{ "schemaVersion": 1, "rubricVersion": "1.1", "kind": "pair", "slug": "langdock-vs-unique-ai", "canonicalUrl": "https://onaihq.com/compare/agents/langdock-vs-unique-ai/", "markdownUrl": "https://onaihq.com/compare/agents/langdock-vs-unique-ai/index.md", "dataUrl": "https://onaihq.com/compare/agents/langdock-vs-unique-ai/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": "langdock", "name": "Langdock", "website": "https://langdock.com", "repository": null, "pageUrl": "https://onaihq.com/compare/agents/products/langdock/", "lifecycle": { "status": "unknown", "note": null }, "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" }, { "id": "api", "name": "Langdock public APIs and agent MCP server", "type": "api" }, { "id": "desktop", "name": "Langdock Windows/macOS desktop", "type": "desktop-app" }, { "id": "mobile", "name": "Langdock iOS/Android", "type": "mobile-app" }, { "id": "office", "name": "Langdock Excel and Outlook add-ins", "type": "office-add-in" }, { "id": "teams", "name": "Langdock Teams bot", "type": "teams-app" } ], "sourcedClaimCount": 50, "statedByVendorCount": 0, "crossCheckedClaimCount": 50, "sourcedOnlyClaimCount": 0, "oldestCheckedAt": "2026-10-21", "lastCheckedAt": "2026-10-26" }, { "id": "unique-ai", "name": "Unique AI", "website": "https://www.unique.ai", "repository": null, "pageUrl": "https://onaihq.com/compare/agents/products/unique-ai/", "lifecycle": { "status": "unknown", "note": null }, "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" }, { "id": "conduct", "name": "Unique AI Conduct", "type": "agent-workspace" }, { "id": "api", "name": "Unique API and Python SDK", "type": "api" }, { "id": "mcp", "name": "Unique MCP Hub and Knowledge Base MCP", "type": "mcp" } ], "sourcedClaimCount": 49, "statedByVendorCount": 0, "crossCheckedClaimCount": 49, "sourcedOnlyClaimCount": 0, "oldestCheckedAt": "2026-10-21", "lastCheckedAt": "2026-10-26" } ], "coverage": { "totalCriteria": 51, "sharedCrossCheckedCriteria": 48, "sharedSourcedCriteria": 48, "crossCheckedCriteriaByProduct": { "langdock": 50, "unique-ai": 49 }, "sourcedOnlyCriteriaByProduct": { "langdock": 0, "unique-ai": 0 }, "sourcedCriteriaByProduct": { "langdock": 50, "unique-ai": 49 }, "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": "langdock", "claimId": "langdock:MOD-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Curated multi-provider models and a task-complexity Auto mode are documented; catalogue publication is not a tested picker.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "providers", "question": "Which model providers are available?", "support": "supported", "answer": "OpenAI, Anthropic, Google, Meta, Mistral and DeepSeek have named current catalogue entries.", "evidenceIds": [ "langdock:langdock:models" ] }, { "id": "current_models", "question": "Which current models are selectable on this plan?", "support": "partial", "answer": "Published text catalogue: Gemini 3.1 Pro Preview, 3 Flash Preview, 3.5/3.6/3.7/3.8 Flash, 4 Argon; GPT-5/5.1/5.1 Thinking Fast/5.2/5.2 Pro/5.4/5.4 Mini/5.5/5.6 Luna/Sol/Terra/5 Mini/5 Pro, GPT-6 Luna/Sol/Astra, GPT-6.1 Sol, GPT oss 120b; Fable 5/5.1, Haiku 4.5/5.5, Opus 4.5/4.6/4.7/4.8/5/5.5, Sonnet 4.5/4.6/5/5.5; Llama 3.3 70B/4 Maverick; Mistral Large 3/4; DeepSeek v3.1. Plan/admin/region settings can narrow this list; API availability is listed alongside chat, not independently observed.", "evidenceIds": [ "langdock:langdock:models" ] }, { "id": "user_choice", "question": "Can users pick the model per chat?", "support": "supported", "answer": "Per-chat selection and mid-chat switching are documented.", "evidenceIds": [ "langdock:langdock:model-guide" ] }, { "id": "auto_routing", "question": "Does the product route between models automatically, and is the chosen model shown?", "support": "partial", "answer": "Auto analyzes the first message and estimates complexity to select a conversation model; exact final model disclosure was not verified.", "evidenceIds": [ "langdock:langdock:model-guide" ] }, { "id": "multimodal_input", "question": "Which models accept images, audio or files?", "support": "unknown", "answer": "Which models accept images, audio or files? Unknown. A model-by-model image/audio input matrix and authenticated model picker were not inspected.", "evidenceIds": [] } ], "limitations": [ "current_models: Published text catalogue: Gemini 3.1 Pro Preview, 3 Flash Preview, 3.5/3.6/3.7/3.8 Flash, 4 Argon; GPT-5/5.1/5.1 Thinking Fast/5.2/5.2 Pro/5.4/5.4 Mini/5.5/5.6 Luna/Sol/Terra/5 Mini/5 Pro, GPT-6 Luna/Sol/Astra, GPT-6.1 Sol, GPT oss 120b; Fable 5/5.1, Haiku 4.5/5.5, Opus 4.5/4.6/4.7/4.8/5/5.5, Sonnet 4.5/4.6/5/5.5; Llama 3.3 70B/4 Maverick; Mistral Large 3/4; DeepSeek v3.1. Plan/admin/region settings can narrow this list; API availability is listed alongside chat, not independently observed.", "auto_routing: Auto analyzes the first message and estimates complexity to select a conversation model; exact final model disclosure was not verified.", "Unverified multimodal_input: A model-by-model image/audio input matrix and authenticated model picker were not inspected." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:models", "langdock:langdock:model-guide" ] }, { "productId": "unique-ai", "claimId": "unique-ai:MOD-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "The platform catalogue supports several providers, subject to tenant credentials, contracts and validation status.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": null, "plan": "Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "providers", "question": "Which model providers are available?", "support": "partial", "answer": "Catalogue includes Azure OpenAI/OpenAI, Anthropic, Google Gemini/Vertex, Together AI and xAI. Provider use must be agreed with each client; a catalogue row is not proof every tenant has it.", "evidenceIds": [ "unique-ai:unique-ai:models" ] }, { "id": "current_models", "question": "Which current models are selectable on this plan?", "support": "partial", "answer": "Release 2026.42, hosted 14 October, explicitly adds Azure GPT-6.1 Sol and Claude Opus/Sonnet 5.5 through Anthropic/Vertex. Availability overview also lists Gemini3.8 Flash; provider/tenant credentials and validation differ.", "evidenceIds": [ "unique-ai:unique-ai:release42", "unique-ai:unique-ai:models" ] }, { "id": "user_choice", "question": "Can users pick the model per chat?", "support": "partial", "answer": "Space admins set enabled models; release notes describe chat model switching and API per-message model selection under the same rules. Conduct choices depend on administrator configuration.", "evidenceIds": [ "unique-ai:unique-ai:release42", "unique-ai:unique-ai:agent", "unique-ai:unique-ai:conduct" ] }, { "id": "auto_routing", "question": "Does the product route between models automatically, and is the chosen model shown?", "support": "unknown", "answer": "Does the product route between models automatically, and is the chosen model shown? Unknown. Exact contracted/activated models, automatic cross-model routing and a complete image/audio/file matrix were not established. Catalogue dates include future release identifiers; dated additions and tenant eligibility take precedence over a release number.", "evidenceIds": [] }, { "id": "multimodal_input", "question": "Which models accept images, audio or files?", "support": "unknown", "answer": "Which models accept images, audio or files? Unknown. Exact contracted/activated models, automatic cross-model routing and a complete image/audio/file matrix were not established. Catalogue dates include future release identifiers; dated additions and tenant eligibility take precedence over a release number.", "evidenceIds": [] } ], "limitations": [ "Exact contracted/activated models, automatic cross-model routing and a complete image/audio/file matrix were not established. Catalogue dates include future release identifiers; dated additions and tenant eligibility take precedence over a release number." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:models", "unique-ai:unique-ai:agent", "unique-ai:unique-ai:conduct", "unique-ai:unique-ai:release42" ] } ] }, { "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": "langdock", "claimId": "langdock:MOD-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Public dated model additions exist, but release-lag medians and guaranteed retirement notice remain unknown.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "release_lag_days", "question": "What was the lag for each of the last three major releases, per provider?", "support": "unknown", "answer": "What was the lag for each of the last three major releases, per provider? Unknown. No complete last-three-major-release reconciliation against provider GA dates, contractual model retirement notice, or stable version-pinning promise was established.", "evidenceIds": [] }, { "id": "changelog", "question": "Is there a dated public model changelog?", "support": "supported", "answer": "Changelog includes Gemini 4 Argon on 13 October, Haiku 5.5 on 8 October and GPT-6.1 Sol on 30 September 2026.", "evidenceIds": [ "langdock:langdock:changes" ] }, { "id": "deprecation_notice", "question": "How much notice is given before a model is removed?", "support": "unknown", "answer": "How much notice is given before a model is removed? Unknown. No complete last-three-major-release reconciliation against provider GA dates, contractual model retirement notice, or stable version-pinning promise was established.", "evidenceIds": [] }, { "id": "version_pinning", "question": "Can an admin keep an older model version?", "support": "unknown", "answer": "Can an admin keep an older model version? Unknown. No complete last-three-major-release reconciliation against provider GA dates, contractual model retirement notice, or stable version-pinning promise was established.", "evidenceIds": [] } ], "limitations": [ "Unverified release_lag_days, deprecation_notice, version_pinning: No complete last-three-major-release reconciliation against provider GA dates, contractual model retirement notice, or stable version-pinning promise was established." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:changes" ] }, { "productId": "unique-ai", "claimId": "unique-ai:MOD-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Unique publishes dated model additions and retirement/migration notes; a complete provider-release lag series remains unknown.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": null, "plan": "Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "release_lag_days", "question": "What was the lag for each of the last three major releases, per provider?", "support": "unknown", "answer": "What was the lag for each of the last three major releases, per provider? Unknown. A provider-verified last-three-major-release lag series for OpenAI, Anthropic and Google was not assembled; availability can depend on each contract. Admin version-pinning guarantees are not documented.", "evidenceIds": [] }, { "id": "changelog", "question": "Is there a dated public model changelog?", "support": "supported", "answer": "Availability overview has a dated Recent changes table through 13 October 2026, with provider retirement sources.", "evidenceIds": [ "unique-ai:unique-ai:models" ] }, { "id": "deprecation_notice", "question": "How much notice is given before a model is removed?", "support": "partial", "answer": "Dated 14 October release announces migrations ahead of o-series provider retirement on 19 November 2026. No guaranteed Unique contractual notice period is established.", "evidenceIds": [ "unique-ai:unique-ai:release42" ] }, { "id": "version_pinning", "question": "Can an admin keep an older model version?", "support": "unknown", "answer": "Can an admin keep an older model version? Unknown. A provider-verified last-three-major-release lag series for OpenAI, Anthropic and Google was not assembled; availability can depend on each contract. Admin version-pinning guarantees are not documented.", "evidenceIds": [] } ], "limitations": [ "A provider-verified last-three-major-release lag series for OpenAI, Anthropic and Google was not assembled; availability can depend on each contract. Admin version-pinning guarantees are not documented." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:models", "unique-ai:unique-ai:release42" ] } ] }, { "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": "langdock", "claimId": "langdock:MOD-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "BYOK supports customer credentials, named cloud providers and custom compatible HTTPS endpoints.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business BYOK and individually contracted Enterprise BYOK; customer provider charges separate", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "own_api_keys", "question": "Can the customer use its own provider API keys?", "support": "supported", "answer": "Customer keys can replace managed completion, embedding and image keys; BYOK can be selected at upgrade or enabled later by support.", "evidenceIds": [ "langdock:langdock:byok" ] }, { "id": "own_cloud_contract", "question": "Can it use its own Azure OpenAI, Bedrock or Vertex deployment?", "support": "supported", "answer": "Guides cover customer Azure deployment settings, Google cloud and AWS Bedrock, separately from simple direct provider keys.", "evidenceIds": [ "langdock:langdock:byok-routes" ] }, { "id": "custom_endpoint", "question": "Can an admin add any OpenAI-compatible endpoint?", "support": "supported", "answer": "Manual OpenAI-compatible endpoints include vLLM, LiteLLM, Ollama, TGI and LocalAI. Cloud requires public HTTPS; private/local hostnames are blocked by default.", "evidenceIds": [ "langdock:langdock:byok-routes" ] }, { "id": "byo_pricing", "question": "Does BYO change the licence price?", "support": "partial", "answer": "Customer model usage is billed by the customer provider under BYOK. The applicable Business/Enterprise BYOK licence rate is unknown: the public Standard headline and calculator do not reconcile, and the prior hashed asset is not a stable tariff source. No BYOK seat-rate arithmetic is retained.", "evidenceIds": [ "langdock:langdock:byok", "langdock:langdock:billing" ] }, { "id": "byo_restrictions", "question": "Which features stop working with BYO?", "support": "supported", "answer": "Completion, embeddings and image models must all be configured. Deep Research needs reasoning/fast-reasoning/backbone routes; absent categories leave features non-functional.", "evidenceIds": [ "langdock:langdock:byok", "langdock:langdock:research" ] } ], "limitations": [ "Cloud BYOK requires separately configured completion, embedding and image routes; local/private endpoints are not implied by a cloud key." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:byok", "langdock:langdock:byok-routes", "langdock:langdock:billing", "langdock:langdock:research" ] }, { "productId": "unique-ai", "claimId": "unique-ai:MOD-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Operators can configure customer model endpoints and credentials through GraphQL.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": null, "plan": "Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "own_api_keys", "question": "Can the customer use its own provider API keys?", "support": "supported", "answer": "ExternalLanguageModel accepts provider API credentials stored encrypted as immutable write-only values; OAuth2 is also documented.", "evidenceIds": [ "unique-ai:unique-ai:customllm" ] }, { "id": "own_cloud_contract", "question": "Can it use its own Azure OpenAI, Bedrock or Vertex deployment?", "support": "partial", "answer": "Custom Azure OpenAI deployment examples specify customer endpoint, deployment, API version and token. Compliance docs mention Bedrock; exact supported Bedrock/Vertex contract routes need deployment scoping.", "evidenceIds": [ "unique-ai:unique-ai:customllm", "unique-ai:unique-ai:compliance" ] }, { "id": "custom_endpoint", "question": "Can an admin add any OpenAI-compatible endpoint?", "support": "partial", "answer": "Documents self/cloud-hosted LXM endpoints and an Azure-compatible connection object. Universal support for any OpenAI-compatible endpoint is not guaranteed.", "evidenceIds": [ "unique-ai:unique-ai:customllm" ] }, { "id": "byo_pricing", "question": "Does BYO change the licence price?", "support": "unknown", "answer": "Does BYO change the licence price? Unknown. BYO licence discounts, provider-by-provider contract onboarding and a full tool/RAG/embedding parity matrix are not public.", "evidenceIds": [] }, { "id": "byo_restrictions", "question": "Which features stop working with BYO?", "support": "partial", "answer": "Azure Chat Code Execution requires compatible Azure Responses models; switching a custom model group name/deleting an in-use group can break configured assistants.", "evidenceIds": [ "unique-ai:unique-ai:customllm", "unique-ai:unique-ai:code" ] } ], "limitations": [ "BYO licence discounts, provider-by-provider contract onboarding and a full tool/RAG/embedding parity matrix are not public." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:customllm", "unique-ai:unique-ai:compliance", "unique-ai:unique-ai:code" ] } ] }, { "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": "langdock", "claimId": "langdock:MOD-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Self-hosted compatible inference is a documented BYOK route with network and capability requirements.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "self_hosted_chat", "question": "Can chat use a customer-hosted model?", "support": "supported", "answer": "vLLM/Ollama/TGI/LocalAI routes work through OpenAI-compatible HTTPS endpoints, not localhost/private addresses on default SaaS.", "evidenceIds": [ "langdock:langdock:byok-routes" ] }, { "id": "self_hosted_embeddings", "question": "Can retrieval use customer-hosted embeddings?", "support": "partial", "answer": "BYOK requires a configured embedding model for search; custom model setup includes embeddings. A private customer-hosted embedding network path was not independently verified.", "evidenceIds": [ "langdock:langdock:byok", "langdock:langdock:byok-models" ] }, { "id": "feature_parity", "question": "Which features fail with self-hosted models?", "support": "partial", "answer": "Manual setup needs correct image, tool and editor capability flags. Missing embeddings/images or research routes disables their corresponding features; there is no universal parity guarantee.", "evidenceIds": [ "langdock:langdock:byok-models", "langdock:langdock:research" ] }, { "id": "vendor_hosted_open_models", "question": "Does the vendor host open-weight models in EU/CH?", "support": "partial", "answer": "Catalogue includes Llama, GPT oss, Mistral and DeepSeek; terms identify Azure/Mistral EU routes, with global opt-ins separately described.", "evidenceIds": [ "langdock:langdock:models", "langdock:langdock:terms" ] } ], "limitations": [ "self_hosted_embeddings: BYOK requires a configured embedding model for search; custom model setup includes embeddings. A private customer-hosted embedding network path was not independently verified.", "feature_parity: Manual setup needs correct image, tool and editor capability flags. Missing embeddings/images or research routes disables their corresponding features; there is no universal parity guarantee.", "vendor_hosted_open_models: Catalogue includes Llama, GPT oss, Mistral and DeepSeek; terms identify Azure/Mistral EU routes, with global opt-ins separately described." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:byok-routes", "langdock:langdock:byok", "langdock:langdock:byok-models", "langdock:langdock:research", "langdock:langdock:models", "langdock:langdock:terms" ] }, { "productId": "unique-ai", "claimId": "unique-ai:MOD-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "The platform documents custom model and embedding connections. Tool parity depends on the selected route: Code Execution lists Azure and LiteLLM OpenAI compatibility, while arbitrary self-hosted model parity is unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": null, "plan": "Contracted Unique AI platform; custom-model/embedding connectors and optional Code Execution availability and deployment/provider configuration depend on the customer agreement", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "self_hosted_chat", "question": "Can chat use a customer-hosted model?", "support": "supported", "answer": "Custom LXM and on-premises architecture allow customer-hosted model connections. Models, endpoint compatibility and enabled modules are selected for the contracted deployment.", "evidenceIds": [ "unique-ai:unique-ai:customllm", "unique-ai:unique-ai:onpremsecurity" ] }, { "id": "self_hosted_embeddings", "question": "Can retrieval use customer-hosted embeddings?", "support": "partial", "answer": "An instance maintainer can configure embedding endpoint, key and deployment; the operator overview allows self-hosted embeddings. Supported non-Azure runtimes and a particular customer configuration were not verified.", "evidenceIds": [ "unique-ai:unique-ai:embeddings", "unique-ai:unique-ai:operators" ] }, { "id": "feature_parity", "question": "Which features fail with self-hosted models?", "support": "partial", "answer": "Changing embeddings requires re-embedding existing files. The Code Execution compatibility section explicitly lists Azure Responses-capable IDs and LiteLLM OpenAI IDs, so no blanket Azure-only restriction is asserted. Its introduction/security section describes an Azure sandbox; the actual LiteLLM execution route and parity for arbitrary self-hosted models remain unverified.", "evidenceIds": [ "unique-ai:unique-ai:embeddings", "unique-ai:unique-ai:review2-code" ] }, { "id": "vendor_hosted_open_models", "question": "Does the vendor host open-weight models in EU/CH?", "support": "partial", "answer": "The model catalogue describes Swiss Phoeniqs open models in QA only, not the UAT01/Prod offer. Production entitlement to a vendor-hosted Swiss open model was not established.", "evidenceIds": [ "unique-ai:unique-ai:review2-models" ] } ], "limitations": [ "Code Execution has a listed Responses-capability/model matrix, not universal support for every custom-hosted model. Azure sandbox controls are not extended to every LiteLLM route.", "No customer runtime or feature-parity fixture was used; QA-only Phoeniqs is not presented as GA." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:customllm", "unique-ai:unique-ai:onpremsecurity", "unique-ai:unique-ai:embeddings", "unique-ai:unique-ai:operators", "unique-ai:unique-ai:review2-code", "unique-ai:unique-ai:review2-models" ] } ] }, { "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": "langdock", "claimId": "langdock:MOD-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Workspace model defaults and usage/fallback behavior are documented; per-group model/data boundaries remain unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "model_allowlist_by_group", "question": "Can admins limit models per group?", "support": "unknown", "answer": "Can admins limit models per group? Unknown. Group-specific model allowlists and rules binding connectors/knowledge to certain models were not established in model and role documentation; no two-user test was run.", "evidenceIds": [] }, { "id": "data_bound_models", "question": "Can admins restrict which models receive connector or knowledge content?", "support": "unknown", "answer": "Can admins restrict which models receive connector or knowledge content? Unknown. Group-specific model allowlists and rules binding connectors/knowledge to certain models were not established in model and role documentation; no two-user test was run.", "evidenceIds": [] }, { "id": "default_model", "question": "Can admins set the default model?", "support": "supported", "answer": "Admins set a default across new chats and agents; users can have their own default.", "evidenceIds": [ "langdock:langdock:workspace" ] }, { "id": "user_limits", "question": "What per-user message or token limits apply, and are they published?", "support": "partial", "answer": "Five-hour session and Monday-reset weekly limits depend on model-priced token consumption; numeric included budget is shown per account, not fully published. Spam protection is 250 messages/3h. Max is five times Standard.", "evidenceIds": [ "langdock:langdock:limits", "langdock:langdock:pricing" ] }, { "id": "limit_behaviour", "question": "What happens when a limit is reached?", "support": "supported", "answer": "With no usable extra usage, Cloud falls back to GPT-6 Luna; BYOK/dedicated use configured fallback. Current responses finish, so spend can slightly overshoot. Personal API calls error rather than fall back.", "evidenceIds": [ "langdock:langdock:extra" ] } ], "limitations": [ "user_limits: Five-hour session and Monday-reset weekly limits depend on model-priced token consumption; numeric included budget is shown per account, not fully published. Spam protection is 250 messages/3h. Max is five times Standard.", "Unverified model_allowlist_by_group, data_bound_models: Group-specific model allowlists and rules binding connectors/knowledge to certain models were not established in model and role documentation; no two-user test was run." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:workspace", "langdock:langdock:limits", "langdock:langdock:pricing", "langdock:langdock:extra" ] }, { "productId": "unique-ai", "claimId": "unique-ai:MOD-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Models and knowledge/tools are configured per access-controlled Space; optional beta daily spending caps block calls.", "availability": "beta", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": null, "plan": "Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "model_allowlist_by_group", "question": "Can admins limit models per group?", "support": "partial", "answer": "Admins bind deployed/approved models to Spaces and grant people/groups space access. Direct per-group model lists across all chats are not documented.", "evidenceIds": [ "unique-ai:unique-ai:agent" ] }, { "id": "data_bound_models", "question": "Can admins restrict which models receive connector or knowledge content?", "support": "partial", "answer": "A Space binds one model, selected KB sources and tools, and people/group access. A global connector-content model policy is not established.", "evidenceIds": [ "unique-ai:unique-ai:agent" ] }, { "id": "default_model", "question": "Can admins set the default model?", "support": "supported", "answer": "Administrators select the model for each Space.", "evidenceIds": [ "unique-ai:unique-ai:agent" ] }, { "id": "user_limits", "question": "What per-user message or token limits apply, and are they published?", "support": "partial", "answer": "Off-by-default beta cost management supports daily USD limits at company/group/user levels, reset at user-local midnight. Public fixed token/message quotas are not established.", "evidenceIds": [ "unique-ai:unique-ai:cost" ] }, { "id": "limit_behaviour", "question": "What happens when a limit is reached?", "support": "supported", "answer": "With limits enabled, the next model call is blocked when daily spend reaches the cap. Most permissive group limit wins unless a user override exists.", "evidenceIds": [ "unique-ai:unique-ai:cost" ] } ], "limitations": [ "No two-group restriction fixture was run. Exact contract token/message limits, platform-wide model allow-lists and provider data-routing policy remain unverified." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:agent", "unique-ai:unique-ai:cost" ] } ] }, { "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": "langdock", "claimId": "langdock:KNOW-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Format/count limits and direct previews differ from semantic search paths.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "formats", "question": "Which formats are accepted?", "support": "supported", "answer": "PDF/Word/PowerPoint and text, Excel/CSV/TSV/Parquet, listed image, audio and video types are documented; Knowledge bases exclude tabular/media.", "evidenceIds": [ "langdock:langdock:files" ] }, { "id": "limits", "question": "What size and count limits apply per file and chat?", "support": "supported", "answer": "Web 50 files/message, mobile five; agent 50 files. PDF/Office 256 MB, text 10 MB, tabular 100 MB, images 20 MB; text 8M characters and PDF 5000 pages.", "evidenceIds": [ "langdock:langdock:files", "langdock:langdock:file-count" ] }, { "id": "ocr", "question": "Are scanned PDFs read?", "support": "unknown", "answer": "Are scanned PDFs read? Unknown. No shared scanned-PDF OCR or multilingual file fixture was uploaded.", "evidenceIds": [] }, { "id": "spreadsheets", "question": "Are Excel tables read with structure intact?", "support": "partial", "answer": "Spreadsheets use direct reading and file tools, not chunk embeddings; source formula/structure accuracy was not fixture-tested.", "evidenceIds": [ "langdock:langdock:files", "langdock:langdock:retrieval" ] }, { "id": "full_vs_chunked", "question": "Is the whole file used or only retrieved parts, and does the user see which?", "support": "supported", "answer": "Small direct files are previewed in full where possible; agent knowledge above 20 documents uses lists/tools. Knowledge-base/synced text uses up to 50 chunks of up to 2000 characters.", "evidenceIds": [ "langdock:langdock:retrieval" ] } ], "limitations": [ "spreadsheets: Spreadsheets use direct reading and file tools, not chunk embeddings; source formula/structure accuracy was not fixture-tested.", "Unverified ocr: No shared scanned-PDF OCR or multilingual file fixture was uploaded." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:files", "langdock:langdock:file-count", "langdock:langdock:retrieval" ] }, { "productId": "unique-ai", "claimId": "unique-ai:KNOW-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Chat upload defaults are 512 MB/file and 30 files/batch, with source retrieval for large documents.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": null, "plan": "Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "formats", "question": "Which formats are accepted?", "support": "supported", "answer": "Chat supports PDF, DOCX, XLSX, PPTX, CSV, HTML, MD and TXT; PNG/JPEG when enabled per Space.", "evidenceIds": [ "unique-ai:unique-ai:files" ] }, { "id": "limits", "question": "What size and count limits apply per file and chat?", "support": "partial", "answer": "Production Chat defaults 512 MB/file, 30 files/upload. Code Execution has separate 100 MB and 10-file limits. Environment overrides and aggregate chat caps need tenant confirmation.", "evidenceIds": [ "unique-ai:unique-ai:files", "unique-ai:unique-ai:code" ] }, { "id": "ocr", "question": "Are scanned PDFs read?", "support": "partial", "answer": "The file-ingestion guide explicitly distinguishes methods: Base Unique Ingestion does not support image-based scanned PDFs, MDI supports them, and Docling has partial support. MDI must be provisioned and enabled for the folder or in the chat Space ingestion settings. Experimental image-content extraction and deprecated agentic ingestion are separate. No scanned-document fixture or accuracy measurement was run.", "evidenceIds": [ "unique-ai:unique-ai:file-ingestion-20261026" ] }, { "id": "spreadsheets", "question": "Are Excel tables read with structure intact?", "support": "partial", "answer": "Chat guide says default extraction can fail beyond 5,000 rows x 100 columns. General format guide lists 1,000 x 40; formulas and structure retention were not tested.", "evidenceIds": [ "unique-ai:unique-ai:files", "unique-ai:unique-ai:filetypes" ] }, { "id": "full_vs_chunked", "question": "Is the whole file used or only retrieved parts, and does the user see which?", "support": "supported", "answer": "Checked uploads force retrieval each turn. Large files contribute selected chunks, not necessarily the full file, and users do not see full coverage. Experimental full-PDF mode is separate.", "evidenceIds": [ "unique-ai:unique-ai:files" ] } ], "limitations": [ "Configured scanned-PDF OCR is documented: MDI supports image-based PDFs, Docling has partial support, and Base Unique Ingestion does not support them. MDI must be provisioned and enabled for the folder or chat Space.", "Scanned-PDF accuracy, formula preservation, embedded-figure extraction and shared fixture outcomes were not measured. Older general ingestion limits differ from current production chat defaults." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-25", "evidenceIds": [ "unique-ai:unique-ai:files", "unique-ai:unique-ai:code", "unique-ai:unique-ai:filetypes", "unique-ai:unique-ai:file-ingestion-20261026" ] } ] }, { "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": "langdock", "claimId": "langdock:KNOW-02", "verificationStatus": "agent-cross-checked", "support": "supported", "answer": "Persistent knowledge bases and library folders have separate limits and access roles.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "persistent_collections", "question": "Can users keep document collections across chats?", "support": "supported", "answer": "Knowledge bases persist for chat, agents, workflows and API use.", "evidenceIds": [ "langdock:langdock:knowledge" ] }, { "id": "sharing_scope", "question": "Can collections be shared with users, groups or the whole organisation?", "support": "supported", "answer": "Owner/Editor/Viewer roles; share with persons, groups or workspace, subject to workspace-sharing permission.", "evidenceIds": [ "langdock:langdock:knowledge" ] }, { "id": "size_limits", "question": "What are the collection limits?", "support": "supported", "answer": "Cloud Knowledge bases support 1000 files, 8M characters/file. Normal folders have 100 files and 250 MB total; dedicated limits are configurable.", "evidenceIds": [ "langdock:langdock:knowledge", "langdock:langdock:file-count" ] }, { "id": "assistant_binding", "question": "Can collections be bound to an assistant?", "support": "supported", "answer": "Agent Folders attach knowledge bases/library folders/synced folders.", "evidenceIds": [ "langdock:langdock:agents" ] } ], "limitations": [], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:knowledge", "langdock:langdock:file-count", "langdock:langdock:agents" ] }, { "productId": "unique-ai", "claimId": "unique-ai:KNOW-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Knowledge folders persist and can be scoped to users/groups and bound to Spaces.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": null, "plan": "Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "persistent_collections", "question": "Can users keep document collections across chats?", "support": "supported", "answer": "Ingested content lives in knowledge-base folders/scopes beyond a chat.", "evidenceIds": [ "unique-ai:unique-ai:kbpermissions" ] }, { "id": "sharing_scope", "question": "Can collections be shared with users, groups or the whole organisation?", "support": "supported", "answer": "ScopeAccess grants users or groups read/write access. A flat folder permission does not automatically grant subfolder access.", "evidenceIds": [ "unique-ai:unique-ai:kbpermissions" ] }, { "id": "size_limits", "question": "What are the collection limits?", "support": "unknown", "answer": "What are the collection limits? Unknown. Public total collection/document/token caps and organisation-wide sharing defaults are not specified; chat-only uploads are separately private and expiring.", "evidenceIds": [] }, { "id": "assistant_binding", "question": "Can collections be bound to an assistant?", "support": "supported", "answer": "Space Internal Search binds selected folders/files and further narrows user permissions.", "evidenceIds": [ "unique-ai:unique-ai:agent" ] } ], "limitations": [ "Public total collection/document/token caps and organisation-wide sharing defaults are not specified; chat-only uploads are separately private and expiring." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:kbpermissions", "unique-ai:unique-ai:agent" ] } ] }, { "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": "langdock", "claimId": "langdock:KNOW-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Native tools, daily folder sync and customer MCP/API integrations are distinct routes.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "microsoft_365", "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?", "support": "supported", "answer": "Directory includes SharePoint, OneDrive, Outlook Email/Calendar and Teams. SharePoint/OneDrive also support indexed folder sync.", "evidenceIds": [ "langdock:langdock:integrations", "langdock:langdock:sync" ] }, { "id": "google_workspace", "question": "Which Google sources are connected?", "support": "supported", "answer": "Drive, Gmail, Calendar, Docs, Sheets, Slides and Meet are listed; Drive supports folder sync.", "evidenceIds": [ "langdock:langdock:integrations" ] }, { "id": "atlassian", "question": "Confluence and Jira?", "support": "supported", "answer": "Confluence Cloud, self-hosted Confluence Data Center and Jira are in the native directory.", "evidenceIds": [ "langdock:langdock:integrations" ] }, { "id": "other_systems", "question": "Which other business systems?", "support": "supported", "answer": "Named routes include Salesforce, ServiceNow, HubSpot, Slack, Notion, Airtable, Asana, GitHub, Azure AI Search, Kendra and Databricks; see directory for authentication and actions.", "evidenceIds": [ "langdock:langdock:integrations" ] }, { "id": "on_prem_sources", "question": "Can on-prem file shares or databases be connected?", "support": "partial", "answer": "Confluence Data Center and customer API/MCP endpoints can connect; private network access is restricted by default in Cloud, so generic local shares are not established.", "evidenceIds": [ "langdock:langdock:integrations", "langdock:langdock:mcp" ] }, { "id": "connector_provider", "question": "Who builds and maintains each connector?", "support": "supported", "answer": "Langdock provides native integrations; customers build custom actions or connect official third-party MCP servers.", "evidenceIds": [ "langdock:langdock:integrations", "langdock:langdock:mcp" ] } ], "limitations": [ "on_prem_sources: Confluence Data Center and customer API/MCP endpoints can connect; private network access is restricted by default in Cloud, so generic local shares are not established." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:integrations", "langdock:langdock:sync", "langdock:langdock:mcp" ] }, { "productId": "unique-ai", "claimId": "unique-ai:KNOW-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Indexed SharePoint and Confluence are documented. Current architecture also names Google Drive/Salesforce, and release notes describe Salesforce/Yahoo Finance MCP connector dashboards; detailed entitlements and source permissions remain connector-specific.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web", "mcp" ], "version": null, "plan": "Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" }, { "id": "mcp", "name": "Unique MCP Hub and Knowledge Base MCP", "type": "mcp" } ] }, "questions": [ { "id": "microsoft_365", "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?", "support": "partial", "answer": "SharePoint Online connector copies selected content with application consent and optional permission sync. Platform documentation also exposes Teams and Outlook MCP operator guides, but their exact contracted scope and OneDrive coverage were not verified.", "evidenceIds": [ "unique-ai:unique-ai:sharepoint" ] }, { "id": "google_workspace", "question": "Which Google sources are connected?", "support": "partial", "answer": "The current Platform Overview names Google Drive as a Knowledge Source feeding the Knowledge Base. It does not establish Gmail/Calendar coverage, a deployment guide, source consent scopes or inclusion in a particular customer contract. This is a documented architecture listing, not an observed enabled connector.", "evidenceIds": [ "unique-ai:unique-ai:platform-overview-20261026" ] }, { "id": "atlassian", "question": "Confluence and Jira?", "support": "partial", "answer": "Official Confluence connector supports Cloud and Data Center; Jira connector coverage was not established.", "evidenceIds": [ "unique-ai:unique-ai:confluence" ] }, { "id": "other_systems", "question": "Which other business systems?", "support": "partial", "answer": "Release 2026.40 names Salesforce and Yahoo Finance as examples in GA MCP connector dashboards that admins can list, enable and sign in to. Platform Overview also names Salesforce as a Knowledge Source. Exact origin implementation, connector rights, credentials and commercial inclusion vary by configured connector and contract.", "evidenceIds": [ "unique-ai:unique-ai:release40-20261026", "unique-ai:unique-ai:platform-overview-20261026" ] }, { "id": "on_prem_sources", "question": "Can on-prem file shares or databases be connected?", "support": "partial", "answer": "Confluence Data Center sources are supported via REST. Generic file-share/database connector scope was not established.", "evidenceIds": [ "unique-ai:unique-ai:confluence" ] }, { "id": "connector_provider", "question": "Who builds and maintains each connector?", "support": "supported", "answer": "Unique publishes Kubernetes operator guides for SharePoint and Confluence; client IT supplies source credentials, consent, scope and deployment configuration.", "evidenceIds": [ "unique-ai:unique-ai:sharepoint", "unique-ai:unique-ai:confluence" ] } ], "limitations": [ "Architecture labels and release examples do not prove that every source is enabled or included in every contract.", "Future items on the roadmap are not promoted to current connector support.", "No source-connection or two-user permission fixture was run." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-25", "evidenceIds": [ "unique-ai:unique-ai:sharepoint", "unique-ai:unique-ai:confluence", "unique-ai:unique-ai:platform-overview-20261026", "unique-ai:unique-ai:release40-20261026" ] } ] }, { "id": "KNOW-04", "title": "Permission-aware retrieval", "group": { "id": 2, "name": "Company knowledge" }, "judgment": "Using two test users, verify that a restricted document in the fixture tenant is never cited or summarised for the user without access, including after a permission change. Record whether permissions are enforced at query time by the source system, mirrored into an index, or not enforced. Record the propagation delay of a revocation.", "questions": [ { "id": "source_permissions_respected", "question": "Are source permissions enforced per user?" }, { "id": "enforcement_point", "question": "Does the source system, a mirrored index or nothing enforce them?" }, { "id": "revocation_delay", "question": "How quickly does a removed permission take effect?" }, { "id": "admin_scope_controls", "question": "Can admins exclude sites, folders or labels?" }, { "id": "sensitivity_labels", "question": "Are Microsoft Purview or similar labels respected?" } ], "products": [ { "productId": "langdock", "claimId": "langdock:KNOW-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Folder Sync checks each user source access; Purview labels add a separate, qualified control.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "source_permissions_respected", "question": "Are source permissions enforced per user?", "support": "partial", "answer": "Synced folder retrieval checks the user source rights in real time and requires the user connection. Static shared knowledge follows Langdock sharing instead. No fixture test was run.", "evidenceIds": [ "langdock:langdock:sync", "langdock:langdock:knowledge" ] }, { "id": "enforcement_point", "question": "Does the source system, a mirrored index or nothing enforce them?", "support": "supported", "answer": "A copied content index is searched while access is checked live against the source system for synced files.", "evidenceIds": [ "langdock:langdock:sync" ] }, { "id": "revocation_delay", "question": "How quickly does a removed permission take effect?", "support": "unknown", "answer": "How quickly does a removed permission take effect? Unknown. A two-user restricted-file/revocation test was not run; no measured source-permission revocation latency is asserted.", "evidenceIds": [] }, { "id": "admin_scope_controls", "question": "Can admins exclude sites, folders or labels?", "support": "supported", "answer": "Admins choose integrations/actions; synced folders scope imported content and labels can exclude documents.", "evidenceIds": [ "langdock:langdock:actions", "langdock:langdock:labels", "langdock:langdock:sync" ] }, { "id": "sensitivity_labels", "question": "Are Microsoft Purview or similar labels respected?", "support": "partial", "answer": "Request-enabled policy covers five Microsoft integrations, with exceptions for certain Outlook actions/copy attachments, unlabeled/new labels, custom MCP and uploaded files; saved-policy enforcement is conditional on integration rollout.", "evidenceIds": [ "langdock:langdock:labels" ] } ], "limitations": [ "source_permissions_respected: Synced folder retrieval checks the user source rights in real time and requires the user connection. Static shared knowledge follows Langdock sharing instead. No fixture test was run.", "sensitivity_labels: Request-enabled policy covers five Microsoft integrations, with exceptions for certain Outlook actions/copy attachments, unlabeled/new labels, custom MCP and uploaded files; saved-policy enforcement is conditional on integration rollout.", "Unverified revocation_delay: A two-user restricted-file/revocation test was not run; no measured source-permission revocation latency is asserted." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:sync", "langdock:langdock:knowledge", "langdock:langdock:labels", "langdock:langdock:actions" ] }, { "productId": "unique-ai", "claimId": "unique-ai:KNOW-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "SharePoint permission mirroring is optional; Confluence does not synchronise source permissions.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": null, "plan": "Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "source_permissions_respected", "question": "Are source permissions enforced per user?", "support": "partial", "answer": "SharePoint content_and_permissions mirrors source rights, while content_only uses Unique scope rules. Confluence explicitly has no source-permission sync, so Unique folder access needs configuration.", "evidenceIds": [ "unique-ai:unique-ai:sharepoint", "unique-ai:unique-ai:confluence" ] }, { "id": "enforcement_point", "question": "Does the source system, a mirrored index or nothing enforce them?", "support": "supported", "answer": "Indexed content is filtered through Unique user/group ScopeAccess. This is not source-system live query-time enforcement.", "evidenceIds": [ "unique-ai:unique-ai:kbpermissions", "unique-ai:unique-ai:sharepoint" ] }, { "id": "revocation_delay", "question": "How quickly does a removed permission take effect?", "support": "partial", "answer": "SharePoint source rights refresh periodically, default scans 15 minutes. Internal gatekeeper changes usually propagate under one second but have no hard upper bound; degraded/missed broadcasts can leave old rules active.", "evidenceIds": [ "unique-ai:unique-ai:sharepoint", "unique-ai:unique-ai:permissioncache" ] }, { "id": "admin_scope_controls", "question": "Can admins exclude sites, folders or labels?", "support": "supported", "answer": "Admins allow SharePoint sites/libraries and require a sync flag, Confluence labels, and Space KB restrictions.", "evidenceIds": [ "unique-ai:unique-ai:sharepoint", "unique-ai:unique-ai:confluence", "unique-ai:unique-ai:agent" ] }, { "id": "sensitivity_labels", "question": "Are Microsoft Purview or similar labels respected?", "support": "partial", "answer": "July SharePoint connector explicitly excludes sensitivity/classification-level detection. Separately, release2026.42 documents experimental Purview-protected-file decryption using uploader rights, gated by MIP_DECRYPTION_ENABLED and Entra/operator changes. This is not proof of general label-policy enforcement.", "evidenceIds": [ "unique-ai:unique-ai:release42", "unique-ai:unique-ai:sharepoint" ] } ], "limitations": [ "No two-user restricted-document/revocation fixture was run. End-to-end revocation SLA and label enforcement are not established. Older folder-permissions documentation says SharePoint never mirrors permissions, conflicting with the newer optional-sync guide." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:sharepoint", "unique-ai:unique-ai:confluence", "unique-ai:unique-ai:kbpermissions", "unique-ai:unique-ai:permissioncache", "unique-ai:unique-ai:agent", "unique-ai:unique-ai:release42" ] } ] }, { "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": "langdock", "claimId": "langdock:KNOW-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Folder Sync copies indexed text and refreshes daily, with live access checks and manual refresh.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "live_or_indexed", "question": "Is content searched live or copied into an index?", "support": "supported", "answer": "Folder Sync downloads supported text into an index; spreadsheets remain direct-read files. Other integration actions query source APIs.", "evidenceIds": [ "langdock:langdock:sync", "langdock:langdock:integrations" ] }, { "id": "sync_interval", "question": "How often does an index refresh?", "support": "supported", "answer": "Daily updates, manual refresh and up to one hour initial sync.", "evidenceIds": [ "langdock:langdock:sync" ] }, { "id": "deletion_propagation", "question": "How quickly does a deleted document disappear?", "support": "partial", "answer": "Daily sync removes source-deleted files; no measured end-to-end deletion delay is available.", "evidenceIds": [ "langdock:langdock:sync" ] }, { "id": "index_location", "question": "Where is indexed content stored?", "support": "partial", "answer": "Terms place customer files/embeddings in EU Azure storage, with default Frankfurt hosting. Per-index backup copies are not separately mapped.", "evidenceIds": [ "langdock:langdock:terms" ] } ], "limitations": [ "deletion_propagation: Daily sync removes source-deleted files; no measured end-to-end deletion delay is available.", "index_location: Terms place customer files/embeddings in EU Azure storage, with default Frankfurt hosting. Per-index backup copies are not separately mapped." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:sync", "langdock:langdock:integrations", "langdock:langdock:terms" ] }, { "productId": "unique-ai", "claimId": "unique-ai:KNOW-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "SharePoint and Confluence copy content to Unique indexes on configurable scans, default every 15 minutes.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": null, "plan": "Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "live_or_indexed", "question": "Is content searched live or copied into an index?", "support": "supported", "answer": "Connectors ingest documents/page attachments into the Unique knowledge base for RAG.", "evidenceIds": [ "unique-ai:unique-ai:sharepoint", "unique-ai:unique-ai:confluence" ] }, { "id": "sync_interval", "question": "How often does an index refresh?", "support": "supported", "answer": "Default 15-minute scan for both connectors; schedules are configurable. Real-time sync is explicitly not supported.", "evidenceIds": [ "unique-ai:unique-ai:sharepoint", "unique-ai:unique-ai:confluence" ] }, { "id": "deletion_propagation", "question": "How quickly does a deleted document disappear?", "support": "partial", "answer": "Diff processing detects deleted source files/pages and removes them on a sync run. A strict completion bound is not provided.", "evidenceIds": [ "unique-ai:unique-ai:sharepoint", "unique-ai:unique-ai:confluence" ] }, { "id": "index_location", "question": "Where is indexed content stored?", "support": "partial", "answer": "Hosted documents use Azure storage; embeddings Qdrant and search vectors on managed disks in the selected deployment. Exact per-client index region needs the MSA/architecture.", "evidenceIds": [ "unique-ai:unique-ai:retention", "unique-ai:unique-ai:keys" ] } ], "limitations": [ "No source-edit/delete fixture was run. Actual sync duration, strict deletion SLA and index/backup region per contract remain unverified." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:sharepoint", "unique-ai:unique-ai:confluence", "unique-ai:unique-ai:retention", "unique-ai:unique-ai:keys" ] } ] }, { "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": "langdock", "claimId": "langdock:KNOW-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Citations are documented; retrieval outcomes remain untested.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "citations", "question": "Are answers linked to specific sources?", "support": "partial", "answer": "Agent responses cite sources by default; source-access restriction can hide click-through while still using content.", "evidenceIds": [ "langdock:langdock:agents" ] }, { "id": "citation_accuracy", "question": "Do the cited passages support the answer?", "support": "unknown", "answer": "Do the cited passages support the answer? Unknown. No shared corpus or question set was run. Citation accuracy, cross-language retrieval, no-answer behavior and numeric accuracy remain unknown.", "evidenceIds": [] }, { "id": "cross_language", "question": "Does a question in one language find documents in another?", "support": "unknown", "answer": "Does a question in one language find documents in another? Unknown. No shared corpus or question set was run. Citation accuracy, cross-language retrieval, no-answer behavior and numeric accuracy remain unknown.", "evidenceIds": [] }, { "id": "no_answer_behaviour", "question": "Does it say when the corpus has no answer?", "support": "unknown", "answer": "Does it say when the corpus has no answer? Unknown. No shared corpus or question set was run. Citation accuracy, cross-language retrieval, no-answer behavior and numeric accuracy remain unknown.", "evidenceIds": [] }, { "id": "observed_accuracy", "question": "How many of the question set were answered correctly?", "support": "unknown", "answer": "How many of the question set were answered correctly? Unknown. No shared corpus or question set was run. Citation accuracy, cross-language retrieval, no-answer behavior and numeric accuracy remain unknown.", "evidenceIds": [] } ], "limitations": [ "citations: Agent responses cite sources by default; source-access restriction can hide click-through while still using content.", "Unverified citation_accuracy, cross_language, no_answer_behaviour, observed_accuracy: No shared corpus or question set was run. Citation accuracy, cross-language retrieval, no-answer behavior and numeric accuracy remain unknown." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:agents" ] }, { "productId": "unique-ai", "claimId": "unique-ai:KNOW-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Unique documents source-linked answers and reference limits, without a shared-corpus accuracy result.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": null, "plan": "Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "citations", "question": "Are answers linked to specific sources?", "support": "supported", "answer": "Chat retrieval cites sources; Conduct links source facts, with PDF/Word page-level references and other formats at document level. Generated files are not citation-linked or hallucination-checked.", "evidenceIds": [ "unique-ai:unique-ai:files", "unique-ai:unique-ai:conduct" ] }, { "id": "citation_accuracy", "question": "Do the cited passages support the answer?", "support": "unknown", "answer": "Do the cited passages support the answer? Unknown. No shared question set was run. Citation correctness, cross-language recall, no-answer behaviour and observed accuracy remain unmeasured. Vendor evaluation tools are not our benchmark results.", "evidenceIds": [] }, { "id": "cross_language", "question": "Does a question in one language find documents in another?", "support": "unknown", "answer": "Does a question in one language find documents in another? Unknown. No shared question set was run. Citation correctness, cross-language recall, no-answer behaviour and observed accuracy remain unmeasured. Vendor evaluation tools are not our benchmark results.", "evidenceIds": [] }, { "id": "no_answer_behaviour", "question": "Does it say when the corpus has no answer?", "support": "unknown", "answer": "Does it say when the corpus has no answer? Unknown. No shared question set was run. Citation correctness, cross-language recall, no-answer behaviour and observed accuracy remain unmeasured. Vendor evaluation tools are not our benchmark results.", "evidenceIds": [] }, { "id": "observed_accuracy", "question": "How many of the question set were answered correctly?", "support": "unknown", "answer": "How many of the question set were answered correctly? Unknown. No shared question set was run. Citation correctness, cross-language recall, no-answer behaviour and observed accuracy remain unmeasured. Vendor evaluation tools are not our benchmark results.", "evidenceIds": [] } ], "limitations": [ "No shared question set was run. Citation correctness, cross-language recall, no-answer behaviour and observed accuracy remain unmeasured. Vendor evaluation tools are not our benchmark results." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:files", "unique-ai:unique-ai:conduct" ] } ] }, { "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": "langdock", "claimId": "langdock:KNOW-07", "verificationStatus": "agent-cross-checked", "support": "supported", "answer": "Regular-chat instructions and memory have user and workspace controls.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "custom_instructions", "question": "Can users set persistent instructions?", "support": "supported", "answer": "Personal instructions apply in regular chat; agent/project instructions replace them.", "evidenceIds": [ "langdock:langdock:account" ] }, { "id": "cross_chat_memory", "question": "Does the product remember facts across chats?", "support": "supported", "answer": "Regular chats use a personal store of up to 50 memories; projects/agents do not use this memory.", "evidenceIds": [ "langdock:langdock:memory" ] }, { "id": "user_memory_controls", "question": "Can users view, edit and delete memories?", "support": "supported", "answer": "Users inspect, edit, delete or disable memories in account settings and can update/forget through chat.", "evidenceIds": [ "langdock:langdock:memory", "langdock:langdock:account" ] }, { "id": "admin_memory_controls", "question": "Can admins turn memory off?", "support": "supported", "answer": "Memory availability requires workspace and personal enablement.", "evidenceIds": [ "langdock:langdock:chat" ] } ], "limitations": [], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:account", "langdock:langdock:memory", "langdock:langdock:chat" ] }, { "productId": "unique-ai", "claimId": "unique-ai:KNOW-07", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Context Memory provides a private cross-chat user profile with edit and opt-out controls.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": null, "plan": "Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "custom_instructions", "question": "Can users set persistent instructions?", "support": "partial", "answer": "Admins configure Space instructions; memory learns preferences. A separate persistent user-authored global instruction field was not established.", "evidenceIds": [ "unique-ai:unique-ai:agent", "unique-ai:unique-ai:memory" ] }, { "id": "cross_chat_memory", "question": "Does the product remember facts across chats?", "support": "supported", "answer": "One per-user profile is loaded across enabled spaces/chats and updated after answers; stored in a private unindexed KB folder.", "evidenceIds": [ "unique-ai:unique-ai:memory" ] }, { "id": "user_memory_controls", "question": "Can users view, edit and delete memories?", "support": "partial", "answer": "Users view/edit the profile and disable updates/loading. Docs explicitly say disabling does not delete the profile despite contrary settings text; a delete control is not established.", "evidenceIds": [ "unique-ai:unique-ai:memory" ] }, { "id": "admin_memory_controls", "question": "Can admins turn memory off?", "support": "supported", "answer": "Release2026.42 makes Context Memory GA, with per-company enable/disable feature flag and per-Space activation. Users can opt out; Web Search combinations remain restricted by default.", "evidenceIds": [ "unique-ai:unique-ai:release42", "unique-ai:unique-ai:memory" ] } ], "limitations": [ "No authenticated memory fixture or permanent deletion test was run. The guide explicitly contradicts the settings deletion promise." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:agent", "unique-ai:unique-ai:memory", "unique-ai:unique-ai:release42" ] } ] }, { "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": "langdock", "claimId": "langdock:AGT-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Agents combine reusable knowledge and tools with creation/sharing controls.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "create_assistants", "question": "Can users create assistants with instructions, knowledge and tools?", "support": "supported", "answer": "Agents configure model, instructions, files, folders, integrations, subagents, skills and workflows.", "evidenceIds": [ "langdock:langdock:agents" ] }, { "id": "creator_permissions", "question": "Can admins limit who creates them?", "support": "supported", "answer": "System/custom roles and extra permissions control agent creation/sharing.", "evidenceIds": [ "langdock:langdock:roles" ] }, { "id": "sharing_scope", "question": "Can assistants be shared with users, groups or everyone?", "support": "partial", "answer": "Workspace/group resources and permissioned agent configuration are documented; no fixture was shared.", "evidenceIds": [ "langdock:langdock:workspace", "langdock:langdock:agents" ] }, { "id": "catalogue", "question": "Is there an internal assistant directory?", "support": "supported", "answer": "Workspace agent management has All/Unassigned/Verified views.", "evidenceIds": [ "langdock:langdock:workspace" ] }, { "id": "prompt_library", "question": "Are shared prompt templates available?", "support": "supported", "answer": "The workspace guide documents group/workspace prompt-library sharing.", "evidenceIds": [ "langdock:langdock:workspace" ] } ], "limitations": [ "sharing_scope: Workspace/group resources and permissioned agent configuration are documented; no fixture was shared." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:agents", "langdock:langdock:roles", "langdock:langdock:workspace" ] }, { "productId": "unique-ai", "claimId": "unique-ai:AGT-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Admins configure Spaces with instructions, models, knowledge, tools, prompts and group access.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": null, "plan": "Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "create_assistants", "question": "Can users create assistants with instructions, knowledge and tools?", "support": "supported", "answer": "Space setup includes model, instructions, knowledge sources and tools.", "evidenceIds": [ "unique-ai:unique-ai:agent" ] }, { "id": "creator_permissions", "question": "Can admins limit who creates them?", "support": "supported", "answer": "Space creation/management requires delegated role permissions; Can manage grants space configuration access.", "evidenceIds": [ "unique-ai:unique-ai:roles", "unique-ai:unique-ai:agent" ] }, { "id": "sharing_scope", "question": "Can assistants be shared with users, groups or everyone?", "support": "supported", "answer": "Share through Access with people/groups as Can chat or Can manage.", "evidenceIds": [ "unique-ai:unique-ai:agent" ] }, { "id": "catalogue", "question": "Is there an internal assistant directory?", "support": "partial", "answer": "Space Management lists configured workspaces; a dedicated employee assistant-discovery directory is not described.", "evidenceIds": [ "unique-ai:unique-ai:agent" ] }, { "id": "prompt_library", "question": "Are shared prompt templates available?", "support": "supported", "answer": "Admins publish Suggested Prompts with a Space; users also have personal saved prompts.", "evidenceIds": [ "unique-ai:unique-ai:agent", "unique-ai:unique-ai:chat" ] } ], "limitations": [ "Assistant versioning, organisation-wide directory discovery and unrestricted end-user creation were not established." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:agent", "unique-ai:unique-ai:roles", "unique-ai:unique-ai:chat" ] } ] }, { "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": "langdock", "claimId": "langdock:AGT-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Remote MCP and custom actions have admin access controls and optional confirmations.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "builtin_tools", "question": "Which tools are built in?", "support": "supported", "answer": "Search, images, file work, document editor, memory, research and company knowledge are governed tools.", "evidenceIds": [ "langdock:langdock:chat" ] }, { "id": "custom_actions", "question": "Can admins add API actions?", "support": "supported", "answer": "Custom API integrations and shareable individual actions are documented.", "evidenceIds": [ "langdock:langdock:actions" ] }, { "id": "mcp_client", "question": "Can it use remote MCP servers, and with what admin control?", "support": "supported", "answer": "Streamable HTTP/SSE with OAuth CIMD/DCR/manual PKCE, API key or none; private network URLs blocked by default.", "evidenceIds": [ "langdock:langdock:mcp" ] }, { "id": "tool_auth", "question": "Do tools act as the user or as a shared account?", "support": "supported", "answer": "Native integrations use personal OAuth or service credentials per provider; MCP supports user OAuth or API headers.", "evidenceIds": [ "langdock:langdock:integrations", "langdock:langdock:mcp" ] }, { "id": "tool_approval", "question": "Can admins approve or block tools, and can users confirm actions before they run?", "support": "partial", "answer": "Admins share integrations/actions by user/group/key, but native core actions cannot be disabled. New MCP tools default to no confirmation; per-tool/agent confirmations can be configured.", "evidenceIds": [ "langdock:langdock:actions", "langdock:langdock:mcp", "langdock:langdock:changes" ] } ], "limitations": [ "tool_approval: Admins share integrations/actions by user/group/key, but native core actions cannot be disabled. New MCP tools default to no confirmation; per-tool/agent confirmations can be configured." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:chat", "langdock:langdock:actions", "langdock:langdock:mcp", "langdock:langdock:integrations", "langdock:langdock:changes" ] }, { "productId": "unique-ai", "claimId": "unique-ai:AGT-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Built-in tools and beta MCP connectors are governed at organisation and Space levels.", "availability": "beta", "delivery": "native", "scope": { "surfaceIds": [ "web", "conduct", "mcp" ], "version": null, "plan": "Contracted platform with MCP beta feature flag and configured connectors", "addOns": [ "MCP entitlement and enablement per contract" ], "deploymentMode": null, "region": "Tenant plus downstream connector/provider regions", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" }, { "id": "conduct", "name": "Unique AI Conduct", "type": "agent-workspace" }, { "id": "mcp", "name": "Unique MCP Hub and Knowledge Base MCP", "type": "mcp" } ] }, "questions": [ { "id": "builtin_tools", "question": "Which tools are built in?", "support": "supported", "answer": "Internal search, web search, Deep Research and Code Execution are documented; Deep Research is experimental and code has model restrictions.", "evidenceIds": [ "unique-ai:unique-ai:agent", "unique-ai:unique-ai:code", "unique-ai:unique-ai:deepresearch" ] }, { "id": "custom_actions", "question": "Can admins add API actions?", "support": "unknown", "answer": "Can admins add API actions? Unknown. Arbitrary OpenAPI action import, local stdio MCP support, each connector auth mode and universal side-effect approval are not established. Hub planned DLP/elicitation pipeline is not treated as released.", "evidenceIds": [] }, { "id": "mcp_client", "question": "Can it use remote MCP servers, and with what admin control?", "support": "supported", "answer": "MCP Tools for Spaces is beta, off until enabled for the organisation; connector admins and space managers can selectively expose connectors/tools.", "evidenceIds": [ "unique-ai:unique-ai:mcp" ] }, { "id": "tool_auth", "question": "Do tools act as the user or as a shared account?", "support": "supported", "answer": "MCP Hub maps user hub tokens to downstream per-user OAuth tokens; secrets are injected server-side.", "evidenceIds": [ "unique-ai:unique-ai:hub" ] }, { "id": "tool_approval", "question": "Can admins approve or block tools, and can users confirm actions before they run?", "support": "partial", "answer": "Admins restrict origin/connector/tool exposure. Conduct can pause for approve/deny of configured sensitive actions; it is not a universal confirmation guarantee.", "evidenceIds": [ "unique-ai:unique-ai:hub", "unique-ai:unique-ai:conduct" ] } ], "limitations": [ "Arbitrary OpenAPI action import, local stdio MCP support, each connector auth mode and universal side-effect approval are not established. Hub planned DLP/elicitation pipeline is not treated as released." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:agent", "unique-ai:unique-ai:code", "unique-ai:unique-ai:deepresearch", "unique-ai:unique-ai:mcp", "unique-ai:unique-ai:hub", "unique-ai:unique-ai:conduct" ] } ] }, { "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": "langdock", "claimId": "langdock:AGT-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Cited search and public-web Deep Research are available; provider/region details remain incomplete.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "web_search", "question": "Is web search available?", "support": "supported", "answer": "Chat tool generates a query and can open URLs; sources are inspectable.", "evidenceIds": [ "langdock:langdock:web" ] }, { "id": "admin_toggle", "question": "Can admins disable it per organisation or group?", "support": "partial", "answer": "Workspace admins disable web search and separate agent capabilities. Per-group search-toggle coverage was not established.", "evidenceIds": [ "langdock:langdock:workspace" ] }, { "id": "search_provider", "question": "Which search provider handles queries, and where?", "support": "unknown", "answer": "Which search provider handles queries, and where? Unknown. Search/crawl provider contracts and query-processing region were not established in the public tool documentation.", "evidenceIds": [] }, { "id": "deep_research", "question": "Is multi-step research with a report available?", "support": "supported", "answer": "Regular chat only, public web only, cited PDF reports; standard keys allow 15 researches per rolling 30 days. BYOK needs research models.", "evidenceIds": [ "langdock:langdock:research" ] }, { "id": "web_citations", "question": "Are web sources cited?", "support": "supported", "answer": "Search sources link to corresponding paragraphs and Deep Research has activity/source lists.", "evidenceIds": [ "langdock:langdock:web", "langdock:langdock:research" ] } ], "limitations": [ "admin_toggle: Workspace admins disable web search and separate agent capabilities. Per-group search-toggle coverage was not established.", "Unverified search_provider: Search/crawl provider contracts and query-processing region were not established in the public tool documentation." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:web", "langdock:langdock:workspace", "langdock:langdock:research" ] }, { "productId": "unique-ai", "claimId": "unique-ai:AGT-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Web search has provider/strategy controls; separate Deep Research is experimental.", "availability": "beta", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": null, "plan": "Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "web_search", "question": "Is web search available?", "support": "supported", "answer": "Real-time web search/read is a Space tool, with stable V1/V2 modes and experimental V3.", "evidenceIds": [ "unique-ai:unique-ai:websearch" ] }, { "id": "admin_toggle", "question": "Can admins disable it per organisation or group?", "support": "supported", "answer": "Admins enable/disable tools per Space shared with groups. Deep Research tools are configured separately; disabling ordinary Web Search is not a universal external-search block.", "evidenceIds": [ "unique-ai:unique-ai:agent", "unique-ai:unique-ai:deepresearch" ] }, { "id": "search_provider", "question": "Which search provider handles queries, and where?", "support": "partial", "answer": "Configured engines can include Google, Bing, Brave, Jina, Tavily, Firecrawl, Vertex or custom API; query context can leave the tenant. Exact provider region must be set per contract.", "evidenceIds": [ "unique-ai:unique-ai:websearch" ] }, { "id": "deep_research", "question": "Is multi-step research with a report available?", "support": "supported", "answer": "Experimental tool creates multi-source research and reports. Unique engine can use internal/web sources; OpenAI-native engine requires direct OpenAI-hosted models and lacks internal sources/hosting-location control.", "evidenceIds": [ "unique-ai:unique-ai:deepresearch" ] }, { "id": "web_citations", "question": "Are web sources cited?", "support": "supported", "answer": "Web answers include source references; Deep Research documents citation-linked reports.", "evidenceIds": [ "unique-ai:unique-ai:websearch", "unique-ai:unique-ai:deepresearch" ] } ], "limitations": [ "No search/report fixture was run. Exact query/provider regions, contract enablement and current Deep Research production readiness remain unverified." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:websearch", "unique-ai:unique-ai:agent", "unique-ai:unique-ai:deepresearch" ] } ] }, { "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": "langdock", "claimId": "langdock:AGT-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Multi-step workflows support automatic triggers and human review.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [ "Workflow run package; model usage separately metered" ], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "workflow_builder", "question": "Is there a workflow or chain builder?", "support": "supported", "answer": "Workflows chain agents, integrations, logic, loops and custom code after workspace activation.", "evidenceIds": [ "langdock:langdock:workflows" ] }, { "id": "scheduled_tasks", "question": "Can prompts or assistants run on a schedule?", "support": "supported", "answer": "Schedule triggers are documented for workflows; the public API index also exposes recurring saved tasks.", "evidenceIds": [ "langdock:langdock:workflows" ] }, { "id": "event_triggers", "question": "Can external events start a workflow?", "support": "supported", "answer": "Connected-app events, forms and webhooks start runs; dated composable-workflow release supports multiple triggers.", "evidenceIds": [ "langdock:langdock:workflows", "langdock:langdock:changes" ] }, { "id": "builder_audience", "question": "Is building aimed at business users, IT or developers?", "support": "partial", "answer": "Quickstart and conversational Workflow Builder guide non-developers, with code/HTTP nodes for technical users.", "evidenceIds": [ "langdock:langdock:workflows" ] } ], "limitations": [ "builder_audience: Quickstart and conversational Workflow Builder guide non-developers, with code/HTTP nodes for technical users." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:workflows", "langdock:langdock:changes" ] }, { "productId": "unique-ai", "claimId": "unique-ai:AGT-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Recurring Scheduled Tasks run with user permissions; current release notes label the feature experimental.", "availability": "beta", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": null, "plan": "Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "workflow_builder", "question": "Is there a workflow or chain builder?", "support": "unknown", "answer": "Is there a workflow or chain builder? Unknown. No general no-code workflow/chain builder or complete event-source trigger catalogue was established. Automated runs may stop for manual approval/questions and are subject to normal usage limits.", "evidenceIds": [] }, { "id": "scheduled_tasks", "question": "Can prompts or assistants run on a schedule?", "support": "partial", "answer": "User guide labels recurring Chat/Conduct tasks beta and off by default; release2026.42 instead labels Scheduled Tasks experimental, off by default, enabled on request, and describes scheduling/eligibility fixes.", "evidenceIds": [ "unique-ai:unique-ai:release42", "unique-ai:unique-ai:scheduled" ] }, { "id": "event_triggers", "question": "Can external events start a workflow?", "support": "partial", "answer": "SDK documents webhook-driven applications, which require developer-hosted modules; a packaged no-code external-event builder was not established.", "evidenceIds": [ "unique-ai:unique-ai:sdk" ] }, { "id": "builder_audience", "question": "Is building aimed at business users, IT or developers?", "support": "partial", "answer": "Business users author recurring tasks in the UI or Conduct; developers host webhook-driven SDK modules. Availability and scheduling behaviour depend on deployed release.", "evidenceIds": [ "unique-ai:unique-ai:scheduled", "unique-ai:unique-ai:sdk" ] } ], "limitations": [ "No general no-code workflow/chain builder or complete event-source trigger catalogue was established. Automated runs may stop for manual approval/questions and are subject to normal usage limits." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:scheduled", "unique-ai:unique-ai:sdk", "unique-ai:unique-ai:conduct", "unique-ai:unique-ai:release42" ] } ] }, { "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": "langdock", "claimId": "langdock:AGT-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Agents execute actions/subagents; workflow and add-in confirmation behavior is explicit.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web", "office" ], "version": "Public documentation checked 2026-10-26", "plan": "Business Chat & Agents/Workflows; Outlook add-in for paid plans and trials, enabled by workspace admin", "addOns": [ "Workflow package as needed; compatible Microsoft Outlook/Exchange Online subscription" ], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" }, { "id": "office", "name": "Langdock Excel and Outlook add-ins", "type": "office-add-in" } ] }, "questions": [ { "id": "agent_mode", "question": "Is there an agent mode for multi-step tasks?", "support": "supported", "answer": "Agents can call integrations, subagents and workflows to carry out multiple steps.", "evidenceIds": [ "langdock:langdock:agents" ] }, { "id": "visible_steps", "question": "Are steps and tool calls shown?", "support": "partial", "answer": "Deep Research shows search/page-read activity; workflows expose run history and nested run links. General agent step-display completeness was not independently observed.", "evidenceIds": [ "langdock:langdock:research", "langdock:langdock:changes" ] }, { "id": "side_effect_confirmation", "question": "Must the user confirm actions with side effects?", "support": "partial", "answer": "Web agents can require configured action confirmation; workflow action review is separate. Newly saved MCP actions default to no confirmation. In the Outlook add-in, edits ask by default, users can allow subsequent edits for the chat, and sending requires a requested action plus confirmation.", "evidenceIds": [ "langdock:langdock:changes", "langdock:langdock:hitl", "langdock:langdock:mcp", "langdock:langdock:excel", "langdock:langdock:outlook-rev2", "langdock:langdock:outlook-marketplace" ] }, { "id": "stop_control", "question": "Can the user stop a running task?", "support": "partial", "answer": "Deep Research has a stop button; general external side effects already committed cannot be inferred reversible.", "evidenceIds": [ "langdock:langdock:research" ] } ], "limitations": [ "visible_steps: Deep Research shows search/page-read activity; workflows expose run history and nested run links. General agent step-display completeness was not independently observed.", "side_effect_confirmation: Configurable per-agent confirmations and workflow action review exist. Newly saved MCP actions default to no confirmation; Office add-ins ask before edits by default.", "stop_control: Deep Research has a stop button; general external side effects already committed cannot be inferred reversible." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-25", "evidenceIds": [ "langdock:langdock:agents", "langdock:langdock:research", "langdock:langdock:changes", "langdock:langdock:hitl", "langdock:langdock:mcp", "langdock:langdock:excel", "langdock:langdock:outlook-rev2", "langdock:langdock:outlook-marketplace", "langdock:langdock:outlook-rev2-20261026", "langdock:langdock:outlook-admin-20261026", "langdock:langdock:pricing-20261026", "langdock:langdock:agents-20261026", "langdock:langdock:research-20261026", "langdock:langdock:changes-20261026", "langdock:langdock:hitl-20261026", "langdock:langdock:mcp-20261026", "langdock:langdock:excel-20261026" ] }, { "productId": "unique-ai", "claimId": "unique-ai:AGT-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Contract-enabled Conduct plans and executes multi-step tasks with visible tools and stop controls. Sensitive actions can ask for approval; separately enabled Experimental Scheduled Tasks offer automatic approval.