-26", "cohere-north:cohere-north:n-api-run" ] } ], "limitations": [ "The partial atomic answers state their documentation or verification limits." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-16", "cohere-north:cohere-north:n-doc-29", "cohere-north:cohere-north:n-doc-30", "cohere-north:cohere-north:n-api-run", "cohere-north:cohere-north:n-doc-26" ] }, { "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": "cohere-north", "claimId": "cohere-north:AGT-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "North executes multi-step work with visible tasks, approval options and workflow cancellation.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "agent_mode", "question": "Is there an agent mode for multi-step tasks?", "support": "supported", "answer": "Agents use tools/code; Deep Research decomposes tasks and delegates subagents; automations execute multiple nodes.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-15", "cohere-north:cohere-north:n-doc-34", "cohere-north:cohere-north:n-doc-16" ] }, { "id": "visible_steps", "question": "Are steps and tool calls shown?", "support": "supported", "answer": "Sandbox activity expands executed code; automation run viewer shows node inputs/outputs; shared chat includes thinking trace.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-34", "cohere-north:cohere-north:n-doc-30", "cohere-north:cohere-north:n-doc-4" ] }, { "id": "side_effect_confirmation", "question": "Must the user confirm actions with side effects?", "support": "partial", "answer": "Tool hints trigger approval; global Allow Always bypasses it and workflows accept action permissions at launch. Human Review nodes can add deliberate checkpoints.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-150", "cohere-north:cohere-north:n-doc-30", "cohere-north:cohere-north:n-doc-26" ] }, { "id": "stop_control", "question": "Can the user stop a running task?", "support": "partial", "answer": "Running automations have Cancel. General chat stop behavior and rollback of already executed external actions were not tested.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-30" ] } ], "limitations": [ "The partial atomic answers state their documentation or verification limits." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-15", "cohere-north:cohere-north:n-doc-34", "cohere-north:cohere-north:n-doc-16", "cohere-north:cohere-north:n-doc-30", "cohere-north:cohere-north:n-doc-4", "cohere-north:cohere-north:n-doc-150", "cohere-north:cohere-north:n-doc-26" ] }, { "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": "cohere-north", "claimId": "cohere-north:AGT-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "North has its own authenticated REST APIs for responses, agents, files, libraries and workflows.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-api" ], "version": "North 2.0.1 docs", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-api", "name": "North instance REST API and SDK access", "type": "api" } ] }, "questions": [ { "id": "chat_api", "question": "Is there an API for chat and assistants?", "support": "supported", "answer": "Instance REST API supports chat/agents/automations; response endpoint exposes models/tools and SDK access. Separate from Cohere model Platform API.", "evidenceIds": [ "cohere-north:cohere-north:n-north-api", "cohere-north:cohere-north:n-api-response" ] }, { "id": "knowledge_api", "question": "Can documents be loaded through an API?", "support": "supported", "answer": "Authenticated file upload stores content with IDs; library APIs create collections under library permissions.", "evidenceIds": [ "cohere-north:cohere-north:n-api-upload", "cohere-north:cohere-north:n-api-libraries", "cohere-north:cohere-north:n-doc-114" ] }, { "id": "api_governance", "question": "Do audit, budgets and model rules apply to API use?", "support": "partial", "answer": "APIs return permission/rate-limit errors and use North identities; sharing restrictions cover API, audit GET exists. Full guardrail/budget/content logging parity not tested.", "evidenceIds": [ "cohere-north:cohere-north:n-api-response", "cohere-north:cohere-north:n-doc-89", "cohere-north:cohere-north:n-doc-140" ] }, { "id": "mcp_server", "question": "Does the product expose itself to other agents over MCP?", "support": "unknown", "answer": "Unknown for mcp_server. North REST APIs are public. Full API guardrail/audit/rate-limit parity and a turnkey North-as-MCP server were not established.", "evidenceIds": [] } ], "limitations": [ "Remaining atomic gaps: mcp_server." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-north-api", "cohere-north:cohere-north:n-api-response", "cohere-north:cohere-north:n-api-upload", "cohere-north:cohere-north:n-api-libraries", "cohere-north:cohere-north:n-doc-114", "cohere-north:cohere-north:n-doc-89", "cohere-north:cohere-north:n-doc-140" ] }, { "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": "cohere-north", "claimId": "cohere-north:WORK-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "North has web and mobile access; desktop/MDM coverage is unknown.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-mobile" ], "version": null, "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-mobile", "name": "North iOS and alpha Android app", "type": "mobile" } ] }, "questions": [ { "id": "web", "question": "Is a full web client available?", "support": "supported", "answer": "Full browser chat, Admin and builders documented.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-1", "cohere-north:cohere-north:n-doc-18" ] }, { "id": "desktop_apps", "question": "Windows and macOS apps?", "support": "unknown", "answer": "Unknown for desktop_apps. Web and alpha mobile are documented; no desktop package, browser extension, MDM deployment matrix or mobile SSO test was retrieved.", "evidenceIds": [] }, { "id": "mobile_apps", "question": "iOS and Android apps with SSO?", "support": "partial", "answer": "October 16 release documents Android alpha with iOS feature parity for agents/automations/record/translate. Mobile SSO/installation workflow not tested.", "evidenceIds": [ "cohere-north:cohere-north:n-north-changelog" ] }, { "id": "browser_extension", "question": "Is there a browser extension or sidebar?", "support": "unknown", "answer": "Unknown for browser_extension. Web and alpha mobile are documented; no desktop package, browser extension, MDM deployment matrix or mobile SSO test was retrieved.", "evidenceIds": [] }, { "id": "managed_deployment", "question": "Can IT deploy and configure clients through MDM?", "support": "unknown", "answer": "Unknown for managed_deployment. Web and alpha mobile are documented; no desktop package, browser extension, MDM deployment matrix or mobile SSO test was retrieved.", "evidenceIds": [] }, { "id": "client_feature_gaps", "question": "Which features are missing on mobile?", "support": "partial", "answer": "Mobile record/translate and document review are documented; complete web/admin/builders parity and managed-client matrix not retrieved.", "evidenceIds": [ "cohere-north:cohere-north:n-north-changelog", "cohere-north:cohere-north:n-doc-97" ] } ], "limitations": [ "Remaining atomic gaps: desktop_apps, browser_extension, managed_deployment." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-1", "cohere-north:cohere-north:n-doc-18", "cohere-north:cohere-north:n-north-changelog", "cohere-north:cohere-north:n-doc-97" ] }, { "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": "cohere-north", "claimId": "cohere-north: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": [] }, { "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": "cohere-north", "claimId": "cohere-north:WORK-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Document mode supports translation and writing; controlled layout-preserving translation is unverified.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "document_translation", "question": "Can whole documents be translated with formatting kept?", "support": "partial", "answer": "Document mode can translate whole generated documents or selections; shortcut is alpha. Preservation of uploaded document layout, tables and glossary terms untested.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-9" ] }, { "id": "translation_engine", "question": "Which engine translates?", "support": "unknown", "answer": "Unknown for translation_engine. Document mode supports translation/rewriting. Layout-preserving file translation, managed glossary, dedicated engine and de-CH controls were not established.", "evidenceIds": [] }, { "id": "glossaries", "question": "Are company glossaries supported?", "support": "unknown", "answer": "Unknown for glossaries. Document mode supports translation/rewriting. Layout-preserving file translation, managed glossary, dedicated engine and de-CH controls were not established.", "evidenceIds": [] }, { "id": "formality_and_variants", "question": "Can formality and regional variants (de-CH) be set?", "support": "partial", "answer": "Tone actions include professional/friendly/concise/persuasive and prompts can request formal rewrites. Dedicated de-CH/regional controls not established.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-9" ] }, { "id": "writing_tools", "question": "Are dedicated rewrite and proofreading tools available?", "support": "supported", "answer": "Document editor supports rewriting, tone/length actions, manual edits and prompt-guided revision with history.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-9" ] } ], "limitations": [ "Remaining atomic gaps: translation_engine, glossaries." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-9" ] }, { "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": "cohere-north", "claimId": "cohere-north:WORK-04", "verificationStatus": "not-published", "support": "not-published", "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.", "availability": null, "delivery": null, "scope": null, "questions": [], "limitations": [], "checkedAt": null, "crossCheckedAt": null, "nextCheckAt": null, "evidenceIds": [] }, { "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": "cohere-north", "claimId": "cohere-north:WORK-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Alpha dictation and beta long-form mobile recording are documented.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-mobile" ], "version": null, "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-mobile", "name": "North iOS and alpha Android app", "type": "mobile" } ] }, "questions": [ { "id": "dictation", "question": "Can users dictate prompts?", "support": "supported", "answer": "Off-by-default alpha dictation supports web/mobile prompts and some instruction/automation fields; configured ASR and microphone permission required.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-97", "cohere-north:cohere-north:n-doc-1" ] }, { "id": "read_aloud", "question": "Can answers be read aloud?", "support": "unknown", "answer": "Unknown for read_aloud. Dictation and long-form mobile recording have alpha/beta states. Read-aloud, conversational speech, automatic meeting capture and Swiss German quality were not established.", "evidenceIds": [] }, { "id": "voice_conversation", "question": "Is a live voice mode available?", "support": "unknown", "answer": "Unknown for voice_conversation. Dictation and long-form mobile recording have alpha/beta states. Read-aloud, conversational speech, automatic meeting capture and Swiss German quality were not established.", "evidenceIds": [] }, { "id": "meeting_summaries", "question": "Are meetings transcribed and summarised?", "support": "partial", "answer": "North can summarise supplied meeting transcripts; beta mobile long recording exists. Automatic meeting participation/transcription and accuracy unverified.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-1", "cohere-north:cohere-north:n-doc-97" ] }, { "id": "swiss_german_speech", "question": "Is Swiss German speech recognised?", "support": "unknown", "answer": "Unknown for swiss_german_speech. Dictation and long-form mobile recording have alpha/beta states. Read-aloud, conversational speech, automatic meeting capture and Swiss German quality were not established.", "evidenceIds": [] } ], "limitations": [ "Dictation alpha; long-form mobile recording beta.", "Remaining atomic gaps: read_aloud, voice_conversation, swiss_german_speech." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-97", "cohere-north:cohere-north:n-doc-1" ] }, { "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": "cohere-north", "claimId": "cohere-north:WORK-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Beta sandbox/Skills create Office files. Document mode supports iteration, with alpha incremental editing distinguished from the broader document workflow.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform 2.0.1; alpha incremental document editing; sandbox/Skills separately Beta", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "data_analysis", "question": "Can it analyse spreadsheets with executed code?", "support": "partial", "answer": "Beta Skills run file-producing work through sandbox_run_python or sandbox_run_command and provide spreadsheet/CSV operations. The sandbox service and skills permission must be enabled. Analysis correctness and formula preservation were not benchmarked.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-12-20261026", "cohere-north:cohere-north:north-release-html-20261026" ] }, { "id": "charts", "question": "Can it produce charts?", "support": "partial", "answer": "The document-mode guide describes Data Interpreter creating a chart and embedding it in the editor. The inaccessible sandbox/interpreter guides do not establish a complete plotting-library inventory; chart correctness was not tested.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-9-20261026" ] }, { "id": "office_file_output", "question": "Can it create Word, Excel or PowerPoint files?", "support": "supported", "answer": "Beta Skills include DOCX/PPTX/XLSX/CSV creation/editing; model and sandbox prerequisites apply.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-12-20261026" ] }, { "id": "canvas_editing", "question": "Is there a document or canvas editor for iterating on output?", "support": "supported", "answer": "Document mode combines direct editing, prompted edits, version history and PDF/DOCX/MD/HTML export. Incremental document-editing controls are alpha; this does not make the whole criterion beta or generally available.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-9-20261026", "cohere-north:cohere-north:n-north-changelog-20261026" ] } ], "limitations": [ "data_analysis: Beta Skills run file-producing work through sandbox_run_python or sandbox_run_command and provide spreadsheet/CSV operations. The sandbox service and skills permission must be enabled. Analysis correctness and formula preservation were not benchmarked.", "charts: The document-mode guide describes Data Interpreter creating a chart and embedding it in the editor. The inaccessible sandbox/interpreter guides do not establish a complete plotting-library inventory; chart correctness was not tested." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-12-20261026", "cohere-north:cohere-north:north-release-html-20261026", "cohere-north:cohere-north:n-doc-9-20261026", "cohere-north:cohere-north:n-north-changelog-20261026" ] }, { "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": "cohere-north", "claimId": "cohere-north:WORK-07", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Shared snapshots and source collections have different access boundaries.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "share_chats", "question": "Can chats be shared inside the organisation?", "support": "supported", "answer": "Signed-in colleagues open read-only snapshot links with messages, citations, thinking and presented sandbox files; subsequent changes need a new link.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-4" ] }, { "id": "team_spaces", "question": "Are shared projects or workspaces available?", "support": "partial", "answer": "Beta Libraries share collections via user/group/company roles. Alpha Projects are private per-user workspaces; not shared team Projects.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-42", "cohere-north:cohere-north:n-doc-11" ] }, { "id": "group_chat", "question": "Can several people chat together with the AI?", "support": "unknown", "answer": "Unknown for group_chat. Chat links are static read-only snapshots. Concurrent human group chat and rechecking original-source ACLs on all shared-answer content were not established.", "evidenceIds": [] }, { "id": "share_permission_boundary", "question": "Does sharing respect the recipient's access to sources?", "support": "partial", "answer": "Shared chat exposes existing answer text/files to signed-in recipients; no original-source ACL recheck established. Library/agent retrieval separately checks source and library access.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-4", "cohere-north:cohere-north:n-doc-152" ] } ], "limitations": [ "Remaining atomic gaps: group_chat." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-4", "cohere-north:cohere-north:n-doc-42", "cohere-north:cohere-north:n-doc-11", "cohere-north:cohere-north:n-doc-152" ] }, { "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": "cohere-north", "claimId": "cohere-north:WORK-08", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "User UI offers German and French among eight languages; accessibility and admin translation remain gaps.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "ui_languages", "question": "Which UI languages are offered?", "support": "supported", "answer": "Guide lists English default, Spanish, French, Portuguese, Arabic, Japanese, Korean and German. Italian is not in this documented selector list.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-1" ] }, { "id": "dach_language_quality", "question": "Are German, French and Italian UIs complete and natural?", "support": "partial", "answer": "German/French available; Italian not listed. Completeness/naturalness was not tested and model language support does not prove UI quality.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-1" ] }, { "id": "accessibility_statement", "question": "Is there a WCAG conformance statement?", "support": "unknown", "answer": "Unknown for accessibility_statement. Eight user UI languages are listed. No WCAG conformance statement, complete German admin UI inventory or DE/FR/IT usability assessment was retrieved.", "evidenceIds": [] }, { "id": "admin_ui_languages", "question": "Is the admin interface available in German?", "support": "unknown", "answer": "Unknown for admin_ui_languages. Eight user UI languages are listed. No WCAG conformance statement, complete German admin UI inventory or DE/FR/IT usability assessment was retrieved.", "evidenceIds": [] } ], "limitations": [ "Remaining atomic gaps: accessibility_statement, admin_ui_languages." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-1" ] }, { "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": "cohere-north", "claimId": "cohere-north:ADM-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "North supports OIDC, SAML and hybrid identity patterns in customer deployments.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "sso_protocols", "question": "Which SSO protocols and identity providers work?", "support": "supported", "answer": "Dex-based broker supports OIDC preferred/SAML legacy, LDAP shim, Entra-LDAP hybrid and authentication proxy; interactive SSO uses authorization-code PKCE.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-105" ] }, { "id": "sso_plan", "question": "Which plan includes SSO?", "support": "partial", "answer": "SSO is documented for deployed North; no public commercial tier restriction or included-price matrix retrieved.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-105" ] }, { "id": "mfa", "question": "Can MFA be enforced?", "support": "partial", "answer": "Authentication proxy supports external MFA chains; no standalone North-enforced MFA policy was retrieved.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-105" ] }, { "id": "conditional_access", "question": "Do Entra conditional-access policies apply?", "support": "unknown", "answer": "Unknown for conditional_access. SSO protocols and IdP integration are documented. Tenant MFA/conditional-access enforcement and domain capture were not exercised.", "evidenceIds": [] }, { "id": "domain_capture", "question": "Can the company claim its email domain?", "support": "unknown", "answer": "Unknown for domain_capture. SSO protocols and IdP integration are documented. Tenant MFA/conditional-access enforcement and domain capture were not exercised.", "evidenceIds": [] } ], "limitations": [ "Remaining atomic gaps: conditional_access, domain_capture." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-105" ] }, { "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": "cohere-north", "claimId": "cohere-north:ADM-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "JIT and alpha SCIM provision users/groups; deletion preserves selected shared assets.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "scim", "question": "Is SCIM provisioning supported?", "support": "supported", "answer": "SCIM2 alpha provides user/group lifecycle and is bidirectional; incompatible with some connector group-filter settings.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-112" ] }, { "id": "group_sync", "question": "Are identity-provider groups synced?", "support": "partial", "answer": "JIT groups hydrate at login/session refresh; SCIM can sync groups including matching preregistered names. No propagation measurement.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-111", "cohere-north:cohere-north:n-doc-112" ] }, { "id": "jit_provisioning", "question": "Are users created at first login?", "support": "supported", "answer": "First successful login automatically creates user linked to external ID; no pre-invite required in this documented mode.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-111" ] }, { "id": "deprovisioning", "question": "What happens to a removed user's data and shared assets?", "support": "supported", "answer": "Disable removes access reversibly; delete uses grace policy, keeps shared agents/workflows/files but removes Microsoft libraries even if shared. Admin can transfer preserved assets; cleanup asynchronous.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-112", "cohere-north:cohere-north:n-doc-90", "cohere-north:cohere-north:n-doc-153" ] }, { "id": "seat_assignment", "question": "Can admins assign and reclaim seats?", "support": "unknown", "answer": "Unknown for seat_assignment. JIT and alpha bidirectional SCIM are documented. Commercial seat assignment and measured identity-propagation timing were not retrieved.", "evidenceIds": [] } ], "limitations": [ "SCIM alpha; graceful deletion settings beta. Commercial seat assignment unverified.", "Remaining atomic gaps: seat_assignment." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-112", "cohere-north:cohere-north:n-doc-111", "cohere-north:cohere-north:n-doc-90", "cohere-north:cohere-north:n-doc-153" ] }, { "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": "cohere-north", "claimId": "cohere-north:ADM-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "North delegates fine-grained roles/groups; separately administered subsidiaries count as application instances.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "admin_roles", "question": "Which admin roles exist, and can admin rights be delegated?", "support": "supported", "answer": "System roles include Agent/Automation/Tools managers, Compliance Requester/Approver and Library Access Manager; custom roles and individual temporary assignments. Some grants, including model configuration, must be assigned directly.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-114" ] }, { "id": "groups", "question": "Can permissions be set per group?", "support": "supported", "answer": "Permissions/roles/resources assign users, IdP groups or company. JIT group membership updates with token/session refresh; rename/delete needs configuration review.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-114", "cohere-north:cohere-north:n-doc-111" ] }, { "id": "feature_toggles", "question": "Which features can be switched on or off per group?", "support": "supported", "answer": "Group grants control agents, tools, libraries, automation and some admin capabilities; models additionally have alpha RBAC and inherited-owner exceptions.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-114", "cohere-north:cohere-north:n-doc-134", "cohere-north:cohere-north:n-doc-18" ] }, { "id": "multi_entity", "question": "Can subsidiaries or departments be separated within one contract?", "support": "partial", "answer": "Separate administered installation with its own users/config/data is a separate licensed Application Instance, including business units/subsidiaries. Single-contract multi-instance price unknown.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-158" ] } ], "limitations": [ "The partial atomic answers state their documentation or verification limits." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-114", "cohere-north:cohere-north:n-doc-111", "cohere-north:cohere-north:n-doc-134", "cohere-north:cohere-north:n-doc-18", "cohere-north:cohere-north:n-doc-158" ] }, { "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": "cohere-north", "claimId": "cohere-north:ADM-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Alpha analytics offers detailed adoption/usage exports with named-user visibility.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "adoption_dashboard", "question": "Is there an adoption dashboard?", "support": "supported", "answer": "Separate Helm/ClickHouse analytics stack reports adoption, agents, automations, tools and libraries with date/group filters.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-78" ] }, { "id": "breakdowns", "question": "Can usage be broken down by group, model, feature and assistant?", "support": "supported", "answer": "Groups/models/sources/agents/workflows/tools and user leaderboards documented; sampled/capped cards have explicit limitations.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-78" ] }, { "id": "export", "question": "Can usage data be exported?", "support": "supported", "answer": "Cards export CSV data or PNG; CSV includes user names and capped tables export only loaded scope.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-78" ] }, { "id": "privacy_modes", "question": "Can per-person reporting be limited or pseudonymised?", "support": "partial", "answer": "Raw analytics event collection can be disabled and retention configured. This does not establish pseudonymisation or removal of named-user reporting in the dashboard.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-95", "cohere-north:cohere-north:n-doc-78" ] } ], "limitations": [ "The vendor marks this control alpha. The catalogue availability field stays unknown because its enum has no alpha value; this does not mean unsupported." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-78", "cohere-north:cohere-north:n-doc-95" ] }, { "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": "cohere-north", "claimId": "cohere-north:ADM-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "North reports token use and can limit capacity; a currency budget ledger is unverified.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "cost_visibility", "question": "Can admins see cost or consumption per user and group?", "support": "partial", "answer": "Analytics shows user/group/agent/model token activity; Prometheus/Grafana has provider/model billed/raw counters without per-user labels and can undercount. Currency cost reconciliation unknown.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-78", "cohere-north:cohere-north:n-doc-207" ] }, { "id": "budgets", "question": "Can budgets be set per user or group?", "support": "partial", "answer": "Alpha Flow control caps requests/input/output tokens by user/group/rules, not a verified CHF/EUR spend budget.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-137" ] }, { "id": "budget_enforcement", "question": "Does reaching a budget alert, block or downgrade?", "support": "partial", "answer": "Limits block for the window only when Helm proxy deployed; unlimited default/failure allow option can admit use. Currency overshoot bounds and chargeback not tested.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-137" ] }, { "id": "chargeback", "question": "Can costs be exported per cost centre?", "support": "unknown", "answer": "Unknown for chargeback. Token metrics and alpha capacity limits are documented. Currency budgets, billing reconciliation and cost-centre allocation were not established.", "evidenceIds": [] } ], "limitations": [ "The vendor marks this control alpha. The catalogue availability field stays unknown because its enum has no alpha value; this does not mean unsupported.", "Remaining atomic gaps: chargeback." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-78", "cohere-north:cohere-north:n-doc-207", "cohere-north:cohere-north:n-doc-137" ] }, { "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": "cohere-north", "claimId": "cohere-north:ADM-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Alpha audits and approval-controlled compliance export coexist with operator log forwarding.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "admin_events", "question": "Are admin and security events logged?", "support": "supported", "answer": "Audits records identity, permission, configuration, model/tool, sharing and compliance events; filters and GET audit API exist.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-140-20261026" ] }, { "id": "content_logging", "question": "Can prompts and answers be retained for compliance, and is it configurable?", "support": "partial", "answer": "Alpha Compliance uses a request/approval workflow for 24-hour conversation review and CSV export, including guardrail-blocked/redacted messages. Self-approval is forbidden; view access and self-grants are restricted. Exact Organization admin approval rights remain unknown because the permission table and Reviewing requests prerequisite disagree.