{ "schemaVersion": 1, "rubricVersion": "1.1", "kind": "pair", "slug": "anythingllm-vs-glean", "canonicalUrl": "https://onaihq.com/compare/agents/anythingllm-vs-glean/", "markdownUrl": "https://onaihq.com/compare/agents/anythingllm-vs-glean/index.md", "dataUrl": "https://onaihq.com/compare/agents/anythingllm-vs-glean/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": "anythingllm", "name": "AnythingLLM", "website": "https://anythingllm.com", "repository": "https://github.com/Mintplex-Labs/anything-llm", "pageUrl": "https://onaihq.com/compare/agents/products/anythingllm/", "lifecycle": { "status": "unknown", "note": null }, "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" }, { "id": "desktop", "name": "AnythingLLM Desktop", "type": "desktop" }, { "id": "cloud", "name": "AnythingLLM Cloud managed instance", "type": "managed-cloud" }, { "id": "android", "name": "AnythingLLM Mobile for Android", "type": "mobile" }, { "id": "browser-extension", "name": "AnythingLLM browser content collection extension", "type": "browser-extension" } ], "sourcedClaimCount": 46, "statedByVendorCount": 0, "crossCheckedClaimCount": 46, "sourcedOnlyClaimCount": 0, "oldestCheckedAt": "2026-10-21", "lastCheckedAt": "2026-10-26" }, { "id": "glean", "name": "Glean", "website": "https://www.glean.com", "repository": null, "pageUrl": "https://onaihq.com/compare/agents/products/glean/", "lifecycle": { "status": "unknown", "note": null }, "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" }, { "id": "customer-cloud", "name": "Customer Hosted managed GCP or AWS tenant", "type": "managed-server" }, { "id": "desktop", "name": "Glean for Desktop Windows and macOS", "type": "desktop-app" }, { "id": "mobile", "name": "Glean iOS and Android", "type": "mobile-app" }, { "id": "extension", "name": "Glean browser extension and companion", "type": "browser-extension" }, { "id": "teams", "name": "Glean in Microsoft Teams", "type": "teams-app" }, { "id": "api", "name": "Glean APIs and remote MCP server", "type": "api" } ], "sourcedClaimCount": 50, "statedByVendorCount": 0, "crossCheckedClaimCount": 50, "sourcedOnlyClaimCount": 0, "oldestCheckedAt": "2026-10-21", "lastCheckedAt": "2026-10-26" } ], "coverage": { "totalCriteria": 51, "sharedCrossCheckedCriteria": 45, "sharedSourcedCriteria": 45, "crossCheckedCriteriaByProduct": { "anythingllm": 46, "glean": 50 }, "sourcedOnlyCriteriaByProduct": { "anythingllm": 0, "glean": 0 }, "sourcedCriteriaByProduct": { "anythingllm": 46, "glean": 50 }, "crossCheckedCriterionRows": 51, "sourcedOnlyCriterionRows": 0, "sourcedCriterionRows": 51, "statedByVendorRows": 0 }, "criteria": [ { "id": "MOD-01", "title": "Model catalogue and providers", "group": { "id": 1, "name": "Models" }, "judgment": "List each available model by provider and plan, including reasoning, fast and multimodal variants. Record whether the user picks the model, the product routes automatically, or both. A provider counts only if at least one of its current models is selectable on the scoped plan.", "questions": [ { "id": "providers", "question": "Which model providers are available?" }, { "id": "current_models", "question": "Which current models are selectable on this plan?" }, { "id": "user_choice", "question": "Can users pick the model per chat?" }, { "id": "auto_routing", "question": "Does the product route between models automatically, and is the chosen model shown?" }, { "id": "multimodal_input", "question": "Which models accept images, audio or files?" } ], "products": [ { "productId": "anythingllm", "claimId": "anythingllm:MOD-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "The customer selects provider/model combinations at system, workspace and Agent level; optional routing can choose per message.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "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 integrations include OpenAI, Azure, Anthropic, Google, Bedrock, Mistral, Cohere, OpenRouter, LiteLLM and local servers. Actual selectable models require configured accounts/endpoints; no endpoint was exercised.", "evidenceIds": [ "anythingllm:anythingllm:models", "anythingllm:anythingllm:llmconfig" ] }, { "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? A complete current selectable-model catalog was not captured from configured provider accounts.", "evidenceIds": [] }, { "id": "user_choice", "question": "Can users pick the model per chat?", "support": "supported", "answer": "System/workspace/Agent selections are configurable; the current built-in provider also has a chat model picker.", "evidenceIds": [ "anythingllm:anythingllm:llmconfig", "anythingllm:anythingllm:built-in" ] }, { "id": "auto_routing", "question": "Does the product route between models automatically, and is the chosen model shown?", "support": "partial", "answer": "Model Router supports ordered rules and a fallback model, including LLM-classified rules. A complete chosen-model display/test was not established.", "evidenceIds": [ "anythingllm:anythingllm:router" ] }, { "id": "multimodal_input", "question": "Which models accept images, audio or files?", "support": "partial", "answer": "System/workspace routes can accept image input with compatible models; exact audio/file and per-model behavior was not tested.", "evidenceIds": [ "anythingllm:anythingllm:models", "anythingllm:anythingllm:constants-pin" ] } ], "limitations": [ "providers: Documented integrations include OpenAI, Azure, Anthropic, Google, Bedrock, Mistral, Cohere, OpenRouter, LiteLLM and local servers. Actual selectable models require configured accounts/endpoints; no endpoint was exercised.", "current_models: Which current models are selectable on this plan? A complete current selectable-model catalog was not captured from configured provider accounts.", "auto_routing: Model Router supports ordered rules and a fallback model, including LLM-classified rules. A complete chosen-model display/test was not established.", "multimodal_input: System/workspace routes can accept image input with compatible models; exact audio/file and per-model behavior was not tested." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:models", "anythingllm:anythingllm:llmconfig", "anythingllm:anythingllm:built-in", "anythingllm:anythingllm:router", "anythingllm:anythingllm:constants-pin" ] }, { "productId": "glean", "claimId": "glean:MOD-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Model Hub documents multi-provider choice and Auto routing. New department Auto policies require opt-in rollout as of October 21, with GA scheduled October 29.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "As of 2026-10-21: established model catalog plus opt-in new Auto-policy rollout; no tenant observed", "plan": "Core Suite + Model Hub Usage with Universal Model Key or Customer Key; new department policies only on Glean-key deployments with rollout enabled. Enterprise Flex billing is separate.", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "providers", "question": "Which model providers are available?", "support": "supported", "answer": "Model Hub lists OpenAI, Anthropic, Google, Amazon, Glean and open models through Baseten/Fireworks. Availability is conditional on enabled model and route.", "evidenceIds": [ "glean:glean:models", "glean:glean:r2-core-entitlements" ] }, { "id": "current_models", "question": "Which current models are selectable on this plan?", "support": "partial", "answer": "Representative listed models include GPT-6.1 Sol, GPT-6 Astra/Sol/Luna, Claude Sonnet 5.5, Opus 5.5, Gemini 3.8 Flash, Waldo and GLM 5.3. Actual tenant-enabled selections were not observed.", "evidenceIds": [ "glean:glean:models", "glean:glean:r2-core-entitlements" ] }, { "id": "user_choice", "question": "Can users pick the model per chat?", "support": "supported", "answer": "With Glean Universal Model Key users can select a specific enabled model or Auto. Customer Key uses configured defaults and has separate availability constraints.", "evidenceIds": [ "glean:glean:models", "glean:glean:key-matrix", "glean:glean:r2-core-entitlements" ] }, { "id": "auto_routing", "question": "Does the product route between models automatically, and is the chosen model shown?", "support": "partial", "answer": "Universal Model Key Auto routes among enabled models. The new department policies require Feature rollouts opt-in from October 15 as of this October 21 check; GA is scheduled October 29. Customer Key Auto uses admin defaults. Per-request selected-model visibility was not established.", "evidenceIds": [ "glean:glean:models", "glean:glean:key-matrix", "glean:glean:r2-core-entitlements", "glean:glean:r3-october-rollout-migration" ] }, { "id": "multimodal_input", "question": "Which models accept images, audio or files?", "support": "partial", "answer": "Uploads, image generation and real-time voice are documented; supported input types vary by model and the key-feature matrix. A complete per-model input matrix was not verified.", "evidenceIds": [ "glean:glean:uploads", "glean:glean:key-matrix", "glean:glean:r2-core-entitlements" ] } ], "limitations": [ "This criterion combines established model choice with an opt-in policy rollout; no blanket current GA status is asserted for the new policies. Enabled tenant models and per-request routing were not observed." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:models", "glean:glean:r2-core-entitlements", "glean:glean:key-matrix", "glean:glean:r3-october-rollout-migration", "glean:glean:uploads" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:MOD-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Dated releases and version-specific changelogs are public, but the three-release lag benchmark was not measured.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "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 paired last-three-major-release availability dates or guaranteed model-deprecation notice window was established. The built-in Desktop engine migration removes old downloaded models when accepted.", "evidenceIds": [] }, { "id": "changelog", "question": "Is there a dated public model changelog?", "support": "supported", "answer": "GitHub releases and Desktop changelogs document dated changes; v1.18.0 was published 2026-10-13.", "evidenceIds": [ "anythingllm:anythingllm:releases", "anythingllm:anythingllm:changelog" ] }, { "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 paired last-three-major-release availability dates or guaranteed model-deprecation notice window was established. The built-in Desktop engine migration removes old downloaded models when accepted.", "evidenceIds": [] }, { "id": "version_pinning", "question": "Can an admin keep an older model version?", "support": "partial", "answer": "Operators choose remote model IDs or download local GGUF models. Provider retention of old remote snapshots is outside the application’s control.", "evidenceIds": [ "anythingllm:anythingllm:generic", "anythingllm:anythingllm:built-in" ] } ], "limitations": [ "release_lag_days: What was the lag for each of the last three major releases, per provider? No paired last-three-major-release availability dates or guaranteed model-deprecation notice window was established. The built-in Desktop engine migration removes old downloaded models when accepted.", "deprecation_notice: How much notice is given before a model is removed? No paired last-three-major-release availability dates or guaranteed model-deprecation notice window was established. The built-in Desktop engine migration removes old downloaded models when accepted.", "version_pinning: Operators choose remote model IDs or download local GGUF models. Provider retention of old remote snapshots is outside the application’s control." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:releases", "anythingllm:anythingllm:changelog", "anythingllm:anythingllm:generic", "anythingllm:anythingllm:built-in" ] }, { "productId": "glean", "claimId": "glean:MOD-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Dated release notes and model deprecation guidance are public; comparable release-lag measurements remain unknown.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite/Enterprise Flex Model Hub; Customer Key deprecation policy distinguished from Universal Model Key", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "release_lag_days", "question": "What was the lag for each of the last three major releases, per provider?", "support": "unknown", "answer": "What was the lag for each of the last three major releases, per provider? The release notes were checked, but provider general-release dates and scoped product-availability dates were not paired for the last three releases per provider.", "evidenceIds": [] }, { "id": "changelog", "question": "Is there a dated public model changelog?", "support": "supported", "answer": "Public dated release notes include October 15, 2026 and model announcements.", "evidenceIds": [ "glean:glean:release", "glean:glean:r2-core-entitlements" ] }, { "id": "deprecation_notice", "question": "How much notice is given before a model is removed?", "support": "partial", "answer": "For Customer Key Assistant, email notices are described at 60 and 15 days. The page also describes automatic migration for deprecated configurations; application to each removal needs confirmation.", "evidenceIds": [ "glean:glean:deprecation", "glean:glean:r2-core-entitlements" ] }, { "id": "version_pinning", "question": "Can an admin keep an older model version?", "support": "partial", "answer": "Customer Key admins manage upgrades but deprecated models stop being usable. No indefinite version-pinning entitlement is established.", "evidenceIds": [ "glean:glean:deprecation", "glean:glean:r2-core-entitlements" ] } ], "limitations": [ "Documented findings only; unestablished atomic questions remain explicit gaps." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:release", "glean:glean:r2-core-entitlements", "glean:glean:deprecation" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:MOD-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "BYO provider keys, customer cloud contracts and generic compatible endpoints are documented; provider spend is separate from software licensing.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "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": "Customers configure credentials for their selected cloud providers. Managed Cloud also asks customers to bring an LLM API key.", "evidenceIds": [ "anythingllm:anythingllm:models", "anythingllm:anythingllm:cloud" ] }, { "id": "own_cloud_contract", "question": "Can it use its own Azure OpenAI, Bedrock or Vertex deployment?", "support": "supported", "answer": "Azure OpenAI, AWS Bedrock and Vertex have distinct documented configuration routes using customer accounts.", "evidenceIds": [ "anythingllm:anythingllm:azure", "anythingllm:anythingllm:bedrock", "anythingllm:anythingllm:vertex" ] }, { "id": "custom_endpoint", "question": "Can an admin add any OpenAI-compatible endpoint?", "support": "supported", "answer": "Generic OpenAI supports an operator-configured compatible provider URL and settings.", "evidenceIds": [ "anythingllm:anythingllm:generic" ] }, { "id": "byo_pricing", "question": "Does BYO change the licence price?", "support": "supported", "answer": "The self-hosted repository is MIT with no per-seat fee; customer provider/hosting costs remain separate. Cloud charges for the managed instance and still uses BYO inference.", "evidenceIds": [ "anythingllm:anythingllm:license", "anythingllm:anythingllm:cloud" ] }, { "id": "byo_restrictions", "question": "Which features stop working with BYO?", "support": "partial", "answer": "Tool use and modalities depend on provider/model support; Cloud has additional explicit platform limits. No universal BYO feature-parity guarantee was established.", "evidenceIds": [ "anythingllm:anythingllm:cloud-limits", "anythingllm:anythingllm:models" ] } ], "limitations": [ "byo_restrictions: Tool use and modalities depend on provider/model support; Cloud has additional explicit platform limits. No universal BYO feature-parity guarantee was established." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:models", "anythingllm:anythingllm:cloud", "anythingllm:anythingllm:azure", "anythingllm:anythingllm:bedrock", "anythingllm:anythingllm:vertex", "anythingllm:anythingllm:generic", "anythingllm:anythingllm:license", "anythingllm:anythingllm:cloud-limits" ] }, { "productId": "glean", "claimId": "glean:MOD-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Customer Key supports named provider accounts; it has documented feature and cloud restrictions.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted", "customer-cloud" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite Customer Key + Glean-family Model Hub Usage; Enterprise Flex Customer Key/private-cloud discounts are separately contractual", "addOns": [], "deploymentMode": null, "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" }, { "id": "customer-cloud", "name": "Customer Hosted managed GCP or AWS tenant", "type": "managed-server" } ] }, "questions": [ { "id": "own_api_keys", "question": "Can the customer use its own provider API keys?", "support": "supported", "answer": "Customer Key supports customer provider credentials including OpenAI and direct Anthropic keys.", "evidenceIds": [ "glean:glean:models", "glean:glean:r2-core-entitlements" ] }, { "id": "own_cloud_contract", "question": "Can it use its own Azure OpenAI, Bedrock or Vertex deployment?", "support": "partial", "answer": "Customer Key supports Azure OpenAI and named provider credentials. The supported-LLMs matrix permits Vertex only on GCP and Bedrock only on AWS; Configure LLMs separately says customer AWS can use Vertex, while its Vertex setup heading says GCP-only. AWS/Vertex eligibility is therefore unknown; no cross-cloud promise is made.", "evidenceIds": [ "glean:glean:models", "glean:glean:key-matrix", "glean:glean:r2-auto-policy-and-cloud-conflict", "glean:glean:r2-core-entitlements" ] }, { "id": "custom_endpoint", "question": "Can an admin add any OpenAI-compatible endpoint?", "support": "unknown", "answer": "Can an admin add any OpenAI-compatible endpoint? The supported-provider configuration and key matrix were checked; arbitrary OpenAI-compatible customer endpoints are not established.", "evidenceIds": [] }, { "id": "byo_pricing", "question": "Does BYO change the licence price?", "support": "partial", "answer": "Core Suite Customer Key limits Glean Model Hub charges to Glean-family usage; customer provider use is paid directly. Enterprise Flex says seats/credits are discounted for own-key/private-cloud customers but publishes no numeric adjustment.", "evidenceIds": [ "glean:glean:r2-core-entitlements", "glean:glean:r2-flex-entitlements" ] }, { "id": "byo_restrictions", "question": "Which features stop working with BYO?", "support": "supported", "answer": "The key matrix marks Meeting Notes and podcast artifacts unsupported on Customer Key. Text defaults share one provider; image models may differ. Memory depends on deployment readiness.", "evidenceIds": [ "glean:glean:key-matrix", "glean:glean:r2-core-entitlements" ] } ], "limitations": [ "Documented findings only; unestablished atomic questions remain explicit gaps." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:models", "glean:glean:r2-core-entitlements", "glean:glean:key-matrix", "glean:glean:r2-auto-policy-and-cloud-conflict", "glean:glean:r2-flex-entitlements" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:MOD-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Local chat and local CPU embeddings are documented; built-in-engine availability differs by client and release.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "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": "Ollama and other local providers work as configured endpoints. Desktop’s current built-in engine uses Lemonade/llama.cpp; Docker built-in is opt-in on the latest images and releases after v1.18.0 according to current docs.", "evidenceIds": [ "anythingllm:anythingllm:ollama", "anythingllm:anythingllm:built-in" ] }, { "id": "self_hosted_embeddings", "question": "Can retrieval use customer-hosted embeddings?", "support": "supported", "answer": "The built-in all-MiniLM-L6-v2 embedder runs locally on CPU; other local embedding routes are configurable.", "evidenceIds": [ "anythingllm:anythingllm:local-embed", "anythingllm:anythingllm:embed" ] }, { "id": "feature_parity", "question": "Which features fail with self-hosted models?", "support": "partial", "answer": "Chat/RAG are local-capable, but tools and vision depend on model support and optional online services. Cloud explicitly has no bundled built-in LLM. No full offline fixture was run.", "evidenceIds": [ "anythingllm:anythingllm:models", "anythingllm:anythingllm:cloud-limits", "anythingllm:anythingllm:built-in" ] }, { "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 vendor-hosted open-weight model service with verified EU/Swiss inference was established.", "evidenceIds": [] } ], "limitations": [ "feature_parity: Chat/RAG are local-capable, but tools and vision depend on model support and optional online services. Cloud explicitly has no bundled built-in LLM. No full offline fixture was run.", "vendor_hosted_open_models: Does the vendor host open-weight models in EU/CH? No vendor-hosted open-weight model service with verified EU/Swiss inference was established." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:ollama", "anythingllm:anythingllm:built-in", "anythingllm:anythingllm:local-embed", "anythingllm:anythingllm:embed", "anythingllm:anythingllm:models", "anythingllm:anythingllm:cloud-limits" ] }, { "productId": "glean", "claimId": "glean:MOD-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "The documented Universal Model Key open models run in the US. Supported customer-operated chat and embedding routes remain unknown.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "Public open-model guide retrieved 2026-10-26; no deployment observed", "plan": "Universal Model Key open-model route; current guide does not name a Core Suite/Flex entitlement for customer-operated models", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "self_hosted_chat", "question": "Can chat use a customer-hosted model?", "support": "unknown", "answer": "Can chat use a customer-hosted model? The public Model Hub, Customer Key matrix and deployment guides describe named hosted-provider routes. They do not establish supported vLLM/Ollama/TGI chat, customer embeddings, parity or vendor-hosted open-model inference in a named EU/CH region. Creator-region model toggles do not prove inference location.", "evidenceIds": [] }, { "id": "self_hosted_embeddings", "question": "Can retrieval use customer-hosted embeddings?", "support": "unknown", "answer": "Can retrieval use customer-hosted embeddings? The public Model Hub, Customer Key matrix and deployment guides describe named hosted-provider routes. They do not establish supported vLLM/Ollama/TGI chat, customer embeddings, parity or vendor-hosted open-model inference in a named EU/CH region. Creator-region model toggles do not prove inference location.", "evidenceIds": [] }, { "id": "feature_parity", "question": "Which features fail with self-hosted models?", "support": "unknown", "answer": "Which features fail with self-hosted models? The public Model Hub, Customer Key matrix and deployment guides describe named hosted-provider routes. They do not establish supported vLLM/Ollama/TGI chat, customer embeddings, parity or vendor-hosted open-model inference in a named EU/CH region. Creator-region model toggles do not prove inference location.", "evidenceIds": [] }, { "id": "vendor_hosted_open_models", "question": "Does the vendor host open-weight models in EU/CH?", "support": "unsupported", "answer": "For Universal Model Key open models described in the region-control guide, inference is hosted in the US regardless of creator country. That documented route does not provide EU/CH-hosted open-model inference; other private contracts are unverified.", "evidenceIds": [ "glean:glean:r4-open-model-inference" ] } ], "limitations": [ "The US inference finding is limited to the Universal Model Key open models described by the source. No absence of every conceivable private deployment is inferred." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-25", "evidenceIds": [ "glean:glean:r4-open-model-inference" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:MOD-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Workspace models and admin roles control settings; non-admin multi-user message quotas have a source-inspected blocking path.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "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": "unknown", "answer": "model_allowlist_by_group: Can admins limit models per group? A group-based model allow-list and hard source-data/provider-binding policy were not established in the role and workspace guides. No two-group quota or model restriction fixture was run.", "evidenceIds": [] }, { "id": "data_bound_models", "question": "Can admins restrict which models receive connector or knowledge content?", "support": "unknown", "answer": "data_bound_models: Can admins restrict which models receive connector or knowledge content? A group-based model allow-list and hard source-data/provider-binding policy were not established in the role and workspace guides. No two-group quota or model restriction fixture was run.", "evidenceIds": [] }, { "id": "default_model", "question": "Can admins set the default model?", "support": "supported", "answer": "The system LLM is the default, overridden by workspace and Agent model configuration.", "evidenceIds": [ "anythingllm:anythingllm:llmconfig" ] }, { "id": "user_limits", "question": "What per-user message or token limits apply, and are they published?", "support": "supported", "answer": "A dailyMessageLimit may be set per user, is system-wide across workspaces, uses a trailing 24-hour count and exempts admins; null means no limit in the inspected function.", "evidenceIds": [ "anythingllm:anythingllm:user-pin" ] }, { "id": "limit_behaviour", "question": "What happens when a limit is reached?", "support": "supported", "answer": "Pinned chat endpoints send an abort/quota message and return before generation when the user cannot send another chat.", "evidenceIds": [ "anythingllm:anythingllm:chat-pin" ] } ], "limitations": [ "model_allowlist_by_group: Can admins limit models per group? A group-based model allow-list and hard source-data/provider-binding policy were not established in the role and workspace guides. No two-group quota or model restriction fixture was run.", "data_bound_models: Can admins restrict which models receive connector or knowledge content? A group-based model allow-list and hard source-data/provider-binding policy were not established in the role and workspace guides. No two-group quota or model restriction fixture was run." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:llmconfig", "anythingllm:anythingllm:user-pin", "anythingllm:anythingllm:chat-pin" ] }, { "productId": "glean", "claimId": "glean:MOD-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Model restrictions and blocking usage limits are documented; new department Auto policies remain an opt-in rollout on October 21.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "As of 2026-10-21: existing controls plus opt-in Auto policies; policy GA scheduled 2026-10-29", "plan": "Core Suite/Enterprise Flex model governance and usage limits; new Auto policies require Glean-key deployment and Feature rollouts opt-in. Legacy Enterprise exclusions preserved.", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "model_allowlist_by_group", "question": "Can admins limit models per group?", "support": "supported", "answer": "Eligible models can be allowed by department or synced IdP group. Default models cannot carry these restrictions; membership refresh is not immediate.", "evidenceIds": [ "glean:glean:model-controls", "glean:glean:r2-core-entitlements", "glean:glean:r2-flex-entitlements" ] }, { "id": "data_bound_models", "question": "Can admins restrict which models receive connector or knowledge content?", "support": "partial", "answer": "Admins can exclude connectors, folders/sites or individual documents from all LLM responses. This is an all-LLM content boundary; per-model data classification rules were not established.", "evidenceIds": [ "glean:glean:restrictions", "glean:glean:r2-core-entitlements", "glean:glean:r2-flex-entitlements" ] }, { "id": "default_model", "question": "Can admins set the default model?", "support": "partial", "answer": "Customer Key admins set defaults. Universal Model Key admins manage available models; the new department Auto policies require rollout opt-in on October 21, with GA scheduled October 29. They are not a verified generally available policy entitlement on the check date.", "evidenceIds": [ "glean:glean:model-config", "glean:glean:key-matrix", "glean:glean:r2-core-entitlements", "glean:glean:r2-flex-entitlements", "glean:glean:r3-october-rollout-migration" ] }, { "id": "user_limits", "question": "What per-user message or token limits apply, and are they published?", "support": "supported", "answer": "Core Suite and Enterprise Flex support configurable monthly per-user defaults and overrides. Limits reset each calendar month; legacy Enterprise lacks user/agent limits.", "evidenceIds": [ "glean:glean:limits", "glean:glean:r2-core-entitlements", "glean:glean:r2-flex-entitlements" ] }, { "id": "limit_behaviour", "question": "What happens when a limit is reached?", "support": "supported", "answer": "Admins select alert-only or block. An in-flight run finishes, then subsequent billable use is blocked until reset; slight overage can occur.", "evidenceIds": [ "glean:glean:limits", "glean:glean:r2-core-entitlements", "glean:glean:r2-flex-entitlements" ] } ], "limitations": [ "Existing controls and the new policy rollout have different availability. No two-user enforcement test was run; hiding premium models alone does not prevent Auto from using them." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:model-controls", "glean:glean:r2-core-entitlements", "glean:glean:r2-flex-entitlements", "glean:glean:restrictions", "glean:glean:model-config", "glean:glean:key-matrix", "glean:glean:r3-october-rollout-migration", "glean:glean:limits" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:KNOW-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Files can enter full context or workspace RAG; converters and a PDF OCR fallback are present, with fidelity untested.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "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": "supported", "answer": "Pinned converters register PDF, DOCX, PPTX, XLSX, EPUB, text/CSV/JSON, image and audio formats. Legacy DOC is not in the active registered converter map.", "evidenceIds": [ "anythingllm:anythingllm:constants-pin" ] }, { "id": "limits", "question": "What size and count limits apply per file and chat?", "support": "unknown", "answer": "limits: What size and count limits apply per file and chat? No universal file/count limit was established across these deployments. Cloud documents CPU/memory limits, but they do not define a tested per-file allowance. Shared long/scanned/Excel/PowerPoint fixtures were not uploaded.", "evidenceIds": [] }, { "id": "ocr", "question": "Are scanned PDFs read?", "support": "partial", "answer": "The PDF implementation attempts OCR when initial text extraction returns no pages. No scanned contract or mixed-content PDF was tested.", "evidenceIds": [ "anythingllm:anythingllm:pdf-pin" ] }, { "id": "spreadsheets", "question": "Are Excel tables read with structure intact?", "support": "partial", "answer": "XLSX conversion is registered and v1.18.0 reports spreadsheet parsing fixes; preservation of formula semantics and layout was not tested.", "evidenceIds": [ "anythingllm:anythingllm:constants-pin", "anythingllm:anythingllm:changelog" ] }, { "id": "full_vs_chunked", "question": "Is the whole file used or only retrieved parts, and does the user see which?", "support": "supported", "answer": "Current attachment mode injects full extracted text. On context overflow the UI offers cancellation, pruning or embedding; embedded documents retrieve chunks and become workspace-wide.", "evidenceIds": [ "anythingllm:anythingllm:docchat" ] } ], "limitations": [ "limits: What size and count limits apply per file and chat? No universal file/count limit was established across these deployments. Cloud documents CPU/memory limits, but they do not define a tested per-file allowance. Shared long/scanned/Excel/PowerPoint fixtures were not uploaded.", "ocr: The PDF implementation attempts OCR when initial text extraction returns no pages. No scanned contract or mixed-content PDF was tested.", "spreadsheets: XLSX conversion is registered and v1.18.0 reports spreadsheet parsing fixes; preservation of formula semantics and layout was not tested." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:constants-pin", "anythingllm:anythingllm:pdf-pin", "anythingllm:anythingllm:changelog", "anythingllm:anythingllm:docchat" ] }, { "productId": "glean", "claimId": "glean:KNOW-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Chat uploads support common office formats with explicit size limits and OCR prerequisites.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite Assistant + Model Hub Usage; Enterprise Flex doc uploads follow its named Assistant mode allowances", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "formats", "question": "Which formats are accepted?", "support": "supported", "answer": "Documented formats include PDF, DOC/DOCX, XLS/XLSX/XLSM, PPT/PPTX, text and image files; audio/video uploads are excluded.", "evidenceIds": [ "glean:glean:uploads", "glean:glean:r2-core-entitlements" ] }, { "id": "limits", "question": "What size and count limits apply per file and chat?", "support": "supported", "answer": "128K models allow 5 files at 64 MB each; 32K models 4 at 32 MB; 8K models 2 at 16 MB. Minimum file size is 1 KB.", "evidenceIds": [ "glean:glean:uploads", "glean:glean:r2-core-entitlements" ] }, { "id": "ocr", "question": "Are scanned PDFs read?", "support": "supported", "answer": "Scanned PDFs require OCR enabled by an administrator or support.", "evidenceIds": [ "glean:glean:uploads", "glean:glean:r2-core-entitlements" ] }, { "id": "spreadsheets", "question": "Are Excel tables read with structure intact?", "support": "partial", "answer": "Data Analysis handles uploaded spreadsheets, but merged cells, hierarchical tables, charts and complex structures have limited support. Fixture formula and structure fidelity was not tested.", "evidenceIds": [ "glean:glean:analysis", "glean:glean:r2-core-entitlements" ] }, { "id": "full_vs_chunked", "question": "Is the whole file used or only retrieved parts, and does the user see which?", "support": "partial", "answer": "Uploaded analysis files expose full raw content within size limits; referenced indexed spreadsheets may be truncated. Archives are inspected on demand in Thinking mode. Complete visibility into selected chunks was not verified.", "evidenceIds": [ "glean:glean:analysis", "glean:glean:uploads", "glean:glean:r2-core-entitlements" ] } ], "limitations": [ "Shared long-PDF, scan, spreadsheet and presentation fixture was not run." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:uploads", "glean:glean:r2-core-entitlements", "glean:glean:analysis" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:KNOW-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Workspace embeddings persist across chats and are shared with every authorized workspace user.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "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": "Embedding a document into a workspace makes it reusable across that workspace’s threads.", "evidenceIds": [ "anythingllm:anythingllm:docchat" ] }, { "id": "sharing_scope", "question": "Can collections be shared with users, groups or the whole organisation?", "support": "supported", "answer": "In Docker multi-user mode, assigned workspace users can use its embedded documents. Admin/Manager roles have broader access; per-original-source ACLs were not established.", "evidenceIds": [ "anythingllm:anythingllm:docchat", "anythingllm:anythingllm:security" ] }, { "id": "size_limits", "question": "What are the collection limits?", "support": "unknown", "answer": "size_limits: What are the collection limits? No fixed collection storage allowance was established; capacity depends on local hardware or managed-instance tier.", "evidenceIds": [] }, { "id": "assistant_binding", "question": "Can collections be bound to an assistant?", "support": "supported", "answer": "Each workspace has configurable chat/Agent models and its embedded knowledge.", "evidenceIds": [ "anythingllm:anythingllm:llmconfig", "anythingllm:anythingllm:docchat" ] } ], "limitations": [ "size_limits: What are the collection limits? No fixed collection storage allowance was established; capacity depends on local hardware or managed-instance tier." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:docchat", "anythingllm:anythingllm:security", "anythingllm:anythingllm:llmconfig" ] }, { "productId": "glean", "claimId": "glean:KNOW-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Core Suite includes Library Collections; the replacement Projects rollout and plan entitlement remain qualified.", "availability": "unknown", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite Library Collections included; current Projects rollout/entitlement not separately established", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "persistent_collections", "question": "Can users keep document collections across chats?", "support": "partial", "answer": "Core Suite includes persistent Library Collections. Projects documentation describes a replacement containing chats/documents/files/artifacts, but current Core Suite/Enterprise Flex Projects entitlement and migration rollout were not verified.", "evidenceIds": [ "glean:glean:r2-core-entitlements", "glean:glean:projects" ] }, { "id": "sharing_scope", "question": "Can collections be shared with users, groups or the whole organisation?", "support": "unknown", "answer": "The Projects guide describes private-by-default and people/group sharing, but current Projects rollout/entitlement under Core Suite or Enterprise Flex is not separately established. No current plan-scoped project-sharing guarantee is made.", "evidenceIds": [] }, { "id": "size_limits", "question": "What are the collection limits?", "support": "unknown", "answer": "What are the collection limits? The Projects guide and agent builder were checked, but a current project size cap and direct knowledge-binding contract are not specified.", "evidenceIds": [] }, { "id": "assistant_binding", "question": "Can collections be bound to an assistant?", "support": "unknown", "answer": "Projects and Agent Builder were checked; direct binding of a persistent Project or Collection to an assistant was not established.", "evidenceIds": [] } ], "limitations": [ "Projects are rolling out gradually and may not be enabled for a given deployment. Chat and artifact sharing is separate from project membership.", "Projects is documented as a gradual replacement for Collections, but its current Core Suite/Enterprise Flex entitlement and rollout were not verified." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:r2-core-entitlements", "glean:glean:projects" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:KNOW-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "The source registers import connectors and SQL tools. Mail integrations are single-user features, not verified enterprise multi-user content search.