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "conduct" ], "version": "Conduct 2026.40+; scheduling status/flags per 2026.42", "plan": "Contracted Unique AI platform; Conduct; Scheduled Tasks separately enabled per contract and feature flag availability and deployment/provider configuration depend on the customer agreement", "addOns": [ "Conduct; optional Scheduled Tasks feature flag" ], "deploymentMode": null, "region": "Configured tenant/models/tools; scheduled actions run with the owner permissions and configured approval policy", "os": [], "surfaces": [ { "id": "conduct", "name": "Unique AI Conduct", "type": "agent-workspace" } ] }, "questions": [ { "id": "agent_mode", "question": "Is there an agent mode for multi-step tasks?", "support": "supported", "answer": "Plans and executes Python/Bash, files, internal search and configured MCP tools in an autonomous workspace.", "evidenceIds": [ "unique-ai:unique-ai:conduct" ] }, { "id": "visible_steps", "question": "Are steps and tool calls shown?", "support": "supported", "answer": "Shows checklist, progress, code/tool inputs and outputs, and waiting/working indicators.", "evidenceIds": [ "unique-ai:unique-ai:conduct" ] }, { "id": "side_effect_confirmation", "question": "Must the user confirm actions with side effects?", "support": "partial", "answer": "Conduct shows approve/deny for actions configured as sensitive. The separate Scheduled Tasks guide offers Automatic or Manual approval for Chat/Conduct unattended runs. Release 2026.42 labels scheduling Experimental and feature-flagged. Mandatory human approval of every side effect is therefore not established for all configured runs.", "evidenceIds": [ "unique-ai:unique-ai:conduct", "unique-ai:unique-ai:review2-scheduled", "unique-ai:unique-ai:review2-release42" ] }, { "id": "stop_control", "question": "Can the user stop a running task?", "support": "supported", "answer": "Stop ends the turn within seconds; completed steps/files remain and interrupted work can be resumed.", "evidenceIds": [ "unique-ai:unique-ai:conduct" ] } ], "limitations": [ "No agent fixture was run. Interactive sensitive-action approval and separately enabled unattended automatic approval are different execution modes.", "Actual tools, entitlement, approval policy and deployed release depend on the customer contract/configuration." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:conduct", "unique-ai:unique-ai:review2-scheduled", "unique-ai:unique-ai:review2-release42" ] } ] }, { "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": "langdock", "claimId": "langdock:AGT-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Public APIs include knowledge and agent MCP, with distinct personal/workspace governance boundaries.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "api" ], "version": "Public documentation checked 2026-10-21", "plan": "API/Agent/Knowledge scopes; workspace activation may apply", "addOns": [ "Metered API usage" ], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "api", "name": "Langdock public APIs and agent MCP server", "type": "api" } ] }, "questions": [ { "id": "chat_api", "question": "Is there an API for chat and assistants?", "support": "supported", "answer": "Public Completion and Agent APIs use scoped bearer keys. Workspace/personal key access is controlled by admins.", "evidenceIds": [ "langdock:langdock:workspace" ] }, { "id": "knowledge_api", "question": "Can documents be loaded through an API?", "support": "supported", "answer": "Knowledge Folder API supports upload/update/delete/retrieve/search with API-key sharing roles.", "evidenceIds": [ "langdock:langdock:knowledge" ] }, { "id": "api_governance", "question": "Do audit, budgets and model rules apply to API use?", "support": "partial", "answer": "Personal API keys share member/workspace spend limits and error on exhaustion; workspace API keys and workflow costs use separate limits.", "evidenceIds": [ "langdock:langdock:billing", "langdock:langdock:extra" ] }, { "id": "mcp_server", "question": "Does the product expose itself to other agents over MCP?", "support": "supported", "answer": "https://api.langdock.com/mcp exposes find_agent/ask_agent/ask_custom_agent under Agent API key scope; dedicated URL differs.", "evidenceIds": [ "langdock:langdock:mcp-server" ] } ], "limitations": [ "api_governance: Personal API keys share member/workspace spend limits and error on exhaustion; workspace API keys and workflow costs use separate limits." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:workspace", "langdock:langdock:knowledge", "langdock:langdock:billing", "langdock:langdock:extra", "langdock:langdock:mcp-server" ] }, { "productId": "unique-ai", "claimId": "unique-ai:AGT-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Public API/Python SDK and Knowledge Base MCP are documented.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "api", "mcp" ], "version": null, "plan": "Contracted APIs and KB MCP deployment; model tracking requires enablement", "addOns": [ "KB MCP and usage-tracking enablement per contract" ], "deploymentMode": null, "region": "Configured deployment and external client region", "os": [], "surfaces": [ { "id": "api", "name": "Unique API and Python SDK", "type": "api" }, { "id": "mcp", "name": "Unique MCP Hub and Knowledge Base MCP", "type": "mcp" } ] }, "questions": [ { "id": "chat_api", "question": "Is there an API for chat and assistants?", "support": "partial", "answer": "SDK exposes the Unique public API, personal/app keys and webhook signatures. Exact endpoint entitlements/rate limits require the contracted deployment.", "evidenceIds": [ "unique-ai:unique-ai:sdk" ] }, { "id": "knowledge_api", "question": "Can documents be loaded through an API?", "support": "partial", "answer": "Connector/operator docs describe ingestion and knowledge APIs; public SDK supports platform integrations.", "evidenceIds": [ "unique-ai:unique-ai:sdk", "unique-ai:unique-ai:sharepoint" ] }, { "id": "api_governance", "question": "Do audit, budgets and model rules apply to API use?", "support": "partial", "answer": "Feature-flagged model-use tracking covers public API/SDK/agentic and Azure SDK calls with company/user/app metadata. Complete budget/model-rule enforcement across all internal services is not established.", "evidenceIds": [ "unique-ai:unique-ai:api-usage" ] }, { "id": "mcp_server", "question": "Does the product expose itself to other agents over MCP?", "support": "supported", "answer": "Knowledge Base MCP lets external assistants search/read the Unique KB with the user permissions and admin scope restrictions. The documentation-only MCP endpoint is distinct.", "evidenceIds": [ "unique-ai:unique-ai:mcpkb" ] } ], "limitations": [ "No API/SDK fixture was run; complete endpoint catalogue, rate limits, budget enforcement and all-services audit parity remain unverified." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:sdk", "unique-ai:unique-ai:sharepoint", "unique-ai:unique-ai:api-usage", "unique-ai:unique-ai:mcpkb" ] } ] }, { "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": "langdock", "claimId": "langdock:WORK-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Web, desktop and mobile clients are documented, with IT deployment guidance.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web", "desktop", "mobile" ], "version": "Public documentation checked 2026-10-21", "plan": "Business or contracted Enterprise workspace clients; the same subscription/approved models apply", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [ "Windows", "macOS", "iOS", "Android" ], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" }, { "id": "desktop", "name": "Langdock Windows/macOS desktop", "type": "desktop-app" }, { "id": "mobile", "name": "Langdock iOS/Android", "type": "mobile-app" } ] }, "questions": [ { "id": "web", "question": "Is a full web client available?", "support": "supported", "answer": "The core platform is a browser workspace.", "evidenceIds": [ "langdock:langdock:terms" ] }, { "id": "desktop_apps", "question": "Windows and macOS apps?", "support": "supported", "answer": "Official Windows/macOS downloads use the same workspace and approved models as web. This is documented availability, not a hands-on parity test.", "evidenceIds": [ "langdock:langdock:desktop-product" ] }, { "id": "mobile_apps", "question": "iOS and Android apps with SSO?", "support": "partial", "answer": "The vendor publishes iOS/Android clients and official store links. Mobile-specific SSO and managed-access compatibility were not independently tested.", "evidenceIds": [ "langdock:langdock:mobile-rev2", "langdock:langdock:mobile-product" ] }, { "id": "browser_extension", "question": "Is there a browser extension or sidebar?", "support": "unknown", "answer": "Is there a browser extension or sidebar? Unknown. A general browser extension and exhaustive mobile/SSO/Intune parity matrix were not established.", "evidenceIds": [] }, { "id": "managed_deployment", "question": "Can IT deploy and configure clients through MDM?", "support": "partial", "answer": "Windows machine-wide MSIX/Intune and deployment kits are documented. macOS PKG/DMG works with Jamf, Kandji and Intune. These are client installation methods; separate mobile MAM/dedicated entitlements are not established by this finding.", "evidenceIds": [ "langdock:langdock:desktop-rev2" ] }, { "id": "client_feature_gaps", "question": "Which features are missing on mobile?", "support": "partial", "answer": "Mobile permits five files per message versus 50 on web; other parity gaps were not tested.", "evidenceIds": [ "langdock:langdock:file-count" ] } ], "limitations": [ "Native-client and SSO parity beyond the documented file limit was not tested. The source is installation guidance, not proof of a paid Enterprise-only client entitlement." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:terms", "langdock:langdock:desktop-product", "langdock:langdock:mobile-rev2", "langdock:langdock:mobile-product", "langdock:langdock:desktop-rev2", "langdock:langdock:file-count" ] }, { "productId": "unique-ai", "claimId": "unique-ai:WORK-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "A web workspace is documented; native-client and managed-deployment coverage is unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": null, "plan": "Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "web", "question": "Is a full web client available?", "support": "supported", "answer": "Public documentation describes browser chat, Space Management and administration.", "evidenceIds": [ "unique-ai:unique-ai:chat", "unique-ai:unique-ai:agent" ] }, { "id": "desktop_apps", "question": "Windows and macOS apps?", "support": "unknown", "answer": "Windows and macOS apps? Unknown. The public material references an app and mobile voice/browser usage without a current Windows/macOS/iOS/Android SSO/MDM matrix. Browser extension/sidebar entitlement and mobile parity remain unknown.", "evidenceIds": [] }, { "id": "mobile_apps", "question": "iOS and Android apps with SSO?", "support": "unknown", "answer": "iOS and Android apps with SSO? Unknown. The public material references an app and mobile voice/browser usage without a current Windows/macOS/iOS/Android SSO/MDM matrix. Browser extension/sidebar entitlement and mobile parity remain unknown.", "evidenceIds": [] }, { "id": "browser_extension", "question": "Is there a browser extension or sidebar?", "support": "unknown", "answer": "Is there a browser extension or sidebar? Unknown. The public material references an app and mobile voice/browser usage without a current Windows/macOS/iOS/Android SSO/MDM matrix. Browser extension/sidebar entitlement and mobile parity remain unknown.", "evidenceIds": [] }, { "id": "managed_deployment", "question": "Can IT deploy and configure clients through MDM?", "support": "unknown", "answer": "Can IT deploy and configure clients through MDM? Unknown. The public material references an app and mobile voice/browser usage without a current Windows/macOS/iOS/Android SSO/MDM matrix. Browser extension/sidebar entitlement and mobile parity remain unknown.", "evidenceIds": [] }, { "id": "client_feature_gaps", "question": "Which features are missing on mobile?", "support": "unknown", "answer": "Which features are missing on mobile? Unknown. The public material references an app and mobile voice/browser usage without a current Windows/macOS/iOS/Android SSO/MDM matrix. Browser extension/sidebar entitlement and mobile parity remain unknown.", "evidenceIds": [] } ], "limitations": [ "The public material references an app and mobile voice/browser usage without a current Windows/macOS/iOS/Android SSO/MDM matrix. Browser extension/sidebar entitlement and mobile parity remain unknown." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:chat", "unique-ai:unique-ai:agent" ] } ] }, { "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": "langdock", "claimId": "langdock:WORK-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Excel and Outlook add-ins and a Teams bot are documented; broad Office-suite coverage is not inferred.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "office", "teams" ], "version": "Public documentation checked 2026-10-26", "plan": "Business or Enterprise workspace; Outlook available on paid plans/trials, Excel/Teams require workspace-admin enablement", "addOns": [ "Compatible Microsoft licences not priced" ], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "office", "name": "Langdock Excel and Outlook add-ins", "type": "office-add-in" }, { "id": "teams", "name": "Langdock Teams bot", "type": "teams-app" } ] }, "questions": [ { "id": "word_excel_powerpoint", "question": "Does it work inside Word, Excel and PowerPoint?", "support": "partial", "answer": "Excel add-in reads/writes workbooks with formulas/charts; no Word or PowerPoint add-in was established.", "evidenceIds": [ "langdock:langdock:excel" ] }, { "id": "outlook", "question": "Does it work inside Outlook?", "support": "supported", "answer": "Outlook reads connected mailbox/calendar and edits drafts; sending requires a requested action and confirmation. Exchange Online is required.", "evidenceIds": [ "langdock:langdock:outlook-rev2", "langdock:langdock:outlook-marketplace" ] }, { "id": "teams", "question": "Is there a Teams app or bot?", "support": "supported", "answer": "Admin-installed Teams bot supports private chat and collaborative channel mentions.", "evidenceIds": [ "langdock:langdock:teams", "langdock:langdock:teams-20261026" ] }, { "id": "google_workspace_apps", "question": "Does it work inside Docs, Sheets or Gmail?", "support": "unknown", "answer": "Does it work inside Docs, Sheets or Gmail? Unknown. Google in-editor apps were not established; Google content integrations are recorded separately. Rechecked 2026-10-26 in Outlook Add-in, Excel Add-in, How to use the Teams Bot. The Teams Markdown guide was retrieved with HTTP 200; Google in-editor app coverage remains undocumented in these sources.", "evidenceIds": [] }, { "id": "licence_prerequisites", "question": "Which licences or consents are needed?", "support": "partial", "answer": "Excel web/Windows/Mac version matrix and Outlook Exchange Online requirement are explicit; workspace admin access controls apply and extra M365 seat costs were not priced.", "evidenceIds": [ "langdock:langdock:excel", "langdock:langdock:outlook-rev2", "langdock:langdock:teams", "langdock:langdock:outlook-marketplace", "langdock:langdock:teams-20261026" ] } ], "limitations": [ "word_excel_powerpoint: Excel add-in reads/writes workbooks with formulas/charts; no Word or PowerPoint add-in was established.", "licence_prerequisites: Excel web/Windows/Mac version matrix and Outlook Exchange Online requirement are explicit; workspace admin access controls apply and extra M365 seat costs were not priced.", "Unverified google_workspace_apps: Google in-editor apps were not established; Google content integrations are recorded separately." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-25", "evidenceIds": [ "langdock:langdock:excel", "langdock:langdock:outlook-rev2", "langdock:langdock:outlook-marketplace", "langdock:langdock:teams", "langdock:langdock:outlook-rev2-20261026", "langdock:langdock:outlook-admin-20261026", "langdock:langdock:pricing-20261026", "langdock:langdock:excel-20261026", "langdock:langdock:teams-20261026" ] }, { "productId": "unique-ai", "claimId": "unique-ai:WORK-02", "verificationStatus": "not-published", "support": "not-published", "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.", "availability": null, "delivery": null, "scope": null, "questions": [], "limitations": [], "checkedAt": null, "crossCheckedAt": null, "nextCheckAt": null, "evidenceIds": [] } ] }, { "id": "WORK-03", "title": "Translation and writing", "group": { "id": 4, "name": "Daily work" }, "judgment": "Record document translation preserving layout, the translation engine (LLM or dedicated such as DeepL), glossaries, formality control, supported languages including Swiss German conventions (no ß), and rewriting/proofreading tools. Translate the shared German contract into French and Italian and record layout and glossary results.", "questions": [ { "id": "document_translation", "question": "Can whole documents be translated with formatting kept?" }, { "id": "translation_engine", "question": "Which engine translates?" }, { "id": "glossaries", "question": "Are company glossaries supported?" }, { "id": "formality_and_variants", "question": "Can formality and regional variants (de-CH) be set?" }, { "id": "writing_tools", "question": "Are dedicated rewrite and proofreading tools available?" } ], "products": [ { "productId": "langdock", "claimId": "langdock:WORK-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "DeepL integration offers document translation and glossaries; end-to-end layout quality is untested.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "document_translation", "question": "Can whole documents be translated with formatting kept?", "support": "partial", "answer": "Native DeepL integration lists document translation; its supported layout guarantees were not verified in a trial.", "evidenceIds": [ "langdock:langdock:integrations" ] }, { "id": "translation_engine", "question": "Which engine translates?", "support": "supported", "answer": "The dedicated DeepL integration uses the customer DeepL API key; ordinary chat rewriting uses the chosen model.", "evidenceIds": [ "langdock:langdock:integrations" ] }, { "id": "glossaries", "question": "Are company glossaries supported?", "support": "partial", "answer": "DeepL integration lists glossary management; full enterprise glossary rollout was not tested.", "evidenceIds": [ "langdock:langdock:integrations" ] }, { "id": "formality_and_variants", "question": "Can formality and regional variants (de-CH) be set?", "support": "unknown", "answer": "Can formality and regional variants (de-CH) be set? Unknown. Formality/de-CH configuration and DE-to-FR/IT layout-preservation fixtures remain unverified.", "evidenceIds": [] }, { "id": "writing_tools", "question": "Are dedicated rewrite and proofreading tools available?", "support": "supported", "answer": "DeepL integration includes writing polish; Document Editor supports selected-text and whole-document AI edits.", "evidenceIds": [ "langdock:langdock:integrations", "langdock:langdock:editor" ] } ], "limitations": [ "document_translation: Native DeepL integration lists document translation; its supported layout guarantees were not verified in a trial.", "glossaries: DeepL integration lists glossary management; full enterprise glossary rollout was not tested.", "Unverified formality_and_variants: Formality/de-CH configuration and DE-to-FR/IT layout-preservation fixtures remain unverified." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:integrations", "langdock:langdock:editor" ] }, { "productId": "unique-ai", "claimId": "unique-ai:WORK-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "A beta Translator Space translates Office files and text with configurable glossaries.", "availability": "beta", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": null, "plan": "Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "document_translation", "question": "Can whole documents be translated with formatting kept?", "support": "partial", "answer": "DOCX, XLSX and PPTX document translation is documented, with possible layout disruption. PDF input is explicitly excluded in this Translator mode.", "evidenceIds": [ "unique-ai:unique-ai:translation" ] }, { "id": "translation_engine", "question": "Which engine translates?", "support": "partial", "answer": "Translator V2 is a standalone AI module configured with a model; no dedicated DeepL engine was established.", "evidenceIds": [ "unique-ai:unique-ai:translation" ] }, { "id": "glossaries", "question": "Are company glossaries supported?", "support": "supported", "answer": "Admins can configure glossary pre/postprocessing.", "evidenceIds": [ "unique-ai:unique-ai:translation" ] }, { "id": "formality_and_variants", "question": "Can formality and regional variants (de-CH) be set?", "support": "partial", "answer": "Postprocessing can change regional spelling, exemplified by US-to-UK English. Formality or de-CH-specific support was not verified.", "evidenceIds": [ "unique-ai:unique-ai:translation" ] }, { "id": "writing_tools", "question": "Are dedicated rewrite and proofreading tools available?", "support": "partial", "answer": "Chat generates and iterates on text; no distinct proofreading/rewriting tool scope was established.", "evidenceIds": [ "unique-ai:unique-ai:chat" ] } ], "limitations": [ "No translated-contract fixture was run. Exact engine/model, formality/de-CH controls, supported glossary language pairs and layout fidelity need verification." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:translation", "unique-ai:unique-ai:chat" ] } ] }, { "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": "langdock", "claimId": "langdock:WORK-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Image generation and model-specific editing are documented with workspace controls.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "image_generation", "question": "Can users generate images, with which models?", "support": "partial", "answer": "Image-generation tool invokes a chosen available image model; dated September release names EU GPT-Image 2.5 Flare and Sunburst.", "evidenceIds": [ "langdock:langdock:images", "langdock:langdock:changes" ] }, { "id": "image_editing", "question": "Can users edit uploaded images?", "support": "partial", "answer": "The release describes image editing and BYOK model setup has an image-editing capability flag; exhaustive per-model editing limits were not verified.", "evidenceIds": [ "langdock:langdock:changes", "langdock:langdock:byok-models" ] }, { "id": "admin_control", "question": "Can admins restrict image generation?", "support": "supported", "answer": "Workspace admins can disable image generation and manage available models.", "evidenceIds": [ "langdock:langdock:workspace" ] }, { "id": "usage_terms", "question": "What usage rights apply to output?", "support": "partial", "answer": "As between customer/vendor, customer content rights belong to the customer; third-party model terms and rights restrictions remain applicable.", "evidenceIds": [ "langdock:langdock:terms" ] } ], "limitations": [ "image_generation: Image-generation tool invokes a chosen available image model; dated September release names EU GPT-Image 2.5 Flare and Sunburst.", "image_editing: The release describes image editing and BYOK model setup has an image-editing capability flag; exhaustive per-model editing limits were not verified.", "usage_terms: As between customer/vendor, customer content rights belong to the customer; third-party model terms and rights restrictions remain applicable." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:images", "langdock:langdock:changes", "langdock:langdock:byok-models", "langdock:langdock:workspace", "langdock:langdock:terms" ] }, { "productId": "unique-ai", "claimId": "unique-ai:WORK-04", "verificationStatus": "not-published", "support": "not-published", "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.", "availability": null, "delivery": null, "scope": null, "questions": [], "limitations": [], "checkedAt": null, "crossCheckedAt": null, "nextCheckAt": null, "evidenceIds": [] } ] }, { "id": "WORK-05", "title": "Voice and meetings", "group": { "id": 4, "name": "Daily work" }, "judgment": "Record dictation, read-aloud, live voice conversation, meeting transcription and summarisation, supported languages including Swiss German speech, and where audio is processed.", "questions": [ { "id": "dictation", "question": "Can users dictate prompts?" }, { "id": "read_aloud", "question": "Can answers be read aloud?" }, { "id": "voice_conversation", "question": "Is a live voice mode available?" }, { "id": "meeting_summaries", "question": "Are meetings transcribed and summarised?" }, { "id": "swiss_german_speech", "question": "Is Swiss German speech recognised?" } ], "products": [ { "productId": "langdock", "claimId": "langdock:WORK-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Audio/meeting-source integrations are documented; live voice and Swiss German remain unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "dictation", "question": "Can users dictate prompts?", "support": "unknown", "answer": "Can users dictate prompts? Unknown. Dictation, native live voice, audio processing-region mapping and Swiss German recognition were not established in the user guide or client pages.", "evidenceIds": [] }, { "id": "read_aloud", "question": "Can answers be read aloud?", "support": "partial", "answer": "ElevenLabs integration offers text-to-speech using a customer API key; this is not a guaranteed native read-aloud control.", "evidenceIds": [ "langdock:langdock:integrations" ] }, { "id": "voice_conversation", "question": "Is a live voice mode available?", "support": "unknown", "answer": "Is a live voice mode available? Unknown. Dictation, native live voice, audio processing-region mapping and Swiss German recognition were not established in the user guide or client pages.", "evidenceIds": [] }, { "id": "meeting_summaries", "question": "Are meetings transcribed and summarised?", "support": "partial", "answer": "Google Meet/Zoom and ElevenLabs integrations can retrieve transcripts; source recordings and processing depend on the connected service. No native meeting-bot transcription fixture was run.", "evidenceIds": [ "langdock:langdock:integrations" ] }, { "id": "swiss_german_speech", "question": "Is Swiss German speech recognised?", "support": "unknown", "answer": "Is Swiss German speech recognised? Unknown. Dictation, native live voice, audio processing-region mapping and Swiss German recognition were not established in the user guide or client pages.", "evidenceIds": [] } ], "limitations": [ "read_aloud: ElevenLabs integration offers text-to-speech using a customer API key; this is not a guaranteed native read-aloud control.", "meeting_summaries: Google Meet/Zoom and ElevenLabs integrations can retrieve transcripts; source recordings and processing depend on the connected service. No native meeting-bot transcription fixture was run.", "Unverified dictation, voice_conversation, swiss_german_speech: Dictation, native live voice, audio processing-region mapping and Swiss German recognition were not established in the user guide or client pages." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:integrations" ] }, { "productId": "unique-ai", "claimId": "unique-ai:WORK-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Voice dictation is documented with Azure Speech prerequisites; recording use is separately described in the DPA.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": null, "plan": "Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "dictation", "question": "Can users dictate prompts?", "support": "supported", "answer": "Microphone transcribes into the prompt field, with audio discarded after live transcription. Requires configured Azure AI Speech Services; EN/DE/FR/IT are listed.", "evidenceIds": [ "unique-ai:unique-ai:voice", "unique-ai:unique-ai:voice-user" ] }, { "id": "read_aloud", "question": "Can answers be read aloud?", "support": "unknown", "answer": "Can answers be read aloud? Unknown. Read-aloud and full voice conversation, recording-specific plans/limits and verified Swiss German recognition are not established. Voice guide warns about dialects; audio route may traverse public internet/Azure backbone.", "evidenceIds": [] }, { "id": "voice_conversation", "question": "Is a live voice mode available?", "support": "unknown", "answer": "Is a live voice mode available? Unknown. Read-aloud and full voice conversation, recording-specific plans/limits and verified Swiss German recognition are not established. Voice guide warns about dialects; audio route may traverse public internet/Azure backbone.", "evidenceIds": [] }, { "id": "meeting_summaries", "question": "Are meetings transcribed and summarised?", "support": "partial", "answer": "DPA recording use case covers audio/transcripts, optional video and GPT summaries/follow-up emails. This is a contracted recording use case, not proof every Chat plan includes meeting capture.", "evidenceIds": [ "unique-ai:unique-ai:dpa" ] }, { "id": "swiss_german_speech", "question": "Is Swiss German speech recognised?", "support": "unknown", "answer": "Is Swiss German speech recognised? Unknown. Read-aloud and full voice conversation, recording-specific plans/limits and verified Swiss German recognition are not established. Voice guide warns about dialects; audio route may traverse public internet/Azure backbone.", "evidenceIds": [] } ], "limitations": [ "Read-aloud and full voice conversation, recording-specific plans/limits and verified Swiss German recognition are not established. Voice guide warns about dialects; audio route may traverse public internet/Azure backbone." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:voice", "unique-ai:unique-ai:voice-user", "unique-ai:unique-ai:dpa" ] } ] }, { "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": "langdock", "claimId": "langdock:WORK-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "File analysis, charts and editable document generation are documented; execution-location detail is incomplete.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "data_analysis", "question": "Can it analyse spreadsheets with executed code?", "support": "partial", "answer": "The data-analysis guide documents spreadsheet metrics/calculations; exact executed-code sandbox/model configuration was not verified.", "evidenceIds": [ "langdock:langdock:analysis" ] }, { "id": "charts", "question": "Can it produce charts?", "support": "supported", "answer": "Charts and downloadable chart images are supported in the guide.", "evidenceIds": [ "langdock:langdock:analysis" ] }, { "id": "office_file_output", "question": "Can it create Word, Excel or PowerPoint files?", "support": "supported", "answer": "Analysis lists Excel/CSV/Word/PDF/JSON; changelog and agent file templates also describe PowerPoint.", "evidenceIds": [ "langdock:langdock:analysis", "langdock:langdock:changes" ] }, { "id": "canvas_editing", "question": "Is there a document or canvas editor for iterating on output?", "support": "partial", "answer": "Document Editor replaces Canvas; it exports Markdown/Word/PDF but cannot directly edit imported Word/PDF files.", "evidenceIds": [ "langdock:langdock:editor" ] } ], "limitations": [ "data_analysis: The data-analysis guide documents spreadsheet metrics/calculations; exact executed-code sandbox/model configuration was not verified.", "canvas_editing: Document Editor replaces Canvas; it exports Markdown/Word/PDF but cannot directly edit imported Word/PDF files." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:analysis", "langdock:langdock:changes", "langdock:langdock:editor" ] }, { "productId": "unique-ai", "claimId": "unique-ai:WORK-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Enabled Chat Code Execution and Conduct can analyse data and produce downloadable files. Selected KB documents can be preloaded into the code container; ordinary unrestricted KB retrieval is separate.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web", "conduct" ], "version": null, "plan": "Contracted Unique AI platform; Chat Code Execution or Conduct; model compatibility and flags configured separately availability and deployment/provider configuration depend on the customer agreement", "addOns": [ "Code Execution / Conduct enablement per contract" ], "deploymentMode": null, "region": "Documented Azure code container for the Azure route; LiteLLM execution region unverified; Conduct sandbox per contracted deployment", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" }, { "id": "conduct", "name": "Unique AI Conduct", "type": "agent-workspace" } ] }, "questions": [ { "id": "data_analysis", "question": "Can it analyse spreadsheets with executed code?", "support": "partial", "answer": "Chat Code Execution runs Python for CSV/XLSX analysis. The general limitation says KB files are not directly accessible, but admin configuration additionalUploadedDocuments preloads selected KB content_ids, for example templates, into the container. The documented Azure route has no outbound internet/runtime installs and a ten-file/100 MB per-file limit. The compatibility table also lists LiteLLM OpenAI models; that does not establish the same execution-region controls for every route. Conduct separately runs Python/Bash.", "evidenceIds": [ "unique-ai:unique-ai:review2-code", "unique-ai:unique-ai:conduct" ] }, { "id": "charts", "question": "Can it produce charts?", "support": "supported", "answer": "The Code Execution guide documents matplotlib PNG/SVG and inline charts. Its described Azure container lacks kaleido, limiting Plotly static exports; no statement about every alternative runtime is inferred.", "evidenceIds": [ "unique-ai:unique-ai:review2-code" ] }, { "id": "office_file_output", "question": "Can it create Word, Excel or PowerPoint files?", "support": "partial", "answer": "The guide documents DOCX/XLSX generation and PPTX from supplied templates, with variable presentation quality. KB templates can be supplied by the admin preload setting. Generated files remain outside Conduct source-citation/hallucination checks.", "evidenceIds": [ "unique-ai:unique-ai:review2-code", "unique-ai:unique-ai:conduct" ] }, { "id": "canvas_editing", "question": "Is there a document or canvas editor for iterating on output?", "support": "unknown", "answer": "No dedicated canvas editor or editable spreadsheet-to-PowerPoint fixture result was established. Downloadable file generation does not establish in-product canvas editing.", "evidenceIds": [] } ], "limitations": [ "Selected admin-preloaded KB files are supported; this is not arbitrary sandbox retrieval of the whole Knowledge Base.", "The page lists Azure and LiteLLM-compatible model IDs but describes Azure-specific container controls. Actual provider execution routing and entitlement require deployment configuration.", "No generated-file quality/editability fixture was run." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:review2-code", "unique-ai:unique-ai:conduct" ] } ] }, { "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": "langdock", "claimId": "langdock:WORK-07", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Shared projects expose chats/files, and Teams channels support group interaction.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web", "teams" ], "version": "Public documentation checked 2026-10-21", "plan": "Business/Enterprise workspace sharing; Teams bot requires workspace-admin setup and Microsoft tenant installation", "addOns": [ "Microsoft Teams access; bot installed and permitted by tenant admin" ], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" }, { "id": "teams", "name": "Langdock Teams bot", "type": "teams-app" } ] }, "questions": [ { "id": "share_chats", "question": "Can chats be shared inside the organisation?", "support": "supported", "answer": "Workspace chat-link sharing is managed under account shared chats.", "evidenceIds": [ "langdock:langdock:account" ] }, { "id": "team_spaces", "question": "Are shared projects or workspaces available?", "support": "supported", "answer": "Projects shared with users/groups include all current and future project chats, files and instructions; cannot share a project to the whole workspace.", "evidenceIds": [ "langdock:langdock:projects" ] }, { "id": "group_chat", "question": "Can several people chat together with the AI?", "support": "supported", "answer": "Teams channel threads allow several people to participate with @Langdock.", "evidenceIds": [ "langdock:langdock:teams" ] }, { "id": "share_permission_boundary", "question": "Does sharing respect the recipient's access to sources?", "support": "unknown", "answer": "Does sharing respect the recipient's access to sources? Unknown. No cross-group source-boundary sharing fixture was run; project sharing does not by itself prove permission-safe redistribution of generated answers.", "evidenceIds": [] } ], "limitations": [ "Unverified share_permission_boundary: No cross-group source-boundary sharing fixture was run; project sharing does not by itself prove permission-safe redistribution of generated answers." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:account", "langdock:langdock:projects", "langdock:langdock:teams" ] }, { "productId": "unique-ai", "claimId": "unique-ai:WORK-07", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Shared Chats is GA in release 2026.42, with company settings and a per-Space toggle. Simultaneous group conversation and recipient source-permission handling remain unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "2026.42 or later", "plan": "Contracted Unique AI platform; Shared Chats and Spaces; sharing settings and deployed release availability and deployment/provider configuration depend on the customer agreement", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "share_chats", "question": "Can chats be shared inside the organisation?", "support": "supported", "answer": "Release 2026.42 makes whole-chat sharing GA and on by default for companies, while each Space still needs its Shared chat toggle. Explicit existing company preferences are preserved. Owners can search recipients and copy share links.", "evidenceIds": [ "unique-ai:unique-ai:review2-release42" ] }, { "id": "team_spaces", "question": "Are shared projects or workspaces available?", "support": "partial", "answer": "Admins publish shared Spaces with people/group Can chat and Can manage roles. These share agent configuration/knowledge, not necessarily a conversation.", "evidenceIds": [ "unique-ai:unique-ai:agent" ] }, { "id": "group_chat", "question": "Can several people chat together with the AI?", "support": "unknown", "answer": "Whole-chat sharing is documented. A simultaneous multi-person AI conversation, collaborative commenting or live co-editing mode was not established or tested.", "evidenceIds": [] }, { "id": "share_permission_boundary", "question": "Does sharing respect the recipient's access to sources?", "support": "unknown", "answer": "Whole-chat sharing is documented, but whether a recipient can open every cited source or inherits source permissions was not established in the retrieved release/Space documentation. No cross-group fixture was run.", "evidenceIds": [] } ], "limitations": [ "A shared conversation is not evidence of simultaneous group participation or recipient access to every source.", "No cross-group shared-chat permission fixture was run." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:agent", "unique-ai:unique-ai:review2-release42" ] } ] }, { "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": "langdock", "claimId": "langdock:WORK-08", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Five interface languages are documented; quality and accessibility have not been audited.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "ui_languages", "question": "Which UI languages are offered?", "support": "supported", "answer": "English, German, Spanish, French and Italian are listed in Account Preferences.", "evidenceIds": [ "langdock:langdock:account" ] }, { "id": "dach_language_quality", "question": "Are German, French and Italian UIs complete and natural?", "support": "unknown", "answer": "Are German, French and Italian UIs complete and natural? Unknown. No authenticated language-quality/admin-translation inspection or WCAG conformance report was established.", "evidenceIds": [] }, { "id": "accessibility_statement", "question": "Is there a WCAG conformance statement?", "support": "unknown", "answer": "Is there a WCAG conformance statement? Unknown. No authenticated language-quality/admin-translation inspection or WCAG conformance report was established.", "evidenceIds": [] }, { "id": "admin_ui_languages", "question": "Is the admin interface available in German?", "support": "unknown", "answer": "Is the admin interface available in German? Unknown. No authenticated language-quality/admin-translation inspection or WCAG conformance report was established.", "evidenceIds": [] } ], "limitations": [ "Unverified dach_language_quality, accessibility_statement, admin_ui_languages: No authenticated language-quality/admin-translation inspection or WCAG conformance report was established." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:account" ] }, { "productId": "unique-ai", "claimId": "unique-ai:WORK-08", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Current release notes document German, French and Swiss German UI language behaviour; completeness and accessibility remain unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": null, "plan": "Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "ui_languages", "question": "Which UI languages are offered?", "support": "partial", "answer": "Release2026.42 describes German/French label translations and selected-language login/notices/errors/side-panels, including Swiss German spellings. A complete language matrix was not provided.", "evidenceIds": [ "unique-ai:unique-ai:release42" ] }, { "id": "dach_language_quality", "question": "Are German, French and Italian UIs complete and natural?", "support": "unknown", "answer": "Are German, French and Italian UIs complete and natural? Unknown. DE/FR/IT/EN voice and text-language capabilities are not a UI-localisation matrix. No authenticated user/admin language-quality pass or current WCAG conformance statement was obtained.", "evidenceIds": [] }, { "id": "accessibility_statement", "question": "Is there a WCAG conformance statement?", "support": "unknown", "answer": "Is there a WCAG conformance statement? Unknown. DE/FR/IT/EN voice and text-language capabilities are not a UI-localisation matrix. No authenticated user/admin language-quality pass or current WCAG conformance statement was obtained.", "evidenceIds": [] }, { "id": "admin_ui_languages", "question": "Is the admin interface available in German?", "support": "unknown", "answer": "Is the admin interface available in German? Unknown. DE/FR/IT/EN voice and text-language capabilities are not a UI-localisation matrix. No authenticated user/admin language-quality pass or current WCAG conformance statement was obtained.", "evidenceIds": [] } ], "limitations": [ "Release notes describe locale fixes, not a full UI audit or conformance statement. No authenticated UI was reviewed." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:release42" ] } ] }, { "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": "langdock", "claimId": "langdock:ADM-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Business includes SAML SSO and verified domains; MFA relies on the identity provider.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "sso_protocols", "question": "Which SSO protocols and identity providers work?", "support": "supported", "answer": "SAML 2.0 with Entra ID, Google Workspace and Okta; account docs also name Google/Microsoft SSO.", "evidenceIds": [ "langdock:langdock:saml", "langdock:langdock:account" ] }, { "id": "sso_plan", "question": "Which plan includes SSO?", "support": "supported", "answer": "Business up to 1000 users includes SSO, SCIM and SAML.", "evidenceIds": [ "langdock:langdock:billing" ] }, { "id": "mfa", "question": "Can MFA be enforced?", "support": "partial", "answer": "No standalone Langdock MFA; SAML identity provider enforces MFA.", "evidenceIds": [ "langdock:langdock:saml" ] }, { "id": "conditional_access", "question": "Do Entra conditional-access policies apply?", "support": "unknown", "answer": "Do Entra conditional-access policies apply? Unknown. OIDC/LDAP enterprise options and a tested Entra Conditional Access compatibility matrix were not established.", "evidenceIds": [] }, { "id": "domain_capture", "question": "Can the company claim its email domain?", "support": "supported", "answer": "Join by domain and verified email domains are prerequisites for SAML; SAML remains required on those verified domains.", "evidenceIds": [ "langdock:langdock:saml" ] } ], "limitations": [ "mfa: No standalone Langdock MFA; SAML identity provider enforces MFA.", "Unverified conditional_access: OIDC/LDAP enterprise options and a tested Entra Conditional Access compatibility matrix were not established." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:saml", "langdock:langdock:account", "langdock:langdock:billing" ] }, { "productId": "unique-ai", "claimId": "unique-ai:ADM-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Zitadel supports Entra OIDC, generic OIDC and SAML across documented deployment types.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": null, "plan": "Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "sso_protocols", "question": "Which SSO protocols and identity providers work?", "support": "supported", "answer": "Setup guides explicitly cover Entra ID OIDC, generic OIDC and SAML, including IdP metadata for closed networks.", "evidenceIds": [ "unique-ai:unique-ai:sso" ] }, { "id": "sso_plan", "question": "Which plan includes SSO?", "support": "partial", "answer": "Compliance matrix lists SSO for multi-tenant, single-tenant, client-hosted and on-premise modes. Numeric tariff prerequisites are not public.", "evidenceIds": [ "unique-ai:unique-ai:sso", "unique-ai:unique-ai:compliance" ] }, { "id": "mfa", "question": "Can MFA be enforced?", "support": "partial", "answer": "Hosted compliance matrix lists enforced 2FA; SSO setup delegates authentication to the external IdP. Exact customer MFA policy controls need verification.", "evidenceIds": [ "unique-ai:unique-ai:sso", "unique-ai:unique-ai:compliance" ] }, { "id": "conditional_access", "question": "Do Entra conditional-access policies apply?", "support": "unknown", "answer": "Do Entra conditional-access policies apply? Unknown. Entra conditional-access compatibility, verified domain capture and tariff-specific SSO/MFA entitlements were not tested/documented.", "evidenceIds": [] }, { "id": "domain_capture", "question": "Can the company claim its email domain?", "support": "unknown", "answer": "Can the company claim its email domain? Unknown. Entra conditional-access compatibility, verified domain capture and tariff-specific SSO/MFA entitlements were not tested/documented.", "evidenceIds": [] } ], "limitations": [ "Entra conditional-access compatibility, verified domain capture and tariff-specific SSO/MFA entitlements were not tested/documented." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:sso", "unique-ai:unique-ai:compliance" ] } ] }, { "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": "langdock", "claimId": "langdock:ADM-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "SCIM synchronizes users/groups and preserves functioning ownerless agents.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "scim", "question": "Is SCIM provisioning supported?", "support": "supported", "answer": "SCIM 2.0 via Entra, with prior SAML and verified domains.", "evidenceIds": [ "langdock:langdock:scim" ] }, { "id": "group_sync", "question": "Are identity-provider groups synced?", "support": "supported", "answer": "Entra SCIM group sync is documented and can be disabled; default group roles are separately configurable.", "evidenceIds": [ "langdock:langdock:scim-entra", "langdock:langdock:workspace" ] }, { "id": "jit_provisioning", "question": "Are users created at first login?", "support": "unknown", "answer": "Are users created at first login? Unknown. Just-in-time first-login provisioning and complete user-chat/knowledge ownership effects were not tested or fully specified.", "evidenceIds": [] }, { "id": "deprovisioning", "question": "What happens to a removed user's data and shared assets?", "support": "partial", "answer": "Entra Update removes unassigned/blocked/soft-deleted memberships when enabled. Agents become unassigned, continue to work and need a new owner before editing; sync-folder owner removal can interrupt refresh.", "evidenceIds": [ "langdock:langdock:scim-entra", "langdock:langdock:leaver", "langdock:langdock:sync" ] }, { "id": "seat_assignment", "question": "Can admins assign and reclaim seats?", "support": "partial", "answer": "Admins assign roles/plans in member management; exact reclaimed-seat billing rules depend on subscription.", "evidenceIds": [ "langdock:langdock:workspace" ] } ], "limitations": [ "deprovisioning: Entra Update removes unassigned/blocked/soft-deleted memberships when enabled. Agents become unassigned, continue to work and need a new owner before editing; sync-folder owner removal can interrupt refresh.", "seat_assignment: Admins assign roles/plans in member management; exact reclaimed-seat billing rules depend on subscription.", "Unverified jit_provisioning: Just-in-time first-login provisioning and complete user-chat/knowledge ownership effects were not tested or fully specified." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:scim", "langdock:langdock:scim-entra", "langdock:langdock:workspace", "langdock:langdock:leaver", "langdock:langdock:sync" ] }, { "productId": "unique-ai", "claimId": "unique-ai:ADM-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "SCIM, group sync and SAML automatic user creation are documented.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": null, "plan": "Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "scim", "question": "Is SCIM provisioning supported?", "support": "supported", "answer": "Unique supplies SCIM URL/key for IdP synchronisation, with an Entra guide.", "evidenceIds": [ "unique-ai:unique-ai:scim" ] }, { "id": "group_sync", "question": "Are identity-provider groups synced?", "support": "supported", "answer": "SCIM syncs users/groups; SSO group claims can also sync on login, requiring optional Graph group permission/admin consent.", "evidenceIds": [ "unique-ai:unique-ai:scim", "unique-ai:unique-ai:sso" ] }, { "id": "jit_provisioning", "question": "Are users created at first login?", "support": "supported", "answer": "SAML setup explicitly enables automatic creation/update and account creation.", "evidenceIds": [ "unique-ai:unique-ai:sso" ] }, { "id": "deprovisioning", "question": "What happens to a removed user's data and shared assets?", "support": "unknown", "answer": "What happens to a removed user's data and shared assets? Unknown. Leaver-content ownership transfer, deletion effects and licence assignment/reclamation are not specified; no deprovisioning fixture was run.", "evidenceIds": [] }, { "id": "seat_assignment", "question": "Can admins assign and reclaim seats?", "support": "unknown", "answer": "Can admins assign and reclaim seats? Unknown. Leaver-content ownership transfer, deletion effects and licence assignment/reclamation are not specified; no deprovisioning fixture was run.", "evidenceIds": [] } ], "limitations": [ "Leaver-content ownership transfer, deletion effects and licence assignment/reclamation are not specified; no deprovisioning fixture was run." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:scim", "unique-ai:unique-ai:sso" ] } ] }, { "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": "langdock", "claimId": "langdock:ADM-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "System/custom roles and delegated groups govern product and action permissions.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "admin_roles", "question": "Which admin roles exist, and can admin rights be delegated?", "support": "supported", "answer": "Member, Editor, Admin, up to five custom roles and extra permissions; group admins are separate from workspace admins.", "evidenceIds": [ "langdock:langdock:roles" ] }, { "id": "groups", "question": "Can permissions be set per group?", "support": "supported", "answer": "Groups can be SCIM-synced, admin-created or user-created if allowed; group rights and resources are distinct from system roles.", "evidenceIds": [ "langdock:langdock:workspace" ] }, { "id": "feature_toggles", "question": "Which features can be switched on or off per group?", "support": "partial", "answer": "Role permissions plus integration/action sharing can target people/groups. Global chat/agent capabilities include search, images and file work; universal per-group toggle parity was not established.", "evidenceIds": [ "langdock:langdock:roles", "langdock:langdock:actions", "langdock:langdock:workspace" ] }, { "id": "multi_entity", "question": "Can subsidiaries or departments be separated within one contract?", "support": "unknown", "answer": "Can subsidiaries or departments be separated within one contract? Unknown. Subsidiary/contract-level isolation beyond group and workspace boundaries was not established.", "evidenceIds": [] } ], "limitations": [ "feature_toggles: Role permissions plus integration/action sharing can target people/groups. Global chat/agent capabilities include search, images and file work; universal per-group toggle parity was not established.", "Unverified multi_entity: Subsidiary/contract-level isolation beyond group and workspace boundaries was not established." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:roles", "langdock:langdock:workspace", "langdock:langdock:actions" ] }, { "productId": "unique-ai", "claimId": "unique-ai:ADM-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Four role/access layers separate identity, feature, Space and knowledge controls.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": null, "plan": "Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "admin_roles", "question": "Which admin roles exist, and can admin rights be delegated?", "support": "supported", "answer": "IAM owner/viewer/org-manager plus Unique application roles delegate administration; Space Can manage grants local configuration.", "evidenceIds": [ "unique-ai:unique-ai:roles", "unique-ai:unique-ai:agent" ] }, { "id": "groups", "question": "Can permissions be set per group?", "support": "supported", "answer": "Users/groups receive Space and ScopeAccess permissions.", "evidenceIds": [ "unique-ai:unique-ai:roles" ] }, { "id": "feature_toggles", "question": "Which features can be switched on or off per group?", "support": "partial", "answer": "Tools and upload settings are configured per Space, then Spaces shared to groups. A global group-feature matrix is not established.", "evidenceIds": [ "unique-ai:unique-ai:agent" ] }, { "id": "multi_entity", "question": "Can subsidiaries or departments be separated within one contract?", "support": "partial", "answer": "Compliance docs describe workspace isolation for departments/client engagements. Multi-subsidiary contractual/billing boundaries are not specified.", "evidenceIds": [ "unique-ai:unique-ai:compliance" ] } ], "limitations": [ "No two-user disabled-feature test was run. Full cross-Space per-group controls and legal-entity separation require contracted setup." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:roles", "unique-ai:unique-ai:agent", "unique-ai:unique-ai:compliance" ] } ] }, { "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": "langdock", "claimId": "langdock:ADM-04", "verificationStatus": "agent-cross-checked", "support": "supported", "answer": "Analytics and exports cover adoption and consumption with user-detail controls.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "adoption_dashboard", "question": "Is there an adoption dashboard?", "support": "supported", "answer": "Active users, message trends, agent/group counts and leaderboards are documented.", "evidenceIds": [ "langdock:langdock:workspace" ] }, { "id": "breakdowns", "question": "Can usage be broken down by group, model, feature and assistant?", "support": "supported", "answer": "Products, models, users, groups, API keys, agents, workflows, projects and add-ins have dashboard/export breakdowns.", "evidenceIds": [ "langdock:langdock:workspace", "langdock:langdock:exports" ] }, { "id": "export", "question": "Can usage data be exported?", "support": "supported", "answer": "CSV and Usage Export API, up to 12 months, one million rows per export and 15-minute generation limit.", "evidenceIds": [ "langdock:langdock:exports" ] }, { "id": "privacy_modes", "question": "Can per-person reporting be limited or pseudonymised?", "support": "supported", "answer": "User-level data toggle omits listed identifying fields from CSV; whole analytics can be disabled via support.", "evidenceIds": [ "langdock:langdock:exports", "langdock:langdock:workspace" ] } ], "limitations": [], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:workspace", "langdock:langdock:exports" ] }, { "productId": "unique-ai", "claimId": "unique-ai:ADM-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Analytics exports cover adoption, assistants, models and tools with privacy controls.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": null, "plan": "Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "adoption_dashboard", "question": "Is there an adoption dashboard?", "support": "supported", "answer": "Reports cover daily/weekly/monthly active users, assistant interactions and document reference statistics.", "evidenceIds": [ "unique-ai:unique-ai:analytics" ] }, { "id": "breakdowns", "question": "Can usage be broken down by group, model, feature and assistant?", "support": "partial", "answer": "Detailed exports include assistant/model, tool calls, skills, cost and tokens. Group and cost-centre breakdowns were not established.", "evidenceIds": [ "unique-ai:unique-ai:analytics" ] }, { "id": "export", "question": "Can usage data be exported?", "support": "supported", "answer": "Admins request and download reports with date/assistant filtering; model usage supports CSV.", "evidenceIds": [ "unique-ai:unique-ai:analytics", "unique-ai:unique-ai:cost" ] }, { "id": "privacy_modes", "question": "Can per-person reporting be limited or pseudonymised?", "support": "supported", "answer": "Environment flags anonymise export emails, optionally with stable pseudonyms; detailed exports respect organisation settings.", "evidenceIds": [ "unique-ai:unique-ai:analytics" ] } ], "limitations": [ "Exact group breakdowns, every dashboard entitlement and suppression beyond exported identifiers need verification." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:analytics", "unique-ai:unique-ai:cost" ] } ] }, { "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": "langdock", "claimId": "langdock:ADM-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Chat/BYOK, workspace API and workflows have separate spend controls.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "cost_visibility", "question": "Can admins see cost or consumption per user and group?", "support": "supported", "answer": "BYOK analytics show estimated USD from configured custom-model rates; API/extra usage has billed costs. These can differ from provider invoices.", "evidenceIds": [ "langdock:langdock:workspace", "langdock:langdock:byok" ] }, { "id": "budgets", "question": "Can budgets be set per user or group?", "support": "supported", "answer": "Workspace, plan, group, user and agent BYOK limits; personal extra limits; workflow workspace and individual limits.", "evidenceIds": [ "langdock:langdock:byok-limits", "langdock:langdock:extra", "langdock:langdock:workflow-limits" ] }, { "id": "budget_enforcement", "question": "Does reaching a budget alert, block or downgrade?", "support": "partial", "answer": "Chat/agents fall back; personal API errors; workflow AI runs stop. Current response overshoot, unpriced models and excluded backbone/workspace API/workflow costs limit a single-budget interpretation.", "evidenceIds": [ "langdock:langdock:extra", "langdock:langdock:byok-limits", "langdock:langdock:workflow-limits" ] }, { "id": "chargeback", "question": "Can costs be exported per cost centre?", "support": "partial", "answer": "Usage CSV/API include cost and department/company grouping fields; a full accounting chargeback integration was not established.", "evidenceIds": [ "langdock:langdock:exports" ] } ], "limitations": [ "budget_enforcement: Chat/agents fall back; personal API errors; workflow AI runs stop. Current response overshoot, unpriced models and excluded backbone/workspace API/workflow costs limit a single-budget interpretation.", "chargeback: Usage CSV/API include cost and department/company grouping fields; a full accounting chargeback integration was not established." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:workspace", "langdock:langdock:byok", "langdock:langdock:byok-limits", "langdock:langdock:extra", "langdock:langdock:workflow-limits", "langdock:langdock:exports" ] }, { "productId": "unique-ai", "claimId": "unique-ai:ADM-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Off-by-default beta cost management offers estimated spend and enforced daily caps.", "availability": "beta", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": null, "plan": "Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "cost_visibility", "question": "Can admins see cost or consumption per user and group?", "support": "partial", "answer": "Tracks estimated USD/input/output tokens by user, model, assistant/app; a billed invoice reconciliation or group cost view is not established.", "evidenceIds": [ "unique-ai:unique-ai:cost" ] }, { "id": "budgets", "question": "Can budgets be set per user or group?", "support": "supported", "answer": "Company fallback, group and user daily USD caps; user override first, highest applicable group limit next.", "evidenceIds": [ "unique-ai:unique-ai:cost" ] }, { "id": "budget_enforcement", "question": "Does reaching a budget alert, block or downgrade?", "support": "supported", "answer": "Before the next call, accumulated daily spend at cap blocks the model call; resets at local midnight. Docs warn caps may break background-job SLAs.", "evidenceIds": [ "unique-ai:unique-ai:cost" ] }, { "id": "chargeback", "question": "Can costs be exported per cost centre?", "support": "partial", "answer": "CSV exports contain user/app/assistant/model/token/cost metadata, with privacy controls. Cost-centre attribution is not documented.", "evidenceIds": [ "unique-ai:unique-ai:cost" ] } ], "limitations": [ "No small-budget fixture was run. Estimates are configurable cost-sheet values, not a public billing tariff; cost-centre and full invoice reconciliation remain gaps." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:cost" ] } ] }, { "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": "langdock", "claimId": "langdock:ADM-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Enterprise dedicated deployment documents separate administrative-event and conversation-content export APIs. Cloud content export requires workspace enablement and is outside this dedicated finding.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web", "api" ], "version": "Public documentation checked 2026-10-26", "plan": "Enterprise dedicated deployment: administrative and resource APIs plus separately enabled Compliance API; Business Cloud outside this finding", "addOns": [ "Dedicated Enterprise deployment and relevant API scopes; Compliance API deployment enablement" ], "deploymentMode": "dedicated-instance", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" }, { "id": "api", "name": "Langdock public APIs and agent MCP server", "type": "api" } ] }, "questions": [ { "id": "admin_events", "question": "Are admin and security events logged?", "support": "partial", "answer": "API logs workspace/model/role/skill/action/workflow changes and failed logins with actor/IP/diff; immutable storage guarantees were not verified.", "evidenceIds": [ "langdock:langdock:audit" ] }, { "id": "content_logging", "question": "Can prompts and answers be retained for compliance, and is it configurable?", "support": "partial", "answer": "Dedicated deployments serve the Compliance API unless disabled for that deployment. A key with the Compliance API scope is required. Conversation message content and tool inputs/outputs are included only when include_message_content=true and include_action_results=true are both set. On Cloud the scope is hidden and requests return 404 until workspace enablement; Business Cloud entitlement is not inferred.", "evidenceIds": [ "langdock:langdock:compliance-rev2-20261026" ] }, { "id": "siem_export", "question": "Can logs stream to a SIEM or be exported?", "support": "supported", "answer": "Cursor-paginated event API is documented for SIEM ingestion, under AUDIT_LOG_API scope.", "evidenceIds": [ "langdock:langdock:audit" ] }, { "id": "ediscovery", "question": "Are eDiscovery and legal hold supported?", "support": "unknown", "answer": "Are eDiscovery and legal hold supported? Unknown. Native legal hold/eDiscovery and audit integrity guarantees were not established. Rechecked 2026-10-26 in Audit Logs API Overview, Export tool parameters and outputs.", "evidenceIds": [] }, { "id": "log_retention", "question": "How long are logs kept?", "support": "supported", "answer": "Administrative audit events have documented90-day retention. Conversation data follows the deployment workspace retention settings. A separate SaaS workflow pricing retention period is not asserted for this dedicated deployment.", "evidenceIds": [ "langdock:langdock:audit", "langdock:langdock:workspace", "langdock:langdock:pricing" ] } ], "limitations": [ "Audit events, usage rows and conversation-content exports are distinct API functions. The dedicated-deployment behavior is not universal Business Cloud availability." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-25", "evidenceIds": [ "langdock:langdock:audit", "langdock:langdock:compliance-rev2", "langdock:langdock:workspace", "langdock:langdock:pricing", "langdock:langdock:compliance-rev2-20261026", "langdock:langdock:audit-20261026", "langdock:langdock:workspace-20261026", "langdock:langdock:pricing-20261026" ] }, { "productId": "unique-ai", "claimId": "unique-ai:ADM-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "API audit events, detailed interaction exports and Single-Tenant security-event streaming are documented. A single authoritative retention period for the customer's audit records is not established.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web", "api" ], "version": null, "plan": "Contracted Unique AI platform; Audit Logs, Analytics and Single-Tenant Security Events Export availability and deployment/provider configuration depend on the customer agreement", "addOns": [ "SEE for the contracted Single-Tenant deployment" ], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" }, { "id": "api", "name": "Unique API and Python SDK", "type": "api" } ] }, "questions": [ { "id": "admin_events", "question": "Are admin and security events logged?", "support": "supported", "answer": "Event logging covers privileged public/internal API interactions; many self-identity/chat operations are excluded. Basic mode is default; verbose content mode is opt-in.", "evidenceIds": [ "unique-ai:unique-ai:audit" ] }, { "id": "content_logging", "question": "Can prompts and answers be retained for compliance, and is it configurable?", "support": "supported", "answer": "Detailed chat interaction exports contain prompts/answers for authorised admins and respect configured privacy. Verbose event logging can include CID but is discouraged.", "evidenceIds": [ "unique-ai:unique-ai:analytics", "unique-ai:unique-ai:audit" ] }, { "id": "siem_export", "question": "Can logs stream to a SIEM or be exported?", "support": "supported", "answer": "SEE offers Single-Tenant Azure Defender and Activity events via Event Hub to Sentinel/Splunk, seven-day replay. It excludes tenant-level Entra events and is not a prompt-content audit stream.", "evidenceIds": [ "unique-ai:unique-ai:security-export" ] }, { "id": "ediscovery", "question": "Are eDiscovery and legal hold supported?", "support": "unknown", "answer": "No public legal-hold/eDiscovery workflow or complete event-log immutability design was established.", "evidenceIds": [] }, { "id": "log_retention", "question": "How long are logs kept?", "support": "unknown", "answer": "Different sources describe different record scopes. The API event guide gives basic-mode MT events 90 days and ST events five years, including post-termination ST retention. DPA 3.15 says audit logs ten years without mapping its audit-log category to those API events. The generic hosted policy says logging up to one year after termination or longer if legally required. SEE has a separate seven-day Event Hub replay window, not the lifetime of all audit records. No customer agreement or authoritative record-class/precedence mapping was retrieved; the applicable audit retention period is unknown.", "evidenceIds": [] } ], "limitations": [ "API security-event records, detailed prompt/answer interaction exports, SEE replay and generic operational logging are separate sources/data flows. Their public retention figures are not substituted for each other.", "No executed customer retention override or legal-hold/eDiscovery fixture was inspected." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:review2-audit", "unique-ai:unique-ai:analytics", "unique-ai:unique-ai:security-export", "unique-ai:unique-ai:review2-dpa", "unique-ai:unique-ai:review2-retention" ] } ] }, { "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": "langdock", "claimId": "langdock:ADM-07", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Purview source filtering is documented; generic prompt/file PII redaction remains unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "pii_detection", "question": "Is personal data detected in prompts and files?", "support": "unknown", "answer": "Is personal data detected in prompts and files? Unknown. The full documentation indexes and official PII/redaction search did not establish generic detection, redaction behavior or configurable sensitive-number patterns; no AHV/IBAN fixture was run.", "evidenceIds": [] }, { "id": "pii_action", "question": "Is it redacted, masked, blocked or only warned?", "support": "unknown", "answer": "Is it redacted, masked, blocked or only warned? Unknown. The full documentation indexes and official PII/redaction search did not establish generic detection, redaction behavior or configurable sensitive-number patterns; no AHV/IBAN fixture was run.", "evidenceIds": [] }, { "id": "custom_patterns", "question": "Can admins add custom patterns or terms?", "support": "unknown", "answer": "Can admins add custom patterns or terms? Unknown. The full documentation indexes and official PII/redaction search did not establish generic detection, redaction behavior or configurable sensitive-number patterns; no AHV/IBAN fixture was run.", "evidenceIds": [] }, { "id": "dlp_integration", "question": "Does it integrate with an existing DLP product?", "support": "partial", "answer": "Request-enabled Purview label policy can withhold content before AI access for supported Microsoft integrations, with substantial documented exclusions.", "evidenceIds": [ "langdock:langdock:labels" ] }, { "id": "filter_location", "question": "Where does filtering run?", "support": "partial", "answer": "The label check runs in Langdock integration code before permitted content reaches the AI; it is not a generic AHV/IBAN detector.", "evidenceIds": [ "langdock:langdock:labels" ] } ], "limitations": [ "dlp_integration: Request-enabled Purview label policy can withhold content before AI access for supported Microsoft integrations, with substantial documented exclusions.", "filter_location: The label check runs in Langdock integration code before permitted content reaches the AI; it is not a generic AHV/IBAN detector.", "Unverified pii_detection, pii_action, custom_patterns: The full documentation indexes and official PII/redaction search did not establish generic detection, redaction behavior or configurable sensitive-number patterns; no AHV/IBAN fixture was run." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:labels" ] }, { "productId": "unique-ai", "claimId": "unique-ai:ADM-07", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "DLP is primarily customer infrastructure and integration; it is not a verified default native redaction feature.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": null, "plan": "Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "pii_detection", "question": "Is personal data detected in prompts and files?", "support": "unknown", "answer": "Is personal data detected in prompts and files? Unknown. Default prompt/file PII detection, specific redaction/block behaviour, custom patterns, supported Purview/Netskope policies and native AHV/IBAN handling were not established or tested. Data redaction docs concern retention, not PII masking.", "evidenceIds": [] }, { "id": "pii_action", "question": "Is it redacted, masked, blocked or only warned?", "support": "unknown", "answer": "Is it redacted, masked, blocked or only warned? Unknown. Default prompt/file PII detection, specific redaction/block behaviour, custom patterns, supported Purview/Netskope policies and native AHV/IBAN handling were not established or tested. Data redaction docs concern retention, not PII masking.", "evidenceIds": [] }, { "id": "custom_patterns", "question": "Can admins add custom patterns or terms?", "support": "unknown", "answer": "Can admins add custom patterns or terms? Unknown. Default prompt/file PII detection, specific redaction/block behaviour, custom patterns, supported Purview/Netskope policies and native AHV/IBAN handling were not established or tested. Data redaction docs concern retention, not PII masking.", "evidenceIds": [] }, { "id": "dlp_integration", "question": "Does it integrate with an existing DLP product?", "support": "partial", "answer": "Documents customer HTTPS proxy/interceptor DLP and post-chat Analytics API scanning; Compliance Layer says pre-LLM calls can be implemented. Multi-Tenant matrix explicitly excludes DLP integration.", "evidenceIds": [ "unique-ai:unique-ai:dlp", "unique-ai:unique-ai:compliance" ] }, { "id": "filter_location", "question": "Where does filtering run?", "support": "partial", "answer": "Proxy inspection runs in customer egress infrastructure; Analytics API supports customer post-chat inspection. A deployment-specific pre-LLM service may be implemented.", "evidenceIds": [ "unique-ai:unique-ai:dlp", "unique-ai:unique-ai:compliance" ] } ], "limitations": [ "Default prompt/file PII detection, specific redaction/block behaviour, custom patterns, supported Purview/Netskope policies and native AHV/IBAN handling were not established or tested. Data redaction docs concern retention, not PII masking." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:dlp", "unique-ai:unique-ai:compliance" ] } ] }, { "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": "langdock", "claimId": "langdock:ADM-08", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Instructions, disclaimers and agent compliance checks exist; prompt-level topic enforcement remains incomplete.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "org_instructions", "question": "Can admins set organisation-wide instructions?", "support": "partial", "answer": "Company description supplies up to 10000 characters in regular chats; agent/project instructions replace that field.", "evidenceIds": [ "langdock:langdock:workspace" ] }, { "id": "usage_notice", "question": "Can users be required to accept a usage policy?", "support": "partial", "answer": "Admins can set chat/folder disclaimers and custom guidance links; required acceptance is not established.", "evidenceIds": [ "langdock:langdock:workspace" ] }, { "id": "content_filters", "question": "Are content filters configurable?", "support": "partial", "answer": "Governance rules evaluate agent configurations when created/published, not every prompt; failure can lead to manual flag/disable.", "evidenceIds": [ "langdock:langdock:gov" ] }, { "id": "violation_reporting", "question": "Are policy hits visible to admins?", "support": "partial", "answer": "Rule severity/results and per-rule failure analytics are visible in Governance; runtime prompt-policy reporting was not established.", "evidenceIds": [ "langdock:langdock:gov" ] } ], "limitations": [ "org_instructions: Company description supplies up to 10000 characters in regular chats; agent/project instructions replace that field.", "usage_notice: Admins can set chat/folder disclaimers and custom guidance links; required acceptance is not established.", "content_filters: Governance rules evaluate agent configurations when created/published, not every prompt; failure can lead to manual flag/disable.", "violation_reporting: Rule severity/results and per-rule failure analytics are visible in Governance; runtime prompt-policy reporting was not established." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:workspace", "langdock:langdock:gov" ] }, { "productId": "unique-ai", "claimId": "unique-ai:ADM-08", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Space instructions/banners and customer-specific login terms are documented.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": null, "plan": "Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "org_instructions", "question": "Can admins set organisation-wide instructions?", "support": "partial", "answer": "Admins set Space-level system instructions and persistent banners. A mandatory organisation-wide instruction hierarchy is not specified.", "evidenceIds": [ "unique-ai:unique-ai:agent" ] }, { "id": "usage_notice", "question": "Can users be required to accept a usage policy?", "support": "supported", "answer": "First login requires terms acceptance; custom terms/editing/deactivation depend on MSA eligibility and admin GraphQL role. Acceptance/version data can be exported.", "evidenceIds": [ "unique-ai:unique-ai:policy" ] }, { "id": "content_filters", "question": "Are content filters configurable?", "support": "partial", "answer": "Single-tenant Azure prompts pass through Azure content filters; Compliance matrix marks hosted modes with content filtering. Customer filter configuration and scope remain unspecified.", "evidenceIds": [ "unique-ai:unique-ai:single", "unique-ai:unique-ai:compliance" ] }, { "id": "violation_reporting", "question": "Are policy hits visible to admins?", "support": "unknown", "answer": "Are policy hits visible to admins? Unknown. Org-wide instruction enforcement, customer content-filter policy controls and administrator violation reports are not established. Prompt guidance is not guaranteed enforcement.", "evidenceIds": [] } ], "limitations": [ "Org-wide instruction enforcement, customer content-filter policy controls and administrator violation reports are not established. Prompt guidance is not guaranteed enforcement." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:agent", "unique-ai:unique-ai:policy", "unique-ai:unique-ai:single", "unique-ai:unique-ai:compliance" ] } ] }, { "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": "langdock", "claimId": "langdock:DATA-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Default Azure Frankfurt/EU storage and provider-specific inference are contractually distinguished.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "storage_region", "question": "Where are chats, files and indexes stored?", "support": "supported", "answer": "Terms Appendix 1 places files, prompts, outputs and embeddings in selected EU Azure data centres; Frankfurt named.", "evidenceIds": [ "langdock:langdock:terms" ] }, { "id": "inference_region", "question": "Where do model calls run, per provider?", "support": "supported", "answer": "Azure, OpenAI, Google, AWS Bedrock and Mistral have described EU routes. Opt-in Global Azure/Google/AWS/OpenAI routes can infer worldwide, including US; default model enablement is EU only.", "evidenceIds": [ "langdock:langdock:terms", "langdock:langdock:dpa", "langdock:langdock:workspace" ] }, { "id": "backups_logs_region", "question": "Where are backups, logs and telemetry?", "support": "partial", "answer": "DPA Appendix 2 places Sentry diagnostic data in EU; full backup/telemetry physical region matrix was not disclosed.", "evidenceIds": [ "langdock:langdock:dpa" ] }, { "id": "support_access_region", "question": "From where can vendor staff access data?", "support": "partial", "answer": "User-granted Support sharing expires after 72 hours and is unavailable on dedicated deployments; staff access geography is not specified.", "evidenceIds": [ "langdock:langdock:account" ] }, { "id": "swiss_hosting", "question": "Is Swiss hosting available?", "support": "partial", "answer": "Custom model setup allows CH region on some dedicated deployments, which does not prove end-to-end Swiss platform/support residency.", "evidenceIds": [ "langdock:langdock:byok-models" ] }, { "id": "residency_plan", "question": "Which plan or option provides residency?", "support": "supported", "answer": "Standard multi-tenant uses EU Azure; global model activation is a controller instruction under DPA section 8.", "evidenceIds": [ "langdock:langdock:security", "langdock:langdock:dpa" ] } ], "limitations": [ "backups_logs_region: DPA Appendix 2 places Sentry diagnostic data in EU; full backup/telemetry physical region matrix was not disclosed.", "swiss_hosting: Custom model setup allows CH region on some dedicated deployments, which does not prove end-to-end Swiss platform/support residency.", "support_access_region: User-granted Support sharing expires after 72 hours and is unavailable on dedicated deployments; staff access geography is not specified." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:terms", "langdock:langdock:dpa", "langdock:langdock:workspace", "langdock:langdock:byok-models", "langdock:langdock:account", "langdock:langdock:security" ] }, { "productId": "unique-ai", "claimId": "unique-ai:DATA-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Documentation offers CH North multitenant hosting and selectable single/customer-hosted regions, with model processing configured separately. The customer's binding residency schedule and full backup/log/support map remain unknown.