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-139-20261026" ] }, { "id": "siem_export", "question": "Can logs stream to a SIEM or be exported?", "support": "partial", "answer": "Audit records can be queried through GET /v1/admin/audits, with an actions endpoint and date/action filters. A complete supported SIEM integration, delivery/retry guarantee or content-stream schema was not established.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-140-20261026" ] }, { "id": "ediscovery", "question": "Are eDiscovery and legal hold supported?", "support": "partial", "answer": "Compliance supports investigation/preservation downloads; specific eDiscovery/legal hold preventing deletion was not established.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-139-20261026" ] }, { "id": "log_retention", "question": "How long are logs kept?", "support": "unknown", "answer": "Retrieved Audits and Compliance pages do not state numeric audit-log retention or immutability. Analytics-event retention is a different dataset, and the general Security page could not be retrieved in public representations. Search on 2026-10-26: https://private.docs.cohere.com/north/docs/admin/audits?format=html, https://private.docs.cohere.com/north/docs/admin/compliance?format=html, https://private.docs.cohere.com/north/docs/admin/permissions?format=html. No additional scoped evidence established this answer.", "evidenceIds": [] } ], "limitations": [ "content_logging: Alpha Compliance uses a request/approval workflow for 24-hour conversation review and CSV export, including guardrail-blocked/redacted messages. Self-approval is forbidden; view access and self-grants are restricted. Exact Organization admin approval rights remain unknown because the permission table and Reviewing requests prerequisite disagree.", "siem_export: Audit records can be queried through GET /v1/admin/audits, with an actions endpoint and date/action filters. A complete supported SIEM integration, delivery/retry guarantee or content-stream schema was not established.", "ediscovery: Compliance supports investigation/preservation downloads; specific eDiscovery/legal hold preventing deletion was not established.", "log_retention: Retrieved Audits and Compliance pages do not state numeric audit-log retention or immutability. Analytics-event retention is a different dataset, and the general Security page could not be retrieved in public representations. Search on 2026-10-26: https://private.docs.cohere.com/north/docs/admin/audits?format=html, https://private.docs.cohere.com/north/docs/admin/compliance?format=html, https://private.docs.cohere.com/north/docs/admin/permissions?format=html. No additional scoped evidence established this answer." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-140-20261026", "cohere-north:cohere-north:n-doc-139-20261026" ] }, { "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": "cohere-north", "claimId": "cohere-north:ADM-07", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Selected-customer beta HiddenLayer can detect/block/redact PII, with permissive defaults and failure paths.", "availability": "beta", "delivery": "native", "scope": { "surfaceIds": [ "north-private", "north-web" ], "version": null, "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [ "Selected-customer HiddenLayer beta deployment; commercial cost unverified" ], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" }, { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" } ] }, "questions": [ { "id": "pii_detection", "question": "Is personal data detected in prompts and files?", "support": "partial", "answer": "HiddenLayer scans configured prompt/response/tool content and PII entity types; beta available to selected customers after deployment. File coverage depends on what reaches scanned requests, not a verified whole-file DLP pipeline.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-138" ] }, { "id": "pii_action", "question": "Is it redacted, masked, blocked or only warned?", "support": "partial", "answer": "ALLOW/BLOCK/REDACT supported. Default monitor_only does not enforce; background scans and timeouts can occur after delivery, unsupported entities fail open. Effectiveness not tested.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-138" ] }, { "id": "custom_patterns", "question": "Can admins add custom patterns or terms?", "support": "unknown", "answer": "Unknown for custom_patterns. Selected-customer beta HiddenLayer scanning is documented. Custom regex/customer dictionaries and an external enterprise DLP integration matrix were not retrieved.", "evidenceIds": [] }, { "id": "dlp_integration", "question": "Does it integrate with an existing DLP product?", "support": "partial", "answer": "HiddenLayer AIDR integration documented; generic existing-DLP/Purview connector not established.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-138", "cohere-north:cohere-north:n-doc-193" ] }, { "id": "filter_location", "question": "Where does filtering run?", "support": "supported", "answer": "Documented self-contained GPU engine runs inside customer cluster with external HiddenLayer cloud disabled; requires both HiddenLayer and cohere-guardrails releases.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-193" ] } ], "limitations": [ "Remaining atomic gaps: custom_patterns." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-138", "cohere-north:cohere-north:n-doc-193" ] }, { "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": "cohere-north", "claimId": "cohere-north:ADM-08", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Organisation instructions/policy acceptance exist; content safety checks are advisory.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "org_instructions", "question": "Can admins set organisation-wide instructions?", "support": "supported", "answer": "Optional company instructions append to preamble across all models; agent instructions also apply.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-86" ] }, { "id": "usage_notice", "question": "Can users be required to accept a usage policy?", "support": "supported", "answer": "Alpha hosted terms can require acceptance at sign-up/tool use and re-acceptance after versions. External terms URL overrides hosted terms.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-145" ] }, { "id": "content_filters", "question": "Are content filters configurable?", "support": "partial", "answer": "Alpha Content Compliance Auditor offers Contextual/Strict, targeted user/group rules and qualified models. Model chooses whether to check/refuse; unavailable/error verdict can be safe, so not mandatory enforcement.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-138" ] }, { "id": "violation_reporting", "question": "Are policy hits visible to admins?", "support": "supported", "answer": "Guardrail Events list conversation decisions/categories/actions. Safety Block means unsafe verdict to model, not proof response was prevented.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-138" ] } ], "limitations": [ "The vendor marks this control alpha. The catalogue availability field stays unknown because its enum has no alpha value; this does not mean unsupported." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-86", "cohere-north:cohere-north:n-doc-145", "cohere-north:cohere-north:n-doc-138" ] }, { "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": "cohere-north", "claimId": "cohere-north:DATA-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Private North follows customer infrastructure placement; external inference and support need separate scope.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "storage_region", "question": "Where are chats, files and indexes stored?", "support": "partial", "answer": "North/Compass data resides in customer VPC/on-prem storage. Customer chooses country; no fixed vendor-hosted North region matrix retrieved.", "evidenceIds": [ "cohere-north:cohere-north:n-private", "cohere-north:cohere-north:n-doc-168" ] }, { "id": "inference_region", "question": "Where do model calls run, per provider?", "support": "partial", "answer": "Local model chart stays in customer environment; optional Vault/Foundry/other APIs route inference to separately configured regions. Actual contracted provider region unverified.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-168", "cohere-north:cohere-north:n-doc-217", "cohere-north:cohere-north:n-doc-218" ] }, { "id": "backups_logs_region", "question": "Where are backups, logs and telemetry?", "support": "partial", "answer": "Operators configure backups, logs and telemetry collectors in their environment. Docs do not fix country or require all exports remain local.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-214", "cohere-north:cohere-north:n-doc-208", "cohere-north:cohere-north:n-doc-146" ] }, { "id": "support_access_region", "question": "From where can vendor staff access data?", "support": "partial", "answer": "Private-deployment commitment says Cohere does not receive customer prompts; optional Vault processes inference and support bundles may be shared. Support-staff countries/contract access rules unknown.", "evidenceIds": [ "cohere-north:cohere-north:n-commitments", "cohere-north:cohere-north:n-doc-217" ] }, { "id": "swiss_hosting", "question": "Is Swiss hosting available?", "support": "partial", "answer": "Customer can place private infrastructure in its chosen country, but a Cohere-operated Swiss North hosting SKU/residency promise was not established.", "evidenceIds": [ "cohere-north:cohere-north:n-private" ] }, { "id": "residency_plan", "question": "Which plan or option provides residency?", "support": "partial", "answer": "Customer-managed private deployment controls location; optional external inference/telemetry/connector routes require separate governance. No named residency add-on price retrieved.", "evidenceIds": [ "cohere-north:cohere-north:n-private", "cohere-north:cohere-north:n-doc-217" ] } ], "limitations": [ "The partial atomic answers state their documentation or verification limits." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-private", "cohere-north:cohere-north:n-doc-168", "cohere-north:cohere-north:n-doc-217", "cohere-north:cohere-north:n-doc-218", "cohere-north:cohere-north:n-doc-214", "cohere-north:cohere-north:n-doc-208", "cohere-north:cohere-north:n-doc-146", "cohere-north:cohere-north:n-commitments" ] }, { "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": "cohere-north", "claimId": "cohere-north:DATA-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "North can run in customer cloud, on-prem or air-gapped; optional managed inference changes that boundary.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "multi_tenant_saas", "question": "Is a shared SaaS offered?", "support": "unknown", "answer": "Unknown for multi_tenant_saas. Private VPC/on-prem/air-gapped deployment is documented. Seat floors, full SaaS offers and every disconnected-mode feature exception were not established.", "evidenceIds": [] }, { "id": "dedicated_instance", "question": "Is a dedicated single-tenant instance offered, from what size?", "support": "partial", "answer": "Customer-managed North instance supported; Model Vault inference is dedicated Cohere-managed. Minimum seat/capacity size unpriced.", "evidenceIds": [ "cohere-north:cohere-north:n-private", "cohere-north:cohere-north:n-vault" ] }, { "id": "customer_cloud", "question": "Can it run in the customer's own cloud account, from what size?", "support": "partial", "answer": "North Helm installs on customer Kubernetes/VPC; infrastructure/network/security operated by customer. No minimum seats retrieved.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-165", "cohere-north:cohere-north:n-private" ] }, { "id": "on_premise", "question": "Can the whole platform run on customer infrastructure, from what size?", "support": "partial", "answer": "Whole North app plus Compass/models documented for customer on-prem Kubernetes; component/GPU dependencies apply. No seat floor retrieved.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-146", "cohere-north:cohere-north:n-doc-168" ] }, { "id": "air_gapped", "question": "Can it run without internet access?", "support": "partial", "answer": "Vendor explicitly offers air-gapped on-prem deployment. External API/search/remote MCP unavailable without egress; registry/image supply needs mirroring. Contracted disconnected feature matrix not retrieved.", "evidenceIds": [ "cohere-north:cohere-north:n-private", "cohere-north:cohere-north:n-doc-126", "cohere-north:cohere-north:n-doc-159" ] }, { "id": "mode_feature_gaps", "question": "Which features are missing outside SaaS?", "support": "partial", "answer": "Remote MCP needs internet; external search/inference also need provider access. Local visual parsing/guardrails require extra models/GPU services. Full parity unknown.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-126", "cohere-north:cohere-north:n-doc-14", "cohere-north:cohere-north:n-doc-193" ] } ], "limitations": [ "Remaining atomic gaps: multi_tenant_saas." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-private", "cohere-north:cohere-north:n-vault", "cohere-north:cohere-north:n-doc-165", "cohere-north:cohere-north:n-doc-146", "cohere-north:cohere-north:n-doc-168", "cohere-north:cohere-north:n-doc-126", "cohere-north:cohere-north:n-doc-159", "cohere-north:cohere-north:n-doc-14", "cohere-north:cohere-north:n-doc-193" ] }, { "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": "cohere-north", "claimId": "cohere-north:DATA-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Private North and hosted model APIs have different data-use policies.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "vendor_training", "question": "Does the vendor train on customer content?", "support": "partial", "answer": "Private deployment commitments say Cohere receives no prompts/outputs. Cohere Platform API separately permits opt-out training; do not apply that SaaS default to private North. Optional Vault processes inference.", "evidenceIds": [ "cohere-north:cohere-north:n-commitments", "cohere-north:cohere-north:n-doc-217" ] }, { "id": "provider_training", "question": "Do model providers train on it under this product's contracts?", "support": "partial", "answer": "Self-hosted inference does not call external provider. If operator configures third-party APIs, their customer contracts govern; no blanket no-training assurance retrieved.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-177", "cohere-north:cohere-north:n-commitments" ] }, { "id": "provider_retention", "question": "How long do model providers keep prompts, including for abuse monitoring?", "support": "partial", "answer": "Separate Cohere SaaS model Platform logs default30 days with legal/contract/abuse exceptions; private North retention configured locally. Other configured provider retention unverified.", "evidenceIds": [ "cohere-north:cohere-north:n-commitments" ] }, { "id": "zero_retention", "question": "Is zero data retention available, and on which plan?", "support": "partial", "answer": "North↔Model Vault guide documents optional ZDR for inference; North app data remains stored locally. Platform ZDR approval applies separately; not zero chat persistence.