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web", "desktop" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [ "Source-specific credentials/registrations", "Mail skills require single-user mode" ], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" }, { "id": "desktop", "name": "AnythingLLM Desktop", "type": "desktop" } ] }, "questions": [ { "id": "microsoft_365", "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?", "support": "partial", "answer": "An Outlook skill searches/reads/modifies the connected mailbox, but is explicitly single-user only. SharePoint, OneDrive and Teams connectors were not verified for the multi-user deployment.", "evidenceIds": [ "anythingllm:anythingllm:outlook" ] }, { "id": "google_workspace", "question": "Which Google sources are connected?", "support": "partial", "answer": "The Gmail skill is single-user only. A maintained Google Drive enterprise connector and source ACL sync were not verified.", "evidenceIds": [ "anythingllm:anythingllm:gmail" ] }, { "id": "atlassian", "question": "Confluence and Jira?", "support": "partial", "answer": "The pinned connector catalog includes Confluence import. Jira was not established and Confluence per-user permission synchronization was not tested.", "evidenceIds": [ "anythingllm:anythingllm:connectors-pin", "anythingllm:anythingllm:sync" ] }, { "id": "other_systems", "question": "Which other business systems?", "support": "partial", "answer": "The connector catalog includes GitHub/GitLab/Gitea, websites, YouTube, Obsidian and other import sources; registration does not establish tested source access controls.", "evidenceIds": [ "anythingllm:anythingllm:connectors-pin" ] }, { "id": "on_prem_sources", "question": "Can on-prem file shares or databases be connected?", "support": "partial", "answer": "Self-hosted deployments can upload files and connect the SQL Agent to a reachable database. Automatic local-file watching is Desktop-only, not Docker browser upload.", "evidenceIds": [ "anythingllm:anythingllm:sql", "anythingllm:anythingllm:sync", "anythingllm:anythingllm:localdocker" ] }, { "id": "connector_provider", "question": "Who builds and maintains each connector?", "support": "supported", "answer": "These are built-in Mintplex project skills/import modules; third-party MCP servers remain separately maintained integrations.", "evidenceIds": [ "anythingllm:anythingllm:connectors-pin", "anythingllm:anythingllm:outlook", "anythingllm:anythingllm:gmail", "anythingllm:anythingllm:mcp" ] } ], "limitations": [ "microsoft_365: An Outlook skill searches/reads/modifies the connected mailbox, but is explicitly single-user only. SharePoint, OneDrive and Teams connectors were not verified for the multi-user deployment.", "google_workspace: The Gmail skill is single-user only. A maintained Google Drive enterprise connector and source ACL sync were not verified.", "atlassian: The pinned connector catalog includes Confluence import. Jira was not established and Confluence per-user permission synchronization was not tested.", "other_systems: The connector catalog includes GitHub/GitLab/Gitea, websites, YouTube, Obsidian and other import sources; registration does not establish tested source access controls.", "on_prem_sources: Self-hosted deployments can upload files and connect the SQL Agent to a reachable database. Automatic local-file watching is Desktop-only, not Docker browser upload." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:outlook", "anythingllm:anythingllm:gmail", "anythingllm:anythingllm:connectors-pin", "anythingllm:anythingllm:sync", "anythingllm:anythingllm:sql", "anythingllm:anythingllm:localdocker", "anythingllm:anythingllm:mcp" ] }, { "productId": "glean", "claimId": "glean:KNOW-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Glean documents M365, Google and Atlassian connectors, with indexed and live patterns depending on source.", "availability": "generally-available", "delivery": "official-integration", "scope": { "surfaceIds": [ "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite native connectors included; individual connector setup/consent still required; Enterprise Flex platform connections use applicable feature allowances", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "microsoft_365", "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?", "support": "supported", "answer": "SharePoint and OneDrive support indexing and live retrieval. Outlook and Teams are listed separately; Teams includes channels and opt-in private/meeting chats. M365 indexing requires application permissions and admin consent.", "evidenceIds": [ "glean:glean:sharepoint", "glean:glean:onedrive", "glean:glean:outlook", "glean:glean:teams-connector", "glean:glean:r2-core-entitlements" ] }, { "id": "google_workspace", "question": "Which Google sources are connected?", "support": "supported", "answer": "Google Drive and Gmail have official indexing documentation; Drive setup uses directory delegation. Plan-specific connector entitlements remain contractual.", "evidenceIds": [ "glean:glean:drive", "glean:glean:gmail", "glean:glean:r2-core-entitlements" ] }, { "id": "atlassian", "question": "Confluence and Jira?", "support": "partial", "answer": "The official catalog lists Confluence and Jira, including Cloud and Data Center documentation. Tenant setup and per-plan limits were not tested.", "evidenceIds": [ "glean:glean:connectors", "glean:glean:r2-core-entitlements" ] }, { "id": "other_systems", "question": "Which other business systems?", "support": "partial", "answer": "The catalog includes Box, Salesforce, Notion, Slack, Zendesk and other systems. Individual entitlements, scopes and consent were not verified for every connector.", "evidenceIds": [ "glean:glean:connectors", "glean:glean:r2-core-entitlements" ] }, { "id": "on_prem_sources", "question": "Can on-prem file shares or databases be connected?", "support": "partial", "answer": "Deployment guidance supports private connectivity for on-premise connectors. This establishes a network option, not every file share/database or a locally hosted whole platform.", "evidenceIds": [ "glean:glean:deploy", "glean:glean:r2-core-entitlements" ] }, { "id": "connector_provider", "question": "Who builds and maintains each connector?", "support": "partial", "answer": "Glean publishes native connector guides; custom connectors and MCP routes are separate. Maintenance ownership for every listed third-party integration was not established.", "evidenceIds": [ "glean:glean:connectors", "glean:glean:gateway", "glean:glean:r2-core-entitlements" ] } ], "limitations": [ "Documented findings only; unestablished atomic questions remain explicit gaps." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:sharepoint", "glean:glean:onedrive", "glean:glean:outlook", "glean:glean:teams-connector", "glean:glean:r2-core-entitlements", "glean:glean:drive", "glean:glean:gmail", "glean:glean:connectors", "glean:glean:deploy", "glean:glean:gateway" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:KNOW-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Workspace access is enforced as the product sharing boundary; original source permissions after copying remain unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "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 restricted-document two-user fixture or grant/revocation propagation test was run. Purview label enforcement and source ACL fidelity remain unknown.", "evidenceIds": [] }, { "id": "enforcement_point", "question": "Does the source system, a mirrored index or nothing enforce them?", "support": "partial", "answer": "Default users only access assigned workspaces, and an embedded file becomes available to every user assigned to its workspace. Continuing source-system ACL checks were not established.", "evidenceIds": [ "anythingllm:anythingllm:security", "anythingllm:anythingllm:docchat" ] }, { "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 restricted-document two-user fixture or grant/revocation propagation test was run. Purview label enforcement and source ACL fidelity remain unknown.", "evidenceIds": [] }, { "id": "admin_scope_controls", "question": "Can admins exclude sites, folders or labels?", "support": "partial", "answer": "Admins control workspace membership and selected documents. Source site/folder/sensitivity-label exclusion was not established.", "evidenceIds": [ "anythingllm:anythingllm:security", "anythingllm:anythingllm:docchat" ] }, { "id": "sensitivity_labels", "question": "Are Microsoft Purview or similar labels respected?", "support": "unknown", "answer": "sensitivity_labels: Are Microsoft Purview or similar labels respected? No restricted-document two-user fixture or grant/revocation propagation test was run. Purview label enforcement and source ACL fidelity remain unknown.", "evidenceIds": [] } ], "limitations": [ "source_permissions_respected: Are source permissions enforced per user? No restricted-document two-user fixture or grant/revocation propagation test was run. Purview label enforcement and source ACL fidelity remain unknown.", "enforcement_point: Default users only access assigned workspaces, and an embedded file becomes available to every user assigned to its workspace. Continuing source-system ACL checks were not established.", "revocation_delay: How quickly does a removed permission take effect? No restricted-document two-user fixture or grant/revocation propagation test was run. Purview label enforcement and source ACL fidelity remain unknown.", "admin_scope_controls: Admins control workspace membership and selected documents. Source site/folder/sensitivity-label exclusion was not established.", "sensitivity_labels: Are Microsoft Purview or similar labels respected? No restricted-document two-user fixture or grant/revocation propagation test was run. Purview label enforcement and source ACL fidelity remain unknown." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:security", "anythingllm:anythingllm:docchat" ] }, { "productId": "glean", "claimId": "glean:KNOW-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Permission-aware indexed and live retrieval is documented; the restricted-document test is outstanding.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite Protect permission enforcement and connector access; fine-grained source rules documented per connector", "addOns": [ "Glean Protect+ and account-team enablement for O365 sensitivity-label redlisting only" ], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "source_permissions_respected", "question": "Are source permissions enforced per user?", "support": "supported", "answer": "SharePoint, OneDrive and Teams docs describe per-user permissions checked at query time. This is documentary evidence, not a passed two-user test.", "evidenceIds": [ "glean:glean:sharepoint", "glean:glean:onedrive", "glean:glean:teams-connector", "glean:glean:r2-core-entitlements" ] }, { "id": "enforcement_point", "question": "Does the source system, a mirrored index or nothing enforce them?", "support": "supported", "answer": "Indexed routes copy source ACLs into Glean and evaluate them at query time; live SharePoint/OneDrive routes avoid a stored content index.", "evidenceIds": [ "glean:glean:sharepoint", "glean:glean:onedrive", "glean:glean:r2-core-entitlements" ] }, { "id": "revocation_delay", "question": "How quickly does a removed permission take effect?", "support": "partial", "answer": "For indexed Drive, activity changes are checked every 10 minutes and group membership hourly. These are crawl schedules, not a measured revocation guarantee.", "evidenceIds": [ "glean:glean:drive", "glean:glean:r2-core-entitlements" ] }, { "id": "admin_scope_controls", "question": "Can admins exclude sites, folders or labels?", "support": "supported", "answer": "Admins can include/exclude connectors, containers and documents from LLM access. Changes may take up to an hour.", "evidenceIds": [ "glean:glean:restrictions", "glean:glean:r2-core-entitlements" ] }, { "id": "sensitivity_labels", "question": "Are Microsoft Purview or similar labels respected?", "support": "partial", "answer": "Glean Protect+ can exclude SharePoint/OneDrive files by Purview label priority after account-team enablement. It requires crawling, may need days for the first full crawl, and does not cover Teams message text. This is index exclusion, not a passed live-permission test.", "evidenceIds": [ "glean:glean:r4-purview-label-redlist" ] } ], "limitations": [ "Permission claims are documented only; no leak-free outcome or measured propagation delay is claimed." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-25", "evidenceIds": [ "glean:glean:sharepoint", "glean:glean:onedrive", "glean:glean:teams-connector", "glean:glean:r2-core-entitlements", "glean:glean:drive", "glean:glean:restrictions", "glean:glean:r4-purview-label-redlist" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:KNOW-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Knowledge is a copied index. Automatic source refresh is preview and differs between remote sources and Desktop local files.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web", "desktop" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [ "Live document sync preview explicitly enabled for automatic refresh" ], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" }, { "id": "desktop", "name": "AnythingLLM Desktop", "type": "desktop" } ] }, "questions": [ { "id": "live_or_indexed", "question": "Is content searched live or copied into an index?", "support": "supported", "answer": "Embedded knowledge copies parsed chunks into the selected vector store; attachments instead inject extracted text.", "evidenceIds": [ "anythingllm:anythingllm:docchat", "anythingllm:anythingllm:vector" ] }, { "id": "sync_interval", "question": "How often does an index refresh?", "support": "partial", "answer": "Preview watched remote sources are checked hourly for staleness, defined as no refresh in seven days; Desktop local watched files are checked every ten minutes while running. No latency fixture was run.", "evidenceIds": [ "anythingllm:anythingllm:sync" ] }, { "id": "deletion_propagation", "question": "How quickly does a deleted document disappear?", "support": "partial", "answer": "Deleting a watched local original marks it Not Found and unwatches it while retaining existing content/embeddings. System deletion must be explicit; remote-source deletion timing was not established.", "evidenceIds": [ "anythingllm:anythingllm:sync", "anythingllm:anythingllm:privacy" ] }, { "id": "index_location", "question": "Where is indexed content stored?", "support": "supported", "answer": "Self-hosting selects the configured local or external vector store and its country. Default local storage is distinct from any selected cloud database.", "evidenceIds": [ "anythingllm:anythingllm:vector", "anythingllm:anythingllm:localdocker" ] } ], "limitations": [ "Automatic sync is a preview, not a guaranteed freshness SLA.", "No source edit/delete timing fixture was run." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:docchat", "anythingllm:anythingllm:vector", "anythingllm:anythingllm:sync", "anythingllm:anythingllm:privacy", "anythingllm:anythingllm:localdocker" ] }, { "productId": "glean", "claimId": "glean:KNOW-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Glean combines indexed and live connector routes; refresh timing is source-specific.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted", "customer-cloud" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite connector/index platform; Customer Hosted location/contract separately selected", "addOns": [], "deploymentMode": null, "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" }, { "id": "customer-cloud", "name": "Customer Hosted managed GCP or AWS tenant", "type": "managed-server" } ] }, "questions": [ { "id": "live_or_indexed", "question": "Is content searched live or copied into an index?", "support": "supported", "answer": "SharePoint/OneDrive document indexed, live and tool routes. Indexed routes copy content; live routes do not store content in the index.", "evidenceIds": [ "glean:glean:sharepoint", "glean:glean:onedrive", "glean:glean:r2-core-entitlements" ] }, { "id": "sync_interval", "question": "How often does an index refresh?", "support": "supported", "answer": "Drive documents 10-minute activity crawls, hourly people/group crawls, 3-hour incremental crawls and normally 28-day full crawls.", "evidenceIds": [ "glean:glean:drive", "glean:glean:r2-core-entitlements" ] }, { "id": "deletion_propagation", "question": "How quickly does a deleted document disappear?", "support": "partial", "answer": "Drive activity processing includes deletions, but no fixture deletion-to-answer interval or universal maximum was verified.", "evidenceIds": [ "glean:glean:drive", "glean:glean:r2-core-entitlements" ] }, { "id": "index_location", "question": "Where is indexed content stored?", "support": "partial", "answer": "Indexes run in the selected isolated Glean Hosted or Customer Hosted environment. Exact country and any secondary log/backup locations need deployment confirmation.", "evidenceIds": [ "glean:glean:deploy", "glean:glean:r2-core-entitlements" ] } ], "limitations": [ "Documented findings only; unestablished atomic questions remain explicit gaps." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:sharepoint", "glean:glean:onedrive", "glean:glean:r2-core-entitlements", "glean:glean:drive", "glean:glean:deploy" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:KNOW-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "The client renders source citations and Query mode documents a no-relevant-content response; quality is untested.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "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": "Pinned client code renders document/link citation details and source metadata.", "evidenceIds": [ "anythingllm:anythingllm:citation-pin" ] }, { "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 factual/cross-document/no-answer corpus was not run. Citation correctness, link accuracy, cross-language retrieval and numerical observed accuracy remain unknown; the default embedder is primarily English-trained.", "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 factual/cross-document/no-answer corpus was not run. Citation correctness, link accuracy, cross-language retrieval and numerical observed accuracy remain unknown; the default embedder is primarily English-trained.", "evidenceIds": [] }, { "id": "no_answer_behaviour", "question": "Does it say when the corpus has no answer?", "support": "partial", "answer": "Query mode documentation says it reports when no relevant information is found. This is documented behavior, not a passed no-answer fixture.", "evidenceIds": [ "anythingllm:anythingllm:chatmodes" ] }, { "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 factual/cross-document/no-answer corpus was not run. Citation correctness, link accuracy, cross-language retrieval and numerical observed accuracy remain unknown; the default embedder is primarily English-trained.", "evidenceIds": [] } ], "limitations": [ "citation_accuracy: Do the cited passages support the answer? The shared DE/FR/EN factual/cross-document/no-answer corpus was not run. Citation correctness, link accuracy, cross-language retrieval and numerical observed accuracy remain unknown; the default embedder is primarily English-trained.", "cross_language: Does a question in one language find documents in another? The shared DE/FR/EN factual/cross-document/no-answer corpus was not run. Citation correctness, link accuracy, cross-language retrieval and numerical observed accuracy remain unknown; the default embedder is primarily English-trained.", "no_answer_behaviour: Query mode documentation says it reports when no relevant information is found. This is documented behavior, not a passed no-answer fixture.", "observed_accuracy: How many of the question set were answered correctly? The shared DE/FR/EN factual/cross-document/no-answer corpus was not run. Citation correctness, link accuracy, cross-language retrieval and numerical observed accuracy remain unknown; the default embedder is primarily English-trained." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:citation-pin", "anythingllm:anythingllm:chatmodes" ] }, { "productId": "glean", "claimId": "glean:KNOW-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Linked source citations are documented; named-plan cross-language retrieval and observed grounding quality remain unknown.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite Assistant/Deep Research with Model Hub Usage; no verified Core Suite/Enterprise Flex cross-language entitlement", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "citations", "question": "Are answers linked to specific sources?", "support": "supported", "answer": "Assistant documentation describes grounded answers with linked citations; Deep Research produces cited company/web reports.", "evidenceIds": [ "glean:glean:research", "glean:glean:sharing", "glean:glean:r2-core-entitlements" ] }, { "id": "citation_accuracy", "question": "Do the cited passages support the answer?", "support": "unknown", "answer": "Do the cited passages support the answer? No shared multilingual question set or restricted corpus was run; citation accuracy, correct-answer count and no-answer behavior remain unmeasured.", "evidenceIds": [] }, { "id": "cross_language", "question": "Does a question in one language find documents in another?", "support": "unknown", "answer": "The language guide labels answering across document/query languages Early Access, but its Core Suite/Enterprise Flex entitlement and enabled rollout were not established. Cross-language retrieval for those named plans remains unknown; no multilingual fixture was run.", "evidenceIds": [] }, { "id": "no_answer_behaviour", "question": "Does it say when the corpus has no answer?", "support": "unknown", "answer": "Does it say when the corpus has no answer? No shared multilingual question set or restricted corpus was run; citation accuracy, correct-answer count and no-answer behavior remain unmeasured.", "evidenceIds": [] }, { "id": "observed_accuracy", "question": "How many of the question set were answered correctly?", "support": "unknown", "answer": "How many of the question set were answered correctly? No shared multilingual question set or restricted corpus was run; citation accuracy, correct-answer count and no-answer behavior remain unmeasured.", "evidenceIds": [] } ], "limitations": [ "Citation links do not establish citation accuracy. The Early Access language guide does not map cross-language retrieval to a verified named-plan entitlement." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:research", "glean:glean:sharing", "glean:glean:r2-core-entitlements", "glean:glean:language" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:KNOW-07", "verificationStatus": "agent-cross-checked", "support": "supported", "answer": "Opt-in personalization stores private global/workspace memories with user controls and admin enablement.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "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": "supported", "answer": "Workspaces keep model/system instructions and may include user/time variables.", "evidenceIds": [ "anythingllm:anythingllm:systemprompt", "anythingllm:anythingllm:llmconfig" ] }, { "id": "cross_chat_memory", "question": "Does the product remember facts across chats?", "support": "supported", "answer": "User memories apply across chats within a workspace or globally; limits are 20 workspace and five global memories per user.", "evidenceIds": [ "anythingllm:anythingllm:memory" ] }, { "id": "user_memory_controls", "question": "Can users view, edit and delete memories?", "support": "supported", "answer": "Users can add, edit, delete and move memories; selected memories are sent to the configured model in the system prompt.", "evidenceIds": [ "anythingllm:anythingllm:memory" ] }, { "id": "admin_memory_controls", "question": "Can admins turn memory off?", "support": "supported", "answer": "Memories are off by default; in multi-user mode only admins enable/disable personalization.", "evidenceIds": [ "anythingllm:anythingllm:memory" ] } ], "limitations": [], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:systemprompt", "anythingllm:anythingllm:llmconfig", "anythingllm:anythingllm:memory" ] }, { "productId": "glean", "claimId": "glean:KNOW-07", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Glean documents personal saved and learned memory with user controls and a limited admin off switch.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite saved memory in seat and learned memory with Model Hub Usage; Enterprise Flex learned-memory rate/temporary waiver separate", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "custom_instructions", "question": "Can users set persistent instructions?", "support": "supported", "answer": "Saved preferences and explicit memories can persist across conversations.", "evidenceIds": [ "glean:glean:memory", "glean:glean:r2-core-entitlements" ] }, { "id": "cross_chat_memory", "question": "Does the product remember facts across chats?", "support": "supported", "answer": "Saved and learned memories retain user work context and preferences across chats, subject to deployment availability.", "evidenceIds": [ "glean:glean:memory", "glean:glean:r2-core-entitlements" ] }, { "id": "user_memory_controls", "question": "Can users view, edit and delete memories?", "support": "supported", "answer": "Users can view, edit and delete memories and control memory use in a conversation.", "evidenceIds": [ "glean:glean:memory", "glean:glean:r2-core-entitlements" ] }, { "id": "admin_memory_controls", "question": "Can admins turn memory off?", "support": "partial", "answer": "Admins can disable learned memory; saved memories are user-controlled and cannot be disabled by admins through this setting.", "evidenceIds": [ "glean:glean:memory-admin", "glean:glean:r2-core-entitlements" ] } ], "limitations": [ "Documented findings only; unestablished atomic questions remain explicit gaps." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:memory", "glean:glean:r2-core-entitlements", "glean:glean:memory-admin" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:AGT-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Workspaces combine instructions, a model, knowledge and configured Agent skills; a distinct shareable assistant object/catalog was not fully established.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "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": "Workspace and Agent settings combine a model, instructions, embedded knowledge and enabled skills/tools.", "evidenceIds": [ "anythingllm:anythingllm:llmconfig", "anythingllm:anythingllm:agent-setup", "anythingllm:anythingllm:docchat" ] }, { "id": "creator_permissions", "question": "Can admins limit who creates them?", "support": "partial", "answer": "Admin/Manager roles manage workspaces; Default users only chat in assigned workspaces. A separate assistant-creator permission matrix was not established.", "evidenceIds": [ "anythingllm:anythingllm:security" ] }, { "id": "sharing_scope", "question": "Can assistants be shared with users, groups or everyone?", "support": "partial", "answer": "Docker workspaces can be assigned to users; Desktop is single-user. Group/everyone assistant-sharing and versioned assistant publishing were not established.", "evidenceIds": [ "anythingllm:anythingllm:security", "anythingllm:anythingllm:desktop" ] }, { "id": "catalogue", "question": "Is there an internal assistant directory?", "support": "unknown", "answer": "catalogue: Is there an internal assistant directory? A complete internal assistant directory/versioning contract and the HR assistant fixture were not verified.", "evidenceIds": [] }, { "id": "prompt_library", "question": "Are shared prompt templates available?", "support": "partial", "answer": "Workspace prompts and no-code Agent Flows can be reused, but a separate organization prompt-template catalog was not verified.", "evidenceIds": [ "anythingllm:anythingllm:flow", "anythingllm:anythingllm:systemprompt" ] } ], "limitations": [ "creator_permissions: Admin/Manager roles manage workspaces; Default users only chat in assigned workspaces. A separate assistant-creator permission matrix was not established.", "sharing_scope: Docker workspaces can be assigned to users; Desktop is single-user. Group/everyone assistant-sharing and versioned assistant publishing were not established.", "catalogue: Is there an internal assistant directory? A complete internal assistant directory/versioning contract and the HR assistant fixture were not verified.", "prompt_library: Workspace prompts and no-code Agent Flows can be reused, but a separate organization prompt-template catalog was not verified." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:llmconfig", "anythingllm:anythingllm:agent-setup", "anythingllm:anythingllm:docchat", "anythingllm:anythingllm:security", "anythingllm:anythingllm:desktop", "anythingllm:anythingllm:flow", "anythingllm:anythingllm:systemprompt" ] }, { "productId": "glean", "claimId": "glean:AGT-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Custom agents combine instructions, models, knowledge and tools and have an internal library.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite Agent Building/Governance/Sharing in seat; builder assistance/debugging/runtime use Model Hub as applicable", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "create_assistants", "question": "Can users create assistants with instructions, knowledge and tools?", "support": "supported", "answer": "Agent Builder configures instructions, model choice, knowledge and tools, with Workflow and Auto modes.", "evidenceIds": [ "glean:glean:builder", "glean:glean:agents", "glean:glean:r2-core-entitlements" ] }, { "id": "creator_permissions", "question": "Can admins limit who creates them?", "support": "partial", "answer": "Admin role and agent-sharing controls regulate creation and distribution; no trial creation-boundary check was performed.", "evidenceIds": [ "glean:glean:roles", "glean:glean:agent-sharing", "glean:glean:r2-core-entitlements" ] }, { "id": "sharing_scope", "question": "Can assistants be shared with users, groups or everyone?", "support": "supported", "answer": "Agents have controlled sharing/edit access, including department and IdP-group audiences where enabled.", "evidenceIds": [ "glean:glean:agent-sharing", "glean:glean:groups", "glean:glean:r2-core-entitlements" ] }, { "id": "catalogue", "question": "Is there an internal assistant directory?", "support": "supported", "answer": "The Agent library shows accessible agents for discovery and execution.", "evidenceIds": [ "glean:glean:library", "glean:glean:r2-core-entitlements" ] }, { "id": "prompt_library", "question": "Are shared prompt templates available?", "support": "partial", "answer": "The former Prompt Library was retired August 5, 2025. Reusable prompts and apps moved to Agents; use current agents/templates rather than the retired interface.", "evidenceIds": [ "glean:glean:sunset", "glean:glean:library", "glean:glean:r2-core-entitlements" ] } ], "limitations": [ "Documented findings only; unestablished atomic questions remain explicit gaps." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:builder", "glean:glean:agents", "glean:glean:r2-core-entitlements", "glean:glean:roles", "glean:glean:agent-sharing", "glean:glean:groups", "glean:glean:library", "glean:glean:sunset" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:AGT-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Self-hosted/desktop supports built-in skills, API-call flows and MCP. Managed Cloud explicitly excludes custom coded Agents and MCP.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web", "desktop", "cloud" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [ "Separate MCP servers or custom skill configuration", "Mail integrations require single-user mode" ], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" }, { "id": "desktop", "name": "AnythingLLM Desktop", "type": "desktop" }, { "id": "cloud", "name": "AnythingLLM Cloud managed instance", "type": "managed-cloud" } ] }, "questions": [ { "id": "builtin_tools", "question": "Which tools are built in?", "support": "supported", "answer": "Skills include RAG/document search, web browsing, chart/document generation and SQL; single-user mail skills have a narrower scope.", "evidenceIds": [ "anythingllm:anythingllm:agent-setup", "anythingllm:anythingllm:sql", "anythingllm:anythingllm:docgen", "anythingllm:anythingllm:chart", "anythingllm:anythingllm:outlook" ] }, { "id": "custom_actions", "question": "Can admins add API actions?", "support": "supported", "answer": "No-code flows provide an API-call block and custom skills can be developed for self-hosted/desktop; Cloud excludes custom coded Agents.", "evidenceIds": [ "anythingllm:anythingllm:flow-api", "anythingllm:anythingllm:cloud-limits" ] }, { "id": "mcp_client", "question": "Can it use remote MCP servers, and with what admin control?", "support": "partial", "answer": "Self-hosted/desktop supports stdio, SSE and Streamable remote MCP with management controls. Managed Cloud explicitly does not support MCP.", "evidenceIds": [ "anythingllm:anythingllm:mcp", "anythingllm:anythingllm:cloud-limits" ] }, { "id": "tool_auth", "question": "Do tools act as the user or as a shared account?", "support": "partial", "answer": "MCP accepts environment variables/HTTP headers; single-user Outlook uses delegated Entra authorization. A general per-user OAuth model for every multi-user tool was not established.", "evidenceIds": [ "anythingllm:anythingllm:mcp", "anythingllm:anythingllm:outlook" ] }, { "id": "tool_approval", "question": "Can admins approve or block tools, and can users confirm actions before they run?", "support": "partial", "answer": "Outlook/Gmail modifying actions explicitly require approval in single-user mode. A mandatory approval policy for every custom/MCP action was not verified.", "evidenceIds": [ "anythingllm:anythingllm:outlook", "anythingllm:anythingllm:gmail", "anythingllm:anythingllm:mcp" ] } ], "limitations": [ "Cloud does not support MCP or custom coded Agents.", "Single-user mail approvals do not establish a complete multi-user side-effect policy." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:agent-setup", "anythingllm:anythingllm:sql", "anythingllm:anythingllm:docgen", "anythingllm:anythingllm:chart", "anythingllm:anythingllm:outlook", "anythingllm:anythingllm:flow-api", "anythingllm:anythingllm:cloud-limits", "anythingllm:anythingllm:mcp", "anythingllm:anythingllm:gmail" ] }, { "productId": "glean", "claimId": "glean:AGT-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Glean supports tools and external MCP with admin access controls; tool identities vary by route.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite native tools/MCP host and Developer Tools; LLM tool/API calls incur Model Hub Usage", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "builtin_tools", "question": "Which tools are built in?", "support": "supported", "answer": "Agents can search knowledge, analyze data and read/write connected records; available tools depend on enabled connectors.", "evidenceIds": [ "glean:glean:agents", "glean:glean:r2-core-entitlements" ] }, { "id": "custom_actions", "question": "Can admins add API actions?", "support": "supported", "answer": "The MCP Gateway exposes customer-built read/write tools as well as connector tools.", "evidenceIds": [ "glean:glean:gateway", "glean:glean:r2-core-entitlements" ] }, { "id": "mcp_client", "question": "Can it use remote MCP servers, and with what admin control?", "support": "partial", "answer": "Admins register external remote MCP servers and apply role/group controls in Glean. This pass did not execute a server call.", "evidenceIds": [ "glean:glean:gateway", "glean:glean:r2-core-entitlements" ] }, { "id": "tool_auth", "question": "Do tools act as the user or as a shared account?", "support": "partial", "answer": "OAuth integrations can use Glean-managed or customer OAuth applications; agent service credentials are a distinct route. Identity must be checked per tool.", "evidenceIds": [ "glean:glean:oauth", "glean:glean:r2-core-entitlements" ] }, { "id": "tool_approval", "question": "Can admins approve or block tools, and can users confirm actions before they run?", "support": "partial", "answer": "Admins control tool exposure. The Microsoft file-creation guide instructs interactive-agent builders to disable Run without user confirmation when user approval is required. Write confirmation is configurable, not an unconditional enforced rule; a universal approval policy for unattended agents remains unknown.", "evidenceIds": [ "glean:glean:gateway", "glean:glean:r3-microsoft-write-confirmation", "glean:glean:r2-core-entitlements" ] } ], "limitations": [ "External-tool access boundaries were not tested. Customer Key and tool-provider contracts remain separate." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:agents", "glean:glean:r2-core-entitlements", "glean:glean:gateway", "glean:glean:oauth", "glean:glean:r3-microsoft-write-confirmation" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:AGT-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "The web-browsing skill supports explicit search-provider configuration. This claim covers the pinned self-hosted DuckDuckGo route; it makes no assertion about an unconfigured default.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Self-hosted v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba, explicitly configured agent_search_provider=duckduckgo-engine", "plan": "MIT self-hosted deployment with an explicitly selected DuckDuckGo provider; auto-selected defaults, Desktop and managed Cloud defaults are outside this claim", "addOns": [ "Enabled web-browsing skill; explicit agent_search_provider=duckduckgo-engine setting" ], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "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": "The Agent web-browsing skill can search the web; this scoped self-hosted configuration explicitly selects the DuckDuckGo engine.", "evidenceIds": [ "anythingllm:anythingllm:browsing", "anythingllm:anythingllm:search-configured-r2" ] }, { "id": "admin_toggle", "question": "Can admins disable it per organisation or group?", "support": "partial", "answer": "The documented Agent Skills settings and chat prompt controls toggle skills. Separate per-group web-search enforcement under the standard role model was not established.", "evidenceIds": [ "anythingllm:anythingllm:agent-skills-r2", "anythingllm:anythingllm:security" ] }, { "id": "search_provider", "question": "Which search provider handles queries, and where?", "support": "partial", "answer": "At the pinned v1.18.0 revision, explicit agent_search_provider=duckduckgo-engine invokes _duckDuckGoEngine and sends the query to html.duckduckgo.com/html. Query processing country and a CH/EU residency commitment were not verified. Unconfigured defaults are outside this finding.", "evidenceIds": [ "anythingllm:anythingllm:search-configured-r2" ] }, { "id": "deep_research", "question": "Is multi-step research with a report available?", "support": "partial", "answer": "Agent tools/flows can chain research steps; a dedicated tested report workflow and accuracy result were not established.", "evidenceIds": [ "anythingllm:anythingllm:flow", "anythingllm:anythingllm:agent-usage" ] }, { "id": "web_citations", "question": "Are web sources cited?", "support": "partial", "answer": "The client renders source citations including links; correctness and completeness of web-source citations were not tested.", "evidenceIds": [ "anythingllm:anythingllm:citation-pin" ] } ], "limitations": [ "The scope is an explicitly configured provider at one release pin, not an assertion about default routing in other installations.", "Search queries leave the application for the selected external endpoint; processing region and a per-group enforcement fixture were not established.", "Dedicated research-report quality and citation completeness remain untested." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:browsing", "anythingllm:anythingllm:search-configured-r2", "anythingllm:anythingllm:agent-skills-r2", "anythingllm:anythingllm:security", "anythingllm:anythingllm:flow", "anythingllm:anythingllm:agent-usage", "anythingllm:anythingllm:citation-pin" ] }, { "productId": "glean", "claimId": "glean:AGT-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Brave is the new web-search default; OpenAI search is a legacy route under migration. Deep Research produces cited read-only reports.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "2026-10-21, after the October 19 start of OpenAI-to-Brave migration; individual migration completion unobserved", "plan": "Core Suite Deep Research with Model Hub Usage; Brave for new web-search setups, configured Gemini route per setup guide, legacy OpenAI only until migrated", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "web_search", "question": "Is web search available?", "support": "supported", "answer": "Brave is the default for new web-search setups. The setup guide also documents Google Gemini. OpenAI Web Search is closed to new setups; existing instances work only until Glean migrates them to Brave, beginning October 19.", "evidenceIds": [ "glean:glean:web", "glean:glean:r2-core-entitlements", "glean:glean:r3-october-rollout-migration" ] }, { "id": "admin_toggle", "question": "Can admins disable it per organisation or group?", "support": "partial", "answer": "Admins select enabled search tools and publication to Assistant, Agents and MCP. Universal per-group disabling was not verified.", "evidenceIds": [ "glean:glean:web", "glean:glean:r2-core-entitlements" ] }, { "id": "search_provider", "question": "Which search provider handles queries, and where?", "support": "partial", "answer": "Brave is the new default and the provider named by Deep Research; Gemini is another documented configured route. OpenAI is legacy-only during the migration that began October 19. Per-tenant migration completion and query-processing countries remain unknown.", "evidenceIds": [ "glean:glean:web", "glean:glean:research", "glean:glean:r2-core-entitlements", "glean:glean:r3-october-rollout-migration" ] }, { "id": "deep_research", "question": "Is multi-step research with a report available?", "support": "supported", "answer": "Deep Research writes cited multi-source reports from company sources and the web; it does not write to connected systems.", "evidenceIds": [ "glean:glean:research", "glean:glean:r2-core-entitlements" ] }, { "id": "web_citations", "question": "Are web sources cited?", "support": "supported", "answer": "Deep Research reports contain linked web and company citations.", "evidenceIds": [ "glean:glean:research", "glean:glean:r2-core-entitlements" ] } ], "limitations": [ "The dated release governs the new-versus-legacy route distinction. No per-tenant configuration, migration completion or provider-region test was performed." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:web", "glean:glean:r2-core-entitlements", "glean:glean:r3-october-rollout-migration", "glean:glean:research" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:AGT-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "No-code Agent Flows are available on Docker/Desktop. Scheduled Jobs are explicitly single-user only.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web", "desktop" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [ "Scheduled Jobs require single-user mode" ], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" }, { "id": "desktop", "name": "AnythingLLM Desktop", "type": "desktop" } ] }, "questions": [ { "id": "workflow_builder", "question": "Is there a workflow or chain builder?", "support": "supported", "answer": "The visual flow editor builds reusable agentic skills with steps such as API calls, scraping and file operations.", "evidenceIds": [ "anythingllm:anythingllm:flow" ] }, { "id": "scheduled_tasks", "question": "Can prompts or assistants run on a schedule?", "support": "partial", "answer": "Scheduled Jobs run recurring Agent prompts with cron, tool allow-lists and saved traces in single-user mode. They are unavailable in self-hosted multi-user mode.", "evidenceIds": [ "anythingllm:anythingllm:job" ] }, { "id": "event_triggers", "question": "Can external events start a workflow?", "support": "unknown", "answer": "event_triggers: Can external events start a workflow? A maintained incoming email/form/business-system event-trigger contract was not established; an API call alone is not a named trigger integration.", "evidenceIds": [] }, { "id": "builder_audience", "question": "Is building aimed at business users, IT or developers?", "support": "supported", "answer": "Flows target non-coders; custom skill code targets technical users and developers.", "evidenceIds": [ "anythingllm:anythingllm:flow" ] } ], "limitations": [ "scheduled_tasks: Scheduled Jobs run recurring Agent prompts with cron, tool allow-lists and saved traces in single-user mode. They are unavailable in self-hosted multi-user mode.", "event_triggers: Can external events start a workflow? A maintained incoming email/form/business-system event-trigger contract was not established; an API call alone is not a named trigger integration." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:flow", "anythingllm:anythingllm:job" ] }, { "productId": "glean", "claimId": "glean:AGT-04", "verificationStatus": "agent-cross-checked", "support": "supported", "answer": "Workflow mode supports multi-step logic with schedule and content-event triggers.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite Agent Building, workflow mode and triggers in seat; LLM execution incurs Model Hub Usage", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "workflow_builder", "question": "Is there a workflow or chain builder?", "support": "supported", "answer": "Workflow mode supports explicit steps, branches, loops and hand-offs; Auto mode builds from natural-language goals.", "evidenceIds": [ "glean:glean:agents", "glean:glean:r2-core-entitlements" ] }, { "id": "scheduled_tasks", "question": "Can prompts or assistants run on a schedule?", "support": "supported", "answer": "Published agents can run on schedules after admin enablement; setup differs by Auto versus Workflow mode.", "evidenceIds": [ "glean:glean:triggers", "glean:glean:r2-core-entitlements" ] }, { "id": "event_triggers", "question": "Can external events start a workflow?", "support": "supported", "answer": "Content triggers run when supported connected-system content changes; chat and form triggers are separate.", "evidenceIds": [ "glean:glean:triggers", "glean:glean:r2-core-entitlements" ] }, { "id": "builder_audience", "question": "Is building aimed at business users, IT or developers?", "support": "supported", "answer": "The builder supports natural-language creation and explicit workflow editing; the documentation includes self-paced Agent Builder training.", "evidenceIds": [ "glean:glean:agents", "glean:glean:r2-core-entitlements" ] } ], "limitations": [], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:agents", "glean:glean:r2-core-entitlements", "glean:glean:triggers" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:AGT-05", "verificationStatus": "not-published", "support": "not-published", "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.", "availability": null, "delivery": null, "scope": null, "questions": [], "limitations": [], "checkedAt": null, "crossCheckedAt": null, "nextCheckAt": null, "evidenceIds": [] }, { "productId": "glean", "claimId": "glean:AGT-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Auto mode agents plan and use tools, but end-to-end execution safety was not tested.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite Agent Harness/Agent Building with Model Hub Usage for LLM execution", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "agent_mode", "question": "Is there an agent mode for multi-step tasks?", "support": "supported", "answer": "Auto mode agents dynamically choose tools and delegate subtasks; Workflow mode uses explicit steps.", "evidenceIds": [ "glean:glean:agents", "glean:glean:r2-core-entitlements" ] }, { "id": "visible_steps", "question": "Are steps and tool calls shown?", "support": "partial", "answer": "Workflow steps and builder preview/debugging are documented. Complete runtime visibility for every Auto action was not verified.", "evidenceIds": [ "glean:glean:builder", "glean:glean:agents", "glean:glean:r2-core-entitlements" ] }, { "id": "side_effect_confirmation", "question": "Must the user confirm actions with side effects?", "support": "partial", "answer": "Office creation tools describe a confirmation step before writing, without an editable inline preview. This does not establish confirmation for all scheduled operations.", "evidenceIds": [ "glean:glean:office-output", "glean:glean:r2-core-entitlements" ] }, { "id": "stop_control", "question": "Can the user stop a running task?", "support": "partial", "answer": "The October 15 release documents that canceling an Assistant response terminates its tool calls and background tasks. Universal cancellation across scheduled/independent agents and every client was not verified by a fixture.", "evidenceIds": [ "glean:glean:r4-cancellation-release" ] } ], "limitations": [ "Documented findings only; unestablished atomic questions remain explicit gaps." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-25", "evidenceIds": [ "glean:glean:agents", "glean:glean:r2-core-entitlements", "glean:glean:builder", "glean:glean:office-output", "glean:glean:r4-cancellation-release" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:AGT-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Instance APIs manage workspaces, upload/embed content and run chats using provisioned API keys.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "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": "The documented developer API supports workspace management and chat, with instance OpenAPI docs at /api/docs.", "evidenceIds": [ "anythingllm:anythingllm:api" ] }, { "id": "knowledge_api", "question": "Can documents be loaded through an API?", "support": "supported", "answer": "The developer API documents embedding/document management alongside workspace operations.", "evidenceIds": [ "anythingllm:anythingllm:api" ] }, { "id": "api_governance", "question": "Do audit, budgets and model rules apply to API use?", "support": "partial", "answer": "API keys are provisioned by authorized accounts and confer access to their holder. Full UI/API quota, model, audit and per-user boundary parity was not tested.", "evidenceIds": [ "anythingllm:anythingllm:api", "anythingllm:anythingllm:config" ] }, { "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? A native product-wide MCP server was not established from the client-MCP and API guides.", "evidenceIds": [] } ], "limitations": [ "api_governance: API keys are provisioned by authorized accounts and confer access to their holder. Full UI/API quota, model, audit and per-user boundary parity was not tested.", "mcp_server: Does the product expose itself to other agents over MCP? A native product-wide MCP server was not established from the client-MCP and API guides." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:api", "anythingllm:anythingllm:config" ] }, { "productId": "glean", "claimId": "glean:AGT-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Public platform APIs and a remote MCP server are documented.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "api" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite Platform/Admin/Indexing/Tools APIs in seat and LLM Client APIs/MCP with Model Hub Usage; Enterprise Flex Client APIs consume FlexCredits", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "api", "name": "Glean APIs and remote MCP server", "type": "api" } ] }, "questions": [ { "id": "chat_api", "question": "Is there an API for chat and assistants?", "support": "supported", "answer": "Core Suite lists Chat and Agents APIs plus platform APIs and Web SDK; LLM-using calls incur Model Hub consumption.", "evidenceIds": [ "glean:glean:core-price", "glean:glean:r2-core-entitlements", "glean:glean:r2-flex-entitlements" ] }, { "id": "knowledge_api", "question": "Can documents be loaded through an API?", "support": "supported", "answer": "Core Suite lists the Indexing API and Tools API; document upload APIs are linked from the file-upload guide.", "evidenceIds": [ "glean:glean:core-price", "glean:glean:uploads", "glean:glean:r2-core-entitlements", "glean:glean:r2-flex-entitlements" ] }, { "id": "api_governance", "question": "Do audit, budgets and model rules apply to API use?", "support": "partial", "answer": "Machine-scale API usage can incur extra fees, and MCP uses user permissions. Full audit/budget/model-rule parity across API credentials was not tested.", "evidenceIds": [ "glean:glean:core-price", "glean:glean:mcp", "glean:glean:r2-core-entitlements", "glean:glean:r2-flex-entitlements" ] }, { "id": "mcp_server", "question": "Does the product expose itself to other agents over MCP?", "support": "supported", "answer": "Glean MCP exposes search, chat, document reading and other tools to external AI hosts.", "evidenceIds": [ "glean:glean:mcp", "glean:glean:r2-core-entitlements", "glean:glean:r2-flex-entitlements" ] } ], "limitations": [ "Documented findings only; unestablished atomic questions remain explicit gaps." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:core-price", "glean:glean:r2-core-entitlements", "glean:glean:r2-flex-entitlements", "glean:glean:uploads", "glean:glean:mcp" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:WORK-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Docker serves a browser client, Desktop has native installers and Mobile is Android-only; these are different access/governance modes.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web", "desktop", "android", "browser-extension" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "os": [ "Windows", "macOS", "Linux", "Android" ], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" }, { "id": "desktop", "name": "AnythingLLM Desktop", "type": "desktop" }, { "id": "android", "name": "AnythingLLM Mobile for Android", "type": "mobile" }, { "id": "browser-extension", "name": "AnythingLLM browser content collection extension", "type": "browser-extension" } ] }, "questions": [ { "id": "web", "question": "Is a full web client available?", "support": "supported", "answer": "Docker provides the browser-accessible multi-user UI; Desktop network discovery exposes API endpoints rather than a web UI.", "evidenceIds": [ "anythingllm:anythingllm:desktop", "anythingllm:anythingllm:docker" ] }, { "id": "desktop_apps", "question": "Windows and macOS apps?", "support": "supported", "answer": "Desktop installers support Windows, macOS and Linux; the app is single-user rather than a shared company-login client.", "evidenceIds": [ "anythingllm:anythingllm:desktop" ] }, { "id": "mobile_apps", "question": "iOS and Android apps with SSO?", "support": "partial", "answer": "A separate free Android app can run local models or pair with Desktop/Cloud/self-hosted servers. iOS and a tested native company-SSO flow were not established.", "evidenceIds": [ "anythingllm:anythingllm:mobile" ] }, { "id": "browser_extension", "question": "Is there a browser extension or sidebar?", "support": "supported", "answer": "A content collection extension supports Chrome/Edge/Brave/Firefox and connects with an instance API key.", "evidenceIds": [ "anythingllm:anythingllm:ext" ] }, { "id": "managed_deployment", "question": "Can IT deploy and configure clients through MDM?", "support": "partial", "answer": "Windows silent installer switches are documented for scripted/MDM packaging. Current User install is required; all-users install is unsupported and Enterprise/Server OS use has caveats. No Intune deployment was tested.", "evidenceIds": [ "anythingllm:anythingllm:windows" ] }, { "id": "client_feature_gaps", "question": "Which features are missing on mobile?", "support": "supported", "answer": "Desktop lacks multi-user/workspace administration; Android is a separate local/pairing client; Desktop-only meeting features currently target Windows/macOS.", "evidenceIds": [ "anythingllm:anythingllm:desktop", "anythingllm:anythingllm:mobile", "anythingllm:anythingllm:meeting-intro" ] } ], "limitations": [ "mobile_apps: A separate free Android app can run local models or pair with Desktop/Cloud/self-hosted servers. iOS and a tested native company-SSO flow were not established.", "managed_deployment: Windows silent installer switches are documented for scripted/MDM packaging. Current User install is required; all-users install is unsupported and Enterprise/Server OS use has caveats. No Intune deployment was tested." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:desktop", "anythingllm:anythingllm:docker", "anythingllm:anythingllm:mobile", "anythingllm:anythingllm:ext", "anythingllm:anythingllm:windows", "anythingllm:anythingllm:meeting-intro" ] }, { "productId": "glean", "claimId": "glean:WORK-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Glean has web, desktop, mobile and extension access, including managed mobile controls.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted", "desktop", "mobile", "extension" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite Glean surfaces included in seat; individual AI actions may incur Model Hub Usage", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [ "Windows", "macOS", "iOS", "Android" ], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" }, { "id": "desktop", "name": "Glean for Desktop Windows and macOS", "type": "desktop-app" }, { "id": "mobile", "name": "Glean iOS and Android", "type": "mobile-app" }, { "id": "extension", "name": "Glean browser extension and companion", "type": "browser-extension" } ] }, "questions": [ { "id": "web", "question": "Is a full web client available?", "support": "supported", "answer": "The full browser app provides chat, Library and agents.", "evidenceIds": [ "glean:glean:surfaces", "glean:glean:r2-core-entitlements" ] }, { "id": "desktop_apps", "question": "Windows and macOS apps?", "support": "supported", "answer": "Windows and macOS desktop clients are documented.", "evidenceIds": [ "glean:glean:surfaces", "glean:glean:r2-core-entitlements" ] }, { "id": "mobile_apps", "question": "iOS and Android apps with SSO?", "support": "supported", "answer": "iOS and Android apps require an active SSO-configured tenant.", "evidenceIds": [ "glean:glean:mobile", "glean:glean:r2-core-entitlements" ] }, { "id": "browser_extension", "question": "Is there a browser extension or sidebar?", "support": "supported", "answer": "The extension supplies sidebar chat/search and a companion for selected text.", "evidenceIds": [ "glean:glean:surfaces", "glean:glean:r2-core-entitlements" ] }, { "id": "managed_deployment", "question": "Can IT deploy and configure clients through MDM?", "support": "supported", "answer": "Mobile integrates with Intune App Protection. Managed desktop and extension deployment are linked in official deployment guidance.", "evidenceIds": [ "glean:glean:mobile", "glean:glean:surfaces", "glean:glean:r2-core-entitlements" ] }, { "id": "client_feature_gaps", "question": "Which features are missing on mobile?", "support": "partial", "answer": "Deep Research is web-only. Real-time voice supports web, desktop and mobile; other complete parity differences were not verified.", "evidenceIds": [ "glean:glean:research", "glean:glean:voice", "glean:glean:r2-core-entitlements" ] } ], "limitations": [ "Documented findings only; unestablished atomic questions remain explicit gaps." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:surfaces", "glean:glean:r2-core-entitlements", "glean:glean:mobile", "glean:glean:research", "glean:glean:voice" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm: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": "glean", "claimId": "glean:WORK-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "A Microsoft Teams app is documented; connectors and file-generation tools do not establish in-Office add-ins.", "availability": "generally-available", "delivery": "official-integration", "scope": { "surfaceIds": [ "teams", "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite embedded Microsoft Teams and other listed surfaces; selected Assistant actions incur Model Hub Usage", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "teams", "name": "Glean in Microsoft Teams", "type": "teams-app" }, { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "word_excel_powerpoint", "question": "Does it work inside Word, Excel and PowerPoint?", "support": "unknown", "answer": "Does it work inside Word, Excel and PowerPoint? The Teams app, connector catalog and Office-output guides were checked. An assistant embedded inside Word/Excel/PowerPoint, Outlook, Docs/Sheets/Gmail was not established; remote content access is not counted as in-app presence.", "evidenceIds": [] }, { "id": "outlook", "question": "Does it work inside Outlook?", "support": "unknown", "answer": "Does it work inside Outlook? The Teams app, connector catalog and Office-output guides were checked. An assistant embedded inside Word/Excel/PowerPoint, Outlook, Docs/Sheets/Gmail was not established; remote content access is not counted as in-app presence.", "evidenceIds": [] }, { "id": "teams", "question": "Is there a Teams app or bot?", "support": "supported", "answer": "The Glean Teams app has an admin installation guide and tenant setup/consent requirements.", "evidenceIds": [ "glean:glean:teams-app", "glean:glean:r2-core-entitlements" ] }, { "id": "google_workspace_apps", "question": "Does it work inside Docs, Sheets or Gmail?", "support": "unknown", "answer": "Does it work inside Docs, Sheets or Gmail? The Teams app, connector catalog and Office-output guides were checked. An assistant embedded inside Word/Excel/PowerPoint, Outlook, Docs/Sheets/Gmail was not established; remote content access is not counted as in-app presence.", "evidenceIds": [] }, { "id": "licence_prerequisites", "question": "Which licences or consents are needed?", "support": "partial", "answer": "Teams requires admin deployment in a configured Glean tenant and Microsoft permissions. Extra licence charges are not numerically specified in the guide.", "evidenceIds": [ "glean:glean:teams-app", "glean:glean:r2-core-entitlements" ] } ], "limitations": [ "Documented findings only; unestablished atomic questions remain explicit gaps." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:teams-app", "glean:glean:r2-core-entitlements" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:WORK-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Optional Desktop Magic tools support system-wide rewriting, but layout-preserving translation and company glossary controls remain unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "desktop" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "Desktop free Magic allowances; optional Desktop Pro", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "os": [ "Windows", "macOS" ], "surfaces": [ { "id": "desktop", "name": "AnythingLLM Desktop", "type": "desktop" } ] }, "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 whole-contract DE-to-FR/IT formatting test, company glossary, formality/de-CH control or dedicated layout-preserving translation service was verified.", "evidenceIds": [] }, { "id": "translation_engine", "question": "Which engine translates?", "support": "partial", "answer": "Generative rewrite work uses the selected model. A dedicated document translation engine/workflow was not established.", "evidenceIds": [ "anythingllm:anythingllm:pro", "anythingllm:anythingllm:llmconfig" ] }, { "id": "glossaries", "question": "Are company glossaries supported?", "support": "unknown", "answer": "glossaries: Are company glossaries supported? No whole-contract DE-to-FR/IT formatting test, company glossary, formality/de-CH control or dedicated layout-preserving translation service was verified.", "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 whole-contract DE-to-FR/IT formatting test, company glossary, formality/de-CH control or dedicated layout-preserving translation service was verified.", "evidenceIds": [] }, { "id": "writing_tools", "question": "Are dedicated rewrite and proofreading tools available?", "support": "supported", "answer": "Desktop Magic Echo/Beacon/Tab offer dictation cleanup, selected-text revision and writing completion, with free allowances and optional Desktop Pro.", "evidenceIds": [ "anythingllm:anythingllm:pro" ] } ], "limitations": [ "document_translation: Can whole documents be translated with formatting kept? No whole-contract DE-to-FR/IT formatting test, company glossary, formality/de-CH control or dedicated layout-preserving translation service was verified.", "translation_engine: Generative rewrite work uses the selected model. A dedicated document translation engine/workflow was not established.", "glossaries: Are company glossaries supported? No whole-contract DE-to-FR/IT formatting test, company glossary, formality/de-CH control or dedicated layout-preserving translation service was verified.", "formality_and_variants: Can formality and regional variants (de-CH) be set? No whole-contract DE-to-FR/IT formatting test, company glossary, formality/de-CH control or dedicated layout-preserving translation service was verified." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:pro", "anythingllm:anythingllm:llmconfig" ] }, { "productId": "glean", "claimId": "glean:WORK-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Browser companion translation and general writing are documented; layout-preserving document translation is unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "extension", "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite browser Companion/Sidebar surfaces included; LLM writing/translation uses configured model usage", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "extension", "name": "Glean browser extension and companion", "type": "browser-extension" }, { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "document_translation", "question": "Can whole documents be translated with formatting kept?", "support": "unknown", "answer": "Can whole documents be translated with formatting kept? The companion, file-upload and Office-generation guides were checked. No whole-document layout-preserving translation, company glossary, formality/de-CH control or DE-to-FR/IT fixture result was established.", "evidenceIds": [] }, { "id": "translation_engine", "question": "Which engine translates?", "support": "partial", "answer": "The browser companion translates selected text through Glean. A dedicated translation service or exact translation-model route is not named here.", "evidenceIds": [ "glean:glean:surfaces", "glean:glean:r2-core-entitlements" ] }, { "id": "glossaries", "question": "Are company glossaries supported?", "support": "unknown", "answer": "Are company glossaries supported? The companion, file-upload and Office-generation guides were checked. No whole-document layout-preserving translation, company glossary, formality/de-CH control or DE-to-FR/IT fixture result was established.", "evidenceIds": [] }, { "id": "formality_and_variants", "question": "Can formality and regional variants (de-CH) be set?", "support": "unknown", "answer": "Can formality and regional variants (de-CH) be set? The companion, file-upload and Office-generation guides were checked. No whole-document layout-preserving translation, company glossary, formality/de-CH control or DE-to-FR/IT fixture result was established.", "evidenceIds": [] }, { "id": "writing_tools", "question": "Are dedicated rewrite and proofreading tools available?", "support": "partial", "answer": "Configured agents support drafting; the browser companion explains, summarizes and translates selected text. Dedicated proofreading behavior was not verified.", "evidenceIds": [ "glean:glean:surfaces", "glean:glean:agents", "glean:glean:r2-core-entitlements" ] } ], "limitations": [ "Documented findings only; unestablished atomic questions remain explicit gaps." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:surfaces", "glean:glean:r2-core-entitlements", "glean:glean:agents" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:WORK-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Configured image providers generate pictures and can edit references where supported.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "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": "The /img command uses configured OpenAI, OpenRouter, Ollama or Lemonade providers and an operator-selected model.", "evidenceIds": [ "anythingllm:anythingllm:images" ] }, { "id": "image_editing", "question": "Can users edit uploaded images?", "support": "partial", "answer": "OpenAI/OpenRouter and compatible Lemonade models use reference-image editing. The documented Ollama route drops image references and generates from text only.", "evidenceIds": [ "anythingllm:anythingllm:images" ] }, { "id": "admin_control", "question": "Can admins restrict image generation?", "support": "partial", "answer": "Admins configure provider credentials and model. A separate per-group image-generation cost/permission policy was not established.", "evidenceIds": [ "anythingllm:anythingllm:images", "anythingllm:anythingllm:security" ] }, { "id": "usage_terms", "question": "What usage rights apply to output?", "support": "unknown", "answer": "usage_terms: What usage rights apply to output? Output rights and complete per-image cost visibility depend on the model/provider contract and were not established here.", "evidenceIds": [] } ], "limitations": [ "image_editing: OpenAI/OpenRouter and compatible Lemonade models use reference-image editing. The documented Ollama route drops image references and generates from text only.", "admin_control: Admins configure provider credentials and model. A separate per-group image-generation cost/permission policy was not established.", "usage_terms: What usage rights apply to output? Output rights and complete per-image cost visibility depend on the model/provider contract and were not established here." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:images", "anythingllm:anythingllm:security" ] }, { "productId": "glean", "claimId": "glean:WORK-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Glean can generate and edit images using enabled image models.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite image generation/editing with Model Hub Usage; provider/key availability remains conditional", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "image_generation", "question": "Can users generate images, with which models?", "support": "supported", "answer": "Universal Model Key uses the managed GPT Image 2.5 or GPT Image 2 default; Customer Key admins select image models and Agents can select enabled models.", "evidenceIds": [ "glean:glean:images", "glean:glean:r2-core-entitlements" ] }, { "id": "image_editing", "question": "Can users edit uploaded images?", "support": "supported", "answer": "The image guide documents editing uploaded images.", "evidenceIds": [ "glean:glean:images", "glean:glean:r2-core-entitlements" ] }, { "id": "admin_control", "question": "Can admins restrict image generation?", "support": "supported", "answer": "An administrator must enable image generation and a supported image model.", "evidenceIds": [ "glean:glean:images", "glean:glean:r2-core-entitlements" ] }, { "id": "usage_terms", "question": "What usage rights apply to output?", "support": "partial", "answer": "Customer rights in outputs are governed by the Terms and AI Addendum together with model-provider terms; no unique or exclusive image-output guarantee was verified.", "evidenceIds": [ "glean:glean:terms", "glean:glean:ai-addendum", "glean:glean:r2-core-entitlements" ] } ], "limitations": [ "Documented findings only; unestablished atomic questions remain explicit gaps." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:images", "glean:glean:r2-core-entitlements", "glean:glean:terms", "glean:glean:ai-addendum" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:WORK-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Audio transcription/read-aloud are configurable. Free meeting capture and local transcription are Desktop-only on Windows/macOS.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web", "desktop" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [ "Desktop-only Meeting Assistant; downloaded transcription models", "Optional provider-specific audio services" ], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" }, { "id": "desktop", "name": "AnythingLLM Desktop", "type": "desktop" } ] }, "questions": [ { "id": "dictation", "question": "Can users dictate prompts?", "support": "partial", "answer": "Transcription providers and Desktop Magic Echo support spoken input; exact supported dialects and a shared dictation fixture were not verified.", "evidenceIds": [ "anythingllm:anythingllm:stt", "anythingllm:anythingllm:pro" ] }, { "id": "read_aloud", "question": "Can answers be read aloud?", "support": "supported", "answer": "System-native, local/browser Piper, self-hosted Kokoro and cloud TTS routes are documented; the chosen engine determines processing.", "evidenceIds": [ "anythingllm:anythingllm:tts" ] }, { "id": "voice_conversation", "question": "Is a live voice mode available?", "support": "unknown", "answer": "voice_conversation: Is a live voice mode available? No continuous live conversational voice mode or Swiss German recognition quality was verified.", "evidenceIds": [] }, { "id": "meeting_summaries", "question": "Are meetings transcribed and summarised?", "support": "supported", "answer": "Desktop Meeting Assistant records/imports meetings, transcribes locally and summarizes with the chosen local/cloud model. A cloud summary sends the transcript to that provider; Linux is not currently supported.", "evidenceIds": [ "anythingllm:anythingllm:meeting-intro", "anythingllm:anythingllm:meeting" ] }, { "id": "swiss_german_speech", "question": "Is Swiss German speech recognised?", "support": "unknown", "answer": "swiss_german_speech: Is Swiss German speech recognised? No continuous live conversational voice mode or Swiss German recognition quality was verified.", "evidenceIds": [] } ], "limitations": [ "dictation: Transcription providers and Desktop Magic Echo support spoken input; exact supported dialects and a shared dictation fixture were not verified.", "voice_conversation: Is a live voice mode available? No continuous live conversational voice mode or Swiss German recognition quality was verified.", "swiss_german_speech: Is Swiss German speech recognised? No continuous live conversational voice mode or Swiss German recognition quality was verified." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:stt", "anythingllm:anythingllm:pro", "anythingllm:anythingllm:tts", "anythingllm:anythingllm:meeting-intro", "anythingllm:anythingllm:meeting" ] }, { "productId": "glean", "claimId": "glean:WORK-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Real-time voice is available with provider streaming; meeting functionality depends on key mode.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted", "desktop", "mobile" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite real-time voice/Meeting Notes with Model Hub Usage; Meeting Notes requires Universal Model Key per feature matrix", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" }, { "id": "desktop", "name": "Glean for Desktop Windows and macOS", "type": "desktop-app" }, { "id": "mobile", "name": "Glean iOS and Android", "type": "mobile-app" } ] }, "questions": [ { "id": "dictation", "question": "Can users dictate prompts?", "support": "unknown", "answer": "Can users dictate prompts? The voice guide and key-mode matrix were checked; separate dictation and Swiss German recognition were not established or tested.", "evidenceIds": [] }, { "id": "read_aloud", "question": "Can answers be read aloud?", "support": "partial", "answer": "Real-time voice speaks its responses; a separate read-aloud control for arbitrary text responses was not established.", "evidenceIds": [ "glean:glean:voice", "glean:glean:r2-core-entitlements" ] }, { "id": "voice_conversation", "question": "Is a live voice mode available?", "support": "supported", "answer": "Interactive voice supports web, desktop and mobile, with interruptible spoken replies and a chat transcript. It does not invoke a chosen published agent.", "evidenceIds": [ "glean:glean:voice", "glean:glean:r2-core-entitlements" ] }, { "id": "meeting_summaries", "question": "Are meetings transcribed and summarised?", "support": "partial", "answer": "The key matrix lists Meeting Notes as generally available with Universal Model Key and unsupported with Customer Key. Recording/language behavior was not tested.", "evidenceIds": [ "glean:glean:key-matrix", "glean:glean:r2-core-entitlements" ] }, { "id": "swiss_german_speech", "question": "Is Swiss German speech recognised?", "support": "unknown", "answer": "Is Swiss German speech recognised? The voice guide and key-mode matrix were checked; separate dictation and Swiss German recognition were not established or tested.", "evidenceIds": [] } ], "limitations": [ "Raw voice audio streams to the configured model provider and is not stored according to the voice guide; transcripts follow chat retention." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:voice", "glean:glean:r2-core-entitlements", "glean:glean:key-matrix" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:WORK-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Built-in Agent skills generate charts and downloadable Office/PDF documents; executed spreadsheet analysis and iterative canvas editing were not tested.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "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": "unknown", "answer": "data_analysis: Can it analyse spreadsheets with executed code? No shared spreadsheet execution/formula analysis, editable PowerPoint fidelity or document-canvas fixture was run. Built-in chart creation does not establish a general code interpreter.", "evidenceIds": [] }, { "id": "charts", "question": "Can it produce charts?", "support": "supported", "answer": "An enabled chart skill creates charts from prompts or workspace data.", "evidenceIds": [ "anythingllm:anythingllm:chart" ] }, { "id": "office_file_output", "question": "Can it create Word, Excel or PowerPoint files?", "support": "supported", "answer": "The built-in Document Generation skill lists text, PDF, Excel, DOCX and PowerPoint outputs; the guide recommends capable models for PowerPoint.", "evidenceIds": [ "anythingllm:anythingllm:docgen" ] }, { "id": "canvas_editing", "question": "Is there a document or canvas editor for iterating on output?", "support": "unknown", "answer": "canvas_editing: Is there a document or canvas editor for iterating on output? No shared spreadsheet execution/formula analysis, editable PowerPoint fidelity or document-canvas fixture was run. Built-in chart creation does not establish a general code interpreter.", "evidenceIds": [] } ], "limitations": [ "data_analysis: Can it analyse spreadsheets with executed code? No shared spreadsheet execution/formula analysis, editable PowerPoint fidelity or document-canvas fixture was run. Built-in chart creation does not establish a general code interpreter.", "canvas_editing: Is there a document or canvas editor for iterating on output? No shared spreadsheet execution/formula analysis, editable PowerPoint fidelity or document-canvas fixture was run. Built-in chart creation does not establish a general code interpreter." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:chart", "anythingllm:anythingllm:docgen" ] }, { "productId": "glean", "claimId": "glean:WORK-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Data analysis and Office file output are documented, with spreadsheet and template limitations.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite Assistant/Canvas/document output with Model Hub Usage; provider/tool prerequisites apply", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "data_analysis", "question": "Can it analyse spreadsheets with executed code?", "support": "supported", "answer": "Thinking-mode uploaded spreadsheets can use a per-user/session sandbox. Indexed spreadsheets may be truncated and cross-indexed-file numeric aggregation is not supported by the documented Data Analysis route.", "evidenceIds": [ "glean:glean:analysis", "glean:glean:r2-core-entitlements" ] }, { "id": "charts", "question": "Can it produce charts?", "support": "unknown", "answer": "The Data Analysis and Office-output guides were checked, but chart generation and chart-file fidelity were not established or observed in this pass.", "evidenceIds": [] }, { "id": "office_file_output", "question": "Can it create Word, Excel or PowerPoint files?", "support": "supported", "answer": "Enabled tools create Word documents, Excel workbooks and PowerPoint decks, saved/downloaded through the documented route. Arbitrary Word/Excel template population is not supported by create tools.", "evidenceIds": [ "glean:glean:office-output", "glean:glean:r2-core-entitlements" ] }, { "id": "canvas_editing", "question": "Is there a document or canvas editor for iterating on output?", "support": "supported", "answer": "Slide generation creates decks in Canvas for refinement and export; exact themes and embedded elements are not guaranteed.", "evidenceIds": [ "glean:glean:office-output", "glean:glean:r2-core-entitlements" ] } ], "limitations": [ "No fixture analysis or output-file inspection. Code-interpreter provider and retention differ by route." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:analysis", "glean:glean:r2-core-entitlements", "glean:glean:office-output" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:WORK-07", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Docker workspaces share knowledge with assigned users; shared live conversation behavior remains unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "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": "unknown", "answer": "share_chats: Can chats be shared inside the organisation? Authenticated chat-share links, simultaneous multi-person AI conversation and recipient transcript/source visibility were not established by the workspace and chat-log guides.", "evidenceIds": [] }, { "id": "team_spaces", "question": "Are shared projects or workspaces available?", "support": "supported", "answer": "Multi-user workspaces can be assigned to users, who share the embedded knowledge available there.", "evidenceIds": [ "anythingllm:anythingllm:security", "anythingllm:anythingllm:docchat" ] }, { "id": "group_chat", "question": "Can several people chat together with the AI?", "support": "unknown", "answer": "group_chat: Can several people chat together with the AI? Authenticated chat-share links, simultaneous multi-person AI conversation and recipient transcript/source visibility were not established by the workspace and chat-log guides.", "evidenceIds": [] }, { "id": "share_permission_boundary", "question": "Does sharing respect the recipient's access to sources?", "support": "partial", "answer": "Embedded files become accessible to every assigned workspace user; this does not preserve an arbitrary original source ACL. A cross-group chat-sharing fixture was not run.", "evidenceIds": [ "anythingllm:anythingllm:docchat" ] } ], "limitations": [ "share_chats: Can chats be shared inside the organisation? Authenticated chat-share links, simultaneous multi-person AI conversation and recipient transcript/source visibility were not established by the workspace and chat-log guides.", "group_chat: Can several people chat together with the AI? Authenticated chat-share links, simultaneous multi-person AI conversation and recipient transcript/source visibility were not established by the workspace and chat-log guides.", "share_permission_boundary: Embedded files become accessible to every assigned workspace user; this does not preserve an arbitrary original source ACL. A cross-group chat-sharing fixture was not run." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:security", "anythingllm:anythingllm:docchat" ] }, { "productId": "glean", "claimId": "glean:WORK-07", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Viewer chat sharing documents recipient-source redaction; current Projects and group-chat plan entitlements remain unknown.", "availability": "beta", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite Assistant Viewer sharing; current Projects and Team-chat Editor entitlement under Core Suite/Enterprise Flex unverified", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "share_chats", "question": "Can chats be shared inside the organisation?", "support": "supported", "answer": "Users can share chats with users, departments or the organization, with Viewer read-only access.", "evidenceIds": [ "glean:glean:sharing", "glean:glean:r2-core-entitlements" ] }, { "id": "team_spaces", "question": "Are shared projects or workspaces available?", "support": "unknown", "answer": "The Projects guide describes gradual enablement but does not establish a current named Core Suite/Enterprise Flex entitlement. Shared-project availability remains unknown.", "evidenceIds": [] }, { "id": "group_chat", "question": "Can several people chat together with the AI?", "support": "unknown", "answer": "The Team chat guide describes a beta enabled for selected users, but its current Core Suite/Enterprise Flex entitlement was not established. Multi-user AI chat availability for a named plan remains unknown.", "evidenceIds": [] }, { "id": "share_permission_boundary", "question": "Does sharing respect the recipient's access to sources?", "support": "partial", "answer": "For Viewer chat sharing, the guide documents redaction of inaccessible citations and content. That finding does not establish the distinct Team-chat Editor entitlement or its availability for a Core Suite/Enterprise Flex tenant. No cross-group sharing test was run.", "evidenceIds": [ "glean:glean:sharing", "glean:glean:r2-core-entitlements" ] } ], "limitations": [ "Viewer redaction must not be generalized to Team-chat Editors. Projects and Team-chat commercial/rollout entitlements remain unknown; no two-user fixture was run." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:sharing", "glean:glean:r2-core-entitlements", "glean:glean:projects", "glean:glean:team-chat" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:WORK-08", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "The pinned frontend registers English, German, French and Italian, with fallback behavior; translation quality and WCAG conformance remain unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "New code findings at v1.19.0 / 9b1fcab141000eaba9f78ed131151de04904454b (published 2026-10-26); earlier accepted facts retain their own pins", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "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 implementation registers en, de, fr and it among other resources.", "evidenceIds": [ "anythingllm:anythingllm: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? No full DE/FR/IT UI walkthrough, German admin-screen completeness review or WCAG conformance report was verified.", "evidenceIds": [] }, { "id": "accessibility_statement", "question": "Is there a WCAG conformance statement?", "support": "unknown", "answer": "accessibility_statement: Is there a WCAG conformance statement? No full DE/FR/IT UI walkthrough, German admin-screen completeness review or WCAG conformance report was verified.", "evidenceIds": [] }, { "id": "admin_ui_languages", "question": "Is the admin interface available in German?", "support": "partial", "answer": "The pinned German locale includes user management, invitations, event logs and administrator settings labels. Complete admin-screen coverage, translation quality and WCAG conformance were not observed.", "evidenceIds": [ "anythingllm:anythingllm:r4-german-admin" ] } ], "limitations": [ "German administrator labels are present in pinned source; full German/French/Italian screen coverage and naturalness were not observed.", "No WCAG conformance statement or full accessibility walkthrough was verified." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-25", "evidenceIds": [ "anythingllm:anythingllm:i18n-pin", "anythingllm:anythingllm:r4-german-admin" ] }, { "productId": "glean", "claimId": "glean:WORK-08", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "German, French, Italian and English end-user UIs are documented; admin setup is not localized.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite client surfaces; detailed language/localization entitlements not separately mapped by plan", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "ui_languages", "question": "Which UI languages are offered?", "support": "supported", "answer": "The support matrix lists English, German, French and Italian UI among other locales.", "evidenceIds": [ "glean:glean:language", "glean:glean:r2-core-entitlements" ] }, { "id": "dach_language_quality", "question": "Are German, French and Italian UIs complete and natural?", "support": "unknown", "answer": "Are German, French and Italian UIs complete and natural? The locale matrix and accessibility statement were checked, but translation completeness and naturalness were not observed in a logged-in German/French/Italian UI.", "evidenceIds": [] }, { "id": "accessibility_statement", "question": "Is there a WCAG conformance statement?", "support": "partial", "answer": "Glean maintains a VPAT 2.5 ACR covering WCAG 2.0/2.1/2.2 A and AA, obtainable through the Trust Center; the report was not reviewed.", "evidenceIds": [ "glean:glean:accessibility", "glean:glean:r2-core-entitlements" ] }, { "id": "admin_ui_languages", "question": "Is the admin interface available in German?", "support": "unsupported", "answer": "The language guide explicitly says external help documentation and admin workspace setup are not yet localized.", "evidenceIds": [ "glean:glean:language", "glean:glean:r2-core-entitlements" ] } ], "limitations": [ "Documented findings only; unestablished atomic questions remain explicit gaps.", "The language/accessibility pages describe the common product, without a separate Core Suite/Enterprise Flex localization entitlement matrix." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:language", "glean:glean:r2-core-entitlements", "glean:glean:accessibility" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:ADM-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "The standard Docker project documents a privileged simple-SSO passthrough; the commercial Enterprise offer advertises SSO without public protocol details.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web", "cloud" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [ "Custom trusted login integration for Simple SSO", "Quote-only Enterprise for the advertised SSO offer" ], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" }, { "id": "cloud", "name": "AnythingLLM Cloud managed instance", "type": "managed-cloud" } ] }, "questions": [ { "id": "sso_protocols", "question": "Which SSO protocols and identity providers work?", "support": "partial", "answer": "Simple SSO generates one-use temporary links for existing users through an API key. It is not evidence of built-in SAML/OIDC/LDAP federation; those protocol details were not verified.", "evidenceIds": [ "anythingllm:anythingllm:config" ] }, { "id": "sso_plan", "question": "Which plan includes SSO?", "support": "partial", "answer": "Simple passthrough is documented for self-hosted multi-user mode. Quote-only Enterprise separately advertises SSO, with public protocol/feature scope unspecified.", "evidenceIds": [ "anythingllm:anythingllm:config", "anythingllm:anythingllm:cloud" ] }, { "id": "mfa", "question": "Can MFA be enforced?", "support": "unknown", "answer": "mfa: Can MFA be enforced? MFA enforcement, conditional-access compatibility and company-domain capture were not established from the standard authentication or public Enterprise offer.", "evidenceIds": [] }, { "id": "conditional_access", "question": "Do Entra conditional-access policies apply?", "support": "unknown", "answer": "conditional_access: Do Entra conditional-access policies apply? MFA enforcement, conditional-access compatibility and company-domain capture were not established from the standard authentication or public Enterprise offer.", "evidenceIds": [] }, { "id": "domain_capture", "question": "Can the company claim its email domain?", "support": "unknown", "answer": "domain_capture: Can the company claim its email domain? MFA enforcement, conditional-access compatibility and company-domain capture were not established from the standard authentication or public Enterprise offer.", "evidenceIds": [] } ], "limitations": [ "sso_protocols: Simple SSO generates one-use temporary links for existing users through an API key. It is not evidence of built-in SAML/OIDC/LDAP federation; those protocol details were not verified.", "sso_plan: Simple passthrough is documented for self-hosted multi-user mode. Quote-only Enterprise separately advertises SSO, with public protocol/feature scope unspecified.", "mfa: Can MFA be enforced? MFA enforcement, conditional-access compatibility and company-domain capture were not established from the standard authentication or public Enterprise offer.", "conditional_access: Do Entra conditional-access policies apply? MFA enforcement, conditional-access compatibility and company-domain capture were not established from the standard authentication or public Enterprise offer.", "domain_capture: Can the company claim its email domain? MFA enforcement, conditional-access compatibility and company-domain capture were not established from the standard authentication or public Enterprise offer." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:config", "anythingllm:anythingllm:cloud" ] }, { "productId": "glean", "claimId": "glean:ADM-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "SSO is mandatory with OIDC/SAML and identity-provider MFA and conditional access.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite Protect includes SSO and role access; detailed IdP policy setup is separately documented", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "sso_protocols", "question": "Which SSO protocols and identity providers work?", "support": "supported", "answer": "OIDC and SAML work with Entra ID, Google, Okta, OneLogin and generic SAML providers as documented.", "evidenceIds": [ "glean:glean:sso", "glean:glean:r2-core-entitlements" ] }, { "id": "sso_plan", "question": "Which plan includes SSO?", "support": "partial", "answer": "SSO is mandatory during deployment setup; no separate SSO price or plan gate is given in this guide.", "evidenceIds": [ "glean:glean:sso", "glean:glean:r2-core-entitlements" ] }, { "id": "mfa", "question": "Can MFA be enforced?", "support": "supported", "answer": "Glean recommends enforcing MFA through the configured identity provider.", "evidenceIds": [ "glean:glean:sso", "glean:glean:r2-core-entitlements" ] }, { "id": "conditional_access", "question": "Do Entra conditional-access policies apply?", "support": "supported", "answer": "Glean recommends appropriately secure IdP conditional-access policies; mobile documents Intune-compatible sign-in.", "evidenceIds": [ "glean:glean:sso", "glean:glean:mobile", "glean:glean:r2-core-entitlements" ] }, { "id": "domain_capture", "question": "Can the company claim its email domain?", "support": "partial", "answer": "Glean checks the user email domain against the expected customer domain before issuing a login cookie; broader domain-capture/migration semantics were not established.", "evidenceIds": [ "glean:glean:sso", "glean:glean:r2-core-entitlements" ] } ], "limitations": [ "No SSO trial login was performed." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:sso", "glean:glean:r2-core-entitlements", "glean:glean:mobile" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:ADM-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Admins or API clients create users and assign workspaces; provisioning standards and leaver asset transfer remain unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "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": "unknown", "answer": "scim: Is SCIM provisioning supported? SCIM and identity-provider group synchronization were not established in the public configuration and Enterprise offer.", "evidenceIds": [] }, { "id": "group_sync", "question": "Are identity-provider groups synced?", "support": "unknown", "answer": "group_sync: Are identity-provider groups synced? SCIM and identity-provider group synchronization were not established in the public configuration and Enterprise offer.", "evidenceIds": [] }, { "id": "jit_provisioning", "question": "Are users created at first login?", "support": "partial", "answer": "Simple SSO explicitly requires a user to exist before login; an external system can create the user through the API. This is custom provisioning, not a verified automatic IdP JIT flow.", "evidenceIds": [ "anythingllm:anythingllm:config" ] }, { "id": "deprovisioning", "question": "What happens to a removed user's data and shared assets?", "support": "partial", "answer": "Admin routes implement user deletion and log the event. A fixture verifying chat/knowledge ownership transfer and active-session revocation was not run.", "evidenceIds": [ "anythingllm:anythingllm:admin-pin" ] }, { "id": "seat_assignment", "question": "Can admins assign and reclaim seats?", "support": "supported", "answer": "Admins create/manage users and workspace membership under the no-seat-fee self-hosted licence.", "evidenceIds": [ "anythingllm:anythingllm:security", "anythingllm:anythingllm:admin-pin", "anythingllm:anythingllm:license" ] } ], "limitations": [ "scim: Is SCIM provisioning supported? SCIM and identity-provider group synchronization were not established in the public configuration and Enterprise offer.", "group_sync: Are identity-provider groups synced? SCIM and identity-provider group synchronization were not established in the public configuration and Enterprise offer.", "jit_provisioning: Simple SSO explicitly requires a user to exist before login; an external system can create the user through the API. This is custom provisioning, not a verified automatic IdP JIT flow.", "deprovisioning: Admin routes implement user deletion and log the event. A fixture verifying chat/knowledge ownership transfer and active-session revocation was not run." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:config", "anythingllm:anythingllm:admin-pin", "anythingllm:anythingllm:security", "anythingllm:anythingllm:license" ] }, { "productId": "glean", "claimId": "glean:ADM-02", "verificationStatus": "not-published", "support": "not-published", "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.", "availability": null, "delivery": null, "scope": null, "questions": [], "limitations": [], "checkedAt": null, "crossCheckedAt": null, "nextCheckAt": null, "evidenceIds": [] } ] }, { "id": "ADM-03", "title": "Roles, groups and feature permissions", "group": { "id": 5, "name": "Administration and governance" }, "judgment": "Record admin roles, delegated admins, groups, per-feature permissions (web search, image generation, connectors, file upload, agents), separation of subsidiaries or departments, and enforcement. Test one disabled feature for one group.", "questions": [ { "id": "admin_roles", "question": "Which admin roles exist, and can admin rights be delegated?" }, { "id": "groups", "question": "Can permissions be set per group?" }, { "id": "feature_toggles", "question": "Which features can be switched on or off per group?" }, { "id": "multi_entity", "question": "Can subsidiaries or departments be separated within one contract?" } ], "products": [ { "productId": "anythingllm", "claimId": "anythingllm:ADM-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Standard Docker multi-user governance uses Admin, Manager and Default roles plus workspace membership.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "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": "supported", "answer": "Admins control the whole system; Managers manage workspaces but cannot change the system LLM/embedder/vector settings; Default users chat in assigned workspaces.", "evidenceIds": [ "anythingllm:anythingllm:security" ] }, { "id": "groups", "question": "Can permissions be set per group?", "support": "unknown", "answer": "groups: Can permissions be set per group? An independently configurable local/IdP group object and two-group permission fixture were not established.", "evidenceIds": [] }, { "id": "feature_toggles", "question": "Which features can be switched on or off per group?", "support": "partial", "answer": "Operators configure available Agent skills, providers and workspaces. A fine-grained per-group feature matrix was not established for standard roles.", "evidenceIds": [ "anythingllm:anythingllm:agent-setup", "anythingllm:anythingllm:security" ] }, { "id": "multi_entity", "question": "Can subsidiaries or departments be separated within one contract?", "support": "partial", "answer": "Workspaces separate access within one installation; legal-entity tenancy, separate operator boundaries and a multi-entity contract were not verified.", "evidenceIds": [ "anythingllm:anythingllm:security" ] } ], "limitations": [ "groups: Can permissions be set per group? An independently configurable local/IdP group object and two-group permission fixture were not established.", "feature_toggles: Operators configure available Agent skills, providers and workspaces. A fine-grained per-group feature matrix was not established for standard roles.", "multi_entity: Workspaces separate access within one installation; legal-entity tenancy, separate operator boundaries and a multi-entity contract were not verified." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:security", "anythingllm:anythingllm:agent-setup" ] }, { "productId": "glean", "claimId": "glean:ADM-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Glean has delegated admin roles, IdP-group permissions and feature access controls.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite Protect/Agent Governance role controls; department and IdP group policy configuration as documented", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "admin_roles", "question": "Which admin roles exist, and can admin rights be delegated?", "support": "supported", "answer": "Setup Admin, Admin, Super Admin and specialist moderators have documented scopes; only Super Admin can assign certain privileges.", "evidenceIds": [ "glean:glean:roles", "glean:glean:r2-core-entitlements" ] }, { "id": "groups", "question": "Can permissions be set per group?", "support": "supported", "answer": "Direct and IdP-group roles combine, with highest-precedence primary roles and union of secondary roles. Group permission behavior is feature-flag dependent.", "evidenceIds": [ "glean:glean:groups", "glean:glean:r2-core-entitlements" ] }, { "id": "feature_toggles", "question": "Which features can be switched on or off per group?", "support": "partial", "answer": "Member permissions include content and agent creation; model access, scheduled triggers and beta features have specific controls. Every feature/group combination was not verified.", "evidenceIds": [ "glean:glean:users", "glean:glean:groups", "glean:glean:r2-core-entitlements" ] }, { "id": "multi_entity", "question": "Can subsidiaries or departments be separated within one contract?", "support": "partial", "answer": "Terms permit affiliates to use or order the service, while separate subsidiary data partitions within one contract were not established.", "evidenceIds": [ "glean:glean:terms", "glean:glean:r2-core-entitlements" ] } ], "limitations": [ "No two-group restriction-enforcement test." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:roles", "glean:glean:r2-core-entitlements", "glean:glean:groups", "glean:glean:users", "glean:glean:terms" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:ADM-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Authorized accounts can inspect chat/event activity and export chat logs; a full adoption/cost dashboard was not verified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "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": "unknown", "answer": "adoption_dashboard: Is there an adoption dashboard? A dedicated adoption dashboard and pseudonymized/aggregated per-person reporting controls were not established; optional anonymous product telemetry is a separate data flow.", "evidenceIds": [] }, { "id": "breakdowns", "question": "Can usage be broken down by group, model, feature and assistant?", "support": "partial", "answer": "Chat logs are available per workspace/user to authorized accounts; complete model/feature/assistant/group adoption breakdowns were not established.", "evidenceIds": [ "anythingllm:anythingllm:logs", "anythingllm:anythingllm:event" ] }, { "id": "export", "question": "Can usage data be exported?", "support": "supported", "answer": "Chat logs export as CSV, JSON, Alpaca JSON or OpenAI-style JSONL once at least ten logs exist.", "evidenceIds": [ "anythingllm:anythingllm:logs" ] }, { "id": "privacy_modes", "question": "Can per-person reporting be limited or pseudonymised?", "support": "unknown", "answer": "privacy_modes: Can per-person reporting be limited or pseudonymised? A dedicated adoption dashboard and pseudonymized/aggregated per-person reporting controls were not established; optional anonymous product telemetry is a separate data flow.", "evidenceIds": [] } ], "limitations": [ "adoption_dashboard: Is there an adoption dashboard? A dedicated adoption dashboard and pseudonymized/aggregated per-person reporting controls were not established; optional anonymous product telemetry is a separate data flow.", "breakdowns: Chat logs are available per workspace/user to authorized accounts; complete model/feature/assistant/group adoption breakdowns were not established.", "privacy_modes: Can per-person reporting be limited or pseudonymised? A dedicated adoption dashboard and pseudonymized/aggregated per-person reporting controls were not established; optional anonymous product telemetry is a separate data flow." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:logs", "anythingllm:anythingllm:event" ] }, { "productId": "glean", "claimId": "glean:ADM-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Insights provides adoption and individual activity reporting with CSV export.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite Billing & Insights included in seat; Enterprise Flex Admin console/Insights platform separate from usage rates", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "adoption_dashboard", "question": "Is there an adoption dashboard?", "support": "supported", "answer": "Insights includes daily, weekly and monthly active users and adoption metrics.", "evidenceIds": [ "glean:glean:insights", "glean:glean:r2-core-entitlements" ] }, { "id": "breakdowns", "question": "Can usage be broken down by group, model, feature and assistant?", "support": "partial", "answer": "Department filters and per-person Assistant, search, agent and MCP activity are documented. Model usage is a separate dashboard; a unified breakdown by every requested dimension was not verified.", "evidenceIds": [ "glean:glean:insights", "glean:glean:core-price", "glean:glean:r2-core-entitlements" ] }, { "id": "export", "question": "Can usage data be exported?", "support": "supported", "answer": "The All signed up users table exports CSV; customer event delivery supports downstream analysis.", "evidenceIds": [ "glean:glean:insights", "glean:glean:events", "glean:glean:r2-core-entitlements" ] }, { "id": "privacy_modes", "question": "Can per-person reporting be limited or pseudonymised?", "support": "partial", "answer": "Departments under five users are grouped. The same guide documents named user activity; an organization-wide pseudonymous mode was not established.", "evidenceIds": [ "glean:glean:insights", "glean:glean:r2-core-entitlements" ] } ], "limitations": [ "Documented findings only; unestablished atomic questions remain explicit gaps." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:insights", "glean:glean:r2-core-entitlements", "glean:glean:core-price", "glean:glean:events" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:ADM-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Per-user message quotas control consumption; monetary budgets and cost-centre allocation were not established.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "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": "Authorized users see chat activity by workspace/user. The reviewed sources do not establish actual billed currency cost by group.", "evidenceIds": [ "anythingllm:anythingllm:logs" ] }, { "id": "budgets", "question": "Can budgets be set per user or group?", "support": "partial", "answer": "Admins can set per-user daily message quotas. This is a count limit, not a documented CHF/EUR budget or pooled cost-centre allowance.", "evidenceIds": [ "anythingllm:anythingllm:user-pin" ] }, { "id": "budget_enforcement", "question": "Does reaching a budget alert, block or downgrade?", "support": "supported", "answer": "The inspected non-admin multi-user chat route aborts before generation when the trailing-24-hour message quota is reached.", "evidenceIds": [ "anythingllm:anythingllm:chat-pin", "anythingllm:anythingllm:user-pin" ] }, { "id": "chargeback", "question": "Can costs be exported per cost centre?", "support": "unknown", "answer": "chargeback: Can costs be exported per cost centre? Monetary spend caps, model downgrades and cost-centre chargeback export were not verified.", "evidenceIds": [] } ], "limitations": [ "cost_visibility: Authorized users see chat activity by workspace/user. The reviewed sources do not establish actual billed currency cost by group.", "budgets: Admins can set per-user daily message quotas. This is a count limit, not a documented CHF/EUR budget or pooled cost-centre allowance.", "chargeback: Can costs be exported per cost centre? Monetary spend caps, model downgrades and cost-centre chargeback export were not verified." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:logs", "anythingllm:anythingllm:user-pin", "anythingllm:anythingllm:chat-pin" ] }, { "productId": "glean", "claimId": "glean:ADM-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Usage limits can alert or block; team limits are per-member defaults rather than pooled team budgets.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite / Enterprise Flex; legacy Enterprise exclusions stated", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "cost_visibility", "question": "Can admins see cost or consumption per user and group?", "support": "supported", "answer": "Usage dashboards expose user/team/agent consumption in dollars or FlexCredits depending on plan.", "evidenceIds": [ "glean:glean:limits" ] }, { "id": "budgets", "question": "Can budgets be set per user or group?", "support": "supported", "answer": "Organization, user, department/IdP-group and agent monthly limits are documented for Core Suite/Enterprise Flex; legacy Enterprise lacks user/agent limits.", "evidenceIds": [ "glean:glean:limits" ] }, { "id": "budget_enforcement", "question": "Does reaching a budget alert, block or downgrade?", "support": "supported", "answer": "An optional block stops later billable requests after the running action completes. Alert-only is also available; some overage can occur.", "evidenceIds": [ "glean:glean:limits" ] }, { "id": "chargeback", "question": "Can costs be exported per cost centre?", "support": "unknown", "answer": "Can costs be exported per cost centre? The usage-limit and pricing guides were checked; cost-center chargeback export and cost allocation outside current department/group metadata were not established.", "evidenceIds": [] } ], "limitations": [ "Documented findings only; unestablished atomic questions remain explicit gaps." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:limits" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:ADM-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Event logs record named administrative/security activity and chats are exportable. Immutable audit retention and legal hold remain unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "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": "Pinned admin routes log user creation/deletion, invitation and API-key events; docs also name logins, setting changes and uploads.", "evidenceIds": [ "anythingllm:anythingllm:admin-pin", "anythingllm:anythingllm:event" ] }, { "id": "content_logging", "question": "Can prompts and answers be retained for compliance, and is it configurable?", "support": "supported", "answer": "Workspace chat history/logs retain prompts/responses and expose permissioned exports. Retention and external copies depend on the deployment.", "evidenceIds": [ "anythingllm:anythingllm:logs" ] }, { "id": "siem_export", "question": "Can logs stream to a SIEM or be exported?", "support": "unknown", "answer": "siem_export: Can logs stream to a SIEM or be exported? No complete log retention period, tamper-evident integrity model, SIEM streaming contract or eDiscovery/legal-hold workflow was verified. These are event/chat logs, not a certified audit archive.", "evidenceIds": [] }, { "id": "ediscovery", "question": "Are eDiscovery and legal hold supported?", "support": "unknown", "answer": "ediscovery: Are eDiscovery and legal hold supported? No complete log retention period, tamper-evident integrity model, SIEM streaming contract or eDiscovery/legal-hold workflow was verified. These are event/chat logs, not a certified audit archive.", "evidenceIds": [] }, { "id": "log_retention", "question": "How long are logs kept?", "support": "unknown", "answer": "log_retention: How long are logs kept? No complete log retention period, tamper-evident integrity model, SIEM streaming contract or eDiscovery/legal-hold workflow was verified. These are event/chat logs, not a certified audit archive.", "evidenceIds": [] } ], "limitations": [ "siem_export: Can logs stream to a SIEM or be exported? No complete log retention period, tamper-evident integrity model, SIEM streaming contract or eDiscovery/legal-hold workflow was verified. These are event/chat logs, not a certified audit archive.", "ediscovery: Are eDiscovery and legal hold supported? No complete log retention period, tamper-evident integrity model, SIEM streaming contract or eDiscovery/legal-hold workflow was verified. These are event/chat logs, not a certified audit archive.", "log_retention: How long are logs kept? No complete log retention period, tamper-evident integrity model, SIEM streaming contract or eDiscovery/legal-hold workflow was verified. These are event/chat logs, not a certified audit archive." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:admin-pin", "anythingllm:anythingllm:event", "anythingllm:anythingllm:logs" ] }, { "productId": "glean", "claimId": "glean:ADM-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Administrative change logs have documented CSV export and retention. Prompt/response compliance logging remains unknown because source scopes conflict.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite Protect administrative audit logs; no verified prompt/response compliance-logging finding", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "admin_events", "question": "Are admin and security events logged?", "support": "supported", "answer": "Admin Audit Logs record configuration changes by admins and Glean support, excluding end-user events. Default retention is 30 days.", "evidenceIds": [ "glean:glean:audit", "glean:glean:r2-core-entitlements" ] }, { "id": "content_logging", "question": "Can prompts and answers be retained for compliance, and is it configurable?", "support": "unknown", "answer": "Prompt/response retention and its configuration remain unknown. The deployment comparison says individual queries/responses are not logged, while Customer Event documentation describes CHAT response content and the history guide separates that logging from history. Their deployment/system scopes were not reconciled.", "evidenceIds": [] }, { "id": "siem_export", "question": "Can logs stream to a SIEM or be exported?", "support": "partial", "answer": "The administrative audit-log guide documents self-serve CSV export. For Glean-hosted deployments, ongoing delivery of administrative logs can be configured by the account team and is not enabled by default or self-serve. This finding makes no prompt/response or Customer Event export guarantee.", "evidenceIds": [ "glean:glean:audit", "glean:glean:r2-core-entitlements" ] }, { "id": "ediscovery", "question": "Are eDiscovery and legal hold supported?", "support": "unknown", "answer": "Are eDiscovery and legal hold supported? Administrative and Customer Event documentation was checked. eDiscovery/legal-hold behavior, integrity guarantees and per-destination content-log retention were not established.", "evidenceIds": [] }, { "id": "log_retention", "question": "How long are logs kept?", "support": "partial", "answer": "Administrative audit logs have a documented 30-day default; extended periods require arrangement. Customer Event/content-log retention is unknown and no common retention term for all logs is inferred.", "evidenceIds": [ "glean:glean:audit", "glean:glean:r2-core-entitlements" ] } ], "limitations": [ "Only administrative/configuration events, their export and their stated retention are positive findings. Content logging, its compliance integrity model, eDiscovery and legal hold remain unverified." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:audit", "glean:glean:r2-core-entitlements", "glean:glean:deploy", "glean:glean:events", "glean:glean:history" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:ADM-07", "verificationStatus": "not-published", "support": "not-published", "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.", "availability": null, "delivery": null, "scope": null, "questions": [], "limitations": [], "checkedAt": null, "crossCheckedAt": null, "nextCheckAt": null, "evidenceIds": [] }, { "productId": "glean", "claimId": "glean:ADM-07", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Protect+ can flag or block configured sensitive patterns in prompts; file coverage and Swiss-fixture outcomes are unknown.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Enterprise Flex + Protect+ site-wide annual add-on; basic Core Suite CSV protection is a different mechanism", "addOns": [ "Glean Protect+ AI security" ], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "pii_detection", "question": "Is personal data detected in prompts and files?", "support": "partial", "answer": "Prompt-only regex policy covers configured PII, credentials, IBAN and government-ID patterns. Templates start disabled; this policy excludes retrieved data and generated responses.", "evidenceIds": [ "glean:glean:pii", "glean:glean:r2-core-entitlements", "glean:glean:r2-flex-entitlements" ] }, { "id": "pii_action", "question": "Is it redacted, masked, blocked or only warned?", "support": "supported", "answer": "Admins choose monitoring with findings or immediate blocking of the run; the guide does not promise automatic redaction for this policy.", "evidenceIds": [ "glean:glean:pii", "glean:glean:r2-core-entitlements", "glean:glean:r2-flex-entitlements" ] }, { "id": "custom_patterns", "question": "Can admins add custom patterns or terms?", "support": "supported", "answer": "Admins can define RE2 pattern groups and test patterns before enabling them.", "evidenceIds": [ "glean:glean:pii", "glean:glean:r2-core-entitlements", "glean:glean:r2-flex-entitlements" ] }, { "id": "dlp_integration", "question": "Does it integrate with an existing DLP product?", "support": "partial", "answer": "Protect+ documents AI security integrations including Palo Alto Networks in the product/security material. Purview/Netskope integration and exact enterprise entitlement were not verified.", "evidenceIds": [ "glean:glean:protect", "glean:glean:subprocessors", "glean:glean:r2-core-entitlements", "glean:glean:r2-flex-entitlements" ] }, { "id": "filter_location", "question": "Where does filtering run?", "support": "unknown", "answer": "Where does filtering run? Protect+ and prompt-policy guides were checked. Filtering location, upload scanning by this policy and Swiss AHV/IBAN behavior were not observed.", "evidenceIds": [] } ], "limitations": [ "Prompt-only pattern policy is not evidence that file contents are filtered before every model call. No personal-data fixture was run." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:pii", "glean:glean:r2-core-entitlements", "glean:glean:r2-flex-entitlements", "glean:glean:protect", "glean:glean:subprocessors" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:ADM-08", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Workspace instructions can guide models; a mandatory organization-wide policy and violation system remain unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "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/Managers configure workspace/system prompt context and model defaults. A single unavoidable organization policy and its enforcement were not established.", "evidenceIds": [ "anythingllm:anythingllm:security", "anythingllm:anythingllm:systemprompt", "anythingllm:anythingllm:llmconfig" ] }, { "id": "usage_notice", "question": "Can users be required to accept a usage policy?", "support": "unknown", "answer": "usage_notice: Can users be required to accept a usage policy? Required policy acknowledgement, semantic content filters and administrator policy-violation reporting were not established by the configuration/security sources. Model instructions are not a demonstrated content-control guarantee.", "evidenceIds": [] }, { "id": "content_filters", "question": "Are content filters configurable?", "support": "unknown", "answer": "content_filters: Are content filters configurable? Required policy acknowledgement, semantic content filters and administrator policy-violation reporting were not established by the configuration/security sources. Model instructions are not a demonstrated content-control guarantee.", "evidenceIds": [] }, { "id": "violation_reporting", "question": "Are policy hits visible to admins?", "support": "unknown", "answer": "violation_reporting: Are policy hits visible to admins? Required policy acknowledgement, semantic content filters and administrator policy-violation reporting were not established by the configuration/security sources. Model instructions are not a demonstrated content-control guarantee.", "evidenceIds": [] } ], "limitations": [ "org_instructions: Admins/Managers configure workspace/system prompt context and model defaults. A single unavoidable organization policy and its enforcement were not established.", "usage_notice: Can users be required to accept a usage policy? Required policy acknowledgement, semantic content filters and administrator policy-violation reporting were not established by the configuration/security sources. Model instructions are not a demonstrated content-control guarantee.", "content_filters: Are content filters configurable? Required policy acknowledgement, semantic content filters and administrator policy-violation reporting were not established by the configuration/security sources. Model instructions are not a demonstrated content-control guarantee.", "violation_reporting: Are policy hits visible to admins? Required policy acknowledgement, semantic content filters and administrator policy-violation reporting were not established by the configuration/security sources. Model instructions are not a demonstrated content-control guarantee." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:security", "anythingllm:anythingllm:systemprompt", "anythingllm:anythingllm:llmconfig" ] }, { "productId": "glean", "claimId": "glean:ADM-08", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Enterprise instructions and configurable AI security policies are documented.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Enterprise Flex Assistant instructions; Protect+ site-wide annual add-on for security monitoring/blocking", "addOns": [ "Protect+ for AI security findings; not required for basic custom instructions" ], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "org_instructions", "question": "Can admins set organisation-wide instructions?", "support": "supported", "answer": "Admins can configure up to five enterprise custom instructions for Assistant.", "evidenceIds": [ "glean:glean:org-instructions", "glean:glean:r2-core-entitlements", "glean:glean:r2-flex-entitlements" ] }, { "id": "usage_notice", "question": "Can users be required to accept a usage policy?", "support": "unknown", "answer": "Can users be required to accept a usage policy? The custom-instruction and AI security guides were checked; a mandatory acceptable-use acknowledgement flow was not established.", "evidenceIds": [] }, { "id": "content_filters", "question": "Are content filters configurable?", "support": "supported", "answer": "Protect+ policies can monitor/block configured sensitive prompts and restrict topics; enforcement depends on enabled policy.", "evidenceIds": [ "glean:glean:pii", "glean:glean:protect", "glean:glean:r2-core-entitlements", "glean:glean:r2-flex-entitlements" ] }, { "id": "violation_reporting", "question": "Are policy hits visible to admins?", "support": "supported", "answer": "Monitoring creates admin findings with matched patterns, snippets and conversation links.", "evidenceIds": [ "glean:glean:pii", "glean:glean:r2-core-entitlements", "glean:glean:r2-flex-entitlements" ] } ], "limitations": [ "Model-followed instructions are distinct from policy enforcement." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:org-instructions", "glean:glean:r2-core-entitlements", "glean:glean:r2-flex-entitlements", "glean:glean:pii", "glean:glean:protect" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:DATA-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Self-hosted locations are customer-selected. Managed Cloud uses AWS, but a guaranteed country for all storage/inference/support was not established.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web", "desktop", "cloud" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" }, { "id": "desktop", "name": "AnythingLLM Desktop", "type": "desktop" }, { "id": "cloud", "name": "AnythingLLM Cloud managed instance", "type": "managed-cloud" } ] }, "questions": [ { "id": "storage_region", "question": "Where are chats, files and indexes stored?", "support": "supported", "answer": "Docker data/embedding storage is customer configured; Desktop uses its local OS data directory. Managed Cloud documentation identifies AWS but does not establish a country.", "evidenceIds": [ "anythingllm:anythingllm:localdocker", "anythingllm:anythingllm:storage", "anythingllm:anythingllm:cloud-overview" ] }, { "id": "inference_region", "question": "Where do model calls run, per provider?", "support": "supported", "answer": "Local endpoints run where the operator deploys them; Azure/AWS/Vertex routes and cloud APIs use the selected provider. Self-hosting the UI does not fix inference geography.", "evidenceIds": [ "anythingllm:anythingllm:built-in", "anythingllm:anythingllm:azure", "anythingllm:anythingllm:bedrock", "anythingllm:anythingllm:vertex" ] }, { "id": "backups_logs_region", "question": "Where are backups, logs and telemetry?", "support": "partial", "answer": "Self-hosted logs/storage follow deployment choices; telemetry is optional. Cloud backup/log geography and actual egress were not audited.", "evidenceIds": [ "anythingllm:anythingllm:privacy", "anythingllm:anythingllm:privacy-cloud", "anythingllm:anythingllm:localdocker" ] }, { "id": "support_access_region", "question": "From where can vendor staff access data?", "support": "partial", "answer": "Cloud privacy explicitly allows necessary Mintplex team access for debugging/maintenance; support-access country restrictions were not established.", "evidenceIds": [ "anythingllm:anythingllm:privacy-cloud" ] }, { "id": "swiss_hosting", "question": "Is Swiss hosting available?", "support": "partial", "answer": "Customers can self-host on Swiss infrastructure. A vendor-managed Swiss Cloud region and Swiss inference/support commitment were not established.", "evidenceIds": [ "anythingllm:anythingllm:localdocker", "anythingllm:anythingllm:cloud-overview" ] }, { "id": "residency_plan", "question": "Which plan or option provides residency?", "support": "partial", "answer": "Customer-operated placement is available with self-hosting. Public Basic/Pro/Enterprise offers do not establish a complete Swiss/EU data-boundary package.", "evidenceIds": [ "anythingllm:anythingllm:docker", "anythingllm:anythingllm:cloud" ] } ], "limitations": [ "backups_logs_region: Self-hosted logs/storage follow deployment choices; telemetry is optional. Cloud backup/log geography and actual egress were not audited.", "support_access_region: Cloud privacy explicitly allows necessary Mintplex team access for debugging/maintenance; support-access country restrictions were not established.", "swiss_hosting: Customers can self-host on Swiss infrastructure. A vendor-managed Swiss Cloud region and Swiss inference/support commitment were not established.", "residency_plan: Customer-operated placement is available with self-hosting. Public Basic/Pro/Enterprise offers do not establish a complete Swiss/EU data-boundary package." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:localdocker", "anythingllm:anythingllm:storage", "anythingllm:anythingllm:cloud-overview", "anythingllm:anythingllm:built-in", "anythingllm:anythingllm:azure", "anythingllm:anythingllm:bedrock", "anythingllm:anythingllm:vertex", "anythingllm:anythingllm:privacy", "anythingllm:anythingllm:privacy-cloud", "anythingllm:anythingllm:docker", "anythingllm:anythingllm:cloud" ] }, { "productId": "glean", "claimId": "glean:DATA-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Hosting is region-selectable, but storage, model processing and remote support must be scoped separately.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted", "customer-cloud" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite Glean Hosted regional single-tenant hosting included; Customer Hosted and provider regions remain contract/key choices", "addOns": [], "deploymentMode": null, "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" }, { "id": "customer-cloud", "name": "Customer Hosted managed GCP or AWS tenant", "type": "managed-server" } ] }, "questions": [ { "id": "storage_region", "question": "Where are chats, files and indexes stored?", "support": "partial", "answer": "Tenant storage and index follow the selected isolated GCP/AWS deployment; the public GCP list includes Netherlands, Belgium and Frankfurt. Actual contracted country was not selected.", "evidenceIds": [ "glean:glean:deploy", "glean:glean:regions", "glean:glean:r2-core-entitlements" ] }, { "id": "inference_region", "question": "Where do model calls run, per provider?", "support": "partial", "answer": "Model routes depend on cloud and key mode; GCP/AWS Customer Key has cross-cloud restrictions. The subprocessor list allows customer-selected provider locations but does not establish every model remains in EU/CH.", "evidenceIds": [ "glean:glean:models", "glean:glean:subprocessors", "glean:glean:r2-core-entitlements" ] }, { "id": "backups_logs_region", "question": "Where are backups, logs and telemetry?", "support": "partial", "answer": "Deployment documentation lists backups up to seven days but no full country map for backups, telemetry and central services was established.", "evidenceIds": [ "glean:glean:deploy", "glean:glean:r2-core-entitlements" ] }, { "id": "support_access_region", "question": "From where can vendor staff access data?", "support": "supported", "answer": "The subprocessor list names the Indian affiliate for remote support/security/debugging; the SLA names California and Bangalore support locations.", "evidenceIds": [ "glean:glean:subprocessors", "glean:glean:sla", "glean:glean:r2-core-entitlements" ] }, { "id": "swiss_hosting", "question": "Is Swiss hosting available?", "support": "unknown", "answer": "Is Swiss hosting available? Region and deployment pages were checked; Swiss hosting, exact backup/log/telemetry geography and all model-provider regional exceptions were not established.", "evidenceIds": [] }, { "id": "residency_plan", "question": "Which plan or option provides residency?", "support": "partial", "answer": "Both vendor-hosted and customer-cloud modes offer region selection. Prices, thresholds and per-model regional conditions remain contractual.", "evidenceIds": [ "glean:glean:deploy", "glean:glean:terms", "glean:glean:r2-core-entitlements" ] } ], "limitations": [ "Documented findings only; unestablished atomic questions remain explicit gaps." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:deploy", "glean:glean:regions", "glean:glean:r2-core-entitlements", "glean:glean:models", "glean:glean:subprocessors", "glean:glean:sla", "glean:glean:terms" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:DATA-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Docker supports customer-cloud/on-premise operation; Cloud sells isolated managed instances and Desktop is a separate local client.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web", "desktop", "cloud" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" }, { "id": "desktop", "name": "AnythingLLM Desktop", "type": "desktop" }, { "id": "cloud", "name": "AnythingLLM Cloud managed instance", "type": "managed-cloud" } ] }, "questions": [ { "id": "multi_tenant_saas", "question": "Is a shared SaaS offered?", "support": "unknown", "answer": "multi_tenant_saas: Is a shared SaaS offered? A shared multi-tenant SaaS was not established: the public managed offer describes private isolated instances.", "evidenceIds": [] }, { "id": "dedicated_instance", "question": "Is a dedicated single-tenant instance offered, from what size?", "support": "supported", "answer": "The managed Cloud overview describes one isolated AWS instance per customer. Current pricing lists Basic and Pro, with Enterprise custom services; no numeric seat minimum is published in the reviewed offer.", "evidenceIds": [ "anythingllm:anythingllm:cloud-overview", "anythingllm:anythingllm:cloud" ] }, { "id": "customer_cloud", "question": "Can it run in the customer's own cloud account, from what size?", "support": "supported", "answer": "Docker can run on customer-selected servers/cloud accounts without an MIT software seat minimum.", "evidenceIds": [ "anythingllm:anythingllm:docker", "anythingllm:anythingllm:localdocker", "anythingllm:anythingllm:license" ] }, { "id": "on_premise", "question": "Can the whole platform run on customer infrastructure, from what size?", "support": "supported", "answer": "Customers can operate the Docker stack with local providers; commercial Enterprise also advertises on-premise support.", "evidenceIds": [ "anythingllm:anythingllm:localdocker", "anythingllm:anythingllm:models", "anythingllm:anythingllm:cloud" ] }, { "id": "air_gapped", "question": "Can it run without internet access?", "support": "partial", "answer": "Local models/embeddings can run after assets are downloaded. A full disconnected fixture was not run; online tools and optional periodically validated Desktop Pro need separate treatment.", "evidenceIds": [ "anythingllm:anythingllm:built-in", "anythingllm:anythingllm:local-embed", "anythingllm:anythingllm:pro-key" ] }, { "id": "mode_feature_gaps", "question": "Which features are missing outside SaaS?", "support": "supported", "answer": "Desktop is single-user; Docker provides multi-user administration; Cloud explicitly excludes built-in inference, custom coded Agents and MCP. Scheduled Jobs and mail skills are single-user only.", "evidenceIds": [ "anythingllm:anythingllm:desktop", "anythingllm:anythingllm:cloud-limits", "anythingllm:anythingllm:job", "anythingllm:anythingllm:outlook" ] } ], "limitations": [ "multi_tenant_saas: Is a shared SaaS offered? A shared multi-tenant SaaS was not established: the public managed offer describes private isolated instances.", "air_gapped: Local models/embeddings can run after assets are downloaded. A full disconnected fixture was not run; online tools and optional periodically validated Desktop Pro need separate treatment." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:cloud-overview", "anythingllm:anythingllm:cloud", "anythingllm:anythingllm:docker", "anythingllm:anythingllm:localdocker", "anythingllm:anythingllm:license", "anythingllm:anythingllm:models", "anythingllm:anythingllm:built-in", "anythingllm:anythingllm:local-embed", "anythingllm:anythingllm:pro-key", "anythingllm:anythingllm:desktop", "anythingllm:anythingllm:cloud-limits", "anythingllm:anythingllm:job", "anythingllm:anythingllm:outlook" ] }, { "productId": "glean", "claimId": "glean:DATA-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Glean documents dedicated vendor hosting and Glean-operated deployment in customer cloud accounts.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted", "customer-cloud" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite Glean Hosted single tenant; separately contracted Customer Hosted private-cloud configuration under Core Suite/Enterprise Flex", "addOns": [], "deploymentMode": null, "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" }, { "id": "customer-cloud", "name": "Customer Hosted managed GCP or AWS tenant", "type": "managed-server" } ] }, "questions": [ { "id": "multi_tenant_saas", "question": "Is a shared SaaS offered?", "support": "unsupported", "answer": "Deployment documentation explicitly says Glean uses single-tenant infrastructure in both supported modes. This is not a shared tenant offer.", "evidenceIds": [ "glean:glean:deploy", "glean:glean:r2-core-entitlements", "glean:glean:r2-flex-entitlements" ] }, { "id": "dedicated_instance", "question": "Is a dedicated single-tenant instance offered, from what size?", "support": "supported", "answer": "Glean Hosted runs isolated customer infrastructure in Glean cloud accounts; the public guide gives no numerical seat threshold.", "evidenceIds": [ "glean:glean:deploy", "glean:glean:r2-core-entitlements", "glean:glean:r2-flex-entitlements" ] }, { "id": "customer_cloud", "question": "Can it run in the customer's own cloud account, from what size?", "support": "supported", "answer": "Customer Hosted, formerly Cloud-Prem, runs a Glean-managed tenant in customer GCP or AWS. Glean handles upgrades and keeps support access; seat/contract minimum is not published.", "evidenceIds": [ "glean:glean:deploy", "glean:glean:r2-core-entitlements", "glean:glean:r2-flex-entitlements" ] }, { "id": "on_premise", "question": "Can the whole platform run on customer infrastructure, from what size?", "support": "unknown", "answer": "Can the whole platform run on customer infrastructure, from what size? The deployment guide and terms describe supported cloud accounts, not a whole-platform on-premises or air-gapped entitlement. Numerical minimums for each mode were not found.", "evidenceIds": [] }, { "id": "air_gapped", "question": "Can it run without internet access?", "support": "unknown", "answer": "Can it run without internet access? The deployment guide and terms describe supported cloud accounts, not a whole-platform on-premises or air-gapped entitlement. Numerical minimums for each mode were not found.", "evidenceIds": [] }, { "id": "mode_feature_gaps", "question": "Which features are missing outside SaaS?", "support": "partial", "answer": "The guide describes the same product in both modes, but key/provider matrices document cloud and feature differences. Customer Hosted cannot be independently patched or re-architected by the customer.", "evidenceIds": [ "glean:glean:deploy", "glean:glean:key-matrix", "glean:glean:r2-core-entitlements", "glean:glean:r2-flex-entitlements" ] } ], "limitations": [ "Documented findings only; unestablished atomic questions remain explicit gaps." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:deploy", "glean:glean:r2-core-entitlements", "glean:glean:r2-flex-entitlements", "glean:glean:key-matrix" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:DATA-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Application locality and provider retention are separate; no universal no-training or zero-retention contract was verified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web", "desktop", "cloud" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" }, { "id": "desktop", "name": "AnythingLLM Desktop", "type": "desktop" }, { "id": "cloud", "name": "AnythingLLM Cloud managed instance", "type": "managed-cloud" } ] }, "questions": [ { "id": "vendor_training", "question": "Does the vendor train on customer content?", "support": "partial", "answer": "The Desktop policy describes local chat/document storage and optional anonymous telemetry. Cloud terms grant platform-improvement usage rights without a specific reviewed model-training exclusion. This is not a blanket no-training assurance.", "evidenceIds": [ "anythingllm:anythingllm:privacy-desktop", "anythingllm:anythingllm:terms-cloud" ] }, { "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 configured provider agreement was reviewed for training use, abuse-retention/human review or zero-data-retention eligibility. Cloud summary models receive meeting transcripts, and memories are sent to the selected chat provider.", "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 configured provider agreement was reviewed for training use, abuse-retention/human review or zero-data-retention eligibility. Cloud summary models receive meeting transcripts, and memories are sent to the selected chat provider.", "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 configured provider agreement was reviewed for training use, abuse-retention/human review or zero-data-retention eligibility. Cloud summary models receive meeting transcripts, and memories are sent to the selected chat provider.", "evidenceIds": [] }, { "id": "human_review", "question": "Can provider staff review content?", "support": "unknown", "answer": "human_review: Can provider staff review content? No configured provider agreement was reviewed for training use, abuse-retention/human review or zero-data-retention eligibility. Cloud summary models receive meeting transcripts, and memories are sent to the selected chat provider.", "evidenceIds": [] } ], "limitations": [ "vendor_training: The Desktop policy describes local chat/document storage and optional anonymous telemetry. Cloud terms grant platform-improvement usage rights without a specific reviewed model-training exclusion. This is not a blanket no-training assurance.", "provider_training: Do model providers train on it under this product's contracts? No configured provider agreement was reviewed for training use, abuse-retention/human review or zero-data-retention eligibility. Cloud summary models receive meeting transcripts, and memories are sent to the selected chat provider.", "provider_retention: How long do model providers keep prompts, including for abuse monitoring? No configured provider agreement was reviewed for training use, abuse-retention/human review or zero-data-retention eligibility. Cloud summary models receive meeting transcripts, and memories are sent to the selected chat provider.", "zero_retention: Is zero data retention available, and on which plan? No configured provider agreement was reviewed for training use, abuse-retention/human review or zero-data-retention eligibility. Cloud summary models receive meeting transcripts, and memories are sent to the selected chat provider.", "human_review: Can provider staff review content? No configured provider agreement was reviewed for training use, abuse-retention/human review or zero-data-retention eligibility. Cloud summary models receive meeting transcripts, and memories are sent to the selected chat provider." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:privacy-desktop", "anythingllm:anythingllm:terms-cloud" ] }, { "productId": "glean", "claimId": "glean:DATA-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "The AI Addendum prohibits model training and scopes provider retention commitments to Glean-key use, with exceptions.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Any contracted plan incorporating the AI Addendum; Glean model key unless Customer Key explicitly discussed", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "vendor_training", "question": "Does the vendor train on customer content?", "support": "supported", "answer": "AI Addendum section 3(a)(i) prohibits Glean from using Customer Data to train, retrain, improve or fine-tune AI Models.", "evidenceIds": [ "glean:glean:ai-addendum" ] }, { "id": "provider_training", "question": "Do model providers train on it under this product's contracts?", "support": "supported", "answer": "For Glean model-key service, Glean contracts with providers to prohibit that training. Customer Key access remains the customer responsibility under section 4.", "evidenceIds": [ "glean:glean:ai-addendum" ] }, { "id": "provider_retention", "question": "How long do model providers keep prompts, including for abuse monitoring?", "support": "partial", "answer": "Glean-key section 3(b) prohibits stored/logged inputs and outputs except legal or trust-and-safety necessity. The Data Analysis guide also describes up to 30-day retention for abuse-flagged files.", "evidenceIds": [ "glean:glean:ai-addendum", "glean:glean:analysis" ] }, { "id": "zero_retention", "question": "Is zero data retention available, and on which plan?", "support": "partial", "answer": "Zero-day retention is a contractual Glean-key commitment subject to law and trust/safety exceptions; it is not a blanket guarantee for Customer Key or every file-processing tool.", "evidenceIds": [ "glean:glean:ai-addendum", "glean:glean:analysis" ] }, { "id": "human_review", "question": "Can provider staff review content?", "support": "unknown", "answer": "Can provider staff review content? The AI Addendum and Data Analysis security text were checked; provider human-review access under each exception was not established.", "evidenceIds": [] } ], "limitations": [ "Documented findings only; unestablished atomic questions remain explicit gaps." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:ai-addendum", "glean:glean:analysis" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:DATA-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Removing workspace access differs from full document erasure; managed Cloud states immediate unrecoverable deletion on cancellation.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web", "desktop", "cloud" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" }, { "id": "desktop", "name": "AnythingLLM Desktop", "type": "desktop" }, { "id": "cloud", "name": "AnythingLLM Cloud managed instance", "type": "managed-cloud" } ] }, "questions": [ { "id": "default_retention", "question": "What is retained and for how long by default?", "support": "partial", "answer": "Self-hosted documents/history remain in local storage until removed; a universal duration covering chats, indexes, logs, backups and memory was not established.", "evidenceIds": [ "anythingllm:anythingllm:privacy", "anythingllm:anythingllm:storage" ] }, { "id": "admin_retention", "question": "Can admins set retention periods?", "support": "unknown", "answer": "admin_retention: Can admins set retention periods? A general time-based admin retention scheduler and verified deletion of backups/external-provider copies were not established.", "evidenceIds": [] }, { "id": "user_deletion", "question": "Can users delete their chats and files permanently?", "support": "supported", "answer": "Workspace removal deletes that workspace’s vectors but retains the reusable document. My Documents deletion removes the parsed source/cache and all workspace copies according to the privacy guide.", "evidenceIds": [ "anythingllm:anythingllm:privacy" ] }, { "id": "contract_end_deletion", "question": "What is deleted at contract end, and when?", "support": "supported", "answer": "For managed Cloud only, the current policy and generic terms state permanent non-recoverable instance/data deletion at cancellation, nonpayment or manual termination. No grace period is promised.", "evidenceIds": [ "anythingllm:anythingllm:privacy-cloud", "anythingllm:anythingllm:terms-cloud" ] } ], "limitations": [ "default_retention: Self-hosted documents/history remain in local storage until removed; a universal duration covering chats, indexes, logs, backups and memory was not established.", "admin_retention: Can admins set retention periods? A general time-based admin retention scheduler and verified deletion of backups/external-provider copies were not established." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:privacy", "anythingllm:anythingllm:storage", "anythingllm:anythingllm:privacy-cloud", "anythingllm:anythingllm:terms-cloud" ] }, { "productId": "glean", "claimId": "glean:DATA-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "User-facing chat/file deletion and contract-end obligations are documented; default and effective admin retention remain unknown.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite/Enterprise Flex user history controls and applicable Terms/DPA; default/effective configured retention and shared-link lifetime unverified", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "default_retention", "question": "What is retained and for how long by default?", "support": "unknown", "answer": "Default content retention is unknown. Chat Sharing states a fixed 30-day conversation/link lifetime, while Chat History describes organization-configured periods. The relationship between shared links, stored chats, uploads and other retained copies was not reconciled; no universal default is inferred.", "evidenceIds": [] }, { "id": "admin_retention", "question": "Can admins set retention periods?", "support": "unknown", "answer": "The history guide lists Off, 30, 90, 180 and 365 days, but the sharing guide states a fixed 30-day conversation/link lifetime. The effective scope of admin settings versus shared-link/stored-chat retention remains unresolved, so a verified configurable retention entitlement is not asserted.", "evidenceIds": [] }, { "id": "user_deletion", "question": "Can users delete their chats and files permanently?", "support": "partial", "answer": "The history guide lets users remove chats from their history; the upload guide allows file removal before the first query or by deleting the chat afterward. Permanent removal from every copy, backup or event log was not established.", "evidenceIds": [ "glean:glean:history", "glean:glean:uploads", "glean:glean:r2-core-entitlements" ] }, { "id": "contract_end_deletion", "question": "What is deleted at contract end, and when?", "support": "partial", "answer": "Terms section 12.3 and DPA section 7 require deletion at termination subject to legal retention. No fixed completion interval or destruction certificate was established.", "evidenceIds": [ "glean:glean:terms", "glean:glean:dpa", "glean:glean:r2-core-entitlements" ] } ], "limitations": [ "User-facing deletion does not establish erasure from every retained copy. Default/effective configured retention, shared-link lifetime and contract-end completion timing remain unknown." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:history", "glean:glean:uploads", "glean:glean:r2-core-entitlements", "glean:glean:terms", "glean:glean:dpa", "glean:glean:sharing" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm: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": [] }, { "productId": "glean", "claimId": "glean:DATA-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "A dated processor list includes US providers and Indian remote support, with DPA transfer and change terms.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite/Enterprise Flex under applicable public Terms, signed DPA and Order Form; no bespoke contract examined", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "subprocessor_list", "question": "Is a dated sub-processor list published?", "support": "supported", "answer": "Public list last updated July 28, 2026 identifies infrastructure, model, support and search subprocessors.", "evidenceIds": [ "glean:glean:subprocessors", "glean:glean:r2-core-entitlements" ] }, { "id": "subprocessor_countries", "question": "Which countries do sub-processors operate in?", "support": "supported", "answer": "The table lists US provider entities and India for Glean Search Technologies remote support; selected cloud/provider processing locations can differ.", "evidenceIds": [ "glean:glean:subprocessors", "glean:glean:r2-core-entitlements" ] }, { "id": "change_notification", "question": "Are customers notified of sub-processor changes?", "support": "supported", "answer": "DPA section 9 specifies at least 30 days notice before a new processor and a 30-day objection period, with a scoped termination remedy if unresolved.", "evidenceIds": [ "glean:glean:dpa", "glean:glean:r2-core-entitlements" ] }, { "id": "parent_jurisdiction", "question": "Which jurisdiction governs the vendor and its parent?", "support": "partial", "answer": "The Terms identify Glean Technologies, Inc. as a Delaware corporation. A separate parent entity was not established.", "evidenceIds": [ "glean:glean:terms", "glean:glean:r2-core-entitlements" ] }, { "id": "transfer_mechanism", "question": "Which transfer mechanism applies to non-EU/CH processing?", "support": "supported", "answer": "The DPA incorporates EU SCCs, Swiss-recognized clauses and the UK Addendum for applicable transfers; SCC law/jurisdiction is Ireland.", "evidenceIds": [ "glean:glean:dpa", "glean:glean:r2-core-entitlements" ] }, { "id": "government_access_policy", "question": "Is there a published government-access or transparency policy?", "support": "unknown", "answer": "Is there a published government-access or transparency policy? DPA, processor list and privacy page were checked. A separate government-access/transparency-request policy was not established; no legal exposure verdict is made.", "evidenceIds": [] } ], "limitations": [ "Documented findings only; unestablished atomic questions remain explicit gaps." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:subprocessors", "glean:glean:r2-core-entitlements", "glean:glean:dpa", "glean:glean:terms" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:DATA-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Generic Cloud terms specify California law; a negotiated DPA and regulatory or sector package were not verified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "cloud", "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "os": [], "surfaces": [ { "id": "cloud", "name": "AnythingLLM Cloud managed instance", "type": "managed-cloud" }, { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "dpa", "question": "Is a DPA available, and is it negotiable?", "support": "unknown", "answer": "dpa: Is a DPA available, and is it negotiable? No reviewed/negotiable DPA, revDSG/GDPR processing annex, EU AI Act role documentation or FINMA/sector secrecy agreement was obtained. Privacy-policy rights are not substituted for a DPA.", "evidenceIds": [] }, { "id": "revdsg_gdpr", "question": "Does the DPA cover revDSG and GDPR?", "support": "unknown", "answer": "revdsg_gdpr: Does the DPA cover revDSG and GDPR? No reviewed/negotiable DPA, revDSG/GDPR processing annex, EU AI Act role documentation or FINMA/sector secrecy agreement was obtained. Privacy-policy rights are not substituted for a DPA.", "evidenceIds": [] }, { "id": "governing_law", "question": "Which law and court govern the contract?", "support": "partial", "answer": "Managed Cloud terms specify California, United States law and explicitly exclude self-hosted deployments. A specific court and enterprise override were not established.", "evidenceIds": [ "anythingllm:anythingllm:terms-cloud" ] }, { "id": "ai_act_materials", "question": "Is EU AI Act documentation provided?", "support": "unknown", "answer": "ai_act_materials: Is EU AI Act documentation provided? No reviewed/negotiable DPA, revDSG/GDPR processing annex, EU AI Act role documentation or FINMA/sector secrecy agreement was obtained. Privacy-policy rights are not substituted for a DPA.", "evidenceIds": [] }, { "id": "sector_materials", "question": "Are FINMA or other sector materials provided?", "support": "unknown", "answer": "sector_materials: Are FINMA or other sector materials provided? No reviewed/negotiable DPA, revDSG/GDPR processing annex, EU AI Act role documentation or FINMA/sector secrecy agreement was obtained. Privacy-policy rights are not substituted for a DPA.", "evidenceIds": [] } ], "limitations": [ "dpa: Is a DPA available, and is it negotiable? No reviewed/negotiable DPA, revDSG/GDPR processing annex, EU AI Act role documentation or FINMA/sector secrecy agreement was obtained. Privacy-policy rights are not substituted for a DPA.", "revdsg_gdpr: Does the DPA cover revDSG and GDPR? No reviewed/negotiable DPA, revDSG/GDPR processing annex, EU AI Act role documentation or FINMA/sector secrecy agreement was obtained. Privacy-policy rights are not substituted for a DPA.", "governing_law: Managed Cloud terms specify California, United States law and explicitly exclude self-hosted deployments. A specific court and enterprise override were not established.", "ai_act_materials: Is EU AI Act documentation provided? No reviewed/negotiable DPA, revDSG/GDPR processing annex, EU AI Act role documentation or FINMA/sector secrecy agreement was obtained. Privacy-policy rights are not substituted for a DPA.", "sector_materials: Are FINMA or other sector materials provided? No reviewed/negotiable DPA, revDSG/GDPR processing annex, EU AI Act role documentation or FINMA/sector secrecy agreement was obtained. Privacy-policy rights are not substituted for a DPA." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:terms-cloud" ] }, { "productId": "glean", "claimId": "glean:DATA-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Public contractual and AI-law materials are available, with Swiss/EU data-law scope.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite/Enterprise Flex applicable public Terms/DPA/AI Addendum; signed Order Form controls actual coverage", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "dpa", "question": "Is a DPA available, and is it negotiable?", "support": "supported", "answer": "A public DPA form takes effect when signed and can sit under a mutually accepted agreement; negotiability was not tested.", "evidenceIds": [ "glean:glean:dpa", "glean:glean:r2-core-entitlements" ] }, { "id": "revdsg_gdpr", "question": "Does the DPA cover revDSG and GDPR?", "support": "supported", "answer": "The DPA defines applicable data-protection law to include Switzerland and GDPR and describes Swiss transfer clauses. Applicability depends on the processing.", "evidenceIds": [ "glean:glean:dpa", "glean:glean:r2-core-entitlements" ] }, { "id": "governing_law", "question": "Which law and court govern the contract?", "support": "partial", "answer": "Main Terms section 13.1 specifies New York and US law; SCCs select Ireland for their own governing law/jurisdiction. A specific court for the main contract was not established.", "evidenceIds": [ "glean:glean:terms", "glean:glean:dpa", "glean:glean:r2-core-entitlements" ] }, { "id": "ai_act_materials", "question": "Is EU AI Act documentation provided?", "support": "partial", "answer": "The AI Addendum includes applicable EU AI Act commitments and allocation of customer/provider responsibilities; a full procurement technical file was not retrieved.", "evidenceIds": [ "glean:glean:ai-addendum", "glean:glean:r2-core-entitlements" ] }, { "id": "sector_materials", "question": "Are FINMA or other sector materials provided?", "support": "partial", "answer": "The public legal index links HIPAA BAA forms for Glean as Business Associate and as Subcontractor; actual coverage depends on the applicable agreement. The AI Addendum describes assurance commitments. FINMA/banking-secrecy outsourcing materials were not established.", "evidenceIds": [ "glean:glean:r3-legal-index", "glean:glean:ai-addendum", "glean:glean:r2-core-entitlements" ] } ], "limitations": [ "Documented findings only; unestablished atomic questions remain explicit gaps." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:dpa", "glean:glean:r2-core-entitlements", "glean:glean:terms", "glean:glean:ai-addendum", "glean:glean:r3-legal-index" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm: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": [] }, { "productId": "glean", "claimId": "glean:DATA-07", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "SOC 2 and ISO badges are vendor claims; issuer, report scope and validity were not independently checked.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite Protect compliance material; vendor badges only, certificate/report scope and validity unverified", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "iso_27001", "question": "ISO 27001 with scope and validity?", "support": "partial", "answer": "Glean claims ISO 27001 on its security page. The actual certificate, issuer, service scope and validity dates were not obtained.", "evidenceIds": [ "glean:glean:security-page", "glean:glean:r2-core-entitlements" ] }, { "id": "soc2", "question": "SOC 2 type, period and covered service?", "support": "partial", "answer": "Glean claims SOC 2 Type II, but auditor, examination period and exact covered service were not verified from a report.", "evidenceIds": [ "glean:glean:security-page", "glean:glean:r2-core-entitlements" ] }, { "id": "c5", "question": "BSI C5 attestation?", "support": "unknown", "answer": "BSI C5 attestation? The public security page and trust.glean.com were checked; trust report content was inaccessible. BSI C5, independent pentest summaries and certificate/report validity were not established.", "evidenceIds": [] }, { "id": "other_certifications", "question": "Which other certificates (27701, 42001, TISAX)?", "support": "partial", "answer": "The security page lists ISO 42001, HIPAA and TX-RAMP Level 2. These are vendor assertions, not verified certificates in this profile.", "evidenceIds": [ "glean:glean:security-page", "glean:glean:r2-core-entitlements" ] }, { "id": "report_access", "question": "How can customers obtain reports?", "support": "partial", "answer": "Security and accessibility material direct evaluators to the public Trust Center, whose report content was not readable without further access.", "evidenceIds": [ "glean:glean:security-page", "glean:glean:accessibility", "glean:glean:r2-core-entitlements" ] }, { "id": "pentest", "question": "Are independent penetration test summaries available?", "support": "unknown", "answer": "Are independent penetration test summaries available? The public security page and trust.glean.com were checked; trust report content was inaccessible. BSI C5, independent pentest summaries and certificate/report validity were not established.", "evidenceIds": [] } ], "limitations": [ "No evidence is certificate-verified. Cloud-provider certificates are not treated as Glean certificates." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:security-page", "glean:glean:r2-core-entitlements", "glean:glean:accessibility" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:DATA-08", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Private deployment and managed-instance isolation are documented; default encryption of all content and a product key-custody service were not verified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web", "desktop", "cloud" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" }, { "id": "desktop", "name": "AnythingLLM Desktop", "type": "desktop" }, { "id": "cloud", "name": "AnythingLLM Cloud managed instance", "type": "managed-cloud" } ] }, "questions": [ { "id": "encryption_at_rest", "question": "Is data encrypted at rest?", "support": "unknown", "answer": "encryption_at_rest: Is data encrypted at rest? Default encryption-at-rest/transit settings for every database, file, backup and provider route were not verified.", "evidenceIds": [] }, { "id": "customer_managed_keys", "question": "Can the customer manage or hold the keys?", "support": "partial", "answer": "Self-hosted operators control infrastructure/secrets. A product-level BYOK/HYOK content-encryption contract was not established.", "evidenceIds": [ "anythingllm:anythingllm:localdocker", "anythingllm:anythingllm:config" ] }, { "id": "private_networking", "question": "Is private connectivity or IP restriction available?", "support": "supported", "answer": "Docker can be placed on customer infrastructure; Desktop API listens on loopback unless optional network discovery is enabled.", "evidenceIds": [ "anythingllm:anythingllm:localdocker", "anythingllm:anythingllm:desktop" ] }, { "id": "tenant_isolation", "question": "How are customers separated in shared SaaS?", "support": "partial", "answer": "Managed Cloud describes private isolated AWS instances and resources per customer. This was not independently tested and is separate from source/workspace access control.", "evidenceIds": [ "anythingllm:anythingllm:cloud-overview" ] } ], "limitations": [ "encryption_at_rest: Is data encrypted at rest? Default encryption-at-rest/transit settings for every database, file, backup and provider route were not verified.", "customer_managed_keys: Self-hosted operators control infrastructure/secrets. A product-level BYOK/HYOK content-encryption contract was not established.", "tenant_isolation: Managed Cloud describes private isolated AWS instances and resources per customer. This was not independently tested and is separate from source/workspace access control." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:localdocker", "anythingllm:anythingllm:config", "anythingllm:anythingllm:desktop", "anythingllm:anythingllm:cloud-overview" ] }, { "productId": "glean", "claimId": "glean:DATA-08", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Encryption, isolation and network controls are documented. Customer-managed keys are supported for Customer Hosted AWS; other key-custody scopes remain unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted", "customer-cloud" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite Protect encryption and single-tenant Glean Hosted; separately contracted Customer Hosted network configuration", "addOns": [], "deploymentMode": null, "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" }, { "id": "customer-cloud", "name": "Customer Hosted managed GCP or AWS tenant", "type": "managed-server" } ] }, "questions": [ { "id": "encryption_at_rest", "question": "Is data encrypted at rest?", "support": "supported", "answer": "Deployment comparison documents AES-256 at rest and TLS in transit for both deployment modes.", "evidenceIds": [ "glean:glean:deploy", "glean:glean:r2-core-entitlements" ] }, { "id": "customer_managed_keys", "question": "Can the customer manage or hold the keys?", "support": "supported", "answer": "For Customer Hosted AWS, Glean supports KMS customer-managed encryption keys owned and controlled by the customer. The FAQ recommends default managed keys; Glean Hosted/GCP key custody and commercial prerequisites were not established.", "evidenceIds": [ "glean:glean:r4-aws-cmk-faq", "glean:glean:r4-aws-key-control" ] }, { "id": "private_networking", "question": "Is private connectivity or IP restriction available?", "support": "supported", "answer": "IP-based access controls and private connectivity for on-prem connectors are documented; customer AWS supports local VPC endpoints.", "evidenceIds": [ "glean:glean:deploy", "glean:glean:r2-core-entitlements" ] }, { "id": "tenant_isolation", "question": "How are customers separated in shared SaaS?", "support": "supported", "answer": "Each deployment uses isolated single-tenant infrastructure, including the Glean-managed customer-cloud option.", "evidenceIds": [ "glean:glean:deploy", "glean:glean:r2-core-entitlements" ] } ], "limitations": [ "Documented findings only; unestablished atomic questions remain explicit gaps." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-25", "evidenceIds": [ "glean:glean:deploy", "glean:glean:r2-core-entitlements", "glean:glean:r4-aws-cmk-faq", "glean:glean:r4-aws-key-control" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:DATA-09", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Local/self-hosted and managed Cloud content-access paths differ. Cloud permits necessary operational team access; a Mintplex staff/sub-processor professional-secrecy undertaking and its plan/add-on terms remain unverified.", "availability": "unknown", "delivery": "unknown", "scope": { "surfaceIds": [ "self-hosted-web", "desktop", "cloud" ], "version": "Public documentation and managed-service terms retrieved 2026-10-21; this row does not infer contract terms from the source-code licence", "plan": "Mixed modes identified per answer: Docker/Desktop on customer infrastructure; Basic/Pro managed Cloud dedicated AWS instance; Enterprise custom services checked separately", "addOns": [], "deploymentMode": null, "region": "Customer-selected Docker/Desktop location; managed Cloud AWS country and provider/support staff locations unverified; no DE/CH secrecy-contract variant established", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" }, { "id": "desktop", "name": "AnythingLLM Desktop", "type": "desktop" }, { "id": "cloud", "name": "AnythingLLM Cloud managed instance", "type": "managed-cloud" } ] }, "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": "No § 203 StGB / Art. 321 StGB or equivalent professional-secrecy undertaking binding Mintplex staff was obtained from the reviewed Cloud terms/privacy, Desktop privacy, pricing and product documentation. Generic privacy commitments are not recorded as that undertaking.", "evidenceIds": [ "anythingllm:anythingllm:terms-cloud", "anythingllm:anythingllm:privacy-cloud", "anythingllm:anythingllm:privacy-desktop" ] }, { "id": "subprocessor_coverage", "question": "Does the undertaking extend to its sub-processors, and is that documented?", "support": "unknown", "answer": "The Cloud policy names AWS, Stripe and PostHog, but no professional-secrecy undertaking extending to covered sub-processors and their personnel was obtained. Customer-selected model/tool services require separate terms; coverage of their staff remains unknown.", "evidenceIds": [ "anythingllm:anythingllm:privacy-cloud" ] }, { "id": "secrecy_offering", "question": "Is it a dedicated offering or add-on, and on which plan?", "support": "unknown", "answer": "The public Basic, Pro and quote-only Enterprise descriptions did not establish a professional-secrecy package, paid add-on, plan entitlement or price. Availability under a separately negotiated Enterprise agreement remains unknown; no sales contact was made.", "evidenceIds": [ "anythingllm:anythingllm:cloud" ] }, { "id": "content_access", "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?", "support": "partial", "answer": "Docker data is held on customer-mounted storage; Desktop documents local chat/file storage. Local or external models can be selected. For the separate managed Cloud service, the policy permits necessary Mintplex team instance access for debugging and maintenance and names AWS infrastructure; configured remote models process inference requests. The documents do not establish exactly which plain-text fields operational staff/sub-processors can see or each provider’s human-access permissions.", "evidenceIds": [ "anythingllm:anythingllm:localdocker", "anythingllm:anythingllm:privacy-desktop", "anythingllm:anythingllm:secrecy-cloud-access", "anythingllm:anythingllm:secrecy-model-routing" ] }, { "id": "secrecy_documentation", "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?", "support": "unknown", "answer": "Public Cloud terms/privacy, Desktop privacy and setup guides provide general data-handling information. No product-scoped DE/CH secrecy contract template, staff/sub-processor annex or professional-body guidance was located in the reviewed public sources and targeted searches.", "evidenceIds": [ "anythingllm:anythingllm:terms-cloud", "anythingllm:anythingllm:privacy-desktop", "anythingllm:anythingllm:secrecy-cloud-access" ] } ], "limitations": [ "The secrecy undertaking, sub-processor coverage, offering and professional-secrecy-specific documentation remain unknown.", "content_access: Exact Cloud staff/sub-processor plain-text access, provider human access and deployment-specific operator grants remain unverified.", "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": [ "anythingllm:anythingllm:terms-cloud", "anythingllm:anythingllm:privacy-cloud", "anythingllm:anythingllm:privacy-desktop", "anythingllm:anythingllm:cloud", "anythingllm:anythingllm:localdocker", "anythingllm:anythingllm:secrecy-cloud-access", "anythingllm:anythingllm:secrecy-model-routing" ] }, { "productId": "glean", "claimId": "glean:DATA-09", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "General DPA confidentiality and provider/support access are documented; a specific German or Swiss professional-secrecy undertaking remains unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted", "customer-cloud" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite/Enterprise Flex public Terms/DPA confidentiality; no verified professional-secrecy-specific package", "addOns": [], "deploymentMode": null, "region": "Selected hosting/provider regions; listed India support affiliate; no DE/CH-specific undertaking verified", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" }, { "id": "customer-cloud", "name": "Customer Hosted managed GCP or AWS tenant", "type": "managed-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": "Glean DPA section4 binds authorized personnel to confidentiality or statutory duties, but no signed/signon German §203 StGB or Swiss Art321 StGB professional-secrecy undertaking was retrieved. General DPA confidentiality is not treated as that undertaking.", "evidenceIds": [] }, { "id": "subprocessor_coverage", "question": "Does the undertaking extend to its sub-processors, and is that documented?", "support": "unknown", "answer": "DPA section9 requires no-less-protective written subprocessor obligations and necessary access. No flow-down of a specific §203/Art321 professional-secrecy undertaking was established.", "evidenceIds": [] }, { "id": "secrecy_offering", "question": "Is it a dedicated offering or add-on, and on which plan?", "support": "unknown", "answer": "No publicly documented professional-secrecy-specific plan, dedicated package, paid add-on, minimum or regional contract entitlement was established in legal pages, administration docs, pricing or targeted first-party search.", "evidenceIds": [] }, { "id": "content_access", "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?", "support": "partial", "answer": "Contractually authorized Glean personnel and necessary subprocessors may process customer personal data; the processor list names India remote support/security/debugging and model/hosting providers. Model routes receive prompts/context for inference. Exact plaintext privileges, exceptional support approval, provider human-access rights and their differences by key/deployment mode are not fully established.", "evidenceIds": [ "glean:glean:dpa-confidentiality", "glean:glean:subprocessors", "glean:glean:key-matrix", "glean:glean:ai-addendum", "glean:glean:r2-core-entitlements" ] }, { "id": "secrecy_documentation", "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?", "support": "unknown", "answer": "A public DPA, AI Addendum, deployment docs and processor list were retrieved. No public §203/Art321 contract template, dedicated professional-secrecy data-flow statement or professional-body guidance for this offer was established.", "evidenceIds": [] } ], "limitations": [ "DPA confidentiality and no-training provisions alone do not establish a professional-secrecy undertaking.", "No legal suitability or compliance conclusion." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:dpa-confidentiality", "glean:glean:subprocessors", "glean:glean:key-matrix", "glean:glean:ai-addendum", "glean:glean:r2-core-entitlements" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:VEN-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "The current public offer page advertises Cloud Basic at $50/month and Pro at $99/month. These are advertised card prices; legacy tier identities, capacities and checkout entitlements are not mapped here.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web", "desktop", "cloud" ], "version": "Public offer cards and Desktop Pro documentation retrieved 2026-10-21; no inference of renamed checkout/legacy tier equivalence", "plan": "MIT self-hosted/core Desktop; advertised Cloud Basic/Pro cards and quote-only Enterprise; optional Desktop Pro is a separate offer", "addOns": [], "deploymentMode": null, "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" }, { "id": "desktop", "name": "AnythingLLM Desktop", "type": "desktop" }, { "id": "cloud", "name": "AnythingLLM Cloud managed instance", "type": "managed-cloud" } ] }, "questions": [ { "id": "pricing_unit", "question": "What is the pricing unit?", "support": "supported", "answer": "Self-hosted software has no per-seat MIT licence fee. The current Cloud cards quote a private instance per month; optional Desktop Pro is a separate licence.", "evidenceIds": [ "anythingllm:anythingllm:license", "anythingllm:anythingllm:cloud-cards-r2", "anythingllm:anythingllm:pro" ] }, { "id": "list_prices", "question": "What are list prices per plan, with date and currency?", "support": "partial", "answer": "As retrieved 2026-10-21, the public Cloud cards advertise Basic $50/month and Pro $99/month; Enterprise requires a quote. The page does not give an ISO currency code. These prices are not mapped to Starter/Professional checkout identifiers; Desktop Pro pricing remains unverified.", "evidenceIds": [ "anythingllm:anythingllm:cloud-cards-r2", "anythingllm:anythingllm:pro-key" ] }, { "id": "included_usage", "question": "What usage is included?", "support": "partial", "answer": "The Basic card explicitly requires a customer LLM API key. Included model credits, overage tariffs and quantified capacity/entitlements for the current Basic/Pro cards were not established. Legacy limitations-page tier names are not used to infer them.", "evidenceIds": [ "anythingllm:anythingllm:cloud-cards-r2" ] }, { "id": "add_ons", "question": "Which features cost extra?", "support": "partial", "answer": "Optional Desktop Pro removes Magic-feature daily limits and document watermarks. Its price and custom Enterprise integration/support prices remain unverified; Cloud Pro is a separate product offer.", "evidenceIds": [ "anythingllm:anythingllm:pro", "anythingllm:anythingllm:cloud-cards-r2" ] }, { "id": "overage", "question": "What do usage beyond limits and premium models cost?", "support": "partial", "answer": "Customer-selected model/tool accounts incur their own provider charges. No current-card included allowance or AnythingLLM token-overage tariff was verified.", "evidenceIds": [ "anythingllm:anythingllm:models", "anythingllm:anythingllm:cloud-cards-r2" ] } ], "limitations": [ "This claim quotes advertised offer-card prices only; it does not assert that Basic/Pro and Starter/Professional are equivalent SKUs.", "Legacy-tier capacity limits are excluded. Current-card capacity, model-credit allowances, ISO currency and Desktop Pro numeric pricing remain unverified." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:license", "anythingllm:anythingllm:cloud-cards-r2", "anythingllm:anythingllm:pro", "anythingllm:anythingllm:pro-key", "anythingllm:anythingllm:models" ] }, { "productId": "glean", "claimId": "glean:VEN-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Glean publishes pricing mechanics and usage tables, while contracted seat fees remain quote-only.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Unspecified contracted plan unless Core Suite, Enterprise Flex, key mode or add-on is named below", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "pricing_unit", "question": "What is the pricing unit?", "support": "supported", "answer": "Core Suite is per user/month plus committed Model Hub Usage. Enterprise Flex combines seats with pooled FlexCredits; legacy Enterprise terms differ.", "evidenceIds": [ "glean:glean:core-price", "glean:glean:flex-price" ] }, { "id": "list_prices", "question": "What are list prices per plan, with date and currency?", "support": "partial", "answer": "On 2026-10-21 no numerical Core Suite/Enterprise Flex seat or platform fee was established. Public model token-rate and credit-consumption tables are available; they are not a complete subscription quote.", "evidenceIds": [ "glean:glean:core-price", "glean:glean:flex-price" ] }, { "id": "included_usage", "question": "What usage is included?", "support": "partial", "answer": "Core Suite includes platform/search and human-scale APIs in seats; LLM APIs and advanced work consume model usage. Flex uses plan-specific included capabilities and shared credits.", "evidenceIds": [ "glean:glean:core-price", "glean:glean:flex-price" ] }, { "id": "add_ons", "question": "Which features cost extra?", "support": "partial", "answer": "Protect+ is an add-on and Premium Support is paid; Model Hub usage is separate. Public add-on seat/contract fees were not established.", "evidenceIds": [ "glean:glean:protect", "glean:glean:sla" ] }, { "id": "overage", "question": "What do usage beyond limits and premium models cost?", "support": "partial", "answer": "Core Suite usage follows provider/model API rates with an upfront commitment; machine-scale API use may cost extra. Flex uses credit rate cards. Currency price per contracted FlexCredit is unverified.", "evidenceIds": [ "glean:glean:core-price", "glean:glean:flex-price" ] } ], "limitations": [ "Documented findings only; unestablished atomic questions remain explicit gaps." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:core-price", "glean:glean:flex-price", "glean:glean:protect", "glean:glean:sla" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm: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 source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "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": [ "anythingllm:anythingllm:license", "anythingllm:anythingllm:cost-vm", "anythingllm:anythingllm:cost-pg", "anythingllm:anythingllm:cost-fx", "anythingllm:anythingllm:cost-model", "anythingllm:anythingllm: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": [ "anythingllm:anythingllm:license", "anythingllm:anythingllm:cost-vm", "anythingllm:anythingllm:cost-pg", "anythingllm:anythingllm:cost-fx", "anythingllm:anythingllm:cost-model", "anythingllm:anythingllm: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": [ "anythingllm:anythingllm:license", "anythingllm:anythingllm:cost-vm", "anythingllm:anythingllm:cost-pg", "anythingllm:anythingllm:cost-fx", "anythingllm:anythingllm:cost-model", "anythingllm:anythingllm: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": [ "anythingllm:anythingllm:cost-model", "anythingllm:anythingllm: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. The shared PostgreSQL reference budget is not AnythingLLM’s default storage architecture; application/vector storage, extra services and capacity validation remain unpriced. Paid Desktop Pro, managed Cloud and Enterprise are excluded from this self-hosted scenario. The shared VM/PG sizes have not been load-tested and do not replace each product’s documented runtime dependencies.", "evidenceIds": [ "anythingllm:anythingllm:cost-vm", "anythingllm:anythingllm:cost-pg", "anythingllm:anythingllm:license" ] } ], "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": [ "anythingllm:anythingllm:license", "anythingllm:anythingllm:cost-vm", "anythingllm:anythingllm:cost-pg", "anythingllm:anythingllm:cost-fx", "anythingllm:anythingllm:cost-model", "anythingllm:anythingllm:cost-effort" ] }, { "productId": "glean", "claimId": "glean:VEN-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Core Suite publishes model tariffs, but no public unique routine Auto model or fixed fee; a separate direct-provider Customer Key component is calculable.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted", "customer-cloud" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite Universal Model Key usage unpriced without a fixed/recommended routine model; separate Customer Key direct-API proxy; Enterprise Flex quote/pool unknown", "addOns": [], "deploymentMode": null, "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" }, { "id": "customer-cloud", "name": "Customer Hosted managed GCP or AWS tenant", "type": "managed-server" } ] }, "questions": [ { "id": "cost_200", "question": "Year-one cost at 200 users?", "support": "partial", "answer": "ALM-14 shared cost assumptions v1.4,2026-10-21:12 months exVAT,list prices,no invented discounts;60% light100/30% regular400/10% power1500 messages/user/month =>330;3000 input+600 output tokens/message. ECB2026-10-20 EUR1=USD1.1215=CHF0.9237. Direct-provider Customer Key comparison uses gpt-6-luna effort none atUSD0.10 input/USD0.50 output per1M,no cache =>USD2.376/user/year. This proxy is not a Glean Universal Model Key tariff/default. For200 Customer Key users: identified direct-model component USD475.20/EUR423.72/CHF391.39 + unknown Core Suite seat fee, Glean-family usage, support/cloud costs. Universal Model Key total and Enterprise Flex total remain unknown.", "evidenceIds": [ "glean:glean:r2-core-entitlements", "glean:glean:r2-auto-policy-and-cloud-conflict", "glean:glean:r2-customer-default-example", "glean:glean:r2-direct-provider-proxy", "glean:glean:r2-proxy-lowest-effort", "glean:glean:fx-ecb" ] }, { "id": "cost_1000", "question": "Year-one cost at 1,000 users?", "support": "partial", "answer": "Same v1.4 assumptions:1000 Customer Key users, identified direct-model component USD2376/EUR2118.59/CHF1956.94 + unknown seat/Glean-family/support/cloud costs. Not an enterprise quote; Universal Model Key and Flex totals remain unknown.", "evidenceIds": [ "glean:glean:r2-core-entitlements", "glean:glean:r2-direct-provider-proxy", "glean:glean:r2-proxy-lowest-effort", "glean:glean:fx-ecb" ] }, { "id": "cost_5000", "question": "Year-one cost at 5,000 users?", "support": "partial", "answer": "Same v1.4 assumptions:5000 Customer Key users, identified direct-model component USD11880/EUR10592.96/CHF9784.71 + unknown seat/Glean-family/support/cloud costs. Not an enterprise quote; Universal Model Key and Flex totals remain unknown.", "evidenceIds": [ "glean:glean:r2-core-entitlements", "glean:glean:r2-direct-provider-proxy", "glean:glean:r2-proxy-lowest-effort", "glean:glean:fx-ecb" ] }, { "id": "variable_share", "question": "Which part depends on usage?", "support": "partial", "answer": "Core Suite publishes input/output tariffs. Universal Model Key defaults to Balanced Auto, a policy choosing model and effort per request; recommendations are shown in the admin UI, not as a unique public routine model. The Customer Key guide calls GPT5.6 Luna an example, not a recommendation. Under v1.4, vendor-billed usage remains unknown; only the separate direct-API proxy is costed. Enterprise Flex has different mode/credit accounting.", "evidenceIds": [ "glean:glean:r2-core-entitlements", "glean:glean:r2-auto-policy-and-cloud-conflict", "glean:glean:r2-customer-default-example", "glean:glean:r2-flex-entitlements", "glean:glean:r2-direct-provider-proxy", "glean:glean:r2-proxy-lowest-effort" ] }, { "id": "unknown_parts", "question": "Which costs could not be priced?", "support": "supported", "answer": "Unknown: seat/platform quotes, Universal Model Key realized model mix and Auto/tool overhead, FlexCredit purchase price and task consumption, Glean-family calls on Customer Key, Protect+/support fees, cloud operations and implementation. No zero fixed fee, fictitious discount or vendor-billed proxy substitution. Exchange rate is known and explicitly stated; quote-only total is not calculated.", "evidenceIds": [ "glean:glean:r2-core-entitlements", "glean:glean:r2-flex-entitlements", "glean:glean:deploy", "glean:glean:fx-ecb" ] } ], "limitations": [ "The priced Customer Key component is an assumption for direct provider payment, not a complete Glean price or a forecast of Auto routing.", "No signed order, fixed fee, actual tenant defaults or task usage fixture." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:r2-core-entitlements", "glean:glean:r2-auto-policy-and-cloud-conflict", "glean:glean:r2-customer-default-example", "glean:glean:r2-direct-provider-proxy", "glean:glean:r2-proxy-lowest-effort", "glean:glean:fx-ecb", "glean:glean:r2-flex-entitlements", "glean:glean:deploy" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:VEN-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Self-installation and free Desktop permit evaluation without sales; managed Cloud offers paid self-serve instance checkout.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web", "desktop", "cloud" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" }, { "id": "desktop", "name": "AnythingLLM Desktop", "type": "desktop" }, { "id": "cloud", "name": "AnythingLLM Cloud managed instance", "type": "managed-cloud" } ] }, "questions": [ { "id": "free_tier", "question": "Is there a free tier for business use?", "support": "supported", "answer": "MIT self-hosting and the core Desktop download are free; Magic features have a free allowance with optional Desktop Pro.", "evidenceIds": [ "anythingllm:anythingllm:license", "anythingllm:anythingllm:desktop", "anythingllm:anythingllm:pro" ] }, { "id": "self_serve_trial", "question": "Is a self-serve business trial available?", "support": "partial", "answer": "Free self-install has no software trial clock/card requirement. Cloud has paid self-serve signup links, but a free business Cloud trial and its card/duration terms were not established.", "evidenceIds": [ "anythingllm:anythingllm:localdocker", "anythingllm:anythingllm:cloud" ] }, { "id": "trial_scope", "question": "Do trials include SSO, connectors and admin features?", "support": "partial", "answer": "Docker self-install includes standard multi-user administration and workspace knowledge; Enterprise SSO/custom service scope is quote-only and Cloud excludes MCP/custom Agents.", "evidenceIds": [ "anythingllm:anythingllm:security", "anythingllm:anythingllm:cloud", "anythingllm:anythingllm:cloud-limits" ] }, { "id": "sales_gate", "question": "Does meaningful evaluation require sales contact?", "support": "partial", "answer": "Standard self-install and paid public Cloud tiers have self-serve paths. Custom Enterprise services require a quote; no vendor was contacted.", "evidenceIds": [ "anythingllm:anythingllm:cloud", "anythingllm:anythingllm:localdocker" ] } ], "limitations": [ "self_serve_trial: Free self-install has no software trial clock/card requirement. Cloud has paid self-serve signup links, but a free business Cloud trial and its card/duration terms were not established.", "trial_scope: Docker self-install includes standard multi-user administration and workspace knowledge; Enterprise SSO/custom service scope is quote-only and Cloud excludes MCP/custom Agents.", "sales_gate: Standard self-install and paid public Cloud tiers have self-serve paths. Custom Enterprise services require a quote; no vendor was contacted." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:license", "anythingllm:anythingllm:desktop", "anythingllm:anythingllm:pro", "anythingllm:anythingllm:localdocker", "anythingllm:anythingllm:cloud", "anythingllm:anythingllm:security", "anythingllm:anythingllm:cloud-limits" ] }, { "productId": "glean", "claimId": "glean:VEN-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Public material supports product evaluation, but no unassisted business trial was established.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite/Enterprise Flex prospective customer evaluation; public demo path, no verified self-serve trial entitlement", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "free_tier", "question": "Is there a free tier for business use?", "support": "unknown", "answer": "Is there a free tier for business use? The live product/security site, documentation setup and pricing guides were checked. No public business free-tier entitlement, self-serve trial terms, card/duration/seat limits or SSO/connector trial scope was established. No sales contact or account registration was attempted.", "evidenceIds": [] }, { "id": "self_serve_trial", "question": "Is a self-serve business trial available?", "support": "unknown", "answer": "Is a self-serve business trial available? The live product/security site, documentation setup and pricing guides were checked. No public business free-tier entitlement, self-serve trial terms, card/duration/seat limits or SSO/connector trial scope was established. No sales contact or account registration was attempted.", "evidenceIds": [] }, { "id": "trial_scope", "question": "Do trials include SSO, connectors and admin features?", "support": "unknown", "answer": "Do trials include SSO, connectors and admin features? The live product/security site, documentation setup and pricing guides were checked. No public business free-tier entitlement, self-serve trial terms, card/duration/seat limits or SSO/connector trial scope was established. No sales contact or account registration was attempted.", "evidenceIds": [] }, { "id": "sales_gate", "question": "Does meaningful evaluation require sales contact?", "support": "partial", "answer": "Public Glean pages route prospective customers to Get a demo; meaningful tenant provisioning may require commercial access. This is not proof that every trial is sales-only.", "evidenceIds": [ "glean:glean:security-page", "glean:glean:r2-core-entitlements" ] } ], "limitations": [ "Documented findings only; unestablished atomic questions remain explicit gaps.", "Core Suite/Enterprise Flex trial and evaluation entitlements were not publicly verified; a demo CTA is not proof of a mandatory sales gate." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:security-page", "glean:glean:r2-core-entitlements" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:VEN-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "The self-hosted MIT grant has no seat commitment; Cloud publishes monthly prices and cancellation terms, with immediate deletion.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web", "desktop", "cloud" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" }, { "id": "desktop", "name": "AnythingLLM Desktop", "type": "desktop" }, { "id": "cloud", "name": "AnythingLLM Cloud managed instance", "type": "managed-cloud" } ] }, "questions": [ { "id": "minimum_commitment", "question": "What seat or spend minimum applies?", "support": "partial", "answer": "The MIT grant has no user-count minimum; Cloud per-instance pricing lists no numeric seat floor. Enterprise minima were not established.", "evidenceIds": [ "anythingllm:anythingllm:license", "anythingllm:anythingllm:cloud" ] }, { "id": "contract_length", "question": "What contract lengths are offered?", "support": "supported", "answer": "Cloud Basic/Pro are listed monthly; MIT software use has no subscription term.", "evidenceIds": [ "anythingllm:anythingllm:cloud", "anythingllm:anythingllm:license" ] }, { "id": "cancellation", "question": "How can the contract be cancelled or reduced?", "support": "supported", "answer": "Cloud can be cancelled via the dashboard or email under the generic terms, with immediate non-recoverable deletion and a stated prorated-current-cycle refund provision. Self-hosted service contracts are separate.", "evidenceIds": [ "anythingllm:anythingllm:terms-cloud", "anythingllm:anythingllm:privacy-cloud" ] }, { "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? CHF/EUR billing from a European contracting entity and Enterprise-specific renewal/price-change terms were not established.", "evidenceIds": [] }, { "id": "transparency_class", "question": "Is pricing transparent, partial, quote-only or unknown?", "support": "partial", "answer": "Self-host licensing and Cloud Basic/Pro headlines are disclosed. Enterprise service scope, Desktop Pro tariff and full all-in provider spend are only partially specified or unknown.", "evidenceIds": [ "anythingllm:anythingllm:cloud", "anythingllm:anythingllm:pro-key", "anythingllm:anythingllm:license" ] } ], "limitations": [ "minimum_commitment: The MIT grant has no user-count minimum; Cloud per-instance pricing lists no numeric seat floor. Enterprise minima were not established.", "local_invoicing: Can it be invoiced in CHF or EUR from a European entity? CHF/EUR billing from a European contracting entity and Enterprise-specific renewal/price-change terms were not established.", "transparency_class: Self-host licensing and Cloud Basic/Pro headlines are disclosed. Enterprise service scope, Desktop Pro tariff and full all-in provider spend are only partially specified or unknown." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:license", "anythingllm:anythingllm:cloud", "anythingllm:anythingllm:terms-cloud", "anythingllm:anythingllm:privacy-cloud", "anythingllm:anythingllm:pro-key" ] }, { "productId": "glean", "claimId": "glean:VEN-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Contract periods and fees depend on orders, with cancellation restricted during the subscription term.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite/Enterprise Flex under Order Form and public Terms; seat commitments/prices and selected currency contractual", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "minimum_commitment", "question": "What seat or spend minimum applies?", "support": "unknown", "answer": "What seat or spend minimum applies? Terms and pricing guides were checked; minimum seat/spend commitment and plan-specific currency invoicing remain unpriced.", "evidenceIds": [] }, { "id": "contract_length", "question": "What contract lengths are offered?", "support": "partial", "answer": "Terms define Subscription Term through the Order Form. No universal monthly or annual term is specified.", "evidenceIds": [ "glean:glean:terms", "glean:glean:r2-core-entitlements" ] }, { "id": "cancellation", "question": "How can the contract be cancelled or reduced?", "support": "supported", "answer": "Except contractual causes and remedies, customers cannot cancel during the subscription term; each order ends at expiry unless otherwise stated.", "evidenceIds": [ "glean:glean:terms", "glean:glean:r2-core-entitlements" ] }, { "id": "local_invoicing", "question": "Can it be invoiced in CHF or EUR from a European entity?", "support": "partial", "answer": "Terms default to USD or the currency in the order and allow Glean affiliates/resellers. CHF/EUR invoicing by a European entity was not confirmed.", "evidenceIds": [ "glean:glean:terms", "glean:glean:r2-core-entitlements" ] }, { "id": "transparency_class", "question": "Is pricing transparent, partial, quote-only or unknown?", "support": "supported", "answer": "Partially specified: public pricing units and consumption tables, but subscription fees, minimum commitments and purchased-credit prices need an order/quote.", "evidenceIds": [ "glean:glean:core-price", "glean:glean:flex-price", "glean:glean:terms", "glean:glean:r2-core-entitlements" ] } ], "limitations": [ "Documented findings only; unestablished atomic questions remain explicit gaps." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:terms", "glean:glean:r2-core-entitlements", "glean:glean:core-price", "glean:glean:flex-price" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:VEN-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "The pinned main repository is MIT. Paid hosted/Desktop entitlements must be distinguished from that source licence.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" } ] }, "questions": [ { "id": "licence_type", "question": "Which licence applies to each component?", "support": "supported", "answer": "The pinned main client/server repository at v1.18.0 uses MIT. Mobile, browser extension and optional paid-service components require their own component licence review.", "evidenceIds": [ "anythingllm:anythingllm:license" ] }, { "id": "branding_restrictions", "question": "Do licence terms restrict branding or user counts?", "support": "supported", "answer": "MIT requires notice preservation but has no UI-branding or user-count clause. Optional Desktop Pro removes watermarks from generated documents; that is a paid feature entitlement, not a restriction in the main MIT source licence.", "evidenceIds": [ "anythingllm:anythingllm:license", "anythingllm:anythingllm:pro" ] }, { "id": "enterprise_features_closed", "question": "Are enterprise features in a separate closed edition?", "support": "partial", "answer": "Cloud Enterprise and Desktop Pro add commercial services/entitlements. Whether particular enterprise-only implementations are closed or separately licensed was not established from the main MIT file.", "evidenceIds": [ "anythingllm:anythingllm:cloud", "anythingllm:anythingllm:pro", "anythingllm:anythingllm:license" ] } ], "limitations": [ "enterprise_features_closed: Cloud Enterprise and Desktop Pro add commercial services/entitlements. Whether particular enterprise-only implementations are closed or separately licensed was not established from the main MIT file." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:license", "anythingllm:anythingllm:pro", "anythingllm:anythingllm:cloud" ] }, { "productId": "glean", "claimId": "glean:VEN-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "The hosted platform is provided under restricted commercial terms; public SDK licences are separate.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite/Enterprise Flex proprietary hosted/managed Service under Terms; no public core-source licence inferred", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "licence_type", "question": "Which licence applies to each component?", "support": "supported", "answer": "Terms grant subscription access and prohibit deriving source code, modifying or redistributing the Service. This establishes a proprietary service contract, not an OSI licence for the platform.", "evidenceIds": [ "glean:glean:terms", "glean:glean:r2-core-entitlements" ] }, { "id": "branding_restrictions", "question": "Do licence terms restrict branding or user counts?", "support": "supported", "answer": "Terms prohibit removing proprietary notices and limit use to licensed users/orders; no numerical standard user cap is given.", "evidenceIds": [ "glean:glean:terms", "glean:glean:r2-core-entitlements" ] }, { "id": "enterprise_features_closed", "question": "Are enterprise features in a separate closed edition?", "support": "unknown", "answer": "Are enterprise features in a separate closed edition? Platform terms and the public gleanwork organization were checked; a complete component licence inventory or separate open/closed enterprise edition split was not established.", "evidenceIds": [] } ], "limitations": [ "Documented findings only; unestablished atomic questions remain explicit gaps." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:terms", "glean:glean:r2-core-entitlements" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:VEN-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Authorized accounts can export chat logs; a complete assistant/knowledge exit fixture was not run. Cloud cancellation leaves no recovery window.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web", "cloud" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" }, { "id": "cloud", "name": "AnythingLLM Cloud managed instance", "type": "managed-cloud" } ] }, "questions": [ { "id": "chat_export", "question": "Can admins export all chats?", "support": "supported", "answer": "Permissioned exports cover workspace/user chat logs in CSV, JSON, Alpaca JSON or OpenAI-style JSONL once at least ten logs exist. No all-organization export fixture was run.", "evidenceIds": [ "anythingllm:anythingllm:logs" ] }, { "id": "assistant_export", "question": "Can assistants and prompts be exported in a reusable format?", "support": "unknown", "answer": "assistant_export: Can assistants and prompts be exported in a reusable format? No reusable complete assistant/prompt export, knowledge/source fidelity export or admin leaver/exit fixture was verified. Export Cloud data before cancellation under its current terms.", "evidenceIds": [] }, { "id": "knowledge_export", "question": "Can knowledge bases and their sources be exported?", "support": "unknown", "answer": "knowledge_export: Can knowledge bases and their sources be exported? No reusable complete assistant/prompt export, knowledge/source fidelity export or admin leaver/exit fixture was verified. Export Cloud data before cancellation under its current terms.", "evidenceIds": [] }, { "id": "export_format", "question": "Are formats documented and machine-readable?", "support": "supported", "answer": "Documented chat-log formats are machine-readable. This does not establish complete source-file, assistant or index portability.", "evidenceIds": [ "anythingllm:anythingllm:logs" ] }, { "id": "post_termination_window", "question": "How long can data be retrieved after termination?", "support": "supported", "answer": "Managed Cloud policy states permanent unrecoverable data deletion at cancellation/nonpayment/termination, so no post-termination retrieval window is promised. Self-hosted data remains under operator control.", "evidenceIds": [ "anythingllm:anythingllm:privacy-cloud", "anythingllm:anythingllm:terms-cloud" ] } ], "limitations": [ "assistant_export: Can assistants and prompts be exported in a reusable format? No reusable complete assistant/prompt export, knowledge/source fidelity export or admin leaver/exit fixture was verified. Export Cloud data before cancellation under its current terms.", "knowledge_export: Can knowledge bases and their sources be exported? No reusable complete assistant/prompt export, knowledge/source fidelity export or admin leaver/exit fixture was verified. Export Cloud data before cancellation under its current terms." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:logs", "anythingllm:anythingllm:privacy-cloud", "anythingllm:anythingllm:terms-cloud" ] }, { "productId": "glean", "claimId": "glean:VEN-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Workflow agent configurations are portable as JSON; full tenant chat/knowledge export remains unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite Agent Governance import/export in seat; limited Auto ZIP export and complete organization exit separately unverified", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "chat_export", "question": "Can admins export all chats?", "support": "unknown", "answer": "Can admins export all chats? Agent export and contractual termination pages were checked. No trial admin export was run; all-chat export, knowledge/source completeness and a post-termination retrieval window were not established.", "evidenceIds": [] }, { "id": "assistant_export", "question": "Can assistants and prompts be exported in a reusable format?", "support": "supported", "answer": "Workflow-mode agent configuration exports to JSON and imports into another deployment; missing target tools must be reconfigured. Auto-mode ZIP export is limited availability for admins.", "evidenceIds": [ "glean:glean:builder", "glean:glean:r2-core-entitlements" ] }, { "id": "knowledge_export", "question": "Can knowledge bases and their sources be exported?", "support": "unknown", "answer": "Can knowledge bases and their sources be exported? Agent export and contractual termination pages were checked. No trial admin export was run; all-chat export, knowledge/source completeness and a post-termination retrieval window were not established.", "evidenceIds": [] }, { "id": "export_format", "question": "Are formats documented and machine-readable?", "support": "supported", "answer": "Workflow exports use JSON; limited Auto exports contain spec.yaml and instructions.md in ZIP. Admin logs have CSV export.", "evidenceIds": [ "glean:glean:builder", "glean:glean:audit", "glean:glean:r2-core-entitlements" ] }, { "id": "post_termination_window", "question": "How long can data be retrieved after termination?", "support": "unknown", "answer": "How long can data be retrieved after termination? Agent export and contractual termination pages were checked. No trial admin export was run; all-chat export, knowledge/source completeness and a post-termination retrieval window were not established.", "evidenceIds": [] } ], "limitations": [ "Documented findings only; unestablished atomic questions remain explicit gaps.", "Core Suite includes agent import/export, but limited Auto ZIP rollout and complete tenant-export entitlements remain unverified." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:builder", "glean:glean:r2-core-entitlements", "glean:glean:audit" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:VEN-07", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Public community/team support routes and the generic managed Cloud no-offline-credit terms are documented. No bespoke Enterprise SLA or Pro response-time entitlement is established by this claim.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web", "cloud" ], "version": "Public support guide and generic Cloud terms (last updated 2024-07-01) retrieved 2026-10-21", "plan": "Self-hosted community/team support and managed Cloud under the published generic terms only; separately negotiated Enterprise SLAs and advertised Pro response terms are outside verified contractual scope", "addOns": [], "deploymentMode": null, "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "os": [], "surfaces": [ { "id": "self-hosted-web", "name": "Customer-operated web application and server", "type": "self-hosted-server" }, { "id": "cloud", "name": "AnythingLLM Cloud managed instance", "type": "managed-cloud" } ] }, "questions": [ { "id": "support_channels", "question": "Which support channels are available on each plan?", "support": "supported", "answer": "The public guide lists GitHub issues, team email and community Discord, recommending GitHub/email for direct team assistance. These channels do not establish contracted response hours.", "evidenceIds": [ "anythingllm:anythingllm:support-r2" ] }, { "id": "support_languages", "question": "Is support available in German, French or Italian?", "support": "unknown", "answer": "Contracted German, French or Italian support coverage, service hours and time zones were not established in the scoped guide and generic terms.", "evidenceIds": [] }, { "id": "regional_presence", "question": "Is there a DACH or Swiss entity, team or partner?", "support": "unknown", "answer": "A CH/DACH support entity, staffed local presence or named support partner was not verified from these sources.", "evidenceIds": [] }, { "id": "uptime_sla", "question": "Is there an uptime SLA with credits?", "support": "partial", "answer": "The generic managed Cloud terms deny refunds/credits for an offline instance and do not establish an uptime percentage/credit schedule. This is a finding about those generic terms only; no executed Enterprise override or contractual definition of advertised Pro support timing was reviewed.", "evidenceIds": [ "anythingllm:anythingllm:cloud-terms-r2" ] }, { "id": "status_page", "question": "Is there a public status page with history?", "support": "unknown", "answer": "A first-party public service-status page with incident history was not verified in the support/contract sources.", "evidenceIds": [] } ], "limitations": [ "Generic Cloud contract facts are not extended to a bespoke Enterprise agreement.", "Advertised support timing is excluded from contractual uptime/compensation findings.", "Support languages, hours, regional staffing and a status history remain unverified." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:support-r2", "anythingllm:anythingllm:cloud-terms-r2" ] }, { "productId": "glean", "claimId": "glean:VEN-07", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Support tiers are documented; a credited 99.9% SLA applies only to paid Premium Support.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Unspecified contracted plan unless Core Suite, Enterprise Flex, key mode or add-on is named below", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "support_channels", "question": "Which support channels are available on each plan?", "support": "supported", "answer": "The support portal is the channel eligible for response targets; Standard Support is included and Premium paid. Other channels do not have trackable SLA response times.", "evidenceIds": [ "glean:glean:sla" ] }, { "id": "support_languages", "question": "Is support available in German, French or Italian?", "support": "partial", "answer": "The SLA explicitly provides a Japanese support option for Japan and names California/Bangalore operations; German/French/Italian language commitments were not established.", "evidenceIds": [ "glean:glean:sla" ] }, { "id": "regional_presence", "question": "Is there a DACH or Swiss entity, team or partner?", "support": "unknown", "answer": "Is there a DACH or Swiss entity, team or partner? The SLA, site and status.glean.com were checked. The status URL returned HTTP 403, so incident history was not verified; DACH/Swiss support presence was not established.", "evidenceIds": [] }, { "id": "uptime_sla", "question": "Is there an uptime SLA with credits?", "support": "supported", "answer": "Paid Premium Support has 99.9% monthly uptime. Credits are 10% below 99.9% down to 99.0%, and 20% below 99.0%, subject to exclusions and claim deadlines.", "evidenceIds": [ "glean:glean:sla" ] }, { "id": "status_page", "question": "Is there a public status page with history?", "support": "unknown", "answer": "Is there a public status page with history? The SLA, site and status.glean.com were checked. The status URL returned HTTP 403, so incident history was not verified; DACH/Swiss support presence was not established.", "evidenceIds": [] } ], "limitations": [ "Documented findings only; unestablished atomic questions remain explicit gaps." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:sla" ] } ] }, { "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": "anythingllm", "claimId": "anythingllm:VEN-08", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Public setup/skill tutorials are available and Enterprise advertises custom services; a priced workforce adoption package was not verified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "self-hosted-web" ], "version": "Public documentation retrieved 2026-10-21; inspected source v1.18.0 / 3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "plan": "MIT self-hosted Docker multi-user unless explicitly identified as single-user, Desktop, Mobile or Cloud", "addOns": [], "deploymentMode": "on-premise", "region": "Self-hosted location selected by customer; managed Cloud AWS country and external provider processing require separate confirmation", "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": "unknown", "answer": "onboarding_service: Is guided onboarding included? No included guided rollout, DE/FR/IT end-user training, champion programme or change-management package was verified.", "evidenceIds": [] }, { "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 included guided rollout, DE/FR/IT end-user training, champion programme or change-management package was verified.", "evidenceIds": [] }, { "id": "use_case_library", "question": "Are role-based use cases and templates provided?", "support": "partial", "answer": "Public Agent Flow, SQL, mail, document-generation and meeting guides provide use-case examples. A formal role-based workforce curriculum was not established.", "evidenceIds": [ "anythingllm:anythingllm:flow", "anythingllm:anythingllm:docgen", "anythingllm:anythingllm:meeting", "anythingllm:anythingllm:sql" ] }, { "id": "adoption_programme", "question": "Is there a champion or adoption programme?", "support": "unknown", "answer": "adoption_programme: Is there a champion or adoption programme? No included guided rollout, DE/FR/IT end-user training, champion programme or change-management package was verified.", "evidenceIds": [] }, { "id": "service_cost", "question": "Which services cost extra?", "support": "partial", "answer": "Enterprise premium service/custom integrations/on-premise support are quote-only. Included rollout/training deliverables and prices were not established.", "evidenceIds": [ "anythingllm:anythingllm:cloud" ] } ], "limitations": [ "onboarding_service: Is guided onboarding included? No included guided rollout, DE/FR/IT end-user training, champion programme or change-management package was verified.", "user_training: Is end-user training offered, in which languages? No included guided rollout, DE/FR/IT end-user training, champion programme or change-management package was verified.", "use_case_library: Public Agent Flow, SQL, mail, document-generation and meeting guides provide use-case examples. A formal role-based workforce curriculum was not established.", "adoption_programme: Is there a champion or adoption programme? No included guided rollout, DE/FR/IT end-user training, champion programme or change-management package was verified.", "service_cost: Enterprise premium service/custom integrations/on-premise support are quote-only. Included rollout/training deliverables and prices were not established." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "anythingllm:anythingllm:flow", "anythingllm:anythingllm:docgen", "anythingllm:anythingllm:meeting", "anythingllm:anythingllm:sql", "anythingllm:anythingllm:cloud" ] }, { "productId": "glean", "claimId": "glean:VEN-08", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Public training and templates exist; exact onboarding-service entitlements and prices remain open.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "hosted" ], "version": "Public documentation retrieved 2026-10-21; deployed version not observed", "plan": "Core Suite Agent Library/templates and public Academy links; contracted onboarding and Premium Support separately scoped", "addOns": [], "deploymentMode": "dedicated-instance", "region": "Selected hosting and model-provider regions; no blanket EU or Swiss processing claim", "os": [], "surfaces": [ { "id": "hosted", "name": "Glean Hosted web Assistant and Agents", "type": "web-app" } ] }, "questions": [ { "id": "onboarding_service", "question": "Is guided onboarding included?", "support": "unknown", "answer": "Is guided onboarding included? Academy, agent library, SLA and legal service links were checked; included vendor-led onboarding, champion/adoption programme terms and localized end-user training were not established.", "evidenceIds": [] }, { "id": "user_training", "question": "Is end-user training offered, in which languages?", "support": "partial", "answer": "Glean documentation links self-paced Agent Builder training through Glean Academy; German/French/Italian course availability was not established.", "evidenceIds": [ "glean:glean:agents", "glean:glean:r2-core-entitlements" ] }, { "id": "use_case_library", "question": "Are role-based use cases and templates provided?", "support": "supported", "answer": "The internal Agent library and documented templates support reusable role/task examples.", "evidenceIds": [ "glean:glean:library", "glean:glean:r2-core-entitlements" ] }, { "id": "adoption_programme", "question": "Is there a champion or adoption programme?", "support": "unknown", "answer": "Is there a champion or adoption programme? Academy, agent library, SLA and legal service links were checked; included vendor-led onboarding, champion/adoption programme terms and localized end-user training were not established.", "evidenceIds": [] }, { "id": "service_cost", "question": "Which services cost extra?", "support": "partial", "answer": "Premium Support is priced separately under the SLA. The legal index directly lists the Technical Services Addendum and named Outcomes Packages. Those listings do not establish included onboarding or complete professional-services fees.", "evidenceIds": [ "glean:glean:sla", "glean:glean:r3-legal-index", "glean:glean:r2-core-entitlements" ] } ], "limitations": [ "Documented findings only; unestablished atomic questions remain explicit gaps.", "Exact Academy access, included onboarding, language coverage and support/professional-services entitlement under the customer Order Form remain unknown." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "glean:glean:agents", "glean:glean:r2-core-entitlements", "glean:glean:library", "glean:glean:sla", "glean:glean:r3-legal-index" ] } ] } ], "sources": [ { "id": "anythingllm:anythingllm:models", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/features/language-models", "title": "Language models", "locator": "Supported local/cloud providers", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The product documents multiple cloud and local provider integrations, with selected models supplied by the connected account/server." }, { "id": "anythingllm:anythingllm:llmconfig", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/setup/llm-configuration/overview", "title": "LLM configuration", "locator": "System, Workspace and Agent LLMs", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "System defaults can be overridden per workspace and separately for agent use." }, { "id": "anythingllm:anythingllm:built-in", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/setup/llm-configuration/local/built-in", "title": "Built-in local model engine", "locator": "Lemonade/llama.cpp; Desktop migration; Docker opt-in", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Desktop is moving its built-in engine from Ollama to Lemonade/llama.cpp; current Docker documentation describes opt-in local inference on images after v1.18.0." }, { "id": "anythingllm:anythingllm:router", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/model-router/overview", "title": "Model Router", "locator": "Availability; rule types; fallback", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Self-hosted and Desktop installations can route messages by ordered calculated or model-classified rules, with a fallback provider/model." }, { "id": "anythingllm:anythingllm:constants-pin", "productId": "anythingllm", "kind": "source-inspected", "url": "https://raw.githubusercontent.com/Mintplex-Labs/anything-llm/3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba/collector/utils/constants.js", "title": "AnythingLLM file converter registration", "locator": "collector/utils/constants.js, accepted MIME and converter maps", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The pinned collector registers PDF, DOCX, PPTX, XLSX, EPUB, text, image and audio converters; legacy DOC is commented out.", "commit": "3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "path": "collector/utils/constants.js" }, { "id": "glean:glean:models", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/administration/llms", "title": "Supported LLMs", "locator": "Supported models; availability by hosting environment and provider", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The Model Hub lists text and image models, manual choice and Auto routing, with provider availability dependent on key and cloud." }, { "id": "glean:glean:key-matrix", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/administration/llm-key-feature-availability", "title": "Feature availability by LLM key, provider, and cloud", "locator": "Provider and feature matrices", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Customer Key restricts cloud-provider routes and excludes Meeting Notes and podcast artifacts; some defaults must use the same provider." }, { "id": "glean:glean:uploads", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/user-guide/assistant/file-upload", "title": "Upload files in Assistant", "locator": "Formats; upload limits; security; limitations", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Uploads support Office documents, PDFs, images and text, with context-dependent file caps and OCR prerequisite." }, { "id": "glean:glean:r2-core-entitlements", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/glean-core-suite-pricing", "title": "Glean Core Suite entitlements and Model Hub rates", "locator": "Seat capabilities, surfaces, APIs, Model Hub Usage and rate table updated10/20/2026", "sourceDate": "2026-10-20", "retrievedAt": "2026-10-21", "finding": "Core Suite separates included platform seats from Model Hub usage, names client/API surfaces, and publishes token rates." }, { "id": "glean:glean:r3-october-rollout-migration", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/release-notes/releases/2026-10-15-october-release", "title": "October 15, 2026 release, version 563", "locator": "AI & Model Updates, Auto mode policies; Deprecations & Sunsets, OpenAI Web Search", "sourceDate": "2026-10-15", "retrievedAt": "2026-10-21", "finding": "Auto policies require rollout opt-in from October 15 with GA scheduled October 29; Brave is the new search default and existing OpenAI search migrates from October 19." }, { "id": "anythingllm:anythingllm:generic", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/setup/llm-configuration/cloud/openai-generic", "title": "Generic OpenAI configuration", "locator": "Compatible API route", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Operators can configure an OpenAI-compatible provider, with endpoint-specific behavior and configuration caveats." }, { "id": "anythingllm:anythingllm:changelog", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/changelog/v1.18.0", "title": "Desktop v1.18.0 changelog", "locator": "Lemond/Lemonade migration; reasoning controls; fixes", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Desktop v1.18.0 changes the built-in engine from Ollama to Lemonade/llama.cpp and records format/sync fixes." }, { "id": "anythingllm:anythingllm:releases", "productId": "anythingllm", "kind": "documented", "url": "https://github.com/Mintplex-Labs/anything-llm/releases/tag/v1.18.0", "title": "AnythingLLM v1.18.0 release", "locator": "Release date and change list", "sourceDate": "2026-10-13", "retrievedAt": "2026-10-21", "finding": "The latest retrieved stable GitHub release is v1.18.0, published 2026-10-13." }, { "id": "glean:glean:deprecation", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/administration/model-deprecation", "title": "Model deprecation", "locator": "Customer Key notice schedule; deprecated models", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Customer Key deprecation emails are specified at 60 and 15 days, with removal and replacement behavior." }, { "id": "glean:glean:release", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/release-notes/releases/2026-10-15-october-release", "title": "October 15, 2026 release notes", "locator": "Release entry", "sourceDate": "2026-10-15", "retrievedAt": "2026-10-21", "finding": "Glean publishes dated release notes covering product and model changes." }, { "id": "anythingllm:anythingllm:azure", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/setup/llm-configuration/cloud/azure-openai", "title": "Azure OpenAI configuration", "locator": "Customer Azure subscription", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The Azure route uses the customer Azure subscription and its model access." }, { "id": "anythingllm:anythingllm:bedrock", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/setup/llm-configuration/cloud/aws-bedrock", "title": "AWS Bedrock configuration", "locator": "Credentials and provider settings", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Bedrock is a separately configured customer cloud-account route." }, { "id": "anythingllm:anythingllm:vertex", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/setup/llm-configuration/cloud/google-vertex", "title": "Google Vertex AI configuration", "locator": "Service account, project and region", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Vertex uses customer Google Cloud credentials and deployment configuration." }, { "id": "anythingllm:anythingllm:cloud", "productId": "anythingllm", "kind": "vendor-claimed", "url": "https://anythingllm.com/cloud", "title": "AnythingLLM Cloud pricing", "locator": "Basic, Pro and Enterprise offer table", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Current public pricing lists private Cloud Basic at $50/month, Pro at $99/month and quote-only Enterprise with SSO/custom services." }, { "id": "anythingllm:anythingllm:cloud-limits", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/cloud/limitations", "title": "Cloud limitations", "locator": "No built-in LLM; no custom Agents; no MCP", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Managed Cloud explicitly excludes built-in inference, custom coded Agents and MCP; local/self-hosted capabilities cannot be assumed there." }, { "id": "anythingllm:anythingllm:license", "productId": "anythingllm", "kind": "documented", "url": "https://raw.githubusercontent.com/Mintplex-Labs/anything-llm/3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba/LICENSE", "title": "AnythingLLM v1.18.0 licence", "locator": "LICENSE, MIT grant and notice", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The pinned main repository is MIT licensed with copyright/permission notice preservation and an as-is disclaimer." }, { "id": "glean:glean:r2-flex-entitlements", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/glean-enterprise-flex-pricing", "title": "Glean Enterprise Flex entitlements", "locator": "Seats, Developer Tools, Platform, Protect+ and Premium Support", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Enterprise Flex separates seat allowances, metered client APIs/agent runs, included platform governance and annual Protect+/support add-ons." }, { "id": "glean:glean:r2-auto-policy-and-cloud-conflict", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/administration/configure-llms", "title": "Configure LLMs in the Model Hub", "locator": "Auto policies; AWS Vertex note; provider setup headings", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Balanced is the default Auto policy with per-request model choice; the AWS Vertex note conflicts with the supported-provider matrix and GCP-only Vertex setup heading." }, { "id": "anythingllm:anythingllm:ollama", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/setup/llm-configuration/local/ollama", "title": "Ollama configuration", "locator": "Local provider setup", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "A separately installed Ollama endpoint can provide customer-operated chat inference." }, { "id": "anythingllm:anythingllm:local-embed", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/setup/embedder-configuration/local/built-in", "title": "Built-in embedding provider", "locator": "CPU model and download", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The built-in all-MiniLM-L6-v2 embedder runs on CPU and is primarily trained on English; it must first be downloaded." }, { "id": "anythingllm:anythingllm:embed", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/features/embedding-models", "title": "Embedding models", "locator": "Local and cloud embedding options", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Retrieval embedding providers are configured separately from chat inference." }, { "id": "glean:glean:r4-open-model-inference", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/administration/open-models-by-region", "title": "Glean open models by region", "locator": "Creator-region controls; Operational details", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Universal Model Key open models are served through LLM providers under zero-retention agreements. Creator-region grouping is not inference location; the page states these models are hosted in the US." }, { "id": "anythingllm:anythingllm:user-pin", "productId": "anythingllm", "kind": "source-inspected", "url": "https://raw.githubusercontent.com/Mintplex-Labs/anything-llm/3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba/server/models/user.js", "title": "AnythingLLM user quota implementation", "locator": "server/models/user.js, canSendChat and dailyMessageLimit validation", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The pinned user quota counts chats over the preceding 24 hours for non-admin multi-user accounts; null limits and admins are exempt.", "commit": "3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "path": "server/models/user.js" }, { "id": "anythingllm:anythingllm:chat-pin", "productId": "anythingllm", "kind": "source-inspected", "url": "https://raw.githubusercontent.com/Mintplex-Labs/anything-llm/3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba/server/endpoints/chat.js", "title": "AnythingLLM chat quota enforcement", "locator": "server/endpoints/chat.js, multiUserMode and canSendChat checks", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The pinned chat endpoints abort before generation when a multi-user account reaches its configured 24-hour quota.", "commit": "3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "path": "server/endpoints/chat.js" }, { "id": "glean:glean:model-controls", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/administration/model-exclusion", "title": "Exclude or restrict models", "locator": "Department and team allow-lists; premium-model toggle", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Admins can restrict eligible models by department or IdP group, but default models cannot be restricted and hiding premium pickers does not block Auto." }, { "id": "glean:glean:model-config", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/administration/configure-llms", "title": "Configure LLMs in the Model Hub", "locator": "Default models and Auto mode policies", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Admins configure default models and department Auto policies." }, { "id": "glean:glean:restrictions", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/administration/assistant/configuration/content-restrictions", "title": "Restrict LLM access to content", "locator": "Exclusion and inclusion rules", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Admins can exclude connectors, containers and documents from LLM use; changes may take up to one hour." }, { "id": "glean:glean:limits", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/administration/management/usage/set-usage-limits-and-alerts", "title": "Set usage limits and alerts", "locator": "Enforcement; organization, user, team and agent limits", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Core Suite and Enterprise Flex limits can alert or block later billable usage after the current run finishes; team defaults are not pooled budgets." }, { "id": "anythingllm:anythingllm:docchat", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/chatting-with-documents/introduction", "title": "Documents in chat, current interface", "locator": "v1.8.5+; attachment vs embedding; context; workspace scope", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Attachments inject full text while embedded documents are retrieved as chunks and become available to every authorized workspace user." }, { "id": "anythingllm:anythingllm:pdf-pin", "productId": "anythingllm", "kind": "source-inspected", "url": "https://raw.githubusercontent.com/Mintplex-Labs/anything-llm/3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba/collector/processSingleFile/convert/asPDF/index.js", "title": "AnythingLLM PDF extraction implementation", "locator": "collector/processSingleFile/convert/asPDF/index.js, no-text fallback", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The pinned PDF handler attempts OCR when its initial text loader returns no pages, without establishing scan accuracy.", "commit": "3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "path": "collector/processSingleFile/convert/asPDF/index.js" }, { "id": "glean:glean:analysis", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/administration/assistant/data-analysis/about-data-analysis", "title": "Data analysis overview", "locator": "Known limitations; code interpreter security", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Uploaded spreadsheets can be analyzed in per-session sandboxes; indexed files can be truncated, and abuse-flagged files may be retained up to 30 days." }, { "id": "anythingllm:anythingllm:security", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/features/security-and-access", "title": "Security and access", "locator": "Docker only; single-user vs multi-user; roles", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Docker multi-user roles are Admin, Manager and Default; Default users only chat in explicitly assigned workspaces." }, { "id": "glean:glean:projects", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/user-guide/knowledge/projects/how-projects-work", "title": "Organize content with Projects", "locator": "Create; sharing; access; migration", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Projects persist chats and documents, are private by default and replace Collections through a gradual rollout." }, { "id": "anythingllm:anythingllm:sync", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/beta-preview/active-features/live-document-sync", "title": "Automatic document sync preview", "locator": "Docker vs Desktop scope; intervals; missing local file", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Preview sync refreshes watched sources; removing a watched Desktop original leaves existing parsed content and embeddings in place." }, { "id": "anythingllm:anythingllm:mcp", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/mcp-compatibility/overview", "title": "MCP compatibility", "locator": "Configuration file; management UI; transport types", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Self-hosted/desktop MCP supports local stdio and remote SSE/Streamable transports with configured credentials/headers." }, { "id": "anythingllm:anythingllm:outlook", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/agent/usage/outlook-agent", "title": "Outlook Agent", "locator": "Single-user only; delegated scopes; approvals", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The single-user Outlook skill uses a customer Entra application and requests approval for mailbox-modifying operations." }, { "id": "anythingllm:anythingllm:gmail", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/agent/usage/gmail-agent", "title": "Gmail Agent", "locator": "Single-user only; setup; action approvals", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The Gmail skill is single-user only and distinguishes read actions from modifying actions requiring approval." }, { "id": "anythingllm:anythingllm:sql", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/agent/usage/sql-agent", "title": "SQL Agent", "locator": "Database connection and tool use", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "A configurable SQL Agent can query a separately connected database." }, { "id": "anythingllm:anythingllm:localdocker", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/installation-docker/local-docker", "title": "Local Docker installation", "locator": "Volumes; local network; configuration", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Self-hosting runs the application in customer-controlled infrastructure and mounted storage." }, { "id": "anythingllm:anythingllm:connectors-pin", "productId": "anythingllm", "kind": "source-inspected", "url": "https://raw.githubusercontent.com/Mintplex-Labs/anything-llm/3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba/frontend/src/components/Modals/ManageWorkspace/DataConnectors/index.jsx", "title": "AnythingLLM connector registration", "locator": "frontend/src/components/Modals/ManageWorkspace/DataConnectors/index.jsx", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The pinned UI registers Confluence, repository, website, YouTube, Obsidian and other import connectors; no source ACL test was performed.", "commit": "3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "path": "frontend/src/components/Modals/ManageWorkspace/DataConnectors/index.jsx" }, { "id": "glean:glean:deploy", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/get-started/prepare/about-deployment", "title": "Glean deployment models", "locator": "Glean Hosted; Customer Hosted; comparison table", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Both modes use single-tenant infrastructure operated by Glean; Customer Hosted runs in customer GCP or AWS accounts with Glean support access." }, { "id": "glean:glean:connectors", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/connectors", "title": "Connectors hub", "locator": "Native connector catalog", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The official catalog lists M365, Google, Atlassian and other business-system connectors." }, { "id": "glean:glean:sharepoint", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/connectors/native/sharepoint/about", "title": "SharePoint overview", "locator": "Access patterns; permissions and security", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "SharePoint supports indexed and live retrieval; indexing uses certificate-based application permissions and admin consent." }, { "id": "glean:glean:onedrive", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/connectors/native/onedrive/about", "title": "OneDrive overview", "locator": "Access patterns; permissions and security", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "OneDrive offers indexed and live search under the Microsoft 365 parent connector, with certificate-based application permissions." }, { "id": "glean:glean:outlook", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/connectors/native/outlook/about", "title": "Outlook overview", "locator": "Connector overview", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The Outlook connector supports access to Outlook content through Glean." }, { "id": "glean:glean:teams-connector", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/connectors/native/teams/about", "title": "Teams overview", "locator": "Supported content; permissions and security", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Teams indexes channels and optionally private and meeting chats, with mirrored membership checked at query time." }, { "id": "glean:glean:drive", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/connectors/native/gdrive/about", "title": "Google Drive overview", "locator": "Permissions; crawling and updates", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Drive content and permissions are indexed with directory delegation; documented activity and group-sync schedules are distinct." }, { "id": "glean:glean:gmail", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/connectors/native/gmail/about", "title": "Gmail overview", "locator": "Indexed content and scope", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Gmail has indexed search with source-specific crawl scope and controls." }, { "id": "glean:glean:gateway", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/administration/platform/mcp/external-gateway-tools", "title": "Set up external tools with MCP Gateway", "locator": "Prerequisites; external servers; access control", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Admins proxy external MCP servers and custom tools with role and group controls and OAuth 2.1." }, { "id": "glean:glean:r4-purview-label-redlist", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/administration/protect/sensitive-findings/restrict-content-via-sensitivity-labels", "title": "Glean O365 sensitivity-label restrictions", "locator": "Glean Protect+; setup; label-processing FAQ", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Protect+ can exclude SharePoint/OneDrive items by Purview label priority. Glean configures the redlist after account-team enablement; initial full crawl and later recrawls govern propagation. Teams message text is excluded." }, { "id": "anythingllm:anythingllm:vector", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/features/vector-databases", "title": "Vector databases", "locator": "Local and cloud storage choices", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The application supports configurable local and external vector databases rather than a single fixed vendor region." }, { "id": "anythingllm:anythingllm:privacy", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/features/privacy-and-data-handling", "title": "Privacy and data handling", "locator": "Telemetry; document removal vs full erasure", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Telemetry is optional; deleting a document from a workspace differs from deleting it from My Documents and all workspaces." }, { "id": "anythingllm:anythingllm:chatmodes", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/features/chat-modes", "title": "Chat modes", "locator": "Agent, Chat and Query modes", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Agent mode uses configured tools; Query mode is documented to report when it finds no relevant document information." }, { "id": "anythingllm:anythingllm:citation-pin", "productId": "anythingllm", "kind": "source-inspected", "url": "https://raw.githubusercontent.com/Mintplex-Labs/anything-llm/3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba/frontend/src/components/WorkspaceChat/ChatContainer/ChatHistory/Citation/index.jsx", "title": "AnythingLLM source citation rendering", "locator": "frontend/src/components/WorkspaceChat/ChatContainer/ChatHistory/Citation/index.jsx", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The pinned client renders citation sources with file/link/provider metadata and source-detail controls.", "commit": "3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "path": "frontend/src/components/WorkspaceChat/ChatContainer/ChatHistory/Citation/index.jsx" }, { "id": "glean:glean:language", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/administration/management/features/glean-language-support", "title": "Glean language support", "locator": "Language support matrix; cross-language warning", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "German, French, Italian and English end-user UIs are listed; cross-language retrieval is early access and admin setup is not localized." }, { "id": "glean:glean:research", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/user-guide/assistant/deep-research", "title": "Use Deep Research", "locator": "Key modes; citations; limitations", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Deep Research creates cited read-only reports from company sources and Brave web search; key modes differ." }, { "id": "glean:glean:sharing", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/user-guide/assistant/chat-sharing", "title": "Share chats", "locator": "Viewer controls; uploaded files; retention note", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Viewer chat sharing describes citation redaction and states a fixed 30-day duration." }, { "id": "anythingllm:anythingllm:memory", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/features/memories", "title": "Memories and personalization", "locator": "Off by default; user scope; limits; extraction", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Admins enable user-scoped workspace/global memory, and users can edit/delete it; selected memories go to the configured model." }, { "id": "anythingllm:anythingllm:systemprompt", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/features/system-prompt-variables", "title": "System prompt variables", "locator": "Workspace prompt variables and context", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Workspace system prompts can include dynamic user/time context; this does not establish a mandatory organization policy." }, { "id": "glean:glean:memory", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/user-guide/assistant/memory-personalization", "title": "Memory and personalization", "locator": "Saved and learned memories; user controls", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Users can manage saved and learned memory in settings and chat." }, { "id": "glean:glean:memory-admin", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/administration/assistant/configuration/memory-personalization", "title": "Configure memory settings", "locator": "Configure memory; billing", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Admins can disable learned memory but not user-controlled saved memory; pricing differs for legacy customers." }, { "id": "anythingllm:anythingllm:agent-setup", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/agent/setup", "title": "Agent setup", "locator": "Workspace model; enabled skills; search configuration", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Operators configure Agent models and skills per workspace; the setup guide still names DuckDuckGo as the default search engine." }, { "id": "anythingllm:anythingllm:flow", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/agent-flows/overview", "title": "Agent Flows", "locator": "No-code builder; Desktop vs Docker", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "A visual no-code flow editor creates reusable Agent skills; code skills remain a separate developer route." }, { "id": "anythingllm:anythingllm:desktop", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/installation-desktop/overview", "title": "Desktop installation overview", "locator": "OS support; single-player; network discovery", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Desktop supports Windows/macOS/Linux, is single-user and exposes only its API when optional LAN discovery is enabled." }, { "id": "glean:glean:builder", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/agents/concepts/agent-builder", "title": "Agent Builder", "locator": "Instructions, tools and models; import and export", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Agents combine configured steps and models; Workflow JSON export is generally available while Auto ZIP export has limited availability." }, { "id": "glean:glean:agent-sharing", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/agents/concepts/sharing-permissions", "title": "Sharing and permissions", "locator": "Agent sharing permissions", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Agents have controlled sharing and edit access." }, { "id": "glean:glean:library", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/agents/concepts/agent-library", "title": "Agent library", "locator": "Browse and discover agents", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Users discover and run accessible agents through the internal library." }, { "id": "glean:glean:agents", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/agents/how-agents-work", "title": "How agents work", "locator": "Auto and Workflow modes; tools; steps", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Agents support dynamic tool use and structured steps, loops and branches." }, { "id": "glean:glean:groups", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/administration/identity/roles/group-based-permissions", "title": "Group-based permissions", "locator": "Supported providers; sync behavior; limitations", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Glean syncs Entra, Google and Okta group membership with integration-dependent timing; feature flag controls group-derived roles." }, { "id": "glean:glean:roles", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/administration/identity/roles/admin-roles", "title": "Administrator Roles", "locator": "Role matrix", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Setup Admin, Admin, Super Admin and specialized moderators have distinct permissions." }, { "id": "glean:glean:sunset", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/release-notes/sunset", "title": "Product and feature retirements", "locator": "Embedded support integrations; Prompt Library; legacy billing dashboard", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The retirement page records November 13, 2026 end of Glean Assist embedded integrations, past Prompt Library migration and legacy billing-dashboard removal." }, { "id": "anythingllm:anythingllm:flow-api", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/agent-flows/blocks/api-call", "title": "Agent Flow API-call block", "locator": "HTTP action configuration", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "A flow block calls a configured API and passes its result into later flow steps." }, { "id": "anythingllm:anythingllm:docgen", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/agent/usage/document-generation-agent", "title": "Document generation skill", "locator": "Availability; document types", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The enabled built-in skill generates text, PDF, Excel, DOCX and PowerPoint files, with model-dependent results." }, { "id": "anythingllm:anythingllm:chart", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/agent/usage/chart-generation", "title": "Chart generation skill", "locator": "Examples and workspace data", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "An Agent chart skill generates charts from prompts and workspace data." }, { "id": "glean:glean:oauth", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/administration/actions/setup-actions/choose-central-or-custom-oauth", "title": "OAuth options for tools", "locator": "Central and custom OAuth", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Connector tools support Glean-managed or customer OAuth applications." }, { "id": "glean:glean:r3-microsoft-write-confirmation", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/agents/generate-files-from-templates", "title": "Create Microsoft 365 files", "locator": "Recommended agent instructions, Human approval", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Interactive-agent builders can require write confirmation by disabling Run without user confirmation; confirmation is configurable." }, { "id": "anythingllm:anythingllm:agent-usage", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/agent/usage/overview", "title": "Using agents", "locator": "Skills and tool use", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Agent sessions use configured skills and tool-capable models." }, { "id": "anythingllm:anythingllm:browsing", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/agent/usage/web-browsing", "title": "Agent web browsing", "locator": "Built-in search skill", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The web-browsing skill searches the internet from an Agent request." }, { "id": "anythingllm:anythingllm:search-configured-r2", "productId": "anythingllm", "kind": "source-inspected", "url": "https://raw.githubusercontent.com/Mintplex-Labs/anything-llm/3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba/server/utils/agents/aibitat/plugins/web-browsing.js", "title": "AnythingLLM v1.18.0 explicitly configured DuckDuckGo route", "locator": "agent_search_provider lookup; duckduckgo-engine switch case at lines 96-98; _duckDuckGoEngine at lines 1117-1210", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "At the pinned revision, explicit agent_search_provider=duckduckgo-engine routes queries to the DuckDuckGo HTML search endpoint; this finding makes no default-provider claim.", "commit": "3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "path": "server/utils/agents/aibitat/plugins/web-browsing.js" }, { "id": "anythingllm:anythingllm:agent-skills-r2", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/agent/setup", "title": "AnythingLLM Agent skill controls", "locator": "Configure your available skills, excluding the unversioned default-search example", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The setup guide documents skill selection in Settings > Agent Skills and tool toggles from the chat prompt menu." }, { "id": "glean:glean:web", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/administration/tools/setup-tools/web-search-tools-setup", "title": "Web Search tools setup", "locator": "Providers; surface enablement; data sent", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Admins configure OpenAI, Brave or Google search tools and publish them to selected Glean interfaces." }, { "id": "anythingllm:anythingllm:job", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/scheduled-jobs/overview", "title": "Scheduled Jobs", "locator": "Single-user restriction; schedules; run traces", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Recurring Agent jobs are available only in single-user mode, with allowed tools, execution history and generated-file downloads." }, { "id": "glean:glean:triggers", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/agents/concepts/triggers", "title": "Types of agent triggers", "locator": "Content and schedule triggers", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Agents can start from messages, forms, connected-system content changes and schedules, subject to admin access." }, { "id": "glean:glean:office-output", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/agents/generate-files-from-templates", "title": "Create Microsoft 365 files with agents", "locator": "Word, Excel and PowerPoint; template limitations", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Enabled tools create Office files, with limitations on arbitrary templates and output fidelity." }, { "id": "glean:glean:r4-cancellation-release", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/release-notes/releases/2026-10-15-october-release", "title": "Glean October 15 release notes", "locator": "Canceled Assistant responses now stop cleanly", "sourceDate": "2026-10-15", "retrievedAt": "2026-10-26", "finding": "Canceling or interrupting an Assistant response also stops tool calls and background tasks started by that response. This is a documented Assistant run behavior, not a tested universal stop guarantee." }, { "id": "anythingllm:anythingllm:api", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/features/api", "title": "Developer API", "locator": "Instance /api/docs; key management; workspace APIs", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Instance APIs manage workspaces, document embedding and chat; API keys confer access and must be protected." }, { "id": "anythingllm:anythingllm:config", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/configuration", "title": "Configuration", "locator": "Simple SSO passthrough; multi-user prerequisites", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Simple SSO issues short-lived one-use login links for already-provisioned users through a privileged API key; it is not a native SAML/OIDC protocol implementation." }, { "id": "glean:glean:mcp", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/administration/platform/mcp/about", "title": "About Glean MCP server", "locator": "Server capabilities; authentication", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Glean exposes enterprise search, chat, documents and agents to external hosts through MCP." }, { "id": "glean:glean:core-price", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/glean-core-suite-pricing", "title": "Glean Core Suite", "locator": "Seat fee; Model Hub Usage; provider rate table", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Core Suite combines per-user monthly licensing with committed Model Hub consumption; the seat amount is not given." }, { "id": "anythingllm:anythingllm:docker", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/installation-docker/overview", "title": "Docker installation overview", "locator": "Desktop/Docker comparison; server deployment", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Docker provides the shared browser/server deployment with multi-user administration; Desktop is a separate single-user application." }, { "id": "anythingllm:anythingllm:windows", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/installation-desktop/windows", "title": "Windows installation", "locator": "Current User only; silent install and uninstall", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Silent installation can support MDM packaging, but all-users installation is explicitly unsupported and Enterprise/Server OS use has caveats." }, { "id": "anythingllm:anythingllm:ext", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/browser-extension/install", "title": "Browser extension installation", "locator": "Supported browsers; API connection; collected content", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The extension sends pages/selected text into workspaces using an API connection; it does not by itself enforce original web content ACLs." }, { "id": "anythingllm:anythingllm:mobile", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/mobile/overview", "title": "Mobile overview", "locator": "Android only; local models; pairing; feature set", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "A separate Android app runs local models and can pair with Desktop or server instances; iOS is not currently available." }, { "id": "anythingllm:anythingllm:meeting-intro", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/meeting-assistant/introduction", "title": "Meeting Assistant introduction", "locator": "Desktop exclusivity; supported OS; privacy", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Free Desktop meeting recording/transcription is local on Windows/macOS; a selected cloud summary model receives the transcript." }, { "id": "glean:glean:mobile", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/administration/management/features/mobile", "title": "iOS and Android", "locator": "SSO prerequisites; Intune MAM", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Mobile clients use enterprise SSO and integrate with Intune App Protection." }, { "id": "glean:glean:surfaces", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/user-guide/apps/choose-where-to-use-glean", "title": "Choose where to use Glean", "locator": "Surface table; browser; desktop; extension", "sourceDate": "2026-10-19", "retrievedAt": "2026-10-21", "finding": "Glean has web, desktop, extension and embedded access points." }, { "id": "glean:glean:voice", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/user-guide/assistant/real-time-voice", "title": "Use real-time voice", "locator": "Where to access; privacy; limitations", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Real-time voice works on web, desktop and mobile; raw audio streams to the configured model provider while transcripts follow chat retention." }, { "id": "glean:glean:teams-app", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/administration/platform/embedded-integrations/glean-in-teams/glean-in-microsoft-teams--admin-guide", "title": "Glean in Microsoft Teams: Admin guide", "locator": "Installation prerequisites and deployment", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The Microsoft Teams app requires tenant admin setup and consent." }, { "id": "anythingllm:anythingllm:pro", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/pro/overview", "title": "AnythingLLM Pro overview", "locator": "Desktop v1.15+; Magic features; document watermarks", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Optional Desktop Pro removes daily Magic-feature limits and generated-document watermarks; it is separate from Cloud Pro." }, { "id": "anythingllm:anythingllm:images", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/features/image-generation", "title": "Image generation", "locator": "Provider table; reference-image editing; /img", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Configured OpenAI/OpenRouter/Lemonade tools can edit reference images, while the documented Ollama route generates without using references." }, { "id": "glean:glean:images", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/user-guide/assistant/image-generation", "title": "Image Generation in Glean", "locator": "Model choice; editing; admin controls", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Glean generates and edits images using enabled image models, independently of the text model." }, { "id": "glean:glean:terms", "productId": "glean", "kind": "documented", "url": "https://www.glean.com/legal/terms", "title": "Glean Terms of Service v5Jun2026", "locator": "Sections 1, 2, 5, 12 and 13", "sourceDate": "2026-06-05", "retrievedAt": "2026-10-21", "finding": "The contract defines customer-cloud hosting, restricted proprietary access, order-specific fees, termination deletion and New York governing law." }, { "id": "glean:glean:ai-addendum", "productId": "glean", "kind": "documented", "url": "https://www.glean.com/legal/ai-addendum", "title": "Glean AI Addendum v5Jun2026", "locator": "Sections 3 and 4", "sourceDate": "2026-06-05", "retrievedAt": "2026-10-21", "finding": "No-training commitments and Glean-key zero-day retention have legal and trust-and-safety exceptions; Customer Key responsibilities remain with the customer." }, { "id": "anythingllm:anythingllm:tts", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/features/text-to-speech", "title": "Text to speech", "locator": "Provider engines and configuration", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Read-aloud uses configured local/browser or external TTS engines, depending on the selected provider." }, { "id": "anythingllm:anythingllm:stt", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/features/transcription-models", "title": "Transcription models", "locator": "Transcription provider overview", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Audio transcription is a separately configurable provider route." }, { "id": "anythingllm:anythingllm:meeting", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/meeting-assistant/features", "title": "Meeting Assistant features", "locator": "Transcription; speakers; editable text; summaries", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The Desktop meeting workflow records/imports audio, identifies speakers, allows transcript corrections and summarizes meetings." }, { "id": "glean:glean:team-chat", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/user-guide/assistant/team-chat", "title": "Team chat", "locator": "How permissions work; behavior and limits", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Beta shared Editor chats run each request as its author but expose already-generated answers to all participants." }, { "id": "anythingllm:anythingllm:i18n-pin", "productId": "anythingllm", "kind": "source-inspected", "url": "https://raw.githubusercontent.com/Mintplex-Labs/anything-llm/3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba/frontend/src/locales/resources.js", "title": "AnythingLLM locale registration", "locator": "frontend/src/locales/resources.js, English/German/French/Italian imports", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The pinned frontend registers English, German, French and Italian resources; completeness and naturalness are not established.", "commit": "3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "path": "frontend/src/locales/resources.js" }, { "id": "anythingllm:anythingllm:r4-german-admin", "productId": "anythingllm", "kind": "source-inspected", "url": "https://github.com/Mintplex-Labs/anything-llm/blob/9b1fcab141000eaba9f78ed131151de04904454b/frontend/src/locales/de/common.js", "title": "AnythingLLM German administrator locale", "locator": "settings users, invites, event-logs and role/admin labels", "sourceDate": "2026-10-25", "retrievedAt": "2026-10-26", "finding": "German locale resources include user/invite/event-log and administrator settings labels. This establishes partial admin localization, not completeness or naturalness.", "commit": "9b1fcab141000eaba9f78ed131151de04904454b", "path": "frontend/src/locales/de/common.js" }, { "id": "glean:glean:accessibility", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/user-guide/about/accessibility", "title": "Accessibility Statement", "locator": "Conformance status", "sourceDate": "2026-09-25", "retrievedAt": "2026-10-21", "finding": "Glean says a VPAT 2.5 ACR covering WCAG 2.0, 2.1 and 2.2 A/AA is available through its trust center." }, { "id": "glean:glean:sso", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/administration/identity/sso/about", "title": "About Glean SSO", "locator": "Mandatory SSO; identity providers; access controls", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "SSO is mandatory through OIDC or SAML; identity-provider policies enforce authentication conditions." }, { "id": "anythingllm:anythingllm:admin-pin", "productId": "anythingllm", "kind": "source-inspected", "url": "https://raw.githubusercontent.com/Mintplex-Labs/anything-llm/3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba/server/endpoints/admin.js", "title": "AnythingLLM administrative events", "locator": "server/endpoints/admin.js, user, invite and API-key routes", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The pinned admin routes record user creation/deletion, invitation and API-key lifecycle events.", "commit": "3e4f9411b67f2dd7fa9fc6f2b95dfacbda0633ba", "path": "server/endpoints/admin.js" }, { "id": "glean:glean:users", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/administration/identity/roles/manage-users", "title": "Managing Users", "locator": "Member permissions; sign out all sessions", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Admins assign roles and feature permissions and can revoke user sessions." }, { "id": "anythingllm:anythingllm:logs", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/features/chat-logs", "title": "Workspace chat logs", "locator": "Permissions; export formats; minimum log count", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Authorized users export workspace/user chat logs in CSV, JSON, Alpaca JSON or JSONL once at least ten logs are available." }, { "id": "anythingllm:anythingllm:event", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/features/event-logs", "title": "Event logs", "locator": "Events and fields", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The UI records login attempts, messages, setting changes and uploads with user/time details, without a stated immutable retention model." }, { "id": "glean:glean:insights", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/administration/insights/overview", "title": "Insights overview", "locator": "Metrics; department filters; CSV; privacy", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Adoption metrics and per-person activity are available; small departments are grouped and CSV export is documented." }, { "id": "glean:glean:events", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/administration/gce-logs/data-dictionary", "title": "Glean Customer Event log overview", "locator": "CHAT events; unified export stream", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Customer Event logs include chats and responses separately from administrative logs and export as an unfiltered stream." }, { "id": "glean:glean:audit", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/administration/management/audit-logs/admin-audit-logs", "title": "Audit Logs", "locator": "Coverage; export; default retention", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Admin configuration logs have CSV export and 30-day default retention; ongoing delivery needs account-team configuration." }, { "id": "glean:glean:history", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/administration/assistant/configuration/chat-history", "title": "Chat History", "locator": "Retention choices; Customer Event logs", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Admins choose Off or 30/90/180/365-day conversation retention, independently of Customer Event logging." }, { "id": "glean:glean:pii", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/administration/protect/ai-security/sensitive-content-user-prompt", "title": "Sensitive content in user prompt", "locator": "Prerequisites; regex templates; enforcement", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Configured prompt-only regex policies can flag or block credentials, PII, IBANs and government IDs; built-in patterns start disabled." }, { "id": "glean:glean:protect", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/administration/protect/overview", "title": "About Glean Protect and Protect+", "locator": "Capability comparison; AI security add-on", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Protect+ adds recurring sensitive-content scanning and AI security guardrails to baseline Protect." }, { "id": "glean:glean:subprocessors", "productId": "glean", "kind": "documented", "url": "https://www.glean.com/legal/subprocessors", "title": "Glean Subprocessors", "locator": "Provider table; affiliate remote support", "sourceDate": "2026-07-28", "retrievedAt": "2026-10-21", "finding": "The list names US providers and an Indian affiliate for remote support, security and debugging." }, { "id": "glean:glean:org-instructions", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/administration/assistant/configuration/custom-instructions", "title": "Configure custom instructions", "locator": "Five custom instructions", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Admins can configure up to five enterprise instructions for Assistant." }, { "id": "anythingllm:anythingllm:cloud-overview", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/cloud/overview", "title": "Cloud overview", "locator": "Private managed instance", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Mintplex describes each managed customer instance as isolated AWS infrastructure operated and updated by its team." }, { "id": "anythingllm:anythingllm:privacy-cloud", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/cloud/privacy-policy", "title": "Cloud privacy policy", "locator": "Service scope; AWS; operational access; deletion", "sourceDate": "2024-07-01", "retrievedAt": "2026-10-21", "finding": "The managed-service policy excludes self-hosting, names AWS/Stripe/PostHog, permits necessary team access and states deletion at cancellation." }, { "id": "anythingllm:anythingllm:storage", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/installation-desktop/storage", "title": "Desktop storage", "locator": "Data location and backup", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Desktop data is stored in an OS-specific local data directory controlled by its user." }, { "id": "glean:glean:regions", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/get-started/prepare/self-hosted-deployment/gcp/supported-gcp-regions", "title": "Supported GCP regions", "locator": "Preferred regions; EMEA", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The GCP region list includes Netherlands, Belgium, Frankfurt and other regions, subject to required services." }, { "id": "glean:glean:sla", "productId": "glean", "kind": "documented", "url": "https://www.glean.com/legal/sla", "title": "Glean Customer Support SLA v6Mar2026", "locator": "Sections 2, 4, 7 and 8", "sourceDate": "2026-03-06", "retrievedAt": "2026-10-21", "finding": "Standard and paid Premium support differ; only Premium includes 99.9% monthly uptime and 10% or 20% service credits." }, { "id": "anythingllm:anythingllm:pro-key", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/pro/getting-started", "title": "Desktop Pro activation", "locator": "Periodic licence validation; free allowances", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "A purchased Desktop Pro key is periodically validated; free feature allowances remain without a subscription." }, { "id": "anythingllm:anythingllm:terms-cloud", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/cloud/terms-and-conditions", "title": "Cloud terms", "locator": "Scope; entity; payment; cancellation; offline credits; law", "sourceDate": "2024-07-01", "retrievedAt": "2026-10-21", "finding": "Managed-service terms name Mintplex Labs Inc in California, California law, cancellation deletion and no credits for offline service under the generic terms." }, { "id": "anythingllm:anythingllm:privacy-desktop", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/installation-desktop/privacy", "title": "Desktop privacy policy", "locator": "Desktop-only scope; telemetry", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The policy describes local Desktop data and optional telemetry; connected external models still need separately scoped data processing." }, { "id": "glean:glean:dpa", "productId": "glean", "kind": "documented", "url": "https://www.glean.com/legal/dpa", "title": "Glean Data Processing Addendum v6Mar2026", "locator": "Sections 1, 7, 9 and 10; SCC annexes", "sourceDate": "2026-03-06", "retrievedAt": "2026-10-21", "finding": "The DPA covers applicable Swiss and EU law, termination erasure, SCCs and 30-day subprocessor notice." }, { "id": "glean:glean:r3-legal-index", "productId": "glean", "kind": "documented", "url": "https://www.glean.com/legal", "title": "Glean legal", "locator": "Glean Customer Agreements and Policies", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The index links both Business Associate Agreement forms, the Technical Services Addendum and named Outcomes Packages; inclusion and pricing depend on the applicable contract." }, { "id": "glean:glean:security-page", "productId": "glean", "kind": "vendor-claimed", "url": "https://www.glean.com/platform/security", "title": "Glean Protect security page", "locator": "Enterprise security and compliance badges", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Glean claims SOC 2 Type II, ISO 27001 and ISO 42001; no issuer-scoped certificate was retrieved." }, { "id": "glean:glean:r4-aws-cmk-faq", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/security/cloud-prem/aws/faq", "title": "Glean customer-hosted AWS FAQ", "locator": "Are customer managed keys supported?", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Customer-managed CMKs are supported for AWS, although the FAQ recommends default AWS-managed KMS keys and documents SCP-based emergency controls." }, { "id": "glean:glean:r4-aws-key-control", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/security/cloud-prem/aws/account-access-and-deployment-model", "title": "Glean AWS account access and deployment model", "locator": "Customer controls", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "The customer-hosted AWS deployment guide says customers own and control KMS customer-managed keys used for data at rest. This does not establish key control for Glean Hosted or GCP." }, { "id": "anythingllm:anythingllm:secrecy-cloud-access", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/cloud/privacy-policy", "title": "AnythingLLM Cloud operational access policy", "locator": "Instance Access and Management; Third-Party Services; Data Storage and Security; policy scope", "sourceDate": "2024-07-01", "retrievedAt": "2026-10-21", "finding": "The managed-only policy permits operational team instance access, names AWS infrastructure and excludes self-hosted deployments; it does not enumerate plain-text field permissions." }, { "id": "anythingllm:anythingllm:secrecy-model-routing", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/setup/llm-configuration/overview", "title": "AnythingLLM local and cloud model routing", "locator": "System LLM; Workspace LLM; Agent LLM; Supported LLM Providers", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "System, workspace and agent models can use local or cloud providers; the selected inference path is separate from where the application is hosted." }, { "id": "glean:glean:dpa-confidentiality", "productId": "glean", "kind": "documented", "url": "https://www.glean.com/legal/dpa", "title": "Glean DPA", "locator": "Section4 authorized personnel confidentiality; section9 subprocessor written agreement and necessary access", "sourceDate": "2026-03-06", "retrievedAt": "2026-10-21", "finding": "General DPA confidentiality binds authorized personnel and no-less-protective subprocessor agreements; no specific §203/Art321 undertaking was retrieved." }, { "id": "anythingllm:anythingllm:cloud-cards-r2", "productId": "anythingllm", "kind": "vendor-claimed", "url": "https://anythingllm.com/cloud", "title": "AnythingLLM advertised Cloud plan cards", "locator": "Basic $50/month, Pro $99/month and quote-only Enterprise cards; Basic BYO LLM key", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The current offer page advertises Basic at $50/month and Pro at $99/month, with Enterprise by quote; Basic explicitly asks for an LLM API key." }, { "id": "glean:glean:flex-price", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/glean-enterprise-flex-pricing", "title": "Glean Enterprise Flex", "locator": "Enterprise Flex seats; FlexCredits; rate card", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Enterprise Flex pools credits and separately meters advanced features and premium models; learned-memory billing starts November 7, 2026 for the stated scope." }, { "id": "anythingllm:anythingllm:cost-vm", "productId": "anythingllm", "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": "anythingllm:anythingllm:cost-pg", "productId": "anythingllm", "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": "anythingllm:anythingllm:cost-fx", "productId": "anythingllm", "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": "anythingllm:anythingllm:cost-model", "productId": "anythingllm", "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": "anythingllm:anythingllm:cost-effort", "productId": "anythingllm", "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": "glean:glean:fx-ecb", "productId": "glean", "kind": "documented", "url": "https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml", "title": "ECB historical euro reference rates", "locator": "Cube time=2026-10-20, USD and CHF", "sourceDate": "2026-10-20", "retrievedAt": "2026-10-21", "finding": "The 2026-10-20 reference is EUR 1 = USD 1.1215 = CHF 0.9237." }, { "id": "glean:glean:r2-customer-default-example", "productId": "glean", "kind": "documented", "url": "https://docs.glean.com/administration/change-default-model", "title": "Change your default model on Customer Key", "locator": "Opening note and prerequisites", "sourceDate": "2026-10-19", "retrievedAt": "2026-10-21", "finding": "Customer Key admins choose defaults; GPT5.6 Luna is expressly an example, not a fixed or recommended routine model." }, { "id": "glean:glean:r2-direct-provider-proxy", "productId": "glean", "kind": "documented", "url": "https://developers.openai.com/api/docs/pricing", "title": "OpenAI direct API pricing", "locator": "Standard short-context gpt-6-luna", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The shared direct-provider comparison uses USD0.10 input andUSD0.50 output per1M tokens; vendor usage is not replaced by this proxy." }, { "id": "glean:glean:r2-proxy-lowest-effort", "productId": "glean", "kind": "documented", "url": "https://developers.openai.com/api/docs/models/gpt-6-luna", "title": "GPT6 Luna model documentation", "locator": "Reasoning effort", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Lowest effort none is used only for the direct-provider comparison assumption." }, { "id": "anythingllm:anythingllm:cloud-terms-r2", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/cloud/terms-and-conditions", "title": "AnythingLLM generic managed Cloud contract scope", "locator": "Scope of Agreement; Instance Offline Recovery; last-updated date", "sourceDate": "2024-07-01", "retrievedAt": "2026-10-21", "finding": "The published generic terms cover managed Cloud, exclude self-hosting and deny offline-service credits; no bespoke Enterprise override was reviewed." }, { "id": "anythingllm:anythingllm:support-r2", "productId": "anythingllm", "kind": "documented", "url": "https://docs.anythingllm.com/support", "title": "AnythingLLM public support channels", "locator": "GitHub Issues; team email; Discord Community; direct-assistance note", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Public support routes are GitHub, team email and community Discord; the guide recommends GitHub/email for direct team assistance." } ] }