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web", "api" ], "version": null, "plan": "Contracted Unique AI platform; hosted or customer-hosted platform; separately selected model/tool routes availability and deployment/provider configuration depend on the customer agreement", "addOns": [], "deploymentMode": null, "region": "Documented options: CH North hosted MT; selected ST/customer region; provider/SKU/tool inference region separately configured; actual contracted boundaries unverified", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" }, { "id": "api", "name": "Unique API and Python SDK", "type": "api" } ] }, "questions": [ { "id": "storage_region", "question": "Where are chats, files and indexes stored?", "support": "partial", "answer": "The deployment matrix documents Azure Switzerland North for hosted multitenant and chosen supported regions for Single Tenant. Tenant storage includes PostgreSQL, documents and vector data. These are configuration options; no customer-specific storage schedule was inspected.", "evidenceIds": [ "unique-ai:unique-ai:review2-compliance", "unique-ai:unique-ai:review2-keys" ] }, { "id": "inference_region", "question": "Where do model calls run, per provider?", "support": "partial", "answer": "The model catalogue separates Azure regional/Data Zone/Global SKUs and external provider routes, with some Swiss deployments and some global-only services. Actual selected provider/SKU/tool routing must be configured for the contracted deployment. CH storage is not a verified CH inference guarantee.", "evidenceIds": [ "unique-ai:unique-ai:review2-models", "unique-ai:unique-ai:deepresearch" ] }, { "id": "backups_logs_region", "question": "Where are backups, logs and telemetry?", "support": "partial", "answer": "Single-tenant backup resources follow the configured landing-zone design and SEE sends events to a separately selected consumer region. An exhaustive physical replica/backup/log/telemetry country matrix was not retrieved.", "evidenceIds": [ "unique-ai:unique-ai:review2-single", "unique-ai:unique-ai:security-export" ] }, { "id": "support_access_region", "question": "From where can vendor staff access data?", "support": "unknown", "answer": "The public DPA gives need-to-know access controls and customer-controlled on-premises support, but not an exhaustive physical country list for vendor/subprocessor support access. Office addresses are not used as support-access locations.", "evidenceIds": [] }, { "id": "swiss_hosting", "question": "Is Swiss hosting available?", "support": "partial", "answer": "CH North is a documented hosted-MT option, and selected-region ST can be Swiss. This records available deployment options, not the customer's end-to-end storage/inference/support contract.", "evidenceIds": [ "unique-ai:unique-ai:review2-compliance", "unique-ai:unique-ai:review2-models" ] }, { "id": "residency_plan", "question": "Which plan or option provides residency?", "support": "unknown", "answer": "DPA 6.1 says storage stays in Switzerland, while its Appendix A allows a client-chosen Microsoft location and current platform docs offer selected jurisdictions. No current customer MSA, precedence clause or deployment schedule was inspected to resolve the binding scope. A contractual CH-wide residency commitment is not asserted.", "evidenceIds": [] } ], "limitations": [ "Available architecture/region options are not a signed residency schedule. Storage, model inference, backups/logs, support access and external tools must be scoped separately.", "DPA CH-storage and chosen-location statements are not reconciled by silently treating one as the current customer contract." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:review2-compliance", "unique-ai:unique-ai:review2-models", "unique-ai:unique-ai:review2-keys", "unique-ai:unique-ai:review2-single", "unique-ai:unique-ai:review2-dpa", "unique-ai:unique-ai:security-export", "unique-ai:unique-ai:deepresearch" ] } ] }, { "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": "langdock", "claimId": "langdock:DATA-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Deployment minimums differ from Enterprise subscription entry.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Standard SaaS; Enterprise 1000+; managed dedicated 2000+; own cloud/on-premise 5000+", "addOns": [ "Deployment and operations quoted" ], "deploymentMode": null, "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "multi_tenant_saas", "question": "Is a shared SaaS offered?", "support": "supported", "answer": "Standard multi-tenant SaaS is hosted on Microsoft Azure within EU.", "evidenceIds": [ "langdock:langdock:security" ] }, { "id": "dedicated_instance", "question": "Is a dedicated single-tenant instance offered, from what size?", "support": "supported", "answer": "Langdock-managed single-tenant SaaS from 2000+ seats.", "evidenceIds": [ "langdock:langdock:security" ] }, { "id": "customer_cloud", "question": "Can it run in the customer's own cloud account, from what size?", "support": "partial", "answer": "Customer-cloud dedicated deployment from 5000+ seats; detailed operator and feature allocation are contract-specific.", "evidenceIds": [ "langdock:langdock:security" ] }, { "id": "on_premise", "question": "Can the whole platform run on customer infrastructure, from what size?", "support": "partial", "answer": "Custom Kubernetes via Helm from 5000+ seats; operator split and infrastructure requirements are not public here.", "evidenceIds": [ "langdock:langdock:security" ] }, { "id": "air_gapped", "question": "Can it run without internet access?", "support": "unknown", "answer": "Can it run without internet access? Unknown. Air-gapped operation was not established. Thresholds are not universal feature or pricing entitlements.", "evidenceIds": [] }, { "id": "mode_feature_gaps", "question": "Which features are missing outside SaaS?", "support": "partial", "answer": "Dedicated lacks Support chat-sharing and password/profile editing in Langdock; other feature controls depend on deployment configuration. No exhaustive parity list was found.", "evidenceIds": [ "langdock:langdock:account", "langdock:langdock:chat" ] } ], "limitations": [ "customer_cloud: Customer-cloud dedicated deployment from 5000+ seats; detailed operator and feature allocation are contract-specific.", "on_premise: Custom Kubernetes via Helm from 5000+ seats; operator split and infrastructure requirements are not public here.", "mode_feature_gaps: Dedicated lacks Support chat-sharing and password/profile editing in Langdock; other feature controls depend on deployment configuration. No exhaustive parity list was found.", "Unverified air_gapped: Air-gapped operation was not established. Thresholds are not universal feature or pricing entitlements." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:security", "langdock:langdock:account", "langdock:langdock:chat" ] }, { "productId": "unique-ai", "claimId": "unique-ai:DATA-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Current docs offer shared SaaS, dedicated instances, customer cloud and customer-operated on-premise/air-gapped modes.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": null, "plan": "Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "multi_tenant_saas", "question": "Is a shared SaaS offered?", "support": "supported", "answer": "Installation overview lists Multi Tenant on Unique cloud.", "evidenceIds": [ "unique-ai:unique-ai:install" ] }, { "id": "dedicated_instance", "question": "Is a dedicated single-tenant instance offered, from what size?", "support": "partial", "answer": "Unique-managed Single Tenant has its own Azure landing zone separated from other customers. Minimum seats/contract value are unpublished.", "evidenceIds": [ "unique-ai:unique-ai:single" ] }, { "id": "customer_cloud", "question": "Can it run in the customer's own cloud account, from what size?", "support": "partial", "answer": "Operator guide documents deployment in customer cloud account with Unique software/support; cloud-specific rollout is contracted.", "evidenceIds": [ "unique-ai:unique-ai:operators" ] }, { "id": "on_premise", "question": "Can the whole platform run on customer infrastructure, from what size?", "support": "partial", "answer": "Customer provisions/manages infrastructure on own premises, may run own models and can exclude Unique access. Minimum commitment not published.", "evidenceIds": [ "unique-ai:unique-ai:onpremsecurity" ] }, { "id": "air_gapped", "question": "Can it run without internet access?", "support": "partial", "answer": "IT-operator overview explicitly offers a full air-gapped on-premise deployment. Compatibility and feature limitations depend on customer setup.", "evidenceIds": [ "unique-ai:unique-ai:operators", "unique-ai:unique-ai:onpremsecurity" ] }, { "id": "mode_feature_gaps", "question": "Which features are missing outside SaaS?", "support": "partial", "answer": "Compliance matrix separates SSO/content filter/DLP/PAM/key capabilities by mode. Azure Chat Code Execution/voice and external web/providers require those services and cannot be assumed in an isolated environment.", "evidenceIds": [ "unique-ai:unique-ai:compliance", "unique-ai:unique-ai:code", "unique-ai:unique-ai:voice" ] } ], "limitations": [ "No deployed tenant was inspected. Seat/contract thresholds and an exhaustive offline feature-parity matrix remain unknown; docs establish an option, not universal entitlement." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:install", "unique-ai:unique-ai:single", "unique-ai:unique-ai:operators", "unique-ai:unique-ai:onpremsecurity", "unique-ai:unique-ai:compliance", "unique-ai:unique-ai:code", "unique-ai:unique-ai:voice" ] } ] }, { "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": "langdock", "claimId": "langdock:DATA-03", "verificationStatus": "agent-cross-checked", "support": "supported", "answer": "Microsoft Azure model routes use the contract-described no-training and Modified Abuse Monitoring configuration. Other providers are outside this finding.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business/Enterprise managed Microsoft Azure model routes only; BYOK and Fable/other-provider routes excluded", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default; explicitly selected global Azure models may infer outside EU", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "vendor_training", "question": "Does the vendor train on customer content?", "support": "supported", "answer": "Terms section9 prohibits Langdock use of customer data for model development, training or improvement.", "evidenceIds": [ "langdock:langdock:terms-rev2" ] }, { "id": "provider_training", "question": "Do model providers train on it under this product's contracts?", "support": "supported", "answer": "Appendix1 Microsoft Azure obligations exclude sharing customer prompts/files/embeddings with model developers and using them to train or improve models.", "evidenceIds": [ "langdock:langdock:terms-rev2" ] }, { "id": "provider_retention", "question": "How long do model providers keep prompts, including for abuse monitoring?", "support": "supported", "answer": "For the scoped Microsoft Azure model route, Langdock states Modified Abuse Monitoring disables provider storage of prompts/outputs for abuse monitoring. Platform conversation storage is separate.", "evidenceIds": [ "langdock:langdock:terms-rev2" ] }, { "id": "zero_retention", "question": "Is zero data retention available, and on which plan?", "support": "supported", "answer": "The Azure route has the Modified Abuse Monitoring zero-retention configuration described in Appendix1. This does not establish ZDR for arbitrary customer keys or other providers.", "evidenceIds": [ "langdock:langdock:terms-rev2" ] }, { "id": "human_review", "question": "Can provider staff review content?", "support": "supported", "answer": "Appendix1 states Azure human abuse review of the scoped prompts/outputs is disabled by Modified Abuse Monitoring.", "evidenceIds": [ "langdock:langdock:terms-rev2" ] } ], "limitations": [ "Fable5/5.1 and direct/OpenAI image/file exceptions are outside this Azure-only scope; no platform-wide ZDR claim is made." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:terms-rev2" ] }, { "productId": "unique-ai", "claimId": "unique-ai:DATA-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Hosted Azure documentation says no model training and disabled Microsoft prompt storage/human review; other provider routes require separate terms.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": null, "plan": "Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "vendor_training", "question": "Does the vendor train on customer content?", "support": "supported", "answer": "Hosted retention policy says no customer data is used for AI/neural-network training. Public terms allow service development and anonymised metadata use; that is not a blanket prohibition of all secondary processing.", "evidenceIds": [ "unique-ai:unique-ai:retention", "unique-ai:unique-ai:terms" ] }, { "id": "provider_training", "question": "Do model providers train on it under this product's contracts?", "support": "partial", "answer": "Hosted Azure deployment is separate from public OpenAI and training is excluded. Other catalogue providers/direct OpenAI research need their applicable customer terms.", "evidenceIds": [ "unique-ai:unique-ai:retention", "unique-ai:unique-ai:models", "unique-ai:unique-ai:deepresearch" ] }, { "id": "provider_retention", "question": "How long do model providers keep prompts, including for abuse monitoring?", "support": "supported", "answer": "For hosted Azure OpenAI, documents/prompts/answers process in memory only, with logging/human-review opt-out. Ordinary application chats persist in Unique databases.", "evidenceIds": [ "unique-ai:unique-ai:retention" ] }, { "id": "zero_retention", "question": "Is zero data retention available, and on which plan?", "support": "partial", "answer": "Hosted Azure model calls use no provider content storage per opt-out; this is not zero retention of Unique application history, logs or other provider routes.", "evidenceIds": [ "unique-ai:unique-ai:retention" ] }, { "id": "human_review", "question": "Can provider staff review content?", "support": "partial", "answer": "Hosted Azure guide says Microsoft prompt/response human review is disabled. Vendor staff need-to-know access and alternate model-provider review conditions are separate.", "evidenceIds": [ "unique-ai:unique-ai:retention", "unique-ai:unique-ai:dpa" ] } ], "limitations": [ "No signed Azure amendment was inspected. Retention and review conditions for Anthropic, Gemini, Together, xAI and direct OpenAI research remain unverified; do not generalise the Azure-only policy." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:retention", "unique-ai:unique-ai:terms", "unique-ai:unique-ai:models", "unique-ai:unique-ai:deepresearch", "unique-ai:unique-ai:dpa" ] } ] }, { "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": "langdock", "claimId": "langdock:DATA-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Admins control chat retention; file cleanup depends on all remaining references.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "default_retention", "question": "What is retained and for how long by default?", "support": "partial", "answer": "No universal default duration is specified. File retention depends on recent files, chats, agents, folders or knowledge links; workflow pricing lists 30-day run retention.", "evidenceIds": [ "langdock:langdock:retention", "langdock:langdock:pricing" ] }, { "id": "admin_retention", "question": "Can admins set retention periods?", "support": "supported", "answer": "Chat inactivity retention options are seven days, one/three/twelve months or forever, with daily irreversible deletion.", "evidenceIds": [ "langdock:langdock:workspace" ] }, { "id": "user_deletion", "question": "Can users delete their chats and files permanently?", "support": "partial", "answer": "Deleted chats become unavailable immediately; files belonging only to them are deleted at overnight cleanup. Files linked elsewhere remain; deleting a folder alone retains its files.", "evidenceIds": [ "langdock:langdock:retention" ] }, { "id": "contract_end_deletion", "question": "What is deleted at contract end, and when?", "support": "supported", "answer": "DPA section 11 requires deletion within 30 days of termination subject to legal retention, confirmation on request and export access until deletion.", "evidenceIds": [ "langdock:langdock:dpa" ] } ], "limitations": [ "default_retention: No universal default duration is specified. File retention depends on recent files, chats, agents, folders or knowledge links; workflow pricing lists 30-day run retention.", "user_deletion: Deleted chats become unavailable immediately; files belonging only to them are deleted at overnight cleanup. Files linked elsewhere remain; deleting a folder alone retains its files." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:retention", "langdock:langdock:pricing", "langdock:langdock:workspace", "langdock:langdock:dpa" ] }, { "productId": "unique-ai", "claimId": "unique-ai:DATA-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Chat content clearing, chat uploads, KB documents, contract-end content deletion, recoverable files, backups and audit records have separate policies. No common purge deadline is established for all copies.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web", "api" ], "version": null, "plan": "Contracted Unique AI platform; Chat, Knowledge Base and hosted retention configuration; customer-hosted policy separately controlled availability and deployment/provider configuration depend on the customer agreement", "addOns": [], "deploymentMode": null, "region": "Contracted storage/provider region; hosted-policy timings not extended to every customer-hosted system", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" }, { "id": "api", "name": "Unique API and Python SDK", "type": "api" } ] }, "questions": [ { "id": "default_retention", "question": "What is retained and for how long by default?", "support": "partial", "answer": "The chat-upload guide describes an admin-configured expiry, typically two weeks, for chat uploads. Hosted policy lists no minimum for KB/blob/vector/database content. Neither figure defines audit-event retention or proves a tenant's configured default.", "evidenceIds": [ "unique-ai:unique-ai:files", "unique-ai:unique-ai:review2-retention" ] }, { "id": "admin_retention", "question": "Can admins set retention periods?", "support": "supported", "answer": "DATA_RETENTION_IN_DAYS drives the daily midnight chat-content clearing job; unset/zero disables it. This clears the content categories named by the redaction guide, not all uploads, KB, external tool records or audit events.", "evidenceIds": [ "unique-ai:unique-ai:redaction" ] }, { "id": "user_deletion", "question": "Can users delete their chats and files permanently?", "support": "partial", "answer": "The redaction guide says deleting a chat removes its Unique chat-content copy and marks the chat record deleted. Separate upload, KB, external-tool, soft-delete, backup and audit policies are not collapsed into that action.", "evidenceIds": [ "unique-ai:unique-ai:redaction" ] }, { "id": "contract_end_deletion", "question": "What is deleted at contract end, and when?", "support": "partial", "answer": "For Unique-hosted ordinary content, the published policy states a standard 30-day post-termination period unless the customer contract differs. It separately describes recoverable files for 30 days after deletion and database backups for two further weeks. DPA 6.1 requires return/deletion subject to legal record-keeping. Audit-log classes and their contractual lifetime remain unknown under ADM-06; this is not a deadline for deletion of every copy.", "evidenceIds": [ "unique-ai:unique-ai:review2-retention", "unique-ai:unique-ai:review2-dpa" ] } ], "limitations": [ "Hosted content policy expressly permits contract-specific variation. Its timings do not define API/DPA audit-record retention.", "No tenant configuration, customer MSA, final backup purge or external-provider deletion fixture was inspected." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:files", "unique-ai:unique-ai:redaction", "unique-ai:unique-ai:review2-retention", "unique-ai:unique-ai:review2-dpa" ] } ] }, { "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": "langdock", "claimId": "langdock:DATA-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "DPA publishes seven default subprocessors and conditional Global routes with transfer mechanisms.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "subprocessor_list", "question": "Is a dated sub-processor list published?", "support": "supported", "answer": "DPA 2.1 Appendix 2 embeds the current named list; trust-centre subprocessor page needs client rendering and did not return text.", "evidenceIds": [ "langdock:langdock:dpa" ] }, { "id": "subprocessor_countries", "question": "Which countries do sub-processors operate in?", "support": "supported", "answer": "Default entities: Microsoft Ireland, AWS EMEA Luxembourg, Google Cloud EMEA Ireland, OpenAI Ireland, Mistral France, Sentry US and Cloudflare US; default processing column is EU. Global opt-ins include worldwide/US inference and Azure EU storage.", "evidenceIds": [ "langdock:langdock:dpa" ] }, { "id": "change_notification", "question": "Are customers notified of sub-processor changes?", "support": "supported", "answer": "At least 14 days before new/replaced subprocessor via public register and email only if subscribed; objection within 14 days of publication.", "evidenceIds": [ "langdock:langdock:dpa" ] }, { "id": "parent_jurisdiction", "question": "Which jurisdiction governs the vendor and its parent?", "support": "partial", "answer": "Langdock GmbH, Berlin, Germany is contracting entity. Parent-company ownership was not fully established.", "evidenceIds": [ "langdock:langdock:terms" ] }, { "id": "transfer_mechanism", "question": "Which transfer mechanism applies to non-EU/CH processing?", "support": "supported", "answer": "DPA lists EU-US/Swiss-US DPF, UK extension and EU/UK SCCs with Swiss addenda per provider; Global OpenAI lists EU/UK SCCs.", "evidenceIds": [ "langdock:langdock:dpa" ] }, { "id": "government_access_policy", "question": "Is there a published government-access or transparency policy?", "support": "partial", "answer": "Confidentiality clause requires minimizing legally compelled disclosure and notifying where legally permitted; no separate request statistics/transparency report was found.", "evidenceIds": [ "langdock:langdock:terms" ] } ], "limitations": [ "parent_jurisdiction: Langdock GmbH, Berlin, Germany is contracting entity. Parent-company ownership was not fully established.", "government_access_policy: Confidentiality clause requires minimizing legally compelled disclosure and notifying where legally permitted; no separate request statistics/transparency report was found." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:dpa", "langdock:langdock:terms" ] }, { "productId": "unique-ai", "claimId": "unique-ai:DATA-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "The dated public DPA lists Microsoft, but a complete applicable current subprocessor/country schedule for all contracted model/tool routes was not retrieved. A technical provider catalogue is not substituted for that legal schedule.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web", "api" ], "version": null, "plan": "Contracted Unique AI platform; current platform infrastructure and enabled model/tool integrations availability and deployment/provider configuration depend on the customer agreement", "addOns": [], "deploymentMode": null, "region": "Actual customer provider/country/transfer schedule unverified", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" }, { "id": "api", "name": "Unique API and Python SDK", "type": "api" } ] }, "questions": [ { "id": "subprocessor_list", "question": "Is a dated sub-processor list published?", "support": "unknown", "answer": "The July 2025 public DPA Appendix A lists Microsoft for infrastructure, Cognitive/Azure OpenAI and email. The current technical catalogue offers other provider/tool routes, which may have different contractual roles. No applicable complete current legal schedule or executed customer supplement was retrieved; the Microsoft-only list is not presented as complete.", "evidenceIds": [] }, { "id": "subprocessor_countries", "question": "Which countries do sub-processors operate in?", "support": "unknown", "answer": "DPA Appendix A names CH or a client-chosen Microsoft location; technical model routes separately include regional and global processing. A complete current legal provider/country and support-access schedule for the chosen deployment was not retrieved.", "evidenceIds": [] }, { "id": "change_notification", "question": "Are customers notified of sub-processor changes?", "support": "unknown", "answer": "No applicable current processor-change notification/objection clause for the customer's full provider schedule was retrieved from the DPA or current contract-access documentation.", "evidenceIds": [] }, { "id": "parent_jurisdiction", "question": "Which jurisdiction governs the vendor and its parent?", "support": "partial", "answer": "The current contact page identifies Unique AI AG in Switzerland and regional entities. The public DPA uses Unique AG. Ultimate parent/beneficial-owner jurisdiction and a customer-specific contracting entity were not independently established.", "evidenceIds": [ "unique-ai:unique-ai:contact", "unique-ai:unique-ai:review2-dpa" ] }, { "id": "transfer_mechanism", "question": "Which transfer mechanism applies to non-EU/CH processing?", "support": "unknown", "answer": "No complete customer-content transfer-instrument mapping per non-CH/EU provider was retrieved. The website visitor privacy policy is not substituted for customer-content terms.", "evidenceIds": [] }, { "id": "government_access_policy", "question": "Is there a published government-access or transparency policy?", "support": "unknown", "answer": "No current customer-content government-request/transparency policy was retrieved for the complete contracted provider chain. General banking/DPA assurances do not establish such a policy.", "evidenceIds": [] } ], "limitations": [ "The provider catalogue establishes technical choices, not each party's processor role or the legal schedule for a customer contract.", "No sales contact, executed current MSA or nonpublic schedule was obtained." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:review2-dpa", "unique-ai:unique-ai:review2-models", "unique-ai:unique-ai:review2-governance", "unique-ai:unique-ai:contact" ] } ] }, { "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": "langdock", "claimId": "langdock:DATA-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "DPA automatically forms part of German-law terms; Swiss and sector materials need qualification.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "dpa", "question": "Is a DPA available, and is it negotiable?", "support": "partial", "answer": "Terms section 16 automatically incorporates public DPA 2.1; nonstandard instructions require written amendment, and negotiability is not promised.", "evidenceIds": [ "langdock:langdock:terms", "langdock:langdock:dpa" ] }, { "id": "revdsg_gdpr", "question": "Does the DPA cover revDSG and GDPR?", "support": "partial", "answer": "GDPR Article 28 governs; provider transfer table includes Swiss safeguards but a complete revDSG scope/addendum was not established.", "evidenceIds": [ "langdock:langdock:dpa" ] }, { "id": "governing_law", "question": "Which law and court govern the contract?", "support": "supported", "answer": "German law, Berlin exclusive jurisdiction; German language version binds over English translation.", "evidenceIds": [ "langdock:langdock:terms" ] }, { "id": "ai_act_materials", "question": "Is EU AI Act documentation provided?", "support": "partial", "answer": "Governance templates include EU AI Act/GDPR/security checks of agent definitions; these do not establish a complete product provider/deployer dossier.", "evidenceIds": [ "langdock:langdock:pricing", "langdock:langdock:gov" ] }, { "id": "sector_materials", "question": "Are FINMA or other sector materials provided?", "support": "partial", "answer": "Legal-links page advertises a Professional Secrecy Addendum in Trust Center; no FINMA package was obtained.", "evidenceIds": [ "langdock:langdock:legal" ] } ], "limitations": [ "dpa: Terms section 16 automatically incorporates public DPA 2.1; nonstandard instructions require written amendment, and negotiability is not promised.", "revdsg_gdpr: GDPR Article 28 governs; provider transfer table includes Swiss safeguards but a complete revDSG scope/addendum was not established.", "ai_act_materials: Governance templates include EU AI Act/GDPR/security checks of agent definitions; these do not establish a complete product provider/deployer dossier.", "sector_materials: Legal-links page advertises a Professional Secrecy Addendum in Trust Center; no FINMA package was obtained." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:terms", "langdock:langdock:dpa", "langdock:langdock:pricing", "langdock:langdock:gov", "langdock:langdock:legal" ] }, { "productId": "unique-ai", "claimId": "unique-ai:DATA-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "A public DPA and finance-specific compliance material are available; actual contractual amendments were not inspected.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": null, "plan": "Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "dpa", "question": "Is a DPA available, and is it negotiable?", "support": "partial", "answer": "DPA accepts click-through/use or signature and defines Unique as processor for hosted MT/ST. Negotiability is not specified.", "evidenceIds": [ "unique-ai:unique-ai:dpa" ] }, { "id": "revdsg_gdpr", "question": "Does the DPA cover revDSG and GDPR?", "support": "partial", "answer": "DPA addresses GDPR, Swiss FDPIC oversight and MSA-defined laws; Compliance Layer identifies nFDAP/Swiss M329 amendment. Exact signed revDSG/GDPR scope requires MSA.", "evidenceIds": [ "unique-ai:unique-ai:dpa", "unique-ai:unique-ai:compliance" ] }, { "id": "governing_law", "question": "Which law and court govern the contract?", "support": "supported", "answer": "DPA 7 specifies Swiss substantive law and Zürich 1 courts unless mandatory GDPR/MSA otherwise. Public ToS similarly names Swiss law.", "evidenceIds": [ "unique-ai:unique-ai:dpa", "unique-ai:unique-ai:terms" ] }, { "id": "ai_act_materials", "question": "Is EU AI Act documentation provided?", "support": "partial", "answer": "Trust centre describes per-use-case conformity assessments; ISO42001 and AI governance material are public. A complete provider/deployer AI Act technical file is not established.", "evidenceIds": [ "unique-ai:unique-ai:trust", "unique-ai:unique-ai:compliance" ] }, { "id": "sector_materials", "question": "Are FINMA or other sector materials provided?", "support": "partial", "answer": "Compliance Layer names Microsoft M453 FINMA audit-rights amendment, M744 professional/banking secrecy and M329 CH-DPA for Unique-hosted deployments. Actual annexes and current signed scope are not public.", "evidenceIds": [ "unique-ai:unique-ai:compliance" ] } ], "limitations": [ "DPA negotiability and signed sector amendments, product-specific EU AI Act roles and exact sector assurance scope remain unverified. This records materials, not a compliance verdict." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:dpa", "unique-ai:unique-ai:compliance", "unique-ai:unique-ai:terms", "unique-ai:unique-ai:trust" ] } ] }, { "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": "langdock", "claimId": "langdock:DATA-07", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "ISO 27001 and SOC 2 Type II are vendor claims pending certificate/report verification.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "iso_27001", "question": "ISO 27001 with scope and validity?", "support": "partial", "answer": "Security page claims Langdock ISO 27001; issuer, exact scope and validity were not retrieved.", "evidenceIds": [ "langdock:langdock:security" ] }, { "id": "soc2", "question": "SOC 2 type, period and covered service?", "support": "partial", "answer": "Security page claims SOC 2 Type II; report period/auditor/service scope was not retrieved.", "evidenceIds": [ "langdock:langdock:security" ] }, { "id": "c5", "question": "BSI C5 attestation?", "support": "unknown", "answer": "BSI C5 attestation? Unknown. No C5, other product certificate, issuer-register verification or gated report was established.", "evidenceIds": [] }, { "id": "other_certifications", "question": "Which other certificates (27701, 42001, TISAX)?", "support": "unknown", "answer": "Which other certificates (27701, 42001, TISAX)? Unknown. No C5, other product certificate, issuer-register verification or gated report was established.", "evidenceIds": [] }, { "id": "report_access", "question": "How can customers obtain reports?", "support": "partial", "answer": "Public legal-links page sends certificate/report requests to the Trust Center, which rendered no text in this access method.", "evidenceIds": [ "langdock:langdock:legal" ] }, { "id": "pentest", "question": "Are independent penetration test summaries available?", "support": "partial", "answer": "Vendor describes frequent independent penetration testing; no test report or bounded result was retrieved.", "evidenceIds": [ "langdock:langdock:security" ] } ], "limitations": [ "iso_27001: Security page claims Langdock ISO 27001; issuer, exact scope and validity were not retrieved.", "soc2: Security page claims SOC 2 Type II; report period/auditor/service scope was not retrieved.", "report_access: Public legal-links page sends certificate/report requests to the Trust Center, which rendered no text in this access method.", "pentest: Vendor describes frequent independent penetration testing; no test report or bounded result was retrieved.", "Unverified c5, other_certifications: No C5, other product certificate, issuer-register verification or gated report was established." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:security", "langdock:langdock:legal" ] }, { "productId": "unique-ai", "claimId": "unique-ai:DATA-07", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "New public 2026 ATTESTA renewals establish ISO27001 and ISO9001 validity to 31 May 2029; the public TÜV SÜD ISO42001 certificate runs to 6 March 2028. SOC2 Type2 is vendor-documented, with full report evidence NDA-gated.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web", "api" ], "version": "ATTESTA 10 June 2026 renewals; TÜV SÜD 7 March 2025 certificate", "plan": "Contracted Unique AI platform; platform assurance; certificates cover the named legal entity and stated scopes, not every module/provider availability and deployment/provider configuration depend on the customer agreement", "addOns": [], "deploymentMode": null, "region": "Certificates name Unique AG, Zurich, Switzerland; module/provider coverage depends on the stated audit scope", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" }, { "id": "api", "name": "Unique API and Python SDK", "type": "api" } ] }, "questions": [ { "id": "iso_27001", "question": "ISO 27001 with scope and validity?", "support": "supported", "answer": "Inspected the 2026 ATTESTA Schweizer Zertifizierungsgesellschaft AG ISO27001:2022 certificate for Unique AG, registration 223-06-018.I. It covers software development/operation/trading/distribution and IT services, is issued 10 June 2026 after 4 June surveillance and expires 31 May 2029. The certificate-linked public register matches the number and expiry. The marketing-linked 2025 PDF is an older artifact, not the current renewal.", "evidenceIds": [ "unique-ai:unique-ai:review2-iso27001", "unique-ai:unique-ai:review2-iso-register", "unique-ai:unique-ai:review2-iso-docs" ] }, { "id": "soc2", "question": "SOC 2 type, period and covered service?", "support": "partial", "answer": "The dedicated SOC page documents Type1 in December 2023 followed by Type2 in January 2025. This explains the historical Type1 references rather than proving an ongoing Type1-only state. Current Type2 status is a vendor claim; the auditor, actual report period and service/control scope were not inspected because the full report is NDA-gated.", "evidenceIds": [ "unique-ai:unique-ai:review2-soc" ] }, { "id": "c5", "question": "BSI C5 attestation?", "support": "unknown", "answer": "No public BSI C5 attestation was retrieved from the certification pages/trust centre or targeted first-party search.", "evidenceIds": [] }, { "id": "other_certifications", "question": "Which other certificates (27701, 42001, TISAX)?", "support": "partial", "answer": "Inspected ATTESTA ISO9001:2015 renewal 223-06-017.Q for the same Unique AG software/IT scope, expiring 31 May 2029, matched in the public register. Separately inspected TÜV SÜD South Asia ISO42001:2023 certificate 99 420 00001, valid 7 March 2025 to 6 March 2028, for development/deployment of financial-services SaaS using foundation or client models. Current full ISAE/FINMA report scope was not inspected.", "evidenceIds": [ "unique-ai:unique-ai:review2-iso9001", "unique-ai:unique-ai:review2-iso-register", "unique-ai:unique-ai:iso42001" ] }, { "id": "report_access", "question": "How can customers obtain reports?", "support": "supported", "answer": "The ISO documentation provides public certificate downloads. It says the ISO27001 Statement of Applicability requires a valid NDA. The dedicated SOC page likewise makes the audit report/certificate available on request after NDA. No NDA or sales request was made.", "evidenceIds": [ "unique-ai:unique-ai:review2-iso-docs", "unique-ai:unique-ai:review2-soc" ] }, { "id": "pentest", "question": "Are independent penetration test summaries available?", "support": "partial", "answer": "The public DPA describes internal/external security testing and the trust page describes tests/bug bounty. An independent penetration-test report, current scope or summary was not inspected.", "evidenceIds": [ "unique-ai:unique-ai:review2-dpa", "unique-ai:unique-ai:trust" ] } ], "limitations": [ "Current ISO27001/9001 evidence is the 2026 renewal plus matching register entries; the stale website-linked PDF is not used to deny current certification.", "SOC chronology and access process are vendor-documented, not a reviewed independent SOC report. Certificate scopes are entity-specific and not a universal module/provider assurance." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:review2-iso27001", "unique-ai:unique-ai:review2-iso9001", "unique-ai:unique-ai:review2-iso-register", "unique-ai:unique-ai:review2-iso-docs", "unique-ai:unique-ai:iso42001", "unique-ai:unique-ai:review2-soc", "unique-ai:unique-ai:review2-dpa", "unique-ai:unique-ai:trust" ] } ] }, { "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": "langdock", "claimId": "langdock:DATA-08", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Encryption and network restrictions are documented; customer key custody is not established.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "encryption_at_rest", "question": "Is data encrypted at rest?", "support": "supported", "answer": "Vendor states AES-256 storage and TLS 1.2+ transport.", "evidenceIds": [ "langdock:langdock:security" ] }, { "id": "customer_managed_keys", "question": "Can the customer manage or hold the keys?", "support": "unknown", "answer": "Can the customer manage or hold the keys? Unknown. Customer-managed encryption keys and exact shared-SaaS tenant isolation implementation were not established; LLM BYOK is a separate concept.", "evidenceIds": [] }, { "id": "private_networking", "question": "Is private connectivity or IP restriction available?", "support": "partial", "answer": "CIDR IP allowlists block workspace login/use from unapproved networks; private-link endpoint availability was not established.", "evidenceIds": [ "langdock:langdock:ip" ] }, { "id": "tenant_isolation", "question": "How are customers separated in shared SaaS?", "support": "unknown", "answer": "How are customers separated in shared SaaS? Unknown. Customer-managed encryption keys and exact shared-SaaS tenant isolation implementation were not established; LLM BYOK is a separate concept.", "evidenceIds": [] } ], "limitations": [ "private_networking: CIDR IP allowlists block workspace login/use from unapproved networks; private-link endpoint availability was not established.", "Unverified customer_managed_keys, tenant_isolation: Customer-managed encryption keys and exact shared-SaaS tenant isolation implementation were not established; LLM BYOK is a separate concept." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:security", "langdock:langdock:ip" ] }, { "productId": "unique-ai", "claimId": "unique-ai:DATA-08", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Deployment guides document encryption, isolated Single Tenant resources and optional IP filtering. Exact current MT PMK/CMK/HSM configuration and key sizes are not established across the conflicting pages.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web", "api" ], "version": null, "plan": "Contracted Unique AI platform; hosted MT/ST encryption and optional customer-controlled self-hosting availability and deployment/provider configuration depend on the customer agreement", "addOns": [], "deploymentMode": null, "region": "Contracted Azure tenant/storage/backup region; actual key-vault/HSM location unverified", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" }, { "id": "api", "name": "Unique API and Python SDK", "type": "api" } ] }, "questions": [ { "id": "encryption_at_rest", "question": "Is data encrypted at rest?", "support": "partial", "answer": "The compliance matrix documents encryption at rest and in transit across deployment options, with AES256/TLS1.2+ in its controls text. No exact current RSA key size is asserted: the ST architecture says 2048-bit RSA-HSM while the hosted retention page says 4096-bit. An implementation-specific key design was not retrieved.", "evidenceIds": [ "unique-ai:unique-ai:review2-compliance", "unique-ai:unique-ai:review2-single", "unique-ai:unique-ai:review2-retention" ] }, { "id": "customer_managed_keys", "question": "Can the customer manage or hold the keys?", "support": "partial", "answer": "The infrastructure key guide allows a customer-generated key to be imported for a Unique-hosted Single Tenant, with Unique holding/managing it. It directs clients needing exclusive control of all storage keys to customer self-hosting. This is not HYOK or exclusive customer custody in Unique hosting. Actual MT PMK/CMK/HSM configuration is unknown because the key guide and hosted retention matrix disagree.", "evidenceIds": [ "unique-ai:unique-ai:review2-keys", "unique-ai:unique-ai:review2-retention" ] }, { "id": "private_networking", "question": "Is private connectivity or IP restriction available?", "support": "partial", "answer": "The Single-Tenant WAF supports optional IP blocking. The separate SEE consumer endpoint is public TLS with optional allow-list and no standard private endpoint/peering. These are distinct scopes; other private-link options for the customer deployment were not verified.", "evidenceIds": [ "unique-ai:unique-ai:review2-single", "unique-ai:unique-ai:security-export" ] }, { "id": "tenant_isolation", "question": "How are customers separated in shared SaaS?", "support": "supported", "answer": "The Single-Tenant architecture describes a separate customer landing zone under Unique's subscription, isolating its storage/processing from other customers. This documents that ST architecture, not the isolation configuration of every hosted or customer-managed instance.", "evidenceIds": [ "unique-ai:unique-ai:review2-single" ] } ], "limitations": [ "No exact RSA/HSM key size or actual MT PMK/CMK design is asserted. A customer-specific deployment/key diagram and key-vault region were not inspected.", "Customer-generated imported keys held by Unique do not establish customer-exclusive key custody; full control is a separate self-hosting option." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:review2-compliance", "unique-ai:unique-ai:review2-single", "unique-ai:unique-ai:review2-retention", "unique-ai:unique-ai:review2-keys", "unique-ai:unique-ai:security-export" ] } ] }, { "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": "langdock", "claimId": "langdock:DATA-09", "verificationStatus": "not-published", "support": "not-published", "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.", "availability": null, "delivery": null, "scope": null, "questions": [], "limitations": [], "checkedAt": null, "crossCheckedAt": null, "nextCheckAt": null, "evidenceIds": [] }, { "productId": "unique-ai", "claimId": "unique-ai:DATA-09", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Unique documents general staff/external-party access controls and customer-controlled on-premises access. A professional-secrecy undertaking under § 203 StGB or Art. 321 StGB, its subprocessor flow-down and qualifying plan/add-on remain unverified. Financial-sector banking-secrecy amendments are recorded separately under DATA-06.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web", "api" ], "version": null, "plan": "Contracted Unique AI; profession-specific eligibility and fees unpublished", "addOns": [], "deploymentMode": null, "region": "Contracted hosting jurisdiction; customer-controlled on-premises access described separately from Unique-hosted access", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" }, { "id": "api", "name": "Unique API and Python SDK", "type": "api" } ] }, "questions": [ { "id": "secrecy_undertaking", "question": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff?", "support": "unknown", "answer": "No public Unique AI-specific § 203 StGB or Art. 321 StGB secrecy undertaking covering staff was located in the DPA, compliance documentation or targeted first-party search on 21 October 2026. The DPA confidentiality commitment alone does not establish a professional-secrecy undertaking. No executed or negotiated customer agreement was inspected.", "evidenceIds": [] }, { "id": "subprocessor_coverage", "question": "Does the undertaking extend to its sub-processors, and is that documented?", "support": "unknown", "answer": "The DPA says employees, contractual subprocessors and other service providers are bound to confidentiality of sensitive information. A professional-secrecy-specific obligation extending through the subprocessor/model-provider chain was not verified. The Microsoft M744 banking-secrecy amendment mentioned in the financial-services framework is not counted as evidence of § 203 / Art. 321 coverage for professional secrecy holders.", "evidenceIds": [] }, { "id": "secrecy_offering", "question": "Is it a dedicated offering or add-on, and on which plan?", "support": "unknown", "answer": "No qualifying professional-secrecy plan, dedicated offering, add-on tariff or named eligibility rule was located. The documented financial-services amendments and general deployment choices do not establish a separate § 203 / Art. 321 offering. Contract-specific terms and fees remain unknown.", "evidenceIds": [] }, { "id": "content_access", "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?", "support": "partial", "answer": "DPA Appendix B permits employees or external parties access to personal/confidential information on a need-to-know basis. For on-premises support, customers control remote connections and Unique staff cannot access a customer system without customer knowledge or full active participation. The on-premises architecture also allows operation without any Unique access under customer control. These sources do not exhaustively identify plaintext access at each hosted subprocessor/model provider or profession-specific access conditions.", "evidenceIds": [ "unique-ai:unique-ai:dpa", "unique-ai:unique-ai:onpremsecurity" ] }, { "id": "secrecy_documentation", "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?", "support": "unknown", "answer": "A public DPA and on-premises architecture describe confidentiality and access controls, but no profession-specific secrecy template or professional-body guidance was located. The compliance page describes Microsoft M453/M744/M329 in a financial-services context; those banking/FINMA disclosures belong to DATA-06 and do not establish the missing professional-secrecy contract.", "evidenceIds": [] } ], "limitations": [ "No executed professional-secrecy undertaking or § 203 / Art. 321 contract was inspected. General DPA confidentiality is not treated as such an undertaking.", "The M744 professional-secrecy wording appears in a banking-secrecy/financial-services framework; no inference is made to lawyers, doctors, auditors or tax advisers.", "Customer-controlled on-premises access does not establish the same access conditions for Unique-hosted deployments or all model-provider routes. Full plaintext-access mapping remains unknown." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:dpa", "unique-ai:unique-ai:onpremsecurity", "unique-ai:unique-ai:compliance" ] } ] }, { "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": "langdock", "claimId": "langdock:VEN-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Business uses seats with included managed-chat usage; workflow/API and other add-ons are separate. An applicable Standard/BYOK licence tariff is not established.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents and optional modules; Enterprise quoted at1000+; applicable Standard/BYOK tariff unknown", "addOns": [ "Workflows", "Governance", "API/Extra Usage" ], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "pricing_unit", "question": "What is the pricing unit?", "support": "supported", "answer": "Seat/month platform, per-workspace workflow packages, metered API/workflow AI/extra usage, optional per-seat Governance.", "evidenceIds": [ "langdock:langdock:pricing-rev2" ] }, { "id": "list_prices", "question": "What are list prices per plan, with date and currency?", "support": "unknown", "answer": "Unknown applicable Standard/BYOK seat tariff. The public Business headline is EUR25 while the annual price breakdown starts at EUR23.20; billing docs refer to the same pricing page without reconciling them. Enterprise1000+ is quote-only. Prior hashed-calculator rates are excluded.", "evidenceIds": [] }, { "id": "included_usage", "question": "What usage is included?", "support": "partial", "answer": "Standard includes managed chat/agent usage under five-hour and weekly windows; Max has 5x. Precise numerical included cost budgets are not public. Starter includes 2500 workflow runs/month but no workflow model tokens.", "evidenceIds": [ "langdock:langdock:pricing-rev2", "langdock:langdock:limits" ] }, { "id": "add_ons", "question": "Which features cost extra?", "support": "partial", "answer": "Workflow Starter includes2500runs/month with AI tokens billed separately. The public add-on page lists40k/100k packages and Governance free until2027-01-01, then separately priced per base-plan seat. The applicable binding package/billing-period amounts are not established here.", "evidenceIds": [ "langdock:langdock:pricing-rev2" ] }, { "id": "overage", "question": "What do usage beyond limits and premium models cost?", "support": "supported", "answer": "Extra usage is charged at API rates. Model page lists GPT-5 Mini EUR 0.22 input/1.78 output per million; workflow and API spend use separate caps.", "evidenceIds": [ "langdock:langdock:extra", "langdock:langdock:models" ] } ], "limitations": [ "Inconsistent price representations are retained as a named price gap, not combined into a synthetic tariff." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:pricing-rev2", "langdock:langdock:limits", "langdock:langdock:extra", "langdock:langdock:models" ] }, { "productId": "unique-ai", "claimId": "unique-ai:VEN-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Applicable current platform pricing unit, list tariff, included usage and overages remain unknown. A separately documented Single-Tenant SEE consumption/engineering charge is retained; legacy sales-conversation terms are excluded.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web", "api" ], "version": null, "plan": "Contracted Unique AI platform; platform subscription and separately enabled Single-Tenant SEE availability and deployment/provider configuration depend on the customer agreement", "addOns": [ "SEE scope only where contracted" ], "deploymentMode": null, "region": "Vendor currency and applicable invoicing terms not established for the platform; SEE guide separately quotes indicative CHF consumption", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" }, { "id": "api", "name": "Unique API and Python SDK", "type": "api" } ] }, "questions": [ { "id": "pricing_unit", "question": "What is the pricing unit?", "support": "unknown", "answer": "No applicable current platform MSA/order form or tariff establishing seat, active-user, platform or usage pricing units was retrieved. The public 18 October 2023 ToS defines a sales-conversation intelligence service, so its subscription/Order Form clauses are not applied to current Unique AI.", "evidenceIds": [] }, { "id": "list_prices", "question": "What are list prices per plan, with date and currency?", "support": "unknown", "answer": "No applicable current platform list tariff, tier names or primary invoicing currency was retrieved from platform/contract documentation or targeted first-party search.", "evidenceIds": [] }, { "id": "included_usage", "question": "What usage is included?", "support": "unknown", "answer": "No applicable current platform agreement specifying included model tokens, storage or module allowances was publicly retrieved.", "evidenceIds": [] }, { "id": "add_ons", "question": "Which features cost extra?", "support": "partial", "answer": "Single-Tenant SEE passes through Azure consumption without markup; guide observes CHF20-50/month/environment, not a fixed quote, with initial engineering at agreed rates. Other module charges are unpublished.", "evidenceIds": [ "unique-ai:unique-ai:security-export" ] }, { "id": "overage", "question": "What do usage beyond limits and premium models cost?", "support": "unknown", "answer": "No applicable current platform overage or premium-model sales tariff was retrieved. Cost-management model estimates are not substituted for a customer sales tariff.", "evidenceIds": [] } ], "limitations": [ "The SEE cost finding is scoped only to that Single-Tenant integration. It does not price the platform subscription or all modules.", "The 2023 sales-conversation ToS is excluded as evidence of current Unique AI commercial terms; no sales quote or private contract was requested." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:security-export", "unique-ai:unique-ai:review2-governance", "unique-ai:unique-ai:review2-terms-admin" ] } ] }, { "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": "langdock", "claimId": "langdock:VEN-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "All requested200/1000/5000-user totals are unknown because an applicable Business Standard tariff or Enterprise quote is not verified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Standard up to1000 users; Enterprise1000+; all applicable scenario licence totals unknown", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "cost_200", "question": "Year-one cost at 200 users?", "support": "unknown", "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. Unknown total for200users over12months excluding VAT. No applicable Business Standard tariff is established from the conflicting headline/breakdown; Enterprise at1000+ is quote-only. No calculator-derived base floor or inferred discount is retained. Included managed-chat use is not separately billed by the token mix.", "evidenceIds": [] }, { "id": "cost_1000", "question": "Year-one cost at 1,000 users?", "support": "unknown", "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. Unknown total for1000users over12months excluding VAT. No applicable Business Standard tariff is established from the conflicting headline/breakdown; Enterprise at1000+ is quote-only. No calculator-derived base floor or inferred discount is retained. Included managed-chat use is not separately billed by the token mix.", "evidenceIds": [] }, { "id": "cost_5000", "question": "Year-one cost at 5,000 users?", "support": "unknown", "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. Unknown total for5000users over12months excluding VAT. No applicable Business Standard tariff is established from the conflicting headline/breakdown; Enterprise at1000+ is quote-only. No calculator-derived base floor or inferred discount is retained. Included managed-chat use is not separately billed by the token mix.", "evidenceIds": [] }, { "id": "variable_share", "question": "Which part depends on usage?", "support": "partial", "answer": "Managed Business chat includes model usage subject to usage limits. ExtraUsage,workflow/API,Governance and customer-provider BYOK bills are separate. Missing applicable tariff/allowance components remain unknown; no proxy substitutes for vendor-billed usage.", "evidenceIds": [ "langdock:langdock:billing", "langdock:langdock:extra" ] }, { "id": "unknown_parts", "question": "Which costs could not be priced?", "support": "partial", "answer": "Business Standard/BYOK applicable seat rate, Enterprise licence/deployment quote, workload-preserving overage and required modules/services are unknown. This prevents a verifiable EUR/CHF total.", "evidenceIds": [ "langdock:langdock:pricing-rev2", "langdock:langdock:billing" ] } ], "limitations": [ "ALM-14 shared cost assumptions v1.4, 2026-10-21:12months, list prices, excluding VAT;60/30/10 users at100/400/1500messages monthly,3000input+600output tokens/message. Only separately billed usage uses this token mix.", "ECB2026-10-20 EUR1=USD1.1215=CHF0.9237. Unknown base/variable components prevent totals; no silent conversion." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:pricing-rev2", "langdock:langdock:billing", "langdock:langdock:extra", "langdock:langdock:ecb-fx" ] }, { "productId": "unique-ai", "claimId": "unique-ai:VEN-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. Public enterprise pricing is insufficient for the required 200/1,000/5,000-user annual totals.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": null, "plan": "Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "cost_200", "question": "Year-one cost at 200 users?", "support": "unknown", "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. Horizon 12 months, list prices excluding VAT, no invented discounts. Mix 60% light at 100 messages/user/month, 30% regular at 400, 10% power at 1,500. Where model usage is separately billed, each message has 3,000 input and 600 output tokens, giving 990k input plus 198k output per user/month. At 200/1,000/5,000 users this is 198m/990m/4.95bn input and 39.6m/198m/990m output per month. All three seat counts require an unpublished enterprise/custom price; no quote was requested. CHF and EUR ex-VAT totals, fixed charges, variable charges and add-ons remain unknown. FX dated 2026-10-20: EUR 1 = CHF 0.9237 and USD 1.1215; CHF to EUR divide by 0.9237, USD to EUR divide by 1.1215, source ECB. No numeric conversion or proxy model tariff is applied because there is no applicable public enterprise base/usage rate.", "evidenceIds": [] }, { "id": "cost_1000", "question": "Year-one cost at 1,000 users?", "support": "unknown", "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. Horizon 12 months, list prices excluding VAT, no invented discounts. Mix 60% light at 100 messages/user/month, 30% regular at 400, 10% power at 1,500. Where model usage is separately billed, each message has 3,000 input and 600 output tokens, giving 990k input plus 198k output per user/month. At 200/1,000/5,000 users this is 198m/990m/4.95bn input and 39.6m/198m/990m output per month. All three seat counts require an unpublished enterprise/custom price; no quote was requested. CHF and EUR ex-VAT totals, fixed charges, variable charges and add-ons remain unknown. FX dated 2026-10-20: EUR 1 = CHF 0.9237 and USD 1.1215; CHF to EUR divide by 0.9237, USD to EUR divide by 1.1215, source ECB. No numeric conversion or proxy model tariff is applied because there is no applicable public enterprise base/usage rate.", "evidenceIds": [] }, { "id": "cost_5000", "question": "Year-one cost at 5,000 users?", "support": "unknown", "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. Horizon 12 months, list prices excluding VAT, no invented discounts. Mix 60% light at 100 messages/user/month, 30% regular at 400, 10% power at 1,500. Where model usage is separately billed, each message has 3,000 input and 600 output tokens, giving 990k input plus 198k output per user/month. At 200/1,000/5,000 users this is 198m/990m/4.95bn input and 39.6m/198m/990m output per month. All three seat counts require an unpublished enterprise/custom price; no quote was requested. CHF and EUR ex-VAT totals, fixed charges, variable charges and add-ons remain unknown. FX dated 2026-10-20: EUR 1 = CHF 0.9237 and USD 1.1215; CHF to EUR divide by 0.9237, USD to EUR divide by 1.1215, source ECB. No numeric conversion or proxy model tariff is applied because there is no applicable public enterprise base/usage rate.", "evidenceIds": [] }, { "id": "variable_share", "question": "Which part depends on usage?", "support": "unknown", "answer": "ALM-14 shared cost assumptions v1.4, 2026-10-21. Horizon 12 months, list prices excluding VAT, no invented discounts. Mix 60% light at 100 messages/user/month, 30% regular at 400, 10% power at 1,500. Where model usage is separately billed, each message has 3,000 input and 600 output tokens, giving 990k input plus 198k output per user/month. At 200/1,000/5,000 users this is 198m/990m/4.95bn input and 39.6m/198m/990m output per month. All three seat counts require an unpublished enterprise/custom price; no quote was requested. CHF and EUR ex-VAT totals, fixed charges, variable charges and add-ons remain unknown. FX dated 2026-10-20: EUR 1 = CHF 0.9237 and USD 1.1215; CHF to EUR divide by 0.9237, USD to EUR divide by 1.1215, source ECB. No numeric conversion or proxy model tariff is applied because there is no applicable public enterprise base/usage rate.", "evidenceIds": [] }, { "id": "unknown_parts", "question": "Which costs could not be priced?", "support": "supported", "answer": "Subscription/order pricing, usage billing, provider contracts, deployment operation, connectors, execution, training and support charges are not publicly priced. SEE consumption example alone cannot price the platform.", "evidenceIds": [ "unique-ai:unique-ai:terms", "unique-ai:unique-ai:platform", "unique-ai:unique-ai:security-export" ] } ], "limitations": [ "ALM-14 shared cost assumptions v1.4, 2026-10-21. Horizon 12 months, list prices excluding VAT, no invented discounts. Mix 60% light at 100 messages/user/month, 30% regular at 400, 10% power at 1,500. Where model usage is separately billed, each message has 3,000 input and 600 output tokens, giving 990k input plus 198k output per user/month. At 200/1,000/5,000 users this is 198m/990m/4.95bn input and 39.6m/198m/990m output per month. All three seat counts require an unpublished enterprise/custom price; no quote was requested. CHF and EUR ex-VAT totals, fixed charges, variable charges and add-ons remain unknown. FX dated 2026-10-20: EUR 1 = CHF 0.9237 and USD 1.1215; CHF to EUR divide by 0.9237, USD to EUR divide by 1.1215, source ECB. No numeric conversion or proxy model tariff is applied because there is no applicable public enterprise base/usage rate." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:terms", "unique-ai:unique-ai:platform", "unique-ai:unique-ai:security-export", "unique-ai:unique-ai:ecb-fx" ] } ] }, { "id": "VEN-03", "title": "Evaluation access", "group": { "id": 7, "name": "Commercials and vendor" }, "judgment": "Distinguish free tier, self-serve trial, sales-led pilot, paid proof of concept and open-source self-install. Record card requirement, duration, seat limit, and which features (SSO, connectors, admin) the trial includes. Map which shared scenarios can be run without sales approval.", "questions": [ { "id": "free_tier", "question": "Is there a free tier for business use?" }, { "id": "self_serve_trial", "question": "Is a self-serve business trial available?" }, { "id": "trial_scope", "question": "Do trials include SSO, connectors and admin features?" }, { "id": "sales_gate", "question": "Does meaningful evaluation require sales contact?" } ], "products": [ { "productId": "langdock", "claimId": "langdock:VEN-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "A seven-day self-serve business trial is advertised without a card.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "free_tier", "question": "Is there a free tier for business use?", "support": "partial", "answer": "Terms describe a time-limited trial that ends automatically; permanent business free access is not established.", "evidenceIds": [ "langdock:langdock:terms" ] }, { "id": "self_serve_trial", "question": "Is a self-serve business trial available?", "support": "supported", "answer": "Seven days, no card, EUR 5 model credit and team invitations.", "evidenceIds": [ "langdock:langdock:pricing" ] }, { "id": "trial_scope", "question": "Do trials include SSO, connectors and admin features?", "support": "partial", "answer": "Pricing says test all platform features, but enterprise deployments and optional enablement cannot be inferred; SAML/SCIM trial configuration was not run.", "evidenceIds": [ "langdock:langdock:pricing" ] }, { "id": "sales_gate", "question": "Does meaningful evaluation require sales contact?", "support": "partial", "answer": "Base trial is self-serve; enterprise deployment and custom terms require an offer.", "evidenceIds": [ "langdock:langdock:billing" ] } ], "limitations": [ "free_tier: Terms describe a time-limited trial that ends automatically; permanent business free access is not established.", "trial_scope: Pricing says test all platform features, but enterprise deployments and optional enablement cannot be inferred; SAML/SCIM trial configuration was not run.", "sales_gate: Base trial is self-serve; enterprise deployment and custom terms require an offer." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:terms", "langdock:langdock:pricing", "langdock:langdock:billing" ] }, { "productId": "unique-ai", "claimId": "unique-ai:VEN-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "The public route is demo/evaluation by arrangement; self-service trial conditions were not established.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": null, "plan": "Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "free_tier", "question": "Is there a free tier for business use?", "support": "unknown", "answer": "Is there a free tier for business use? Unknown. No permanent business free tier or self-serve trial with duration/card/seat/SSO/connector/admin entitlements was located. No sales contact, login or fixture account was used.", "evidenceIds": [] }, { "id": "self_serve_trial", "question": "Is a self-serve business trial available?", "support": "unknown", "answer": "Is a self-serve business trial available? Unknown. No permanent business free tier or self-serve trial with duration/card/seat/SSO/connector/admin entitlements was located. No sales contact, login or fixture account was used.", "evidenceIds": [] }, { "id": "trial_scope", "question": "Do trials include SSO, connectors and admin features?", "support": "unknown", "answer": "Do trials include SSO, connectors and admin features? Unknown. No permanent business free tier or self-serve trial with duration/card/seat/SSO/connector/admin entitlements was located. No sales contact, login or fixture account was used.", "evidenceIds": [] }, { "id": "sales_gate", "question": "Does meaningful evaluation require sales contact?", "support": "partial", "answer": "Current platform CTA requests a demo; public baseline ToS says Unique may offer evaluation at its discretion. This does not prove every meaningful evaluation is sales-gated.", "evidenceIds": [ "unique-ai:unique-ai:platform", "unique-ai:unique-ai:terms" ] } ], "limitations": [ "No permanent business free tier or self-serve trial with duration/card/seat/SSO/connector/admin entitlements was located. No sales contact, login or fixture account was used." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:platform", "unique-ai:unique-ai:terms" ] } ] }, { "id": "VEN-04", "title": "Contract terms and pricing transparency", "group": { "id": 7, "name": "Commercials and vendor" }, "judgment": "Record minimum seats or commitment, contract length, monthly versus annual billing, price-change rules, cancellation and downgrade terms, and invoicing in CHF/EUR. Classify pricing as transparent, partially specified, quote-only or unknown, naming the missing fields. Quote-only pricing is a disclosed constraint.", "questions": [ { "id": "minimum_commitment", "question": "What seat or spend minimum applies?" }, { "id": "contract_length", "question": "What contract lengths are offered?" }, { "id": "cancellation", "question": "How can the contract be cancelled or reduced?" }, { "id": "local_invoicing", "question": "Can it be invoiced in CHF or EUR from a European entity?" }, { "id": "transparency_class", "question": "Is pricing transparent, partial, quote-only or unknown?" } ], "products": [ { "productId": "langdock", "claimId": "langdock:VEN-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Monthly/annual contract defaults and EUR invoices are public; some pricing representations conflict.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "minimum_commitment", "question": "What seat or spend minimum applies?", "support": "partial", "answer": "Calculator starts at one user and Business supports up to1000; Enterprise/deployment minimums differ.", "evidenceIds": [ "langdock:langdock:pricing", "langdock:langdock:security" ] }, { "id": "contract_length", "question": "What contract lengths are offered?", "support": "supported", "answer": "Monthly or annual; annual offers 20% reduction on Standard tiers.", "evidenceIds": [ "langdock:langdock:billing" ] }, { "id": "cancellation", "question": "How can the contract be cancelled or reduced?", "support": "supported", "answer": "Terms specify seven-day notice before monthly end, fourteen days before annual/multiyear end; automatic monthly/12-month renewals; notices by text/email or platform.", "evidenceIds": [ "langdock:langdock:terms" ] }, { "id": "local_invoicing", "question": "Can it be invoiced in CHF or EUR from a European entity?", "support": "partial", "answer": "Langdock GmbH invoices EUR excl tax; contract specifies market-rate conversion of provider foreign-currency charges. CHF invoices were not established.", "evidenceIds": [ "langdock:langdock:terms" ] }, { "id": "transparency_class", "question": "Is pricing transparent, partial, quote-only or unknown?", "support": "partial", "answer": "Partially specified public rates and usage rules; Enterprise quote-only and headline/calculator rates differ.", "evidenceIds": [ "langdock:langdock:pricing", "langdock:langdock:billing" ] } ], "limitations": [ "minimum_commitment: Calculator starts at one user and Business supports up to1000; Enterprise/deployment minimums differ.", "local_invoicing: Langdock GmbH invoices EUR excl tax; contract specifies market-rate conversion of provider foreign-currency charges. CHF invoices were not established.", "transparency_class: Partially specified public rates and usage rules; Enterprise quote-only and headline/calculator rates differ." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:pricing", "langdock:langdock:security", "langdock:langdock:billing", "langdock:langdock:terms" ] }, { "productId": "unique-ai", "claimId": "unique-ai:VEN-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Current platform minimums, term, cancellation and local invoicing remain unknown because the applicable agreement was not publicly retrieved. Current documentation makes legal contracts available on request; legacy sales-conversation renewal clauses are excluded.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web", "api" ], "version": null, "plan": "Contracted Unique AI platform; platform commercial agreement; actual agreement not inspected availability and deployment/provider configuration depend on the customer agreement", "addOns": [], "deploymentMode": null, "region": "CHF/EUR invoicing and legal entity for a specific platform contract unverified", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" }, { "id": "api", "name": "Unique API and Python SDK", "type": "api" } ] }, "questions": [ { "id": "minimum_commitment", "question": "What seat or spend minimum applies?", "support": "unknown", "answer": "No current platform seat/spend minimum was established from the public contract-access and platform pages.", "evidenceIds": [] }, { "id": "contract_length", "question": "What contract lengths are offered?", "support": "unknown", "answer": "No applicable current Unique AI agreement establishing subscription duration, renewal term or notice period was retrieved. The 2023 sales-conversation service term is not applied.", "evidenceIds": [] }, { "id": "cancellation", "question": "How can the contract be cancelled or reduced?", "support": "unknown", "answer": "Current Unique AI cancellation, refund, seat-reduction and nonrenewal rules were not retrieved. The 30-day renewal notice and quantity restrictions from the sales-conversation ToS are excluded.", "evidenceIds": [] }, { "id": "local_invoicing", "question": "Can it be invoiced in CHF or EUR from a European entity?", "support": "unknown", "answer": "CHF/EUR invoice currency, billing entity and local invoicing eligibility for a current platform contract were not established.", "evidenceIds": [] }, { "id": "transparency_class", "question": "Is pricing transparent, partial, quote-only or unknown?", "support": "partial", "answer": "The current governance framework says legal contracts and end-user T&Cs are available on request. No applicable public platform list tariff or complete commercial agreement was retrieved. This records an access/transparency gap, not a price or a customer-specific commitment.", "evidenceIds": [ "unique-ai:unique-ai:review2-governance", "unique-ai:unique-ai:review2-terms-admin" ] } ], "limitations": [ "No current customer agreement or sales quote was requested. Contract availability on request does not establish price, term or cancellation conditions." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:review2-governance", "unique-ai:unique-ai:review2-terms-admin" ] } ] }, { "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": "langdock", "claimId": "langdock:VEN-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Commercial platform rights are proprietary and time-limited.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "licence_type", "question": "Which licence applies to each component?", "support": "partial", "answer": "Terms grant a nonexclusive/nontransferable contract-term right, not an OSI source licence. Component-level connector/client licences are not enumerated.", "evidenceIds": [ "langdock:langdock:terms" ] }, { "id": "branding_restrictions", "question": "Do licence terms restrict branding or user counts?", "support": "partial", "answer": "Terms prohibit removing proprietary notices and reselling platform access; admin branding options do not transfer platform IP.", "evidenceIds": [ "langdock:langdock:terms" ] }, { "id": "enterprise_features_closed", "question": "Are enterprise features in a separate closed edition?", "support": "unknown", "answer": "Are enterprise features in a separate closed edition? Unknown. A public component-by-component source licence/current revision and distinct open/closed enterprise edition mapping were not established.", "evidenceIds": [] } ], "limitations": [ "licence_type: Terms grant a nonexclusive/nontransferable contract-term right, not an OSI source licence. Component-level connector/client licences are not enumerated.", "branding_restrictions: Terms prohibit removing proprietary notices and reselling platform access; admin branding options do not transfer platform IP.", "Unverified enterprise_features_closed: A public component-by-component source licence/current revision and distinct open/closed enterprise edition mapping were not established." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:terms" ] }, { "productId": "unique-ai", "claimId": "unique-ai:VEN-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "The public reference repository uses restricted Unique License v1, while the Python SDK has an explicit MIT exception. Hosted platform component terms and enterprise-edition boundaries remain unverified.", "availability": "source-only", "delivery": "native", "scope": { "surfaceIds": [ "api", "web" ], "version": "Unique-AG/ai commit afa596c9b4b0231895ff70f44029a9a525f746e9", "plan": "Public reference-code and Python SDK licences; current contracted Unique AI client/server/connector agreement remains unavailable", "addOns": [], "deploymentMode": null, "region": "Public Unique License v1 specifies Swiss law and Zurich venue; this is not a hosted-service residency claim", "os": [], "surfaces": [ { "id": "api", "name": "Unique API and Python SDK", "type": "api" }, { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "licence_type", "question": "Which licence applies to each component?", "support": "partial", "answer": "The public Unique-AG/ai repository at afa596c9b4b0231895ff70f44029a9a525f746e9 defaults to Unique License v1, which restricts commercial use, distribution and modification without written approval. The unique_sdk directory is an explicit MIT exception, confirmed by LICENSE and package metadata. This is a component-level source-available/MIT distinction; current hosted client/server/connector customer terms and a full dependency inventory remain unknown.", "evidenceIds": [ "unique-ai:unique-ai:reference-licence-20261026", "unique-ai:unique-ai:unique-licence-v1-20261026", "unique-ai:unique-ai:sdk-licence-20261026", "unique-ai:unique-ai:sdk-package-20261026" ] }, { "id": "branding_restrictions", "question": "Do licence terms restrict branding or user counts?", "support": "partial", "answer": "Unique License v1 requires written approval to modify or redistribute covered reference code; the MIT SDK exception requires retention of copyright/licence notices. A current hosted-platform white-label/logo-removal obligation or a numerical user cap is not established by these public component licences.", "evidenceIds": [ "unique-ai:unique-ai:reference-licence-20261026", "unique-ai:unique-ai:unique-licence-v1-20261026", "unique-ai:unique-ai:sdk-licence-20261026" ] }, { "id": "enterprise_features_closed", "question": "Are enterprise features in a separate closed edition?", "support": "unknown", "answer": "Current closed/open enterprise-edition boundaries were not established from an applicable component licence inventory. Public SDK/repository availability is not proof of the whole platform licence. Rechecked 2026-10-26 in Unique AI governance framework: contract access, Terms and Conditions Administration. No current customer MSA, quote, private schedule or gated contract was requested. The differently scoped 2023 sales-conversation ToS remains excluded.", "evidenceIds": [] } ], "limitations": [ "The MIT exception applies to unique_sdk, not every directory or the hosted platform.", "Root reference-code terms are not substituted for customer platform branding, seat or enterprise-edition conditions.", "The 2023 sales-conversation service ToS remains excluded." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-25", "evidenceIds": [ "unique-ai:unique-ai:review2-governance", "unique-ai:unique-ai:review2-terms-admin", "unique-ai:unique-ai:reference-licence-20261026", "unique-ai:unique-ai:unique-licence-v1-20261026", "unique-ai:unique-ai:sdk-licence-20261026", "unique-ai:unique-ai:sdk-package-20261026", "unique-ai:unique-ai:review2-governance-20261026", "unique-ai:unique-ai:review2-terms-admin-20261026" ] } ] }, { "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": "langdock", "claimId": "langdock:VEN-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Enterprise dedicated resource/configuration and conversation-content APIs document exports. A complete source/index/ACL workspace exit bundle has not been established.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web", "api" ], "version": "Public documentation checked 2026-10-26", "plan": "Enterprise dedicated deployment: administrative and resource APIs plus separately enabled Compliance API; Business Cloud outside this finding", "addOns": [ "Dedicated Enterprise deployment and relevant API scopes; Compliance API deployment enablement" ], "deploymentMode": "dedicated-instance", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" }, { "id": "api", "name": "Langdock public APIs and agent MCP server", "type": "api" } ] }, "questions": [ { "id": "chat_export", "question": "Can admins export all chats?", "support": "partial", "answer": "The dedicated-deployment Compliance API documents paginated conversation/message exports. include_message_content=true adds messages; both it and include_action_results=true add tool arguments and outputs. A scoped key is required. Cloud workspaces need separate enablement and no Business Cloud entitlement is inferred.", "evidenceIds": [ "langdock:langdock:compliance-rev2-20261026" ] }, { "id": "assistant_export", "question": "Can assistants and prompts be exported in a reusable format?", "support": "partial", "answer": "Agent API Get/Create migration exports configuration; attachments/skills must be handled separately and some fields/ownership do not transfer.", "evidenceIds": [ "langdock:langdock:migration" ] }, { "id": "knowledge_export", "question": "Can knowledge bases and their sources be exported?", "support": "partial", "answer": "Knowledge Folder API can retrieve/list files; a complete original-source/index/ACL export bundle was not demonstrated.", "evidenceIds": [ "langdock:langdock:knowledge", "langdock:langdock:knowledge-20261026" ] }, { "id": "export_format", "question": "Are formats documented and machine-readable?", "support": "partial", "answer": "Agent and Compliance API JSON plus usage CSV/JSON are documented; this is not a one-click complete workspace export.", "evidenceIds": [ "langdock:langdock:compliance-rev2", "langdock:langdock:migration", "langdock:langdock:exports", "langdock:langdock:exports-20261026" ] }, { "id": "post_termination_window", "question": "How long can data be retrieved after termination?", "support": "supported", "answer": "DPA permits exports during contract and until deletion, which occurs no later than30 days after termination subject to legal retention.", "evidenceIds": [ "langdock:langdock:dpa" ] } ], "limitations": [ "Configuration/file APIs are separate from conversation export. Dedicated Compliance API availability does not establish a Business Cloud entitlement." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-25", "evidenceIds": [ "langdock:langdock:compliance-rev2", "langdock:langdock:migration", "langdock:langdock:knowledge", "langdock:langdock:exports", "langdock:langdock:dpa", "langdock:langdock:compliance-rev2-20261026", "langdock:langdock:migration-20261026", "langdock:langdock:knowledge-20261026", "langdock:langdock:exports-20261026", "langdock:langdock:dpa-20261026" ] }, { "productId": "unique-ai", "claimId": "unique-ai:VEN-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Authorised content/report export exists, but full assistant/knowledge portability is unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": null, "plan": "Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "chat_export", "question": "Can admins export all chats?", "support": "partial", "answer": "Detailed interaction export includes user prompts/answers over a chosen period with privacy settings. Completeness across files, agent state and all historical chats was not tested.", "evidenceIds": [ "unique-ai:unique-ai:analytics" ] }, { "id": "assistant_export", "question": "Can assistants and prompts be exported in a reusable format?", "support": "unknown", "answer": "Can assistants and prompts be exported in a reusable format? Unknown. Reusable assistant/prompt and full knowledge/source exports, complete machine-readable state and current AI termination window remain unverified. No admin export fixture was run.", "evidenceIds": [] }, { "id": "knowledge_export", "question": "Can knowledge bases and their sources be exported?", "support": "unknown", "answer": "Can knowledge bases and their sources be exported? Unknown. Reusable assistant/prompt and full knowledge/source exports, complete machine-readable state and current AI termination window remain unverified. No admin export fixture was run.", "evidenceIds": [] }, { "id": "export_format", "question": "Are formats documented and machine-readable?", "support": "partial", "answer": "Model usage CSV and detailed analytics exports are documented. DPA promises return in existing format, not a universal reusable assistant/knowledge format.", "evidenceIds": [ "unique-ai:unique-ai:cost", "unique-ai:unique-ai:analytics", "unique-ai:unique-ai:dpa" ] }, { "id": "post_termination_window", "question": "How long can data be retrieved after termination?", "support": "partial", "answer": "Baseline ToS 11.4 offers recorded-call download/export on written request within 30 days; that does not establish a chat/assistant/KB exit window. DPA return is within reasonable time.", "evidenceIds": [ "unique-ai:unique-ai:terms", "unique-ai:unique-ai:dpa" ] } ], "limitations": [ "Reusable assistant/prompt and full knowledge/source exports, complete machine-readable state and current AI termination window remain unverified. No admin export fixture was run." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:analytics", "unique-ai:unique-ai:cost", "unique-ai:unique-ai:dpa", "unique-ai:unique-ai:terms" ] } ] }, { "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": "langdock", "claimId": "langdock:VEN-07", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Berlin vendor support, public status history and a 99% monthly availability term are documented.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "support_channels", "question": "Which support channels are available on each plan?", "support": "partial", "answer": "Support email is documented; Enterprise has custom account management/support, and rollout programmes have shared Teams/Slack channels.", "evidenceIds": [ "langdock:langdock:billing", "langdock:langdock:playbook" ] }, { "id": "support_languages", "question": "Is support available in German, French or Italian?", "support": "partial", "answer": "The imprint says users and authorities can contact support@langdock.com in German and English. It does not specify contractual French or Italian support, hours or response times.", "evidenceIds": [ "langdock:langdock:imprint-20261026" ] }, { "id": "regional_presence", "question": "Is there a DACH or Swiss entity, team or partner?", "support": "supported", "answer": "Langdock GmbH contracts from Berlin, Germany.", "evidenceIds": [ "langdock:langdock:terms" ] }, { "id": "uptime_sla", "question": "Is there an uptime SLA with credits?", "support": "partial", "answer": "Terms promise at least99% monthly availability with defined exclusions and up to5h scheduled maintenance/month. Statutory remedy/credit procedure exists, but no fixed percentage-credit schedule is published.", "evidenceIds": [ "langdock:langdock:terms" ] }, { "id": "status_page", "question": "Is there a public status page with history?", "support": "supported", "answer": "Public status separates app/API/Workflow/Integration history.", "evidenceIds": [ "langdock:langdock:status" ] } ], "limitations": [ "support_channels: Support email is documented; Enterprise has custom account management/support, and rollout programmes have shared Teams/Slack channels.", "uptime_sla: Terms promise at least99% monthly availability with defined exclusions and up to5h scheduled maintenance/month. Statutory remedy/credit procedure exists, but no fixed percentage-credit schedule is published.", "Unverified support_languages: Contractual DE/FR/IT support languages, full hours/timezone and dedicated response/credit schedules were not established." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-25", "evidenceIds": [ "langdock:langdock:billing", "langdock:langdock:playbook", "langdock:langdock:terms", "langdock:langdock:status", "langdock:langdock:imprint-20261026", "langdock:langdock:terms-20261026", "langdock:langdock:status-20261026" ] }, { "productId": "unique-ai", "claimId": "unique-ai:VEN-07", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Enterprise support and a public multitenant status page are available; response times are contracted.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": null, "plan": "Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "support_channels", "question": "Which support channels are available on each plan?", "support": "supported", "answer": "Enterprise email and three-layer dedicated support escalation through customer team, CS and engineering. Hours/responses depend on SLA; extended-hours contract is extra.", "evidenceIds": [ "unique-ai:unique-ai:support" ] }, { "id": "support_languages", "question": "Is support available in German, French or Italian?", "support": "unknown", "answer": "Is support available in German, French or Italian? Unknown. Guaranteed DE/FR/IT support, numeric hours/response times, dedicated uptime/credits and complete incident-history export were not established.", "evidenceIds": [] }, { "id": "regional_presence", "question": "Is there a DACH or Swiss entity, team or partner?", "support": "supported", "answer": "Unique AI AG lists Zürich, Unique Germany GmbH Berlin, plus UK/US/Singapore entities.", "evidenceIds": [ "unique-ai:unique-ai:contact" ] }, { "id": "uptime_sla", "question": "Is there an uptime SLA with credits?", "support": "partial", "answer": "Support docs defer hours and response times to SLA contract; no public uptime/credit schedule was obtained. Baseline terms only promise commercially reasonable availability efforts.", "evidenceIds": [ "unique-ai:unique-ai:support", "unique-ai:unique-ai:terms" ] }, { "id": "status_page", "question": "Is there a public status page with history?", "support": "supported", "answer": "status.prod.unique.app publicly shows component/uptime history. Support docs scope it to multitenant accounts, not every dedicated environment.", "evidenceIds": [ "unique-ai:unique-ai:support", "unique-ai:unique-ai:status" ] } ], "limitations": [ "Guaranteed DE/FR/IT support, numeric hours/response times, dedicated uptime/credits and complete incident-history export were not established." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:support", "unique-ai:unique-ai:contact", "unique-ai:unique-ai:terms", "unique-ai:unique-ai:status" ] } ] }, { "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": "langdock", "claimId": "langdock:VEN-08", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Rollout support starts at 250 licences; public learning material and champion guidance are available.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": "Public documentation checked 2026-10-21", "plan": "Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named", "addOns": [], "deploymentMode": "multi-tenant-saas", "region": "Azure EU default, with admin-enabled global model exceptions", "os": [], "surfaces": [ { "id": "web", "name": "Langdock hosted workspace", "type": "web-app" } ] }, "questions": [ { "id": "onboarding_service", "question": "Is guided onboarding included?", "support": "partial", "answer": "Dedicated rollout/workshops/shared channels are available from250 seats; exact included versus chargeable services depends on contract.", "evidenceIds": [ "langdock:langdock:playbook" ] }, { "id": "user_training", "question": "Is end-user training offered, in which languages?", "support": "partial", "answer": "Public workshops have recordings/slides; the complete delivery-language and included-live-training matrix is not specified.", "evidenceIds": [ "langdock:langdock:training" ] }, { "id": "use_case_library", "question": "Are role-based use cases and templates provided?", "support": "supported", "answer": "Playbook recommends role-specific prompts/agents and gives structured use-case discovery material.", "evidenceIds": [ "langdock:langdock:playbook" ] }, { "id": "adoption_programme", "question": "Is there a champion or adoption programme?", "support": "supported", "answer": "Playbook includes department champions, follow-ups, hackathons and AI challenges.", "evidenceIds": [ "langdock:langdock:playbook" ] }, { "id": "service_cost", "question": "Which services cost extra?", "support": "partial", "answer": "Enterprise custom onboarding/support is quote-based; public per-workshop fees were not found.", "evidenceIds": [ "langdock:langdock:billing" ] } ], "limitations": [ "onboarding_service: Dedicated rollout/workshops/shared channels are available from250 seats; exact included versus chargeable services depends on contract.", "user_training: Public workshops have recordings/slides; the complete delivery-language and included-live-training matrix is not specified.", "service_cost: Enterprise custom onboarding/support is quote-based; public per-workshop fees were not found." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "langdock:langdock:playbook", "langdock:langdock:training", "langdock:langdock:billing" ] }, { "productId": "unique-ai", "claimId": "unique-ai:VEN-08", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "The vendor markets forward-deployed delivery and structured training; inclusion and cost remain unpriced.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "web" ], "version": null, "plan": "Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.", "addOns": [], "deploymentMode": null, "region": "CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration", "os": [], "surfaces": [ { "id": "web", "name": "Unique AI Chat and administration", "type": "web" } ] }, "questions": [ { "id": "onboarding_service", "question": "Is guided onboarding included?", "support": "partial", "answer": "Homepage markets embedded forward-deployed experts helping business/IT ship use cases; exact licence-included rollout scope is contracted.", "evidenceIds": [ "unique-ai:unique-ai:homepage" ] }, { "id": "user_training", "question": "Is end-user training offered, in which languages?", "support": "partial", "answer": "Vendor homepage describes structured programmes teaching users to use/build/scale; current languages and course entitlement are not specified.", "evidenceIds": [ "unique-ai:unique-ai:homepage" ] }, { "id": "use_case_library", "question": "Are role-based use cases and templates provided?", "support": "supported", "answer": "Public documentation has finance-role workflows, Chat/Conduct guidance, configurable Suggested Prompts and agent examples.", "evidenceIds": [ "unique-ai:unique-ai:platform", "unique-ai:unique-ai:agent", "unique-ai:unique-ai:conduct" ] }, { "id": "adoption_programme", "question": "Is there a champion or adoption programme?", "support": "unknown", "answer": "Is there a champion or adoption programme? Unknown. Champion/adoption programme structure, training languages, included versus professional-service fees and onboarding hours are not published.", "evidenceIds": [] }, { "id": "service_cost", "question": "Which services cost extra?", "support": "unknown", "answer": "Which services cost extra? Unknown. Champion/adoption programme structure, training languages, included versus professional-service fees and onboarding hours are not published.", "evidenceIds": [] } ], "limitations": [ "Champion/adoption programme structure, training languages, included versus professional-service fees and onboarding hours are not published." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "unique-ai:unique-ai:platform", "unique-ai:unique-ai:homepage", "unique-ai:unique-ai:agent", "unique-ai:unique-ai:conduct" ] } ] } ], "sources": [ { "id": "langdock:langdock:models", "productId": "langdock", "kind": "vendor-claimed", "url": "https://langdock.com/models", "title": "AI Models | Langdock", "locator": "Provider tables", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Public model table lists current text models and EUR metered prices." }, { "id": "langdock:langdock:model-guide", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/models-and-limits/models.md", "title": "Model Guide", "locator": "Selecting a Model, Auto and Thinking", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Users select models or Auto routing; reasoning levels vary by model." }, { "id": "unique-ai:unique-ai:models", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/administrators/models-llm-management/how-we-evaluate-models/llm-availability-overview", "title": "Unique LLM availability overview", "locator": "Per-client availability; Azure/LiteLLM/Phoeniqs matrices; Recent changes", "sourceDate": "2026-10-12", "retrievedAt": "2026-10-21", "finding": "Lists contract-dependent provider/model availability, region SKUs, dated additions and retirements; CH Phoeniqs remains QA-only." }, { "id": "unique-ai:unique-ai:agent", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/administrators/space-management/create-spaces/unique-ai-space", "title": "Unique AI space configuration", "locator": "Models; sources/tools; sharing; publishing", "sourceDate": "2026-06-18", "retrievedAt": "2026-10-21", "finding": "Documents admin instructions, configured model/tools, knowledge binding, prompts and people/group Can chat/Can manage access." }, { "id": "unique-ai:unique-ai:conduct", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/users/spaces/unique-ai-conduct", "title": "Unique AI Conduct", "locator": "GA release 2026.40; execution UI; limitations", "sourceDate": "2026-09-30", "retrievedAt": "2026-10-21", "finding": "Documents autonomous Python/Bash work, visible steps, approvals and stop, with per-chat files and restricted egress." }, { "id": "unique-ai:unique-ai:release42", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/it-operators/installing-and-upgrading-unique/release-notes-and-calendar/release-notes-2026/release-2026-42", "title": "Unique release 2026.42", "locator": "Release Overview; Chat Platform; RAG; Unique AI; Language Model", "sourceDate": "2026-10-14", "retrievedAt": "2026-10-21", "finding": "Hosted release 14 October 2026 makes chat sharing and Context Memory GA, labels Scheduled Tasks experimental, changes protected-file ingestion and documents current model additions/migrations." }, { "id": "langdock:langdock:changes", "productId": "langdock", "kind": "documented", "url": "https://langdock.com/changelog", "title": "Product Changelog | Langdock", "locator": "13 October 2026 model release; 15/10 September feature releases", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Dated releases document model additions, desktop apps and per-agent confirmations." }, { "id": "langdock:langdock:billing", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/admin/billing/pricing.md", "title": "https://docs.langdock.com/en/admin/billing/pricing.md", "locator": "Products, volume tiers, Enterprise and API", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Business covers up to 1000 users, BYOK separates model costs, workflows/API are metered and Enterprise is quoted." }, { "id": "langdock:langdock:byok", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/admin/byok/byok.md", "title": "https://docs.langdock.com/en/admin/byok/byok.md", "locator": "Options, requirements, setup and usage export", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "BYOK replaces completion, embedding and image routes; missing model categories break relevant features." }, { "id": "langdock:langdock:byok-routes", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/admin/byok/setup-guides.md", "title": "Setup Guides", "locator": "Provider setup tabs and OpenAI-compatible endpoints", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Named BYOK routes include cloud providers, Vercel Gateway and self-hosted OpenAI-compatible HTTPS endpoints." }, { "id": "langdock:langdock:research", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/chat/tools/deep-research.md", "title": "Deep Research", "locator": "Model configuration, limitations and usage", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Deep Research creates cited public-web reports and has a 15-per-30-days cap for standard keys." }, { "id": "unique-ai:unique-ai:customllm", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/it-operators/custom-models-and-embeddings/connect-custom-lxm-llm-with-unique-ai", "title": "Custom LXM connection", "locator": "Technical insight; Create and Connect; Security", "sourceDate": "2026-05-07", "retrievedAt": "2026-10-21", "finding": "Documents operator-created external model endpoints, API/OAuth credentials and model groups." }, { "id": "unique-ai:unique-ai:code", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/administrators/space-management/tools/code-execution", "title": "Code Execution", "locator": "Compatibility; output; limitations; governance", "sourceDate": "2026-07-30", "retrievedAt": "2026-10-21", "finding": "Documents Azure Responses API Python execution, downloadable outputs, no outbound internet and model/file restrictions." }, { "id": "unique-ai:unique-ai:compliance", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/security-and-compliance/compliance/compliance-layer-3-0", "title": "Compliance Layer 3.0", "locator": "Legal framework; FSI amendments; deployment feature matrix", "sourceDate": "2026-05-27", "retrievedAt": "2026-10-21", "finding": "Describes FINMA/bank-secrecy/CH-DPA Microsoft amendments and deployment-specific assurance limitations." }, { "id": "langdock:langdock:terms", "productId": "langdock", "kind": "documented", "url": "https://langdock.com/terms", "title": "Terms of Use | Langdock", "locator": "Sections 6/7/9/12/15/16/19 and Appendix 1", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Terms 2.1 prohibit training and describe provider-specific residency and retention agreements, proprietary use rights and contract defaults." }, { "id": "langdock:langdock:byok-models", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/admin/byok/adding-models.md", "title": "How to add your own models", "locator": "Custom model setup and deployment configuration", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Admins configure completion, image and embedding models, deployments, capability flags and USD accounting rates." }, { "id": "unique-ai:unique-ai:embeddings", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/it-operators/custom-models-and-embeddings/usage-or-change-of-custom-embedding-model", "title": "Custom embedding models", "locator": "Setup; configuration; re-embedding", "sourceDate": "2026-05-07", "retrievedAt": "2026-10-21", "finding": "Documents custom embedding endpoints, one model per organisation and mandatory re-embedding after model/dimension changes." }, { "id": "unique-ai:unique-ai:onpremsecurity", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/it-operators/installing-and-upgrading-unique/install-unique/on-premise-tenant/security-architecture-on-premises", "title": "On-premises security architecture", "locator": "Overview; custom setup", "sourceDate": "2026-05-08", "retrievedAt": "2026-10-21", "finding": "Documents full customer control and possible operation without Unique access, with customer models/infrastructure." }, { "id": "unique-ai:unique-ai:operators", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/it-operators", "title": "IT operator documentation overview", "locator": "Supported deployment models", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Describes dedicated Unique-managed, customer-cloud and full air-gapped on-premise modes." }, { "id": "unique-ai:unique-ai:review2-code", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/administrators/space-management/tools/code-execution", "title": "Code Execution", "locator": "Functionality; Limitations; All available models; Security & Governance; additionalUploadedDocuments", "sourceDate": "2026-07-30", "retrievedAt": "2026-10-21", "finding": "The page allows selected Knowledge Base files to be preloaded with additionalUploadedDocuments. Its compatibility list includes Azure and LiteLLM OpenAI Responses-capable IDs despite Azure-only introduction/limitations. Azure sandbox controls are not proof of the LiteLLM execution region." }, { "id": "unique-ai:unique-ai:review2-models", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/administrators/models-llm-management/how-we-evaluate-models/llm-availability-overview", "title": "Unique LLM availability overview", "locator": "Provider and region matrices; Phoeniqs Model Service; recent changes", "sourceDate": "2026-10-12", "retrievedAt": "2026-10-21", "finding": "The model catalogue separates provider routes, region/SKU choices and QA-only Swiss Phoeniqs. It is a technical availability inventory, not a complete legal subprocessor schedule." }, { "id": "langdock:langdock:pricing", "productId": "langdock", "kind": "vendor-claimed", "url": "https://langdock.com/pricing", "title": "Pricing Plans | Langdock", "locator": "Chat & Agents, price breakdown, add-ons and API", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Business headline prices, annual discounts, workflow packages and Governance promotion are public." }, { "id": "langdock:langdock:workspace", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/admin/workspace/workspace.md", "title": "Workspace Settings", "locator": "Product Settings, Models, Analytics and Customizations", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Workspace settings define retention, model defaults, EU-only default enablement, analytics and product controls." }, { "id": "langdock:langdock:limits", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/models-and-limits/fair-usage-policy.md", "title": "Usage Limits", "locator": "Usage windows and exhaustion", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Five-hour and weekly usage windows trigger extra usage or a fallback; spam protection caps 250 messages per three hours." }, { "id": "langdock:langdock:extra", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/admin/manage-usage/extra-usage.md", "title": "Extra Usage", "locator": "Enabling extra usage, spend limits and API exceptions", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Extra usage has workspace/plan/user caps and fallback behavior with possible final-response overshoot." }, { "id": "unique-ai:unique-ai:cost", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/administrators/models-llm-management/model-usage-and-cost-management", "title": "Model usage and cost management", "locator": "Beta flags; daily limits; cost calculation; CSV", "sourceDate": "2026-07-21", "retrievedAt": "2026-10-21", "finding": "Documents off-by-default estimated usage dashboards and enforced daily company/group/user model-call limits." }, { "id": "langdock:langdock:files", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/troubleshooting/faq/supported-file-types.md", "title": "Which file types does Langdock support?", "locator": "Format/size tables and processing limits", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Supported files have different type-specific size limits and processing restrictions." }, { "id": "langdock:langdock:file-count", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/troubleshooting/faq/file-limit.md", "title": "What are the file limits in the chat and in agents?", "locator": "Chat and agent attachment limits", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Web message uploads allow 50 files, mobile five; agent knowledge and knowledge bases have separate limits." }, { "id": "langdock:langdock:retrieval", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/guides/knowledge/knowledge-basics.md", "title": "Knowledge Basics", "locator": "Direct context and embedding search", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Direct file previews differ from semantic search over 2000-character chunks, returning up to 50 passages." }, { "id": "unique-ai:unique-ai:files", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/users/upload-chat-file-limits-how-large-documents-are-handled", "title": "Upload and Chat limits", "locator": "Production limits; retrieval; expiry", "sourceDate": "2026-06-28", "retrievedAt": "2026-10-21", "finding": "Specifies 512 MB/file, 30 files/batch, default forced retrieval for selected uploads and configurable expiry." }, { "id": "unique-ai:unique-ai:filetypes", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/users/supported-file-types", "title": "Supported file types", "locator": "Types; exceptions; ingestion quality", "sourceDate": "2026-05-09", "retrievedAt": "2026-10-21", "finding": "Lists common Office/PDF/text formats and general ingestion limitations that differ from the newer chat-specific limits." }, { "id": "unique-ai:unique-ai:file-ingestion-20261026", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/administrators/knowledge-base-for-admins/file-ingestion", "title": "Unique file ingestion administration", "locator": "Ingestion overview capability table; Enable MDI; Enable MDI for Upload in Chat", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Base ingestion lacks scanned-PDF OCR. MDI supports image-based PDFs; Docling has partial support. MDI must be provisioned and enabled per folder or chat Space, and the guide distinguishes experimental image-content extraction and deprecated agentic ingestion." }, { "id": "langdock:langdock:knowledge", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/library/knowledge-bases.md", "title": "Knowledge bases", "locator": "Creation, sharing, limits and agent use", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Persistent shareable knowledge bases accept up to 1000 text documents, search chunks and attach to agents." }, { "id": "langdock:langdock:agents", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/agents/configuration.md", "title": "Agent Configuration", "locator": "Agent configuration, knowledge and source restriction", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Agents combine instructions, files, folders, models, actions, skills and subagents, with optional source-access restrictions." }, { "id": "unique-ai:unique-ai:kbpermissions", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/administrators/knowledge-base-for-admins/folder-scope-access-permissions", "title": "Knowledge scope permissions", "locator": "Scopes; source integration limits", "sourceDate": "2026-05-07", "retrievedAt": "2026-10-21", "finding": "Describes query filtering by user/group scopes, but older SharePoint permission statements differ from the newer connector guide." }, { "id": "langdock:langdock:sync", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/guides/integrations/folder-sync.md", "title": "Folder Sync", "locator": "Setup, permission checks, sync behavior and owner removal", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Daily folder sync supports SharePoint, OneDrive, Drive and Confluence, with real-time user access checks." }, { "id": "langdock:langdock:integrations", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/integrations/integration-directory.md", "title": "Integration Directory", "locator": "Native integration directory", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The native directory lists Microsoft, Google, Atlassian, CRM, BI, vector search, DeepL and audio integrations." }, { "id": "langdock:langdock:mcp", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/guides/integrations/mcp/mcp.md", "title": "Model Context Protocol (MCP)", "locator": "Transports, authentication and tool confirmation", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "MCP clients support Streamable HTTP/SSE and several authentication types; new tools do not require confirmation by default." }, { "id": "unique-ai:unique-ai:sharepoint", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/it-operators/integrations-connectors/sharepoint-connector", "title": "SharePoint connector", "locator": "Modes; permission sync; limitations", "sourceDate": "2026-07-06", "retrievedAt": "2026-10-21", "finding": "Documents periodic indexed sync, optional content-and-permissions mode, site selection and absent label-level detection." }, { "id": "unique-ai:unique-ai:confluence", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/it-operators/integrations-connectors/confluence-connector", "title": "Confluence connector", "locator": "Requirements; sync; limitations", "sourceDate": "2026-06-28", "retrievedAt": "2026-10-21", "finding": "Documents Cloud/Data Center content sync without source-permission synchronisation." }, { "id": "unique-ai:unique-ai:platform-overview-20261026", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/administrators/platform-overview", "title": "Unique platform overview", "locator": "Connectors and Knowledge Sources diagram", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "The platform architecture names Google Drive and Salesforce among knowledge sources, alongside SharePoint/OneDrive, Confluence and Teams/Outlook. It does not provide per-connector consent, rollout or price entitlements." }, { "id": "unique-ai:unique-ai:release40-20261026", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/it-operators/installing-and-upgrading-unique/release-notes-and-calendar/release-notes-2026/release-2026-40", "title": "Unique release 2026.40", "locator": "Hosted September 30 2026; Chat Experience, GA HTML connector dashboards", "sourceDate": "2026-09-30", "retrievedAt": "2026-10-26", "finding": "GA HTML dashboards can list, enable and sign in to MCP connectors, with Salesforce and Yahoo Finance named examples. Contract/module enablement and personal connection state still apply." }, { "id": "langdock:langdock:labels", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/admin/manage-integrations/sensitivity-label-policy.md", "title": "Sensitivity Label Policy", "locator": "Availability, enforcement, exceptions and unsupported areas", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "A request-enabled Purview label policy filters supported integrations, with documented actions and upload exceptions." }, { "id": "langdock:langdock:actions", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/admin/manage-integrations/manage-action-access.md", "title": "Manage Action Access", "locator": "Access settings and native-action exception", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Admins share integrations and actions with users/groups/API keys; native core actions cannot be disabled." }, { "id": "unique-ai:unique-ai:permissioncache", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/administrators/access-management-for-admins/cache-permission-sla", "title": "Permission cache timing", "locator": "Expected timing; degraded scenarios", "sourceDate": "2026-09-22", "retrievedAt": "2026-10-21", "finding": "Describes usual subsecond internal permission propagation without a hard upper bound, and stale rules after a missed broadcast." }, { "id": "unique-ai:unique-ai:keys", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/it-operators/installing-and-upgrading-unique/install-unique/single-tenant/security-architecture-single-tenant/key-management", "title": "Single-tenant key management", "locator": "Big picture; BYOK/CYOK/HYOK; storage locations", "sourceDate": "2026-05-27", "retrievedAt": "2026-10-21", "finding": "Explains why client-held keys are unavailable across all Single Tenant data stores and directs full key control to self-hosting." }, { "id": "unique-ai:unique-ai:retention", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/security-and-compliance/data-protection/data-retention-and-data-deletion-at-unique", "title": "Retention and deletion at Unique", "locator": "Hosted-only scope; Azure provider retention; deletion; encryption", "sourceDate": "2026-05-04", "retrievedAt": "2026-10-21", "finding": "Documents no training, Azure abuse-monitoring opt-out, post-termination retention and backup exceptions." }, { "id": "langdock:langdock:chat", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/chat/functionalities.md", "title": "Basic Chat functionalities", "locator": "Model selector and tool availability", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Chat supports model selection and governed tools; memory, deep research and agent tool conditions differ." }, { "id": "langdock:langdock:account", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/account/account.md", "title": "Account Settings", "locator": "Preferences, shared chats, custom instructions and memory", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Account settings include five UI languages, personal controls and temporary 72-hour Support sharing." }, { "id": "langdock:langdock:memory", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/chat/tools/memory.md", "title": "Memory", "locator": "Availability, management and limits", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Memory works in regular chats only, with a 50-memory cap and view/edit/delete controls." }, { "id": "unique-ai:unique-ai:memory", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/users/spaces/unique-ai-chat/context-memory-in-unique-ai-chat", "title": "Context Memory in Unique AI Chat", "locator": "Private profile; edit and disable; web-search restriction", "sourceDate": "2026-09-15", "retrievedAt": "2026-10-21", "finding": "Documents private per-user cross-chat memory, edit/disable controls and an explicit warning that disabling does not delete the stored profile." }, { "id": "langdock:langdock:roles", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/admin/workspace/roles.md", "title": "Roles and extra permissions", "locator": "System roles, custom roles and group permissions", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "System roles, up to five custom roles and delegated group permissions are configurable." }, { "id": "unique-ai:unique-ai:chat", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/users/spaces/unique-ai-chat", "title": "Unique AI Chat", "locator": "Features and access", "sourceDate": "2026-09-03", "retrievedAt": "2026-10-21", "finding": "Describes the user chat workspace and configurable tools." }, { "id": "unique-ai:unique-ai:roles", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/it-operators/identity-and-access-management-iam/access-role-concept", "title": "Access role concept", "locator": "Four access layers", "sourceDate": "2026-05-07", "retrievedAt": "2026-10-21", "finding": "Defines identity, application, space and knowledge-scope permissions, including delegated management roles." }, { "id": "unique-ai:unique-ai:mcp", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/administrators/space-management/tools/mcp-tools", "title": "MCP tools for spaces", "locator": "Beta warning; flags; selective tool enablement", "sourceDate": "2026-05-21", "retrievedAt": "2026-10-21", "finding": "Describes feature-flagged beta MCP clients with organisation and per-space connector/tool controls." }, { "id": "unique-ai:unique-ai:hub", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/administrators/mcp/the-mcp-hub/govern/security-governance", "title": "MCP Hub security governance", "locator": "Authentication; governance; planned request pipeline", "sourceDate": "2026-08-26", "retrievedAt": "2026-10-21", "finding": "Documents per-user token routing, approved origin restrictions and tool-call correlation; some DLP/elicitation pipeline measures are planned." }, { "id": "unique-ai:unique-ai:deepresearch", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/administrators/space-management/tools/deep-research", "title": "Deep Research tool", "locator": "Experimental warning; engines; user flow", "sourceDate": "2026-05-09", "retrievedAt": "2026-10-21", "finding": "Documents experimental research/report engine, with separate external OpenAI-engine data flows and limited current tools." }, { "id": "langdock:langdock:web", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/chat/tools/web-search.md", "title": "Web Search", "locator": "Search behavior and source inspection", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Web search returns inspectable citations and has a separate open-URL tool." }, { "id": "unique-ai:unique-ai:websearch", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/administrators/space-management/tools/web-search", "title": "Web Search tool", "locator": "Modes; engines; external-query warning", "sourceDate": "2026-05-20", "retrievedAt": "2026-10-21", "finding": "Documents multiple search engines, source citations and experimental query review/screening; conversation context may leave through queries." }, { "id": "langdock:langdock:workflows", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/workflows/introduction.md", "title": "Introduction to Workflows", "locator": "Introduction and activation", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Workflows chain agents, integrations and logic with form, schedule and event triggers after admin activation." }, { "id": "unique-ai:unique-ai:sdk", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/developers/software-development-kit-sdk", "title": "Python SDK documentation", "locator": "Public API; webhook verification; personal/app keys", "sourceDate": "2026-05-08", "retrievedAt": "2026-10-21", "finding": "Documents SDK/public API access and customer-operated modules with event-driven webhook integration." }, { "id": "unique-ai:unique-ai:scheduled", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/users/scheduled-tasks", "title": "Scheduled Tasks", "locator": "Beta warning; task settings; runs and limits", "sourceDate": "2026-10-12", "retrievedAt": "2026-10-21", "finding": "Documents off-by-default recurring tasks running with user permissions; unattended approvals/questions can stop a run." }, { "id": "langdock:langdock:hitl", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/workflows/fundamentals/human-in-the-loop.md", "title": "Human in the Loop", "locator": "Approval and action confirmation", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Workflow runs can pause for editor approval or per-action confirmation." }, { "id": "langdock:langdock:excel", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/microsoft-add-ins/excel.md", "title": "Excel Add-in", "locator": "Install, workbook operations and edit permissions", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The Excel add-in reads and writes workbooks with default edit confirmation and named version prerequisites." }, { "id": "langdock:langdock:outlook-rev2", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/microsoft-add-ins/outlook.md", "title": "Outlook Add-in", "locator": "Installation and Exchange Online prerequisites; edit permissions; HTTP200 Markdown re-read2026-10-21", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The Outlook add-in requires workspace-admin access and Exchange Online; edits ask by default and sending requires an explicit requested and confirmed action." }, { "id": "langdock:langdock:outlook-marketplace", "productId": "langdock", "kind": "vendor-claimed", "url": "https://marketplace.microsoft.com/en-us/product/WA200011534?tab=Overview", "title": "Langdock for Outlook, by Langdock GmbH", "locator": "Overview and eligibility sentence", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Vendor listing offers the add-in to every paid Langdock plan and trials, with draft review before sending." }, { "id": "langdock:langdock:outlook-rev2-20261026", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/microsoft-add-ins/outlook.md", "title": "Outlook Add-in", "locator": "Installation and Exchange Online prerequisites; edit permissions; HTTP200 Markdown re-read2026-10-21", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "The Outlook add-in requires workspace-admin access and Exchange Online; edits ask by default and sending requires an explicit requested and confirmed action." }, { "id": "langdock:langdock:pricing-20261026", "productId": "langdock", "kind": "vendor-claimed", "url": "https://langdock.com/pricing", "title": "Pricing Plans | Langdock", "locator": "Chat & Agents, price breakdown, add-ons and API", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Business headline prices, annual discounts, workflow packages and Governance promotion are public." }, { "id": "langdock:langdock:changes-20261026", "productId": "langdock", "kind": "documented", "url": "https://langdock.com/changelog", "title": "Product Changelog | Langdock", "locator": "13 October 2026 model release; 15/10 September feature releases", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Dated releases document model additions, desktop apps and per-agent confirmations." }, { "id": "langdock:langdock:outlook-admin-20261026", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/admin/manage-integrations/add-in-setup-guides/outlook.md", "title": "Outlook Add-in setup", "locator": "Availability and access settings", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Admins set Outlook add-in access to Nobody, Everyone or Specific members and groups; Outlook Email and Calendar integrations have separate access/scopes." }, { "id": "langdock:langdock:agents-20261026", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/agents/configuration.md", "title": "Agent Configuration", "locator": "Agent configuration, knowledge and source restriction", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Agents combine instructions, files, folders, models, actions, skills and subagents, with optional source-access restrictions." }, { "id": "langdock:langdock:research-20261026", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/chat/tools/deep-research.md", "title": "Deep Research", "locator": "Model configuration, limitations and usage", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Deep Research creates cited public-web reports and has a 15-per-30-days cap for standard keys." }, { "id": "langdock:langdock:hitl-20261026", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/workflows/fundamentals/human-in-the-loop.md", "title": "Human in the Loop", "locator": "Approval and action confirmation", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Workflow runs can pause for editor approval or per-action confirmation." }, { "id": "langdock:langdock:mcp-20261026", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/guides/integrations/mcp/mcp.md", "title": "Model Context Protocol (MCP)", "locator": "Transports, authentication and tool confirmation", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "MCP clients support Streamable HTTP/SSE and several authentication types; new tools do not require confirmation by default." }, { "id": "langdock:langdock:excel-20261026", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/microsoft-add-ins/excel.md", "title": "Excel Add-in", "locator": "Install, workbook operations and edit permissions", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "The Excel add-in reads and writes workbooks with default edit confirmation and named version prerequisites." }, { "id": "unique-ai:unique-ai:review2-scheduled", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/users/scheduled-tasks", "title": "Scheduled Tasks", "locator": "At a glance; task Approval setting; unattended runs", "sourceDate": "2026-10-12", "retrievedAt": "2026-10-21", "finding": "Scheduled Chat/Conduct tasks offer Automatic or Manual approval. The newer release labels scheduling Experimental and feature-flagged; unattended automatic approval is not mandatory human confirmation." }, { "id": "unique-ai:unique-ai:review2-release42", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/it-operators/installing-and-upgrading-unique/release-notes-and-calendar/release-notes-2026/release-2026-42", "title": "Unique release 2026.42", "locator": "Highlights; Chat Platform; Conduct scheduling flag", "sourceDate": "2026-10-14", "retrievedAt": "2026-10-21", "finding": "Release 2026.42 makes Shared Chats GA, on by default per company with a per-Space toggle and preservation of explicit settings. Scheduled Tasks remain Experimental and feature-flagged." }, { "id": "langdock:langdock:mcp-server", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/guides/integrations/mcp/langdock-agent-mcp-server.md", "title": "Langdock Agent MCP Server", "locator": "Endpoint, authentication and tools", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "A public MCP endpoint exposes workspace agents under Agent API scope." }, { "id": "unique-ai:unique-ai:mcpkb", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/it-operators/integrations-connectors/knowledge-base-mcp/knowledge-base-mcp-user-guide", "title": "Knowledge Base MCP user guide", "locator": "Connecting; access; limitations", "sourceDate": "2026-10-05", "retrievedAt": "2026-10-21", "finding": "Documents external-assistant search/read with user permissions, citations and optional KB scope restrictions." }, { "id": "unique-ai:unique-ai:api-usage", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/it-operators/operations/api-model-usage-tracking", "title": "API model usage tracking", "locator": "Coverage; flags; limitations", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Documents public API/SDK model-call usage tracking; some other internal-service calls are outside scope and REST usage retrieval is planned." }, { "id": "langdock:langdock:desktop-rev2", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/admin/desktop-app/deploy.md", "title": "Enterprise Guide for Langdock Desktop", "locator": "Windows machine-wide MSIX/Intune; macOS PKG/DMG/Jamf/Kandji; HTTP200 Markdown re-read2026-10-21", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Managed desktop rollout supports machine-wide Windows packages and signed/notarized macOS installers; these installation instructions do not change subscription entitlements." }, { "id": "langdock:langdock:mobile-rev2", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/mobile-app/introduction.md", "title": "Mobile App", "locator": "Download routes", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "HTTP200 Markdown introduction links official Apple App Store and Google Play mobile clients." }, { "id": "langdock:langdock:desktop-product", "productId": "langdock", "kind": "vendor-claimed", "url": "https://langdock.com/products/desktop", "title": "Langdock Desktop", "locator": "Downloads and Q&A", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Windows/macOS desktop clients use the same workspace and approved models as web." }, { "id": "langdock:langdock:mobile-product", "productId": "langdock", "kind": "vendor-claimed", "url": "https://langdock.com/mobile", "title": "Langdock Mobile", "locator": "App Store/Google Play links and Q&A", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Vendor mobile page offers iOS/Android clients using the workspace-approved models." }, { "id": "langdock:langdock:teams", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/guides/chatbots/teams-bot.md", "title": "How to use the Teams Bot", "locator": "Private chats, channels and admin install", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Teams has personal bot chats and channel threads with team participation." }, { "id": "langdock:langdock:teams-20261026", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/guides/chatbots/teams-bot.md", "title": "How to use the Teams Bot", "locator": "Installation note; Two Ways to Use the Teams Bot; Private Chat; Using Langdock in Channels; Limitations", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "The public Markdown guide was retrieved with HTTP 200. A workspace admin installs the Teams app, which supports private bot chat and channel threads using @Langdock; it is separate from the web chat history." }, { "id": "langdock:langdock:editor", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/chat/document-editor.md", "title": "Document Editor", "locator": "Editor, AI edits, export and limitations", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Document Editor replaces Canvas and exports Markdown, Word and PDF; imported Word/PDF cannot be edited directly there." }, { "id": "unique-ai:unique-ai:translation", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/administrators/space-management/create-spaces/translator-space", "title": "Translator space", "locator": "Beta; glossary; document types; limitations", "sourceDate": "2026-05-06", "retrievedAt": "2026-10-21", "finding": "Documents beta Office-file/text translation with glossary pre/postprocessing and potential layout disruption." }, { "id": "langdock:langdock:images", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/chat/tools/image-generation.md", "title": "Image Generation", "locator": "Generating images and model choice", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Chat invokes configured image-generation models with a user model selector." }, { "id": "unique-ai:unique-ai:voice", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/administrators/space-management/voice-administration", "title": "Voice administration", "locator": "Dependencies; networking; limitations", "sourceDate": "2026-05-07", "retrievedAt": "2026-10-21", "finding": "Requires Azure AI Speech Services and describes potential public/backbone audio routing." }, { "id": "unique-ai:unique-ai:dpa", "productId": "unique-ai", "kind": "documented", "url": "https://www.unique.ai/data-processing-addendum", "title": "Unique data processing addendum", "locator": "Sections 2-3, 6-7; Appendices A-B; July 2025 footer", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Public DPA covers hosted chat/recordings, lists Microsoft, Swiss storage, return/deletion, confidentiality and ten-year audit-log retention." }, { "id": "unique-ai:unique-ai:voice-user", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/users/spaces/using-voice", "title": "Using Voice", "locator": "Prompt dictation; privacy note; supported languages", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Documents prompt dictation with EN/DE/FR/IT, immediate audio discard and dialect/recognition limitations." }, { "id": "langdock:langdock:analysis", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/guides/data-analysis.md", "title": "Using Langdock for Data Analysis", "locator": "Analysis procedure and outputs", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Tabular analysis produces charts and downloadable spreadsheet and document formats." }, { "id": "langdock:langdock:projects", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/chat/projects.md", "title": "Projects", "locator": "Project sharing and permissions", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Shared projects expose all project chats/files to members and can be shared with users/groups, not the whole workspace." }, { "id": "langdock:langdock:saml", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/admin/security/saml/saml.md", "title": "https://docs.langdock.com/en/admin/security/saml/saml.md", "locator": "Checklist, supported IdPs, external authentication and MFA", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "SAML 2.0 requires a verified domain; MFA comes from the IdP rather than standalone Langdock MFA." }, { "id": "unique-ai:unique-ai:sso", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/it-operators/identity-and-access-management-iam/how-to-setup-single-sign-on-sso", "title": "Single sign-on setup", "locator": "Entra ID OIDC; SAML; managed-tenant setup", "sourceDate": "2026-05-07", "retrievedAt": "2026-10-21", "finding": "Documents Zitadel SSO across deployment types, group claims and automatic SAML account creation/update." }, { "id": "langdock:langdock:scim", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/admin/security/scim/scim.md", "title": "https://docs.langdock.com/en/admin/security/scim/scim.md", "locator": "Overview and prerequisites", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "SCIM 2.0 supports Entra provisioning after SAML setup and domain verification." }, { "id": "langdock:langdock:scim-entra", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/admin/security/scim/entra.md", "title": "https://docs.langdock.com/en/admin/security/scim/entra.md", "locator": "Target Object Actions and optional group synchronization", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Entra target actions control provisioning/deactivation and group synchronization." }, { "id": "langdock:langdock:leaver", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/admin/manage-agents/unassign-agents.md", "title": "Unassign Agents", "locator": "Unassigned agents and reassignment", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Agents whose owner is deactivated keep functioning but cannot be edited until reassigned." }, { "id": "unique-ai:unique-ai:scim", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/it-operators/identity-and-access-management-iam/user-and-group-provisioning/scim-system-for-cross-domain-identity-management", "title": "SCIM provisioning", "locator": "Prerequisites and Entra setup", "sourceDate": "2026-05-07", "retrievedAt": "2026-10-21", "finding": "Documents Unique SCIM endpoint/key for IdP user/group synchronisation." }, { "id": "langdock:langdock:exports", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/admin/compliance-and-governance/usage-exports.md", "title": "Usage Exports", "locator": "Export data types, limits and user-level data", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Usage CSV exports span users, agents, keys, projects, models and workflows, with user-detail privacy controls." }, { "id": "unique-ai:unique-ai:analytics", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/administrators/insights-measurement/analytics-interface/analytics", "title": "Analytics interface", "locator": "Reports; anonymisation; detailed interactions", "sourceDate": "2026-09-03", "retrievedAt": "2026-10-21", "finding": "Documents adoption reports, detailed chat/model/tool exports and randomised or stable pseudonymous identifiers." }, { "id": "langdock:langdock:byok-limits", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/admin/manage-usage/byok/usage-limits.md", "title": "Usage and spend limits", "locator": "Scope, unpriced models and spend limits", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "BYOK cost limits depend on configured prices and exclude backbone, workflows and workspace API usage." }, { "id": "langdock:langdock:workflow-limits", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/admin/manage-workflows/spend-limits.md", "title": "Workflow limits", "locator": "Spend limits and execution step cap", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Workflow AI use has a separate workspace EUR limit and per-workflow USD limits that block new runs." }, { "id": "langdock:langdock:audit", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/developer/audit-logs-api/intro-to-audit-logs-api.md", "title": "Audit Logs API Overview", "locator": "Event schema, retention and prerequisites", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Audit events retain 90 days and are retrievable by a dedicated-scope admin API for SIEM ingestion." }, { "id": "langdock:langdock:compliance-rev2", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/developer/compliance-api/export-tool-results.md", "title": "Export tool parameters and outputs", "locator": "Before You Start, parameters and conversation endpoints; HTTP200 Markdown re-read2026-10-21", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Cloud Compliance API is workspace-enable­ment gated; dedicated deployments serve it unless disabled. Conversation exports include messages and tool inputs/outputs only with both explicit flags." }, { "id": "langdock:langdock:compliance-rev2-20261026", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/developer/compliance-api/export-tool-results.md", "title": "Export tool parameters and outputs", "locator": "Before You Start, parameters and conversation endpoints; HTTP200 Markdown re-read2026-10-21", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Cloud Compliance API is workspace-enable­ment gated; dedicated deployments serve it unless disabled. Conversation exports include messages and tool inputs/outputs only with both explicit flags." }, { "id": "langdock:langdock:audit-20261026", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/developer/audit-logs-api/intro-to-audit-logs-api.md", "title": "Audit Logs API Overview", "locator": "Event schema, retention and prerequisites", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Audit events retain 90 days and are retrievable by a dedicated-scope admin API for SIEM ingestion." }, { "id": "langdock:langdock:workspace-20261026", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/admin/workspace/workspace.md", "title": "Workspace Settings", "locator": "Product Settings, Models, Analytics and Customizations", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Workspace settings define retention, model defaults, EU-only default enablement, analytics and product controls." }, { "id": "unique-ai:unique-ai:audit", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/it-operators/operations/security-and-data-privacy/audit-logs", "title": "Audit logs", "locator": "Scope; exclusions; default basic mode; retention and export", "sourceDate": "2026-05-07", "retrievedAt": "2026-10-21", "finding": "Defines privileged API event logging with self-service exclusions, deployment-specific retention and request-based export." }, { "id": "unique-ai:unique-ai:security-export", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/it-operators/integrations-connectors/security-events-export-see", "title": "Security Events Export", "locator": "Availability; delivered events; retention; cost", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Documents Single-Tenant-only Azure Activity/Defender Event Hub export with seven-day replay, client-region selection and consumption cost." }, { "id": "unique-ai:unique-ai:review2-audit", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/it-operators/operations/security-and-data-privacy/audit-logs", "title": "Audit logs", "locator": "About audit logs; modes; Single and Multi Tenant Clients", "sourceDate": "2026-05-07", "retrievedAt": "2026-10-21", "finding": "API audit-event guide specifies basic/verbose modes and MT 90-day/ST five-year operational retention. It does not reconcile those event classes to DPA audit logs or a customer-specific contractual override." }, { "id": "unique-ai:unique-ai:review2-dpa", "productId": "unique-ai", "kind": "documented", "url": "https://www.unique.ai/data-processing-addendum", "title": "Unique data processing addendum", "locator": "Sections 3.15 and 6.1; Appendix A; July 2025 footer", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The public July 2025 DPA specifies ten-year audit logs and CH storage, while Appendix A lists Microsoft and a client-chosen location. No signed current provider schedule, retention override or contract-precedence mapping was inspected." }, { "id": "unique-ai:unique-ai:review2-retention", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/security-and-compliance/data-protection/data-retention-and-data-deletion-at-unique", "title": "Retention and deletion at Unique", "locator": "Purpose; Data retention; Deletion after termination; Backups; Encryption in Place", "sourceDate": "2026-05-04", "retrievedAt": "2026-10-21", "finding": "Hosted-only policy separates ordinary post-termination content retention, recoverable files and backups and permits contract customisation. Its log/key statements are not reconciled to audit-event/DPA/key-management scopes." }, { "id": "unique-ai:unique-ai:dlp", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/it-operators/operations/security-and-data-privacy/data-leakage-prevention-dlp", "title": "Data leakage prevention integration", "locator": "Proxy; analytics API; compatibility", "sourceDate": "2026-05-07", "retrievedAt": "2026-10-21", "finding": "Describes customer-operated HTTPS/DLP proxy and post-chat analytics scanning rather than a default native PII-redaction feature." }, { "id": "langdock:langdock:gov", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/admin/governance/compliance-rules.md", "title": "Compliance Rules", "locator": "Rule operation, failures and analytics", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Custom agent compliance checks produce pass/fail and severity results with per-rule analytics." }, { "id": "unique-ai:unique-ai:single", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/it-operators/installing-and-upgrading-unique/install-unique/single-tenant/security-architecture-single-tenant", "title": "Single-tenant security architecture", "locator": "Azure resources; SSO; encryption; monitoring", "sourceDate": "2026-05-28", "retrievedAt": "2026-10-21", "finding": "Documents separate Azure landing zone, network restrictions, retention and Unique-managed infrastructure keys." }, { "id": "unique-ai:unique-ai:policy", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/it-operators/operations/security-and-data-privacy/terms-and-conditions-administration", "title": "Terms and conditions administration", "locator": "First-login acceptance; MSA condition; API export", "sourceDate": "2026-05-07", "retrievedAt": "2026-10-21", "finding": "Documents first-login acceptance, custom terms under an MSA and version/agreement export through GraphQL." }, { "id": "langdock:langdock:security", "productId": "langdock", "kind": "vendor-claimed", "url": "https://langdock.com/security", "title": "security", "locator": "Deployment, security, BYOK and certifications", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Default Azure EU SaaS, managed dedicated from 2000 and customer-cloud/on-premise from 5000 seats are advertised." }, { "id": "langdock:langdock:dpa", "productId": "langdock", "kind": "documented", "url": "https://langdock.com/dpa", "title": "Data Processing Agreement | Langdock", "locator": "Sections 7-12 and Appendices 1/2", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "DPA 2.1 defines third-country instructions, subprocessor notice and deletion/export rules, with an embedded provider table." }, { "id": "unique-ai:unique-ai:review2-keys", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/it-operators/installing-and-upgrading-unique/install-unique/single-tenant/security-architecture-single-tenant/key-management", "title": "Single-tenant key management", "locator": "Infrastructure-only scope; PMK; BYOK/CYOK/HYOK; Summary", "sourceDate": "2026-05-27", "retrievedAt": "2026-10-21", "finding": "May 2026 key guide distinguishes imported customer-generated keys held by Unique from customer-exclusive key control via self-hosting. Its MT/ST CMK statement differs from the hosted retention page; actual MT configuration is unverified." }, { "id": "unique-ai:unique-ai:review2-single", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/it-operators/installing-and-upgrading-unique/install-unique/single-tenant/security-architecture-single-tenant", "title": "Single-tenant security architecture", "locator": "Overview; Encryption; Data classification", "sourceDate": "2026-05-28", "retrievedAt": "2026-10-21", "finding": "Single-tenant guide documents separate landing zone, WAF/IP controls and Unique-managed encryption. Its 2048-bit RSA-HSM description differs from the hosted retention page; this does not establish an exact current key design." }, { "id": "unique-ai:unique-ai:review2-compliance", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/security-and-compliance/compliance/compliance-layer-3-0", "title": "Compliance Layer 3.0", "locator": "Digital Sovereignty; Feature overview matrix", "sourceDate": "2026-05-27", "retrievedAt": "2026-10-21", "finding": "The deployment matrix documents CH North multitenant hosting and selectable single/client-hosted regions, with deployment-specific controls. These are options, not proof of a particular customer contract or current key configuration." }, { "id": "unique-ai:unique-ai:install", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/it-operators/installing-and-upgrading-unique/install-unique", "title": "Unique installation models", "locator": "Overview", "sourceDate": "2025-08-06", "retrievedAt": "2026-10-21", "finding": "Enumerates multi-tenant, single-tenant, customer-managed and on-premise deployments." }, { "id": "langdock:langdock:terms-rev2", "productId": "langdock", "kind": "documented", "url": "https://langdock.com/terms", "title": "Terms of Use | Langdock", "locator": "Section9 and Appendix1 Microsoft Azure service terms", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Microsoft Azure routes use Modified Abuse Monitoring, disabling provider prompt/output retention and human abuse review. Other provider/model routes require separate assessment." }, { "id": "unique-ai:unique-ai:terms", "productId": "unique-ai", "kind": "documented", "url": "https://www.unique.ai/terms-of-service", "title": "Unique terms of service", "locator": "Sections 1-2, 4-6, 11, 17-18", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Describes a sales-conversation service with Order Form subscription fees, nonrenewal notice, recording export and proprietary rights; applicability to the current AI MSA needs confirmation." }, { "id": "langdock:langdock:retention", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/troubleshooting/faq/data-retention-for-files.md", "title": "How long are files saved in Langdock?", "locator": "Retention by object type", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Deleted chats are immediately unavailable and unreferenced files are cleaned overnight; shared file references survive." }, { "id": "unique-ai:unique-ai:redaction", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/it-operators/operations/security-and-data-privacy/data-redaction", "title": "Chat data redaction and retention", "locator": "What is cleared; exclusions; administrator settings", "sourceDate": "2026-10-18", "retrievedAt": "2026-10-21", "finding": "Documents scheduled clearing of chat content and workspace records, with separate upload/KB retention rules." }, { "id": "unique-ai:unique-ai:contact", "productId": "unique-ai", "kind": "documented", "url": "https://www.unique.ai/contact-us", "title": "Unique AI contact", "locator": "Office addresses", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Lists Unique AI AG in Zürich, Unique Germany GmbH in Berlin and other regional entities." }, { "id": "unique-ai:unique-ai:review2-governance", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/security-and-compliance/ai-governance-framework", "title": "Unique AI governance framework: contract access", "locator": "Individual standards; Legal contracts; End-User Terms and Conditions", "sourceDate": "2026-04-12", "retrievedAt": "2026-10-21", "finding": "The current governance framework says legal contracts and end-user T&Cs are available on request; the public page does not expose platform subscription or component licence clauses." }, { "id": "langdock:langdock:legal", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/admin/compliance-and-governance/legal-compliance.md", "title": "https://docs.langdock.com/en/admin/compliance-and-governance/legal-compliance.md", "locator": "Legal and compliance links", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "DPA applies automatically and a Professional Secrecy Addendum and certificates are linked from the Trust Center." }, { "id": "unique-ai:unique-ai:trust", "productId": "unique-ai", "kind": "vendor-claimed", "url": "https://www.unique.ai/trust-center", "title": "Unique AI trust centre", "locator": "Enterprise security; compliance standards; FAQ", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Describes CH Azure storage separately from globally routed inference and claims ISO/SOC assurances, with differing SOC types in the FAQ." }, { "id": "unique-ai:unique-ai:iso42001", "productId": "unique-ai", "kind": "certificate-verified", "url": "https://www.unique.ai/hubfs/ISO%2042001_Unique_EN_2025.pdf", "title": "Unique ISO/IEC 42001 certificate", "locator": "One page; registration 99 420 00001; scope and dates", "sourceDate": "2025-03-07", "retrievedAt": "2026-10-21", "finding": "TÜV SÜD certificate covers development/deployment SaaS for financial services using pretrained foundation models or client-provided models, valid to 6 March 2028.", "issuer": "TÜV SÜD South Asia Private Limited", "certificateScope": "Unique AG, Stockerstr.34, Zurich. Development and deployment of SaaS for financial-services clients based on pretrained AI foundation models using Azure OpenAI or client-provided models, including client on-premise models.", "validFrom": "2025-03-07", "validUntil": "2028-03-06", "registryUrl": null }, { "id": "unique-ai:unique-ai:review2-iso-docs", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/security-and-compliance/compliance/certifications/iso-certifications", "title": "ISO Certifications and current downloads", "locator": "Certificate ISO27001; ISO9001; ISO42001; Statement of Applicability", "sourceDate": "2026-08-05", "retrievedAt": "2026-10-21", "finding": "The ISO documentation links 2026 English/German ATTESTA ISO27001 and ISO9001 renewals, plus the 2025 ISO42001 certificate; ISO27001 SoA requires an NDA." }, { "id": "unique-ai:unique-ai:review2-iso27001", "productId": "unique-ai", "kind": "certificate-verified", "url": "https://unique-ch.atlassian.net/wiki/rest/api/content/1384809423/child/attachment/att2423750716/download", "title": "Unique AG ISO27001 ATTESTA 2026 renewal", "locator": "One-page 2026 English certificate; scope, registration, surveillance, printed expiry", "sourceDate": "2026-06-10", "retrievedAt": "2026-10-21", "finding": "Inspected ATTESTA ISO27001:2022 renewal for Unique AG, registration 223-06-018.I, issued 10 June 2026 after 4 June surveillance, valid until 31 May 2029. The certificate-linked public register lists the same number and expiry.", "issuer": "ATTESTA Schweizer Zertifizierungsgesellschaft AG", "certificateScope": "Unique AG, Stockerstrasse 34, 8002 Zürich: development, operation, trading and distribution of software and provision of IT/information-technology services; ISO27001:2022 information security management", "validFrom": null, "validUntil": "2029-05-31", "registryUrl": "https://www.ic-register.com/?qry=Unique&handler=Process" }, { "id": "unique-ai:unique-ai:review2-iso9001", "productId": "unique-ai", "kind": "certificate-verified", "url": "https://unique-ch.atlassian.net/wiki/rest/api/content/1384809423/child/attachment/att2423750710/download", "title": "Unique AG ISO9001 ATTESTA 2026 renewal", "locator": "One-page 2026 English certificate; scope, registration, surveillance, printed expiry", "sourceDate": "2026-06-10", "retrievedAt": "2026-10-21", "finding": "Inspected ATTESTA ISO9001:2015 renewal for Unique AG, registration 223-06-017.Q, issued 10 June 2026 after 4 June surveillance, valid until 31 May 2029. The certificate-linked public register lists the same number and expiry.", "issuer": "ATTESTA Schweizer Zertifizierungsgesellschaft AG", "certificateScope": "Unique AG, Stockerstrasse 34, 8002 Zürich: development, operation, trading and distribution of software and provision of IT/information-technology services; ISO9001:2015 quality management", "validFrom": null, "validUntil": "2029-05-31", "registryUrl": "https://www.ic-register.com/?qry=Unique&handler=Process" }, { "id": "unique-ai:unique-ai:review2-iso-register", "productId": "unique-ai", "kind": "documented", "url": "https://www.ic-register.com/?qry=Unique&handler=Process", "title": "Certificate-linked public register: Unique AG", "locator": "Unique AG result rows; registration, scope, expiry", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Public certificate-linked register lookup for Unique AG lists registrations 223-06-018.I and 223-06-017.Q, Zurich, software/IT scope and expiry 31 May 2029. Standard/status text fields are blank; certificate PDFs supply the standards." }, { "id": "unique-ai:unique-ai:review2-soc", "productId": "unique-ai", "kind": "vendor-claimed", "url": "https://docs.unique.ai/security-and-compliance/compliance/certifications/soc-2-type-2", "title": "SOC2 Type2: chronology and report access", "locator": "SOC2 Type2 timeline; Certificates/report access", "sourceDate": "2026-04-12", "retrievedAt": "2026-10-21", "finding": "The dedicated SOC page explains Type1 in December 2023 followed by Type2 in January 2025; audit report and certificate are available only on request after NDA. Auditor, service scope and actual reporting period were not publicly inspected." }, { "id": "langdock:langdock:ip", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/admin/security/ip-restrictions.md", "title": "IP Restrictions", "locator": "Prerequisites and enforcement", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "CIDR allowlists immediately block unauthorized network access when enabled." }, { "id": "langdock:langdock:pricing-rev2", "productId": "langdock", "kind": "vendor-claimed", "url": "https://langdock.com/pricing", "title": "Pricing Plans | Langdock", "locator": "Business/Enterprise cards; price breakdown; product add-ons", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The page maps Business to up to1000 users and Enterprise to1000+; the Standard headline and breakdown disagree, so no applicable Standard/BYOK tariff is established here." }, { "id": "unique-ai:unique-ai:review2-terms-admin", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/it-operators/operations/security-and-data-privacy/terms-and-conditions-administration", "title": "Terms and Conditions Administration", "locator": "Overview; MSA exceptions; Modifying/Exporting Terms and Conditions", "sourceDate": "2026-05-08", "retrievedAt": "2026-10-21", "finding": "Current platform T&C administration refers to a customer MSA and gated admin export; it does not publish the vendor platform agreement or determine subscription/IP/branding clauses." }, { "id": "langdock:langdock:ecb-fx", "productId": "langdock", "kind": "documented", "url": "https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml", "title": "ECB historical euro reference rates, 20 October 2026", "locator": "Cube time=2026-10-20, USD and CHF currency entries", "sourceDate": "2026-10-20", "retrievedAt": "2026-10-21", "finding": "ECB2026-10-20 reference rates:EUR1=USD1.1215=CHF0.9237, implying USD1=EUR0.89166206." }, { "id": "unique-ai:unique-ai:platform", "productId": "unique-ai", "kind": "vendor-claimed", "url": "https://www.unique.ai/en/platform", "title": "Unique AI platform", "locator": "Frontend, financial agents, MCP Hub; deployment section", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Markets a modular finance platform with governed connectors, frontend, financial agents and APIs." }, { "id": "unique-ai:unique-ai:ecb-fx", "productId": "unique-ai", "kind": "documented", "url": "https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml", "title": "ECB euro foreign exchange reference rates, 20 October 2026", "locator": "Cube time=\"2026-10-20\": USD and CHF", "sourceDate": "2026-10-20", "retrievedAt": "2026-10-21", "finding": "ECB records EUR 1 = USD 1.1215 and CHF 0.9237 on 20 October 2026; derived USD to EUR is 1/1.1215 and CHF to EUR is 1/0.9237." }, { "id": "unique-ai:unique-ai:review2-governance-20261026", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/security-and-compliance/ai-governance-framework", "title": "Unique AI governance framework: contract access", "locator": "Individual standards; Legal contracts; End-User Terms and Conditions", "sourceDate": "2026-04-12", "retrievedAt": "2026-10-26", "finding": "The current governance framework says legal contracts and end-user T&Cs are available on request; the public page does not expose platform subscription or component licence clauses." }, { "id": "unique-ai:unique-ai:reference-licence-20261026", "productId": "unique-ai", "kind": "documented", "url": "https://github.com/Unique-AG/ai/blob/afa596c9b4b0231895ff70f44029a9a525f746e9/LICENSE", "title": "Unique public reference repository licence", "locator": "LICENSE, repository-wide disclaimer and exceptions", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "The public repository defaults to Unique License v1 unless an explicit licence says otherwise; commercial use, distribution and modifications require prior approval. The default is restricted source-available, not an OSI open-source licence." }, { "id": "unique-ai:unique-ai:unique-licence-v1-20261026", "productId": "unique-ai", "kind": "documented", "url": "https://github.com/Unique-AG/license/releases/tag/unique-license.v1", "title": "Unique License v1", "locator": "Grant, Restrictions, Open Source Components, Governing Law", "sourceDate": "2024-09-24", "retrievedAt": "2026-10-26", "finding": "The published full licence permits personal noncommercial use and requires prior written approval for commercial use, distribution and modification, with separate component-licence exceptions. Swiss law and Zurich venue are specified." }, { "id": "unique-ai:unique-ai:sdk-licence-20261026", "productId": "unique-ai", "kind": "documented", "url": "https://github.com/Unique-AG/ai/blob/afa596c9b4b0231895ff70f44029a9a525f746e9/unique_sdk/LICENSE", "title": "Unique Python SDK MIT licence", "locator": "unique_sdk/LICENSE, explicit component exception", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "The Python SDK directory has an explicit MIT licence permitting commercial use and modification subject to notice requirements; this exception does not license the hosted platform." }, { "id": "unique-ai:unique-ai:sdk-package-20261026", "productId": "unique-ai", "kind": "documented", "url": "https://github.com/Unique-AG/ai/blob/afa596c9b4b0231895ff70f44029a9a525f746e9/unique_sdk/pyproject.toml", "title": "Unique SDK package metadata", "locator": "project name/version and licence", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "At the pinned October 23 repository commit, unique_sdk package metadata declares MIT, consistent with its component licence. Repository/package version is not treated as the hosted release date." }, { "id": "unique-ai:unique-ai:review2-terms-admin-20261026", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/it-operators/operations/security-and-data-privacy/terms-and-conditions-administration", "title": "Terms and Conditions Administration", "locator": "Overview; MSA exceptions; Modifying/Exporting Terms and Conditions", "sourceDate": "2026-05-08", "retrievedAt": "2026-10-26", "finding": "Current platform T&C administration refers to a customer MSA and gated admin export; it does not publish the vendor platform agreement or determine subscription/IP/branding clauses." }, { "id": "langdock:langdock:migration", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/developer/agents-api/agent-migration.md", "title": "Agent Migration Guide", "locator": "Prerequisites, exported settings and field mapping", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Agent API export/import preserves selected configuration; files/skills and some fields require separate migration." }, { "id": "langdock:langdock:dpa-20261026", "productId": "langdock", "kind": "documented", "url": "https://langdock.com/dpa", "title": "Data Processing Agreement | Langdock", "locator": "Sections 7-12 and Appendices 1/2", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "DPA 2.1 defines third-country instructions, subprocessor notice and deletion/export rules, with an embedded provider table." }, { "id": "langdock:langdock:migration-20261026", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/developer/agents-api/agent-migration.md", "title": "Agent Migration Guide", "locator": "Prerequisites, exported settings and field mapping", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Agent API export/import preserves selected configuration; files/skills and some fields require separate migration." }, { "id": "langdock:langdock:knowledge-20261026", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/library/knowledge-bases.md", "title": "Knowledge bases", "locator": "Create a Knowledge base and add documents, API upload; Share search access; Convert a Knowledge base to a folder", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "The public Markdown guide was retrieved with HTTP 200. The Knowledge Folder API can upload, update, delete, retrieve and search files; Viewer supports retrieval, while writes need Editor. This does not establish a complete index/ACL workspace export bundle." }, { "id": "langdock:langdock:exports-20261026", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/admin/compliance-and-governance/usage-exports.md", "title": "Usage Exports", "locator": "Accessing Usage Exports; Export Limits; Export Data Structure; Usage Exports; Data Retention", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "The public Markdown guide was retrieved with HTTP 200. Workspace administrators can export usage analytics as CSV or through the Usage Export API, with up to 12 months of history and JSON-valued mapping fields. Usage analytics are distinct from a complete chat/knowledge export." }, { "id": "langdock:langdock:playbook", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/admin/ai-adoption-and-rollout/getting-started/rollout-playbook.md", "title": "Rollout Playbook", "locator": "Programme qualification and rollout phases", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Dedicated rollout support/workshops start at 250 licences and include a champion approach." }, { "id": "langdock:langdock:status", "productId