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-217", "cohere-north:cohere-north:n-commitments" ] }, { "id": "human_review", "question": "Can provider staff review content?", "support": "partial", "answer": "Private prompts do not reach Cohere by default. Platform security teams may review flagged logs; local admins/investigators can review under North compliance process. Third-party staff rules unknown.", "evidenceIds": [ "cohere-north:cohere-north:n-commitments", "cohere-north:cohere-north:n-doc-139" ] } ], "limitations": [ "The partial atomic answers state their documentation or verification limits." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-commitments", "cohere-north:cohere-north:n-doc-217", "cohere-north:cohere-north:n-doc-177", "cohere-north:cohere-north:n-doc-139" ] }, { "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": "cohere-north", "claimId": "cohere-north:DATA-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Retention and deletion are operator-configured with separate conversation and user policies.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "default_retention", "question": "What is retained and for how long by default?", "support": "partial", "answer": "Automatic conversation age retention off by default; manually deleted conversations still hard-delete on hourly job with zero effective timeout. Backup/shared-resource retention differs.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-88", "cohere-north:cohere-north:n-doc-153" ] }, { "id": "admin_retention", "question": "Can admins set retention periods?", "support": "supported", "answer": "Alpha enabled defaults90 days from creation plus30-day soft-delete timeout; configurable1+days and0–365days. Retroactive changes and batch queues can affect timing.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-88" ] }, { "id": "user_deletion", "question": "Can users delete their chats and files permanently?", "support": "partial", "answer": "Users delete conversations; hourly hard cleanup removes messages/metadata with best-effort external resources. Account private-data cleanup follows beta grace policy; shared assets can persist.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-153", "cohere-north:cohere-north:n-doc-90" ] }, { "id": "contract_end_deletion", "question": "What is deleted at contract end, and when?", "support": "unknown", "answer": "Unknown for contract_end_deletion. Conversation/user deletion policies are documented. Commercial contract-end deletion and guaranteed backup purge deadlines were not retrieved.", "evidenceIds": [] } ], "limitations": [ "Conversation retention alpha; graceful account deletion beta. Commercial exit deadline unknown.", "Remaining atomic gaps: contract_end_deletion." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-88", "cohere-north:cohere-north:n-doc-153", "cohere-north:cohere-north:n-doc-90" ] }, { "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": "cohere-north", "claimId": "cohere-north:DATA-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Published terms name Cohere Inc. and the Trust Center lists subprocessors; ultimate post-combination ownership and the complete contracted North inventory remain unknown.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "Published Cohere terms and Trust Center as retrieved 2026-10-21; post-combination ownership excluded as unverified", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "subprocessor_list", "question": "Is a dated sub-processor list published?", "support": "partial", "answer": "Trust Center exposes subprocessors but no visible revision date; complete North-specific contracted inventory not verified.", "evidenceIds": [ "cohere-north:cohere-north:n-trust-20261026" ] }, { "id": "subprocessor_countries", "question": "Which countries do sub-processors operate in?", "support": "partial", "answer": "Visible rows list Google Cloud, Fullstory, LaunchDarkly, New Relic, Retool, Sentry, Segment, Sendgrid and Vercel in USA. Scope mainly hosted services, not automatic private North content recipients.", "evidenceIds": [ "cohere-north:cohere-north:n-trust-20261026" ] }, { "id": "change_notification", "question": "Are customers notified of sub-processor changes?", "support": "unknown", "answer": "Unknown for change_notification. Public Trust Center lists subprocessors without a visible revision date. Full contracted North scope, change notices and post-combination legal structure remain unverified. Search on 2026-10-26: https://trustcenter.cohere.com/?format=html, https://cohere.com/terms-of-use, https://cohere.com/blog/cohere-and-aleph-alpha-sign-agreement. No additional scoped evidence established this answer.", "evidenceIds": [] }, { "id": "parent_jurisdiction", "question": "Which jurisdiction governs the vendor and its parent?", "support": "partial", "answer": "The public terms name Cohere Inc. and Ontario/Toronto law. The September 16 Aleph Alpha business-combination agreement remains described as subject to final regulatory approvals in that announcement. Current October 15 AISLE copy calls Aleph Alpha a partnership, not a completed acquisition; no subsequent first-party closing notice was located. A post-combination parent/jurisdiction is not asserted.", "evidenceIds": [ "cohere-north:cohere-north:n-terms-20261026", "cohere-north:cohere-north:n-combination-20261026", "cohere-north:cohere-north:corporate-aisle-20261026" ] }, { "id": "transfer_mechanism", "question": "Which transfer mechanism applies to non-EU/CH processing?", "support": "partial", "answer": "Trust Center says its multi-jurisdictional DPA incorporates2021 EU SCCs and describes a TIA. NDA-gated DPA and exact Swiss adaptations not inspected.", "evidenceIds": [ "cohere-north:cohere-north:n-trust-20261026" ] }, { "id": "government_access_policy", "question": "Is there a published government-access or transparency policy?", "support": "partial", "answer": "Trust FAQ describes prompt customer notice of government requests unless prohibited, within DPA commitments. Actual North contract/transparency statistics unverified.", "evidenceIds": [ "cohere-north:cohere-north:n-trust-20261026" ] } ], "limitations": [ "subprocessor_list: Trust Center exposes subprocessors but no visible revision date; complete North-specific contracted inventory not verified.", "subprocessor_countries: Visible rows list Google Cloud, Fullstory, LaunchDarkly, New Relic, Retool, Sentry, Segment, Sendgrid and Vercel in USA. Scope mainly hosted services, not automatic private North content recipients.", "change_notification: Unknown for change_notification. Public Trust Center lists subprocessors without a visible revision date. Full contracted North scope, change notices and post-combination legal structure remain unverified. Search on 2026-10-26: https://trustcenter.cohere.com/?format=html, https://cohere.com/terms-of-use, https://cohere.com/blog/cohere-and-aleph-alpha-sign-agreement. No additional scoped evidence established this answer.", "parent_jurisdiction: The public terms name Cohere Inc. and Ontario/Toronto law. The September 16 Aleph Alpha business-combination agreement remains described as subject to final regulatory approvals in that announcement. Current October 15 AISLE copy calls Aleph Alpha a partnership, not a completed acquisition; no subsequent first-party closing notice was located. A post-combination parent/jurisdiction is not asserted.", "transfer_mechanism: Trust Center says its multi-jurisdictional DPA incorporates2021 EU SCCs and describes a TIA. NDA-gated DPA and exact Swiss adaptations not inspected.", "government_access_policy: Trust FAQ describes prompt customer notice of government requests unless prohibited, within DPA commitments. Actual North contract/transparency statistics unverified." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-trust-20261026", "cohere-north:cohere-north:n-terms-20261026", "cohere-north:cohere-north:n-combination-20261026", "cohere-north:cohere-north:corporate-aisle-20261026" ] }, { "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": "cohere-north", "claimId": "cohere-north:DATA-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "DPA and regulatory resources are listed, but North-specific contract terms remain unverified.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "dpa", "question": "Is a DPA available, and is it negotiable?", "support": "partial", "answer": "Trust Center says DPA available on request with NDA; Enterprise Data Commitments offers SaaS DPA but says private deployment receives no input processing. No contact/request made; North negotiated terms unknown.", "evidenceIds": [ "cohere-north:cohere-north:n-trust", "cohere-north:cohere-north:n-commitments" ] }, { "id": "revdsg_gdpr", "question": "Does the DPA cover revDSG and GDPR?", "support": "partial", "answer": "Vendor says multi-jurisdictional DPA/GDPR compliance. Explicit revised Swiss DSG terms not retrieved from gated DPA.", "evidenceIds": [ "cohere-north:cohere-north:n-trust" ] }, { "id": "governing_law", "question": "Which law and court govern the contract?", "support": "partial", "answer": "General 2022website/service terms choose Ontario/Canadian law and Toronto courts, subject to subscription agreement. Binding North commercial agreement not retrieved.", "evidenceIds": [ "cohere-north:cohere-north:n-terms" ] }, { "id": "ai_act_materials", "question": "Is EU AI Act documentation provided?", "support": "partial", "answer": "Trust Center lists EU AI Act/GPAI Code of Practice FAQs. Contents and North deployment obligations not inspected.", "evidenceIds": [ "cohere-north:cohere-north:n-trust" ] }, { "id": "sector_materials", "question": "Are FINMA or other sector materials provided?", "support": "partial", "answer": "Trust FAQ says BAA only for approved custom model development and excludes Cohere-hosted SaaS/PHI. North-specific health/FINMA contract not retrieved.", "evidenceIds": [ "cohere-north:cohere-north:n-trust" ] } ], "limitations": [ "The partial atomic answers state their documentation or verification limits." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-trust", "cohere-north:cohere-north:n-commitments", "cohere-north:cohere-north:n-terms" ] }, { "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": "cohere-north", "claimId": "cohere-north:DATA-07", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Trust Center lists attestations; certificates and reports were not verified.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "iso_27001", "question": "ISO 27001 with scope and validity?", "support": "partial", "answer": "ISO 27001 certificate listed behind request; issuer, scope and validity unknown.", "evidenceIds": [ "cohere-north:cohere-north:n-trust" ] }, { "id": "soc2", "question": "SOC 2 type, period and covered service?", "support": "partial", "answer": "SOC 2 Type II annual audit/report listed, request and signed mutual NDA needed; report period/scope not inspected.", "evidenceIds": [ "cohere-north:cohere-north:n-trust" ] }, { "id": "c5", "question": "BSI C5 attestation?", "support": "unknown", "answer": "Unknown for c5. Trust Center lists certificates and reports behind requests. Issuer, scope, validity and independent report contents were not inspected.", "evidenceIds": [] }, { "id": "other_certifications", "question": "Which other certificates (27701, 42001, TISAX)?", "support": "partial", "answer": "ISO 42001 and UK Cyber Essentials for Cohere Inc./Cohere UK listed. Certificate validity/scope not inspected.", "evidenceIds": [ "cohere-north:cohere-north:n-trust" ] }, { "id": "report_access", "question": "How can customers obtain reports?", "support": "supported", "answer": "Trust Center requests gate reports; SOC 2 requires signed mutual NDA, DPA also NDA-gated. No request made.", "evidenceIds": [ "cohere-north:cohere-north:n-trust" ] }, { "id": "pentest", "question": "Are independent penetration test summaries available?", "support": "partial", "answer": "Latest API and web penetration test reports listed behind request; findings/scope/date not inspected.", "evidenceIds": [ "cohere-north:cohere-north:n-trust" ] } ], "limitations": [ "Remaining atomic gaps: c5." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-trust" ] }, { "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": "cohere-north", "claimId": "cohere-north:DATA-08", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Customer keys can encrypt chat columns; workflows and other stores need separate controls.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "encryption_at_rest", "question": "Is data encrypted at rest?", "support": "partial", "answer": "Optional deployment-level AES256GCM envelope encryption covers sensitive PostgreSQL chat columns, excluding automations/workflows. Operator must secure object/index/backups and database volumes separately.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-154", "cohere-north:cohere-north:n-doc-146" ] }, { "id": "customer_managed_keys", "question": "Can the customer manage or hold the keys?", "support": "partial", "answer": "Operator supplies32-byte master key in Kubernetes Secret or chart generates it; wrapped DEKs stay in database, key rotation supported. Hardware-held external-KMS entitlement not established.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-154" ] }, { "id": "private_networking", "question": "Is private connectivity or IP restriction available?", "support": "partial", "answer": "Customer manages VPC, ingress/egress, TLS and Kubernetes network policies; private/on-prem operation documented. These are deployment tasks, not proof every installation enforces them.", "evidenceIds": [ "cohere-north:cohere-north:n-private", "cohere-north:cohere-north:n-doc-146", "cohere-north:cohere-north:n-doc-159" ] }, { "id": "tenant_isolation", "question": "How are customers separated in shared SaaS?", "support": "partial", "answer": "Each separately administered installation has own users/config/data; customer operates cluster/network isolation. Multi-tenant hosted North architecture not established.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-158", "cohere-north:cohere-north:n-doc-146" ] } ], "limitations": [ "The partial atomic answers state their documentation or verification limits." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-154", "cohere-north:cohere-north:n-doc-146", "cohere-north:cohere-north:n-private", "cohere-north:cohere-north:n-doc-159", "cohere-north:cohere-north:n-doc-158" ] }, { "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": "cohere-north", "claimId": "cohere-north:DATA-09", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Profession-specific secrecy undertaking and add-on remain unknown; general confidentiality and scoped content-access controls do not establish §203 StGB or Art.321 StGB coverage.", "availability": "unknown", "delivery": "unknown", "scope": { "surfaceIds": [ "north-private", "north-web", "model-vault" ], "version": "North 2.0.1", "plan": "Customer-hosted North 2.0.1 under custom commercial contract; optional Model Vault/external models separately scoped", "addOns": [], "deploymentMode": null, "region": "No profession-specific DE/CH contractual scope verified; deployment/provider regions follow the other scoped claims.", "os": [], "surfaces": [ { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" }, { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "model-vault", "name": "Optional Cohere-managed Model Vault inference with customer-hosted North", "type": "api" } ] }, "questions": [ { "id": "secrecy_undertaking", "question": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff?", "support": "unknown", "answer": "Unknown. Reviewed North security/encryption/compliance and private-deployment data flows, Trust Center and Enterprise Data Commitments, plus targeted first-party professional-secrecy searches. DPA is request/NDA-gated. No public North §203 StGB or Art.321 StGB undertaking or profession-specific add-on was retrieved; none requested. A DPA or no-training clause alone does not answer whether a profession-specific undertaking is signed.", "evidenceIds": [] }, { "id": "subprocessor_coverage", "question": "Does the undertaking extend to its sub-processors, and is that documented?", "support": "unknown", "answer": "Unknown. No retrieved §203/Art.321 undertaking establishes flow-down to all relevant subcontractors/model providers. General DPA confidentiality is not equivalent.", "evidenceIds": [] }, { "id": "secrecy_offering", "question": "Is it a dedicated offering or add-on, and on which plan?", "support": "unknown", "answer": "Unknown. No documented profession-specific plan, dedicated instance option or paid secrecy add-on and its entitlements/pricing were established.", "evidenceIds": [] }, { "id": "content_access", "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?", "support": "partial", "answer": "Private-deployment commitments say Cohere does not receive customer prompts/outputs; the local North app decrypts configured chat columns for use and authorised investigators can export conversations. Optional Model Vault processes inference despite ZDR, and external model endpoints follow their contracts. No complete staff/subprocessor plaintext matrix or secrecy undertaking was inspected.", "evidenceIds": [ "cohere-north:cohere-north:n-commitments", "cohere-north:cohere-north:n-doc-154", "cohere-north:cohere-north:n-doc-139", "cohere-north:cohere-north:n-doc-217", "cohere-north:cohere-north:n-trust" ] }, { "id": "secrecy_documentation", "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?", "support": "unknown", "answer": "Unknown. Reviewed North security/encryption/compliance and private-deployment data flows, Trust Center and Enterprise Data Commitments, plus targeted first-party professional-secrecy searches. DPA is request/NDA-gated. No public North §203 StGB or Art.321 StGB undertaking or profession-specific add-on was retrieved; none requested. General data-flow/security pages are available but do not document such a secrecy offering.", "evidenceIds": [] } ], "limitations": [ "Contract facts only; no legal suitability assessment. No profession-specific commitment or paid option inferred from generic confidentiality, hosting, encryption or no-training terms.", "Public, unauthenticated source pass only; no sales contact, NDA request or authenticated access-control test." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-commitments", "cohere-north:cohere-north:n-doc-154", "cohere-north:cohere-north:n-doc-139", "cohere-north:cohere-north:n-doc-217", "cohere-north:cohere-north:n-trust" ] }, { "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": "cohere-north", "claimId": "cohere-north:VEN-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "North uses capacity and installation licensing with custom prices.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "pricing_unit", "question": "What is the pricing unit?", "support": "supported", "answer": "Compute Units cover model GPU capacity via hardware/model factors; Application Instances count separate administered North installations. Not documented as a universal per-seat tariff.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-158" ] }, { "id": "list_prices", "question": "What are list prices per plan, with date and currency?", "support": "partial", "answer": "North pricing page says custom enterprise pricing; numeric North licence rates not published in retrieved sources. Separate Model Vault/API rates are not North total.", "evidenceIds": [ "cohere-north:cohere-north:n-pricing" ] }, { "id": "included_usage", "question": "What usage is included?", "support": "partial", "answer": "Licensed capacity depends on GPUs/model factors, application instances and contract; no public included-message allowance retrieved.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-158" ] }, { "id": "add_ons", "question": "Which features cost extra?", "support": "partial", "answer": "Model Vault inference, external provider/search API contracts, extra parser/guardrail GPUs and deployment services may add cost; exact included entitlements/rates unknown.", "evidenceIds": [ "cohere-north:cohere-north:n-pricing", "cohere-north:cohere-north:n-doc-193", "cohere-north:cohere-north:n-doc-14" ] }, { "id": "overage", "question": "What do usage beyond limits and premium models cost?", "support": "unknown", "answer": "Unknown for overage. Compute units/application instances and custom pricing are documented. North rates, included usage, minimums and extras were not quoted or invented.", "evidenceIds": [] } ], "limitations": [ "Remaining atomic gaps: overage." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-158", "cohere-north:cohere-north:n-pricing", "cohere-north:cohere-north:n-doc-193", "cohere-north:cohere-north:n-doc-14" ] }, { "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": "cohere-north", "claimId": "cohere-north:VEN-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Shared-scenario North totals remain unknown because the commercial rates and capacity sizing are not public.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "cost_200", "question": "Year-one cost at 200 users?", "support": "partial", "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21: twelve months, excl VAT, no discounts, 330 messages/user/month. At 200 users, North licence/capacity, infrastructure, implementation and support are unknown in EUR/CHF. No total or nonzero floor can be calculated without North tariff and sizing. Separate Model Vault/API prices are not substitutes. FX basis: ECB 2026-10-20 EUR1=USD1.1215=CHF0.9237.", "evidenceIds": [ "cohere-north:cohere-north:n-pricing", "cohere-north:cohere-north:n-doc-158", "cohere-north:cohere-north:fx-ecb" ] }, { "id": "cost_1000", "question": "Year-one cost at 1,000 users?", "support": "partial", "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21: twelve months, excl VAT, no discounts, 330 messages/user/month. At 1,000 users, North licence/capacity, infrastructure, implementation and support are unknown in EUR/CHF. No total or nonzero floor can be calculated without North tariff and sizing. Separate Model Vault/API prices are not substitutes. FX basis: ECB 2026-10-20 EUR1=USD1.1215=CHF0.9237.", "evidenceIds": [ "cohere-north:cohere-north:n-pricing", "cohere-north:cohere-north:n-doc-158", "cohere-north:cohere-north:fx-ecb" ] }, { "id": "cost_5000", "question": "Year-one cost at 5,000 users?", "support": "partial", "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21: twelve months, excl VAT, no discounts, 330 messages/user/month. At 5,000 users, North licence/capacity, infrastructure, implementation and support are unknown in EUR/CHF. No total or nonzero floor can be calculated without North tariff and sizing. Separate Model Vault/API prices are not substitutes. FX basis: ECB 2026-10-20 EUR1=USD1.1215=CHF0.9237.", "evidenceIds": [ "cohere-north:cohere-north:n-pricing", "cohere-north:cohere-north:n-doc-158", "cohere-north:cohere-north:fx-ecb" ] }, { "id": "variable_share", "question": "Which part depends on usage?", "support": "partial", "answer": "Capacity, replicas and external model/search usage vary;330 messages/user does not determine GPUs, parallelism or tool calls. Vendor-recommended model cannot price unknown North commercial terms; variable currency share remains unknown.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-158", "cohere-north:cohere-north:n-pricing" ] }, { "id": "unknown_parts", "question": "Which costs could not be priced?", "support": "partial", "answer": "North licence per CU/instance, minimum capacity, model translation factors for chosen current models, HA/GPU sizing, external usage, storage/network, support, rollout and taxes outside excl VAT basis. No quote/contact requested.", "evidenceIds": [ "cohere-north:cohere-north:n-pricing", "cohere-north:cohere-north:n-doc-158" ] } ], "limitations": [ "The partial atomic answers state their documentation or verification limits." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-pricing", "cohere-north:cohere-north:n-doc-158", "cohere-north:cohere-north:fx-ecb" ] }, { "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": "cohere-north", "claimId": "cohere-north:VEN-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Public demo and model API trial do not verify a full North tenant trial.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "free_tier", "question": "Is there a free tier for business use?", "support": "partial", "answer": "Pricing page distinguishes free rate-limited model API trial from paid production; trial key prohibited for commercial/production use. A free North business tier not established.", "evidenceIds": [ "cohere-north:cohere-north:n-pricing" ] }, { "id": "self_serve_trial", "question": "Is a self-serve business trial available?", "support": "partial", "answer": "North links instant demo/custom pricing; no self-serve North tenant with SSO/admin/connectors was provisioned or established.", "evidenceIds": [ "cohere-north:cohere-north:n-home", "cohere-north:cohere-north:n-pricing" ] }, { "id": "trial_scope", "question": "Do trials include SSO, connectors and admin features?", "support": "partial", "answer": "Free model API trial does not establish North SSO, connectors or administration. Full North evaluation scope unknown.", "evidenceIds": [ "cohere-north:cohere-north:n-pricing" ] }, { "id": "sales_gate", "question": "Does meaningful evaluation require sales contact?", "support": "partial", "answer": "North custom pricing and private rollout route through sales; whether an independent full tenant evaluation can start without contact remains unknown. No contact made.", "evidenceIds": [ "cohere-north:cohere-north:n-pricing", "cohere-north:cohere-north:n-private" ] } ], "limitations": [ "The partial atomic answers state their documentation or verification limits." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-pricing", "cohere-north:cohere-north:n-home", "cohere-north:cohere-north:n-private" ] }, { "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": "cohere-north", "claimId": "cohere-north:VEN-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "North contract minimums, term and local billing are unverified; pricing is quote-only.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "minimum_commitment", "question": "What seat or spend minimum applies?", "support": "partial", "answer": "Each separately administered installation counts as an Application Instance; compute-unit licence metric exists, but numeric minimum/spend not retrieved.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-158" ] }, { "id": "contract_length", "question": "What contract lengths are offered?", "support": "unknown", "answer": "Unknown for contract_length. North custom enterprise contract was not public in retrieved sources; minimums, term, reduction and invoice currencies remain unknown.", "evidenceIds": [] }, { "id": "cancellation", "question": "How can the contract be cancelled or reduced?", "support": "unknown", "answer": "Unknown for cancellation. North custom enterprise contract was not public in retrieved sources; minimums, term, reduction and invoice currencies remain unknown.", "evidenceIds": [] }, { "id": "local_invoicing", "question": "Can it be invoiced in CHF or EUR from a European entity?", "support": "unknown", "answer": "Unknown for local_invoicing. North custom enterprise contract was not public in retrieved sources; minimums, term, reduction and invoice currencies remain unknown.", "evidenceIds": [] }, { "id": "transparency_class", "question": "Is pricing transparent, partial, quote-only or unknown?", "support": "supported", "answer": "Quote-only for North licence/deployment. Separate Model Vault instance rates and model API tariffs do not make North pricing transparent.", "evidenceIds": [ "cohere-north:cohere-north:n-pricing" ] } ], "limitations": [ "Remaining atomic gaps: contract_length, cancellation, local_invoicing." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-158", "cohere-north:cohere-north:n-pricing" ] }, { "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": "cohere-north", "claimId": "cohere-north:VEN-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "North is commercially licensed; component source rights and branding terms need contract review.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "licence_type", "question": "Which licence applies to each component?", "support": "partial", "answer": "Commercial CU/Application Instance licence documented; full North application/model/component licence texts not retrieved.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-158" ] }, { "id": "branding_restrictions", "question": "Do licence terms restrict branding or user counts?", "support": "partial", "answer": "White-label settings configure product branding; entitlement, use restrictions and licence fee terms unverified. Separate installations count for licensing, with no public per-user cap retrieved.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-142", "cohere-north:cohere-north:n-doc-158" ] }, { "id": "enterprise_features_closed", "question": "Are enterprise features in a separate closed edition?", "support": "unknown", "answer": "Unknown for enterprise_features_closed. North is commercially licensed by capacity/installations. Full application/model component licences and branding rights were not publicly retrieved.", "evidenceIds": [] } ], "limitations": [ "Remaining atomic gaps: enterprise_features_closed." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-158", "cohere-north:cohere-north:n-doc-142" ] }, { "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": "cohere-north", "claimId": "cohere-north:VEN-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "APIs and approved exports provide some portability; full tenant exit is unverified.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "chat_export", "question": "Can admins export all chats?", "support": "partial", "answer": "Alpha compliance approves targeted user/agent conversations for24 hours and downloadsCSV. API lists/retrieves conversations; a single complete admin export and preservation hold not established.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-139", "cohere-north:cohere-north:n-north-api" ] }, { "id": "assistant_export", "question": "Can assistants and prompts be exported in a reusable format?", "support": "partial", "answer": "Automation definitions export reusableJSON graph/dependencies but omit credentials and schedules. Agent configurations have API access/version history; full portable agent export not established.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-29", "cohere-north:cohere-north:n-north-api" ] }, { "id": "knowledge_export", "question": "Can knowledge bases and their sources be exported?", "support": "partial", "answer": "File API retrieves content and library metadata APIs exist; complete all-index/source bulk export and permission preservation not established.", "evidenceIds": [ "cohere-north:cohere-north:n-api-upload", "cohere-north:cohere-north:n-api-libraries" ] }, { "id": "export_format", "question": "Are formats documented and machine-readable?", "support": "partial", "answer": "AutomationJSON, complianceCSV, original file API content and documentPDF/DOCX/HTML/TXT/MD are documented. These do not constitute complete tenant-state export.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-29", "cohere-north:cohere-north:n-doc-139", "cohere-north:cohere-north:n-doc-9" ] }, { "id": "post_termination_window", "question": "How long can data be retrieved after termination?", "support": "unknown", "answer": "Unknown for post_termination_window. Automation JSON, API files and approved compliance CSV are documented. Complete bulk tenant export, agent portability and post-exit recovery window remain unverified.", "evidenceIds": [] } ], "limitations": [ "Remaining atomic gaps: post_termination_window." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-doc-139", "cohere-north:cohere-north:n-north-api", "cohere-north:cohere-north:n-doc-29", "cohere-north:cohere-north:n-api-upload", "cohere-north:cohere-north:n-api-libraries", "cohere-north:cohere-north:n-doc-9" ] }, { "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": "cohere-north", "claimId": "cohere-north:VEN-07", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Support resources exist; North SLA, regional entity and support languages remain unknown.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "support_channels", "question": "Which support channels are available on each plan?", "support": "partial", "answer": "Private deployments include access to solution architects, applied ML and customer success; public security/support resources exist. Contracted response times unknown.", "evidenceIds": [ "cohere-north:cohere-north:n-private" ] }, { "id": "support_languages", "question": "Is support available in German, French or Italian?", "support": "unknown", "answer": "Unknown for support_languages. Public support/status resources and deployment assistance exist; response languages, North SLA credits and contracted DACH entity were not established.", "evidenceIds": [] }, { "id": "regional_presence", "question": "Is there a DACH or Swiss entity, team or partner?", "support": "partial", "answer": "September 16 agreement plans Berlin/Toronto headquarters and Heidelberg research subject to close. A North-contract Swiss/DACH delivery entity or completed combination was not verified.", "evidenceIds": [ "cohere-north:cohere-north:n-combination" ] }, { "id": "uptime_sla", "question": "Is there an uptime SLA with credits?", "support": "unknown", "answer": "Unknown for uptime_sla. Public support/status resources and deployment assistance exist; response languages, North SLA credits and contracted DACH entity were not established.", "evidenceIds": [] }, { "id": "status_page", "question": "Is there a public status page with history?", "support": "partial", "answer": "Cohere has a public hosted API status page. Customer-hosted North availability is operator-managed; a North-wide hosted status/SLA not established.", "evidenceIds": [ "cohere-north:cohere-north:n-status", "cohere-north:cohere-north:n-doc-165" ] } ], "limitations": [ "Remaining atomic gaps: support_languages, uptime_sla." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-private", "cohere-north:cohere-north:n-combination", "cohere-north:cohere-north:n-status", "cohere-north:cohere-north:n-doc-165" ] }, { "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": "cohere-north", "claimId": "cohere-north:VEN-08", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Deployment assistance and public user/builder guides are offered; included service scope is unknown.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "north-web", "north-private" ], "version": "North platform2.0.1; exact docs feature state stated per atom", "plan": "North custom enterprise contract; current 2.0.1 release and per-feature states, entitlements unverified", "addOns": [], "deploymentMode": null, "region": "Customer-selected private deployment; cloud inference and provider region configured separately", "os": [], "surfaces": [ { "id": "north-web", "name": "North 2 web application and Admin console", "type": "web" }, { "id": "north-private", "name": "Customer-hosted North and Compass Kubernetes deployment", "type": "self-hosted" } ] }, "questions": [ { "id": "onboarding_service", "question": "Is guided onboarding included?", "support": "partial", "answer": "Vendor describes rollout support from architects, applied ML and customer success. Included hours/fees are not published.", "evidenceIds": [ "cohere-north:cohere-north:n-private" ] }, { "id": "user_training", "question": "Is end-user training offered, in which languages?", "support": "partial", "answer": "Public user/agent/workflow guides support self-learning. Live end-user training and language entitlement not established.", "evidenceIds": [ "cohere-north:cohere-north:n-guide", "cohere-north:cohere-north:n-doc-18", "cohere-north:cohere-north:n-doc-16" ] }, { "id": "use_case_library", "question": "Are role-based use cases and templates provided?", "support": "supported", "answer": "Agent guide gives ticket deflection/sales/legal examples and internal agent catalogue permits sharing; document/Skills guides include task examples.", "evidenceIds": [ "cohere-north:cohere-north:n-doc-18", "cohere-north:cohere-north:n-doc-21", "cohere-north:cohere-north:n-doc-12" ] }, { "id": "adoption_programme", "question": "Is there a champion or adoption programme?", "support": "unknown", "answer": "Unknown for adoption_programme. Vendor offers rollout assistance and guides; service language, included hours, adoption programme and costs were not retrieved.", "evidenceIds": [] }, { "id": "service_cost", "question": "Which services cost extra?", "support": "unknown", "answer": "Unknown for service_cost. Vendor offers rollout assistance and guides; service language, included hours, adoption programme and costs were not retrieved.", "evidenceIds": [] } ], "limitations": [ "Remaining atomic gaps: adoption_programme, service_cost." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "cohere-north:cohere-north:n-private", "cohere-north:cohere-north:n-guide", "cohere-north:cohere-north:n-doc-18", "cohere-north:cohere-north:n-doc-16", "cohere-north:cohere-north:n-doc-21", "cohere-north:cohere-north:n-doc-12" ] }, { "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": "cohere-north:cohere-north:n-doc-177-20261026", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/advanced/headless-configuration/model-providers?format=html", "title": "Headless model providers", "locator": "Provider types, endpoint and credentials; public representation of https://private.docs.cohere.com/north/docs/advanced/headless-configuration/model-providers.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 813d19abcb01a5b84e23e8615ef38b9e94cd57097f91ae7e44a139e6b62c4cbb on 2026-10-26", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Operators register Cohere, vLLM, Azure, Bedrock, SageMaker, OpenAI and Anthropic endpoints with customer secrets." }, { "id": "cohere-north:cohere-north:n-doc-32-20261026", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/north-large-01-2026?format=html", "title": "North Large 01-2026", "locator": "Model card and limitations; public representation of https://private.docs.cohere.com/north/docs/north-large-01-2026.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 46ad467b680bd511cfc5f0d3168f40dd32b61be945b039d7cf029b3527b5ece7 on 2026-10-26", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "North partnership model accepts text/images with256K input/32K output and48 languages; citation gaps acknowledged." }, { "id": "cohere-north:cohere-north:n-doc-134-20261026", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/admin/models?format=html", "title": "Models and providers", "locator": "Beta UI, alpha RBAC, aliases and fallback; public representation of https://private.docs.cohere.com/north/docs/admin/models.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 3ddb8818e63c7322d79680498f711ab0dd1a15dd87f1315c3065bed5171538dd on 2026-10-26", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Custom endpoints/providers, group access and defaults; grants additive and alias may silently fall back to provider default." }, { "id": "cohere-north:cohere-north:n-doc-1-20261026", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/get-started/north-chat?format=html", "title": "Chat", "locator": "Model picker, UI languages, image input and dictation; public representation of https://private.docs.cohere.com/north/docs/get-started/north-chat.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 2a609c8b8dc88bce89ad912f7d8c43ee63449c23a0bac0e5fcb5954bf55e0964 on 2026-10-26", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Chat model choice, source-linked responses, eight UI languages and configurable voice/image input are documented." }, { "id": "cohere-north:cohere-north:n-doc-14-20261026", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/get-started/north-automations/building-automations/north-multimodality?format=html", "title": "North multimodal features", "locator": "Cohere-only image input and visual parser; public representation of https://private.docs.cohere.com/north/docs/get-started/north-automations/building-automations/north-multimodality.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 c4763a8ec53fc0d63b4393939e71c9df423160564cdbc748004dcd7af256faba on 2026-10-26", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Vision/OCR requires configured models/parser; third-party image input planned, document visual pages limited500." }, { "id": "cohere-north:cohere-north:n-doc-97-20261026", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/admin/configuring_voice_settings?format=html", "title": "Voice settings", "locator": "Alpha dictation and beta mobile recording; public representation of https://private.docs.cohere.com/north/docs/admin/configuring_voice_settings.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 26565385151f6fa21890665138a7d900c61ea1cbff3bb96f46e67955e5ac54a1 on 2026-10-26", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Dictation and long-form mobile recording are separately off by default and require configured transcription service." }, { "id": "cohere-north:cohere-north:n-doc-12-20261026", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/get-started/skills?format=html", "title": "Skills", "locator": "Beta skills and Office file packages; public representation of https://private.docs.cohere.com/north/docs/get-started/skills.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 9167ea7e86e91dabe44c8cbcc8e0f3b3baa5b44badaf1d393bb4ae67e41fdb0d on 2026-10-26", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Built-in/custom skills create/edit DOCX/PPTX/XLSX/CSV using code sandbox and supported models." }, { "id": "cohere-north:cohere-north:north-release-html-20261026", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/changelog", "title": "North release notes, public HTML", "locator": "October 16 North 2.0.0 and October 20 2.0.1; Models, Libraries, Google Drive, Skills, Sandbox and Admin; HTTP 200, body SHA256 be38218043c7eb99d836db5d02f86ce71b5af7c2c267327410f58f81936ed720", "sourceDate": "2026-10-20", "retrievedAt": "2026-10-26", "finding": "North 2 documents model aliases, beta Library sharing/Skills and sandbox, alpha controls, version-scoped legacy removals and the October 20 storage patch. Release labels are feature-specific, not a guarantee of private-deployment parity." }, { "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": "cohere-north:cohere-north:n-north-changelog", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/changelog.md", "title": "North release notes", "locator": "October 20 v2.0.1 andOctober 16 v2.0.0; migrations", "sourceDate": "2026-10-20", "retrievedAt": "2026-10-21", "finding": "Dated releases document new models, beta/alpha capabilities and removal/deprecation of legacy connectors and APIs." }, { "id": "cohere-north:cohere-north:n-doc-168", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/install/models.md", "title": "Deploy models chart", "locator": "In-cluster generative/Compass components and pinned artifacts", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Customer GPU model chart supports local chat/embed/rerank; serving containers version independently." }, { "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": "cohere-north:cohere-north:n-doc-135-20261026", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/admin/bedrock-anthropic?format=html", "title": "Bedrock Anthropic setup", "locator": "Customer AWS prerequisites and roles; public representation of https://private.docs.cohere.com/north/docs/admin/bedrock-anthropic.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 185176cbe038586b463babfc0584a55cd212cf96f554cf6eadaf1238e4105617 on 2026-10-26", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Own AWS account/region and authorized Claude models support chat, agents and automations." }, { "id": "cohere-north:cohere-north:n-doc-218-20261026", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/microsoft-foundry-with-north.md", "title": "Microsoft Foundry with North", "locator": "Customer Azure inference and feature gaps; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 e717dddf6149bafdb68a613b1268d366565e212be0e292d989d1c2a8d960f35e on 2026-10-26", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Customer Azure billing supports chat/embed/rerank/Parse5; sparse and North Large unavailable there, mixed hosting required." }, { "id": "open-webui:open-webui:models", "productId": "open-webui", "kind": "documented", "url": "https://docs.openwebui.com/features/workspace/models/", "title": "Models workspace", "locator": "Presets; 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smart parser and infrastructure are separately required." }, { "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": "cohere-north:cohere-north:n-doc-42-20261026", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/get-started/tools/libraries?format=html", "title": "Libraries", "locator": "Beta persistence, source/sharing and binding; public representation of https://private.docs.cohere.com/north/docs/get-started/tools/libraries.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 dbe8dc45b308026365048a6e52ee685ac8fedfe257517c688f624e9e2ebf4374 on 2026-10-26", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Libraries bind to agents/chats/nodes; 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revocation immediacy not independently measured." }, { "id": "cohere-north:cohere-north:n-doc-111", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/admin/identity/sso/user-provisioning.md", "title": "JIT provisioning", "locator": "First login and refreshed groups", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "First successful login creates users; groups refresh at authentication/session renewal; admin deprovisioning APIs documented." }, { "id": "cohere-north:cohere-north:n-doc-33", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/get-started/tools-overview.md", "title": "North tools overview", "locator": "Per-tool state and categories", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Names first-party sources and states, including Jira/Slack MCP beta, Atlas SharePointGA and Gmail alpha." }, { "id": "cohere-north:cohere-north:n-doc-165-20261026", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/deployment-model.md", "title": "Deployment model", "locator": "Helm and production GitOps; 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default per-user aggregate storage2 GiB." }, { "id": "cohere-north:cohere-north:n-doc-18", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/get-started/agents/creating-custom-agents.md", "title": "Creating custom agents", "locator": "Instructions, versioning, sharing and model permission model", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Agents combine instructions/models/tools/libraries; shared agents inherit owner model access." }, { "id": "cohere-north:cohere-north:n-doc-86", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/admin/configuring_preamble_prompt_settings.md", "title": "Preamble and prompt settings", "locator": "Company instructions", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Optional organisation instructions apply across models alongside platform/agent preambles." }, { "id": "cohere-north:cohere-north:n-doc-8", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/get-started/memory.md", "title": "Memory", "locator": "Alpha personal/archival memory", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Personal memories can be edited or deleted; agent archival memory cannot be viewed or edited." }, { "id": "cohere-north:cohere-north:n-doc-96", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/admin/configuring_memory_settings.md", "title": "Memory settings", "locator": "Alpha admin controls", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Instance toggles jointly control core/archival/conversation memory and extraction timing." }, { "id": "cohere-north:cohere-north:n-doc-12", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/get-started/skills.md", "title": "Skills", "locator": "Beta skills and Office file packages", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Built-in/custom skills create/edit DOCX/PPTX/XLSX/CSV using code sandbox and supported models." }, { "id": "cohere-north:cohere-north:n-doc-114", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/admin/permissions.md", "title": "Roles and permissions", "locator": "System/custom roles and grants", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Roles/groups delegate permissions; some direct grants cannot be packaged into roles; individual role assignment can expire." }, { "id": "cohere-north:cohere-north:n-doc-21", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/get-started/agents/agent-library.md", "title": "Browsing agents", "locator": "Agent catalogue and duplication", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Internal starred/personal/shared/company agent directory supports search and duplication." }, { "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": "cohere-north:cohere-north:n-doc-34", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/get-started/tools/code-sandbox/home.md", "title": "Code sandbox", "locator": "Beta execution, files and activity visibility", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Persistent per-chat Python/bash runtime creates files/charts and shows executed code; admin deployment/access required." }, { "id": "cohere-north:cohere-north:n-doc-150", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/security/tool-action-approvals.md", "title": "Tool action approvals", "locator": "Destructive actions and global Allow Always", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Approval modal can edit/deny action parameters, but tool hints and persistent global bypass limit per-action assurance." }, { "id": "cohere-north:cohere-north:n-doc-30", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/get-started/north-automations/consuming-automations.md", "title": "Consuming automations", "locator": "Run, cron schedule, approval and cancel", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Schedules support cron/natural language; run viewer shows inputs/outputs and cancellation; action permission accepted at launch." }, { "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": "cohere-north:cohere-north:n-doc-74", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/get-started/tools/websearch/home.md", "title": "Web search", "locator": "GA provider choices and handling", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Tavily defaultGA; Brave/LinkUp alpha; API keys needed; live web page content is not ingested." }, { "id": "cohere-north:cohere-north:n-doc-15", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/get-started/deep-research.md", "title": "Deep research", "locator": "Alpha feature and administrator grants", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Multi-step cited research requires enabled sources and user/group access, with downloadable reports." }, { "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": "cohere-north:cohere-north:n-doc-16", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/get-started/north-automations.md", "title": "Automations", "locator": "Visual builder, roles and workflow lifecycle", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Node-based workflows combine models, tools and reusable versioned definitions." }, { "id": "cohere-north:cohere-north:n-doc-29", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/get-started/north-automations/building-automations/saving-publishing-monitoring-automations.md", "title": "Saving and publishing automations", "locator": "Versioning and JSON import/export", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Automation definitions export JSON with graph/dependencies; credentials and schedules excluded." }, { "id": "cohere-north:cohere-north:n-api-run", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/reference/automations/execute.md", "title": "North execute automation API", "locator": "POST /v1/automations/{id}/execute", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "External authenticated clients can start workflows with typed inputs; this is not a native source-event watcher." }, { "id": "cohere-north:cohere-north:n-doc-26", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/get-started/north-automations/building-automations/human-in-the-loop-automations.md", "title": "Human-in-the-loop automations", "locator": "Human Review node", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Workflows can pause for review and route by human decisions; review timeouts apply." }, { "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": "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": "cohere-north:cohere-north:n-north-api", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/reference/overview.md", "title": "About the North API", "locator": "Authentication and API scope", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Instance REST API covers chat, agents, automations and files with bearer/OAuth/workload identity." }, { "id": "cohere-north:cohere-north:n-api-response", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/reference/responses/create.md", "title": "North create response API", "locator": "Request/response and authentication", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "North exposes model response API with tool and reasoning parameters and permission/rate-limit errors." }, { "id": "cohere-north:cohere-north:n-api-upload", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/reference/files/create.md", "title": "North file upload API", "locator": "POST /v1/files", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Authenticated multipart upload stores a file with ID and downloadable content endpoints." }, { "id": "cohere-north:cohere-north:n-api-libraries", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/reference/libraries/create.md", "title": "North library API", "locator": "Create library endpoint", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Authenticated library creation complements file APIs and library permissions." }, { "id": "cohere-north:cohere-north:n-doc-89", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/admin/configuring_data_controls.md", "title": "Data controls", "locator": "Alpha sharing restrictions", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Blocks new API/web share links; existing conversation links stop, existing automation/table links remain." }, { "id": "cohere-north:cohere-north:n-doc-140", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/admin/audits.md", "title": "Audits", "locator": "Alpha admin events and GET API", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Admin changes/compliance decisions have searchable event rows and programmatic audit endpoints." }, { "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": "cohere-north:cohere-north:n-doc-97", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/admin/configuring_voice_settings.md", "title": "Voice settings", "locator": "Alpha dictation and beta mobile recording", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Dictation and long-form mobile recording are separately off by default and require configured transcription service." }, { "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": "cohere-north:cohere-north:n-doc-9", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/get-started/north-document-mode.md", "title": "Document mode", "locator": "Editing, quick actions and exports", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Canvas supports manual/prompt edits, tone/translation actions, versions and DOCX/PDF/MD/HTML exports." }, { "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": "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": "cohere-north:cohere-north:n-north-changelog-20261026", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/changelog?format=html", "title": "North release notes", "locator": "October 20 v2.0.1 andOctober 16 v2.0.0; migrations; public representation of https://private.docs.cohere.com/north/changelog.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 be38218043c7eb99d836db5d02f86ce71b5af7c2c267327410f58f81936ed720 on 2026-10-26", "sourceDate": "2026-10-20", "retrievedAt": "2026-10-26", "finding": "Dated releases document new models, beta/alpha capabilities and removal/deprecation of legacy connectors and APIs." }, { "id": "cohere-north:cohere-north:n-doc-9-20261026", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/get-started/north-document-mode?format=html", "title": "Document mode", "locator": "Editing, quick actions and exports; public representation of https://private.docs.cohere.com/north/docs/get-started/north-document-mode.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 19535713d7c2ccff7e98fa4e94dde5dcdb6aae67809de5a1e27cb22d286812a1 on 2026-10-26", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Canvas supports manual/prompt edits, tone/translation actions, versions and DOCX/PDF/MD/HTML exports." }, { "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": "cohere-north:cohere-north:n-doc-105", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/admin/identity/overview.md", "title": "About SSO", "locator": "Protocols and Dex identity broker", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "OIDC preferred; SAML, LDAP shim/hybrid and authentication proxy documented; group claims required for group access." }, { "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": "cohere-north:cohere-north:n-doc-153", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/security/data-deletion.md", "title": "Data deletion", "locator": "Conversation, user and connector cleanup", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Deletion has asynchronous external cleanup and explicit preserved shared-resource exceptions." }, { "id": "cohere-north:cohere-north:n-doc-112", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/admin/identity/scim/overview.md", "title": "SCIM provisioning", "locator": "Alpha SCIM2 and deactivation/deletion", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Bidirectional user/group sync; disable is reversible, delete re-creates a new identity if later added." }, { "id": "cohere-north:cohere-north:n-doc-90", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/admin/configuring_graceful_delete_settings.md", "title": "Graceful delete settings", "locator": "Beta account removal and shared-resource exceptions", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Access ends immediately; configurable private cleanup grace period, shared resources preserved except nontransferable Microsoft libraries." }, { "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": "cohere-north:cohere-north:n-doc-134", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/admin/models.md", "title": "Models and providers", "locator": "Beta UI, alpha RBAC, aliases and fallback", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Custom endpoints/providers, group access and defaults; grants additive and alias may silently fall back to provider default." }, { "id": "cohere-north:cohere-north:n-doc-158", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/compute-requirements.md", "title": "Compute requirements", "locator": "Sizing and licensing metrics", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "North licensed by compute units and separately administered application instances; licence rates absent." }, { "id": "cohere-north:cohere-north:n-doc-78", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/admin/north_analytics_v2.md", "title": "Analytics v2", "locator": "Alpha metrics and CSV/PNG exports", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Self-hosted analytics reports users/groups/models/agents/tools; named-user CSV and sampled metrics have limits." }, { "id": "cohere-north:cohere-north:n-doc-95", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/admin/configuring_analytics_settings.md", "title": "Analytics settings", "locator": "Alpha event collection and retention", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Operators can turn event collection off and configure retention for database analytics events." }, { "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": "cohere-north:cohere-north:n-doc-137", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/admin/flow-control.md", "title": "Flow control", "locator": "Alpha model rate-limit proxy", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "User/group/model/source/provider rules enforce request/input/output token limits only after Helm services deployed; fail-open option and unlimited default." }, { "id": "cohere-north:cohere-north:n-doc-207", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/observability/token-usage.md", "title": "Token usage monitoring", "locator": "Prometheus/Grafana collection and limits", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Operators collect billed/raw tokens by model/provider/operation; no per-user labels, scrape gaps and incomplete paths prevent billing-ledger equivalence." }, { "id": "cohere-north:cohere-north:n-doc-140-20261026", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/admin/audits?format=html", "title": "Audits", "locator": "Alpha admin events and GET API; public representation of https://private.docs.cohere.com/north/docs/admin/audits.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 4694734d3c4deaa7540b7df9604377266d387b5b92dea6b958aebbfdd74d20fc on 2026-10-26", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Admin changes/compliance decisions have searchable event rows and programmatic audit endpoints." }, { "id": "cohere-north:cohere-north:n-doc-139-20261026", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/admin/compliance?format=html", "title": "Compliance", "locator": "Alpha dual-control investigation and CSV; public representation of https://private.docs.cohere.com/north/docs/admin/compliance.md; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 8d8d2439993a46e02f92eaf3dc040bacc2a9b59f3ad61352c04278648157c37c on 2026-10-26", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Approved investigators get24-hour conversation access/CSV including blocked/redacted content; self-approval forbidden." }, { "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": "cohere-north:cohere-north:n-doc-138", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/admin/north-guardrails.md", "title": "Guardrails admin", "locator": "Selected-customer beta PII and alpha content safety", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "HiddenLayer supports allow/block/redact with monitor-only default; timeouts/unsupported entities and advisory content safety can fail open." }, { "id": "cohere-north:cohere-north:n-doc-193", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/advanced/feature-enablement/guardrails.md", "title": "Guardrails deployment", "locator": "Selected-customer beta in-cluster HiddenLayer", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "GPU scanning engine runs inside customer cluster without external HiddenLayer cloud traffic in documented configuration." }, { "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": "cohere-north:cohere-north:n-doc-145", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/admin/terms-and-conditions.md", "title": "Terms and conditions", "locator": "Alpha required policy acceptance", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Sign-up/tool-specific multilingual terms require acceptance again after new versions; external URL overrides hosted terms." }, { "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": "cohere-north:cohere-north:n-doc-146", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/security.md", "title": "North security", "locator": "Customer deployment hardening and log forwarding", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Recommends operator encryption/network/SSO controls and stdout-to-SIEM forwarding; no observed hardened configuration implied." }, { "id": "cohere-north:cohere-north:n-private", "productId": "cohere-north", "kind": "vendor-claimed", "url": "https://cohere.com/private-deployments", "title": "Cohere private deployments", "locator": "VPC/on-prem/air-gap and rollout support", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Vendor offers customer-managed VPC and air-gapped on-prem delivery with deployment assistance." }, { "id": "cohere-north:cohere-north:n-doc-217", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/model-vault-with-north.md", "title": "Model Vault with North", "locator": "Customer app plus Cohere inference", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "North stays customer-hosted; Cohere processes model inputs in dedicated Vault; ZDR option removes prompt retention." }, { "id": "cohere-north:cohere-north:n-doc-214", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/backup-restore.md", "title": "Backup and restore", "locator": "Database, secrets and object storage", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Operator controls backup placement and retention; encryption master key needed for restore." }, { "id": "cohere-north:cohere-north:n-doc-208", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/observability/traces.md", "title": "Distributed tracing", "locator": "Operator OpenTelemetry export", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Optional tracing sends deployment telemetry to operator-selected collectors; geographic placement is not fixed." }, { "id": "cohere-north:cohere-north:n-commitments", "productId": "cohere-north", "kind": "documented", "url": "https://cohere.com/enterprise-data-commitments", "title": "Enterprise data commitments", "locator": "Private/third-party versus SaaS Platform; retention and ZDR FAQ", "sourceDate": "2025-12-05", "retrievedAt": "2026-10-21", "finding": "Private deployments do not send prompts to Cohere; SaaS Platform has opt-out training and30-day logs with exceptions; Model Vault integration has its own inference scope." }, { "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": "cohere-north:cohere-north:n-vault", "productId": "cohere-north", "kind": "documented", "url": "https://docs.cohere.com/docs/model-vault.md", "title": "Model Vault overview", "locator": "Dedicated inference deployment and choices", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Cohere-managed dedicated inference is separate from the North control plane." }, { "id": "cohere-north:cohere-north:n-doc-165", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/deployment-model.md", "title": "Deployment model", "locator": "Helm and production GitOps", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "North application Helm chart deployed on customer Kubernetes; GitOps/ArgoCD recommended for production." }, { "id": "cohere-north:cohere-north:n-doc-159", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/networking-requirements.md", "title": "Networking requirements", "locator": "Optional external model API and registry access", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Operator network/DNS/TLS controls; hosted model API optional, image supply needs mirroring for disconnected installations." }, { "id": "cohere-north:cohere-north:n-doc-139", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/admin/compliance.md", "title": "Compliance", "locator": "Alpha dual-control investigation and CSV", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Approved investigators get24-hour conversation access/CSV including blocked/redacted content; self-approval forbidden." }, { "id": "cohere-north:cohere-north:n-doc-88", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/admin/configuring_data_retention_settings.md", "title": "Data retention settings", "locator": "Alpha conversation retention and jobs", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Age-based retention off by default; enabled defaults90day soft-delete plus30-day timeout; hourly hard-delete still runs for manually deleted conversations." }, { "id": "cohere-north:cohere-north:n-combination-20261026", "productId": "cohere-north", "kind": "documented", "url": "https://cohere.com/blog/cohere-and-aleph-alpha-sign-agreement", "title": "Cohere and Aleph Alpha combination agreement", "locator": "September 16 definitive agreement and closing conditions; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 972ee8d4e3dd868bf9d5986f00e66c0543ffd55cf519b78909aa7ec0cad9c399 on 2026-10-26", "sourceDate": "2026-09-16", "retrievedAt": "2026-10-26", "finding": "Combination remains subject to regulatory approvals; future dual headquarters and leadership depend on closing." }, { "id": "cohere-north:cohere-north:corporate-aisle-20261026", "productId": "cohere-north", "kind": "vendor-claimed", "url": "https://cohere.com/blog/cohere-and-aisle-sign-letter-of-intent-to-advance-cyber-resilient-sovereign-ai", "title": "Cohere AISLE proposed acquisition announcement", "locator": "October 15 announcement, opening paragraphs and closing transaction conditions; HTTP 200, body SHA256 e17b07229ecb36abb9f98b4d36e6541d3c74db64f0758fa93b8b48df3c7ccf58", "sourceDate": "2026-10-15", "retrievedAt": "2026-10-26", "finding": "The current text calls AISLE a proposed acquisition and calls Aleph Alpha a partnership. It does not provide closing/approval evidence for the September business-combination agreement." }, { "id": "cohere-north:cohere-north:n-terms-20261026", "productId": "cohere-north", "kind": "documented", "url": "https://cohere.com/terms-of-use", "title": "Cohere public terms of use", "locator": "2022 terms; scope and choice of law; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 09c6e9b556c82d0e47438f044477298abb536b98fb30622371806a82ea1f3cbd on 2026-10-26", "sourceDate": "2022-09-07", "retrievedAt": "2026-10-26", "finding": "Public general terms identify Cohere Inc and Ontario/Toronto law; North commercial subscription terms were not retrieved." }, { "id": "cohere-north:cohere-north:n-trust-20261026", "productId": "cohere-north", "kind": "vendor-claimed", "url": "https://trustcenter.cohere.com/?format=html", "title": "Cohere Trust Center", "locator": "Reports, subprocessors and regulatory FAQs; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 be106d8cf80369b1d1adf72c7912bf7c8af1221b76a8a381c6a95455d2666401 on 2026-10-26", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Lists request-gated SOC 2/ISO 27001/42001 reports, USA subprocessors, NDA-gated DPA and SaaS US-Central hosting; not a whole-North private deployment policy." }, { "id": "cohere-north:cohere-north:n-trust", "productId": "cohere-north", "kind": "vendor-claimed", "url": "https://trustcenter.cohere.com/?format=html", "title": "Cohere Trust Center", "locator": "Reports, subprocessors and regulatory FAQs", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Lists request-gated SOC 2/ISO 27001/42001 reports, USA subprocessors, NDA-gated DPA and SaaS US-Central hosting; not a whole-North private deployment policy." }, { "id": "cohere-north:cohere-north:n-terms", "productId": "cohere-north", "kind": "documented", "url": "https://cohere.com/terms-of-use", "title": "Cohere public terms of use", "locator": "2022 terms; scope and choice of law", "sourceDate": "2022-09-07", "retrievedAt": "2026-10-21", "finding": "Public general terms identify Cohere Inc and Ontario/Toronto law; North commercial subscription terms were not retrieved." }, { "id": "cohere-north:cohere-north:n-doc-154", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/security/data-encryption-at-rest.md", "title": "Data encryption at rest", "locator": "Optional AES256GCM chat-column envelope encryption", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Customer-held Kubernetes master key encrypts chat columns; automation/workflow data excluded." }, { "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": "cohere-north:cohere-north:n-pricing", "productId": "cohere-north", "kind": "documented", "url": "https://cohere.com/pricing", "title": "Cohere pricing", "locator": "North custom pricing; separate Model Vault/API tables", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "North pricing is custom; model API trials and Model Vault instance rates are separate products." }, { "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": "cohere-north:cohere-north:fx-ecb", "productId": "cohere-north", "kind": "documented", "url": "https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml", "title": "ECB historical FX", "locator": "2026-10-20 USD/CHF rates", "sourceDate": "2026-10-20", "retrievedAt": "2026-10-21", "finding": "EUR1=USD1.1215=CHF0.9237; rates recorded without inventing an unpriced North total." }, { "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": "cohere-north:cohere-north:n-home", "productId": "cohere-north", "kind": "vendor-claimed", "url": "https://cohere.com/north", "title": "North 2 product page", "locator": "Platform and private deployment overview", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "North offers agents, automations, libraries, applications and private deployment." }, { "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": "cohere-north:cohere-north:n-doc-142", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/admin/whitelabeling.md", "title": "White labeling", "locator": "Branding configuration", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Operators configure branding; commercial branding licence terms not established." }, { "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": "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": "cohere-north:cohere-north:n-combination", "productId": "cohere-north", "kind": "documented", "url": "https://cohere.com/blog/cohere-and-aleph-alpha-sign-agreement", "title": "Cohere and Aleph Alpha combination agreement", "locator": "September 16 definitive agreement and closing conditions", "sourceDate": "2026-09-16", "retrievedAt": "2026-10-21", "finding": "Combination remains subject to regulatory approvals; future dual headquarters and leadership depend on closing." }, { "id": "cohere-north:cohere-north:n-status", "productId": "cohere-north", "kind": "documented", "url": "https://status.cohere.com/", "title": "Cohere status", "locator": "Hosted API service status", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Public hosted service status is available; it does not establish customer-hosted North SLA." }, { "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." }, { "id": "cohere-north:cohere-north:n-guide", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/docs/get-started/north-user-guide.md", "title": "North user guide", "locator": "Release calendar and feature-state definitions", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Lists planned November 13 v2.1 andDecember 11 v2.2 releases, subject to change; not individual feature delivery promises." }, { "id": "cohere-north:cohere-north:n-doc-36", "productId": "cohere-north", "kind": "documented", "url": "https://private.docs.cohere.com/north/docs/get-started/tools/data-interpreter/home.md", "title": "Data Interpreter", "locator": "Deprecated tool and successor", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Legacy spreadsheet Python tool is deprecated in favor of code sandbox; whole-sheet analysis differs from indexed metadata search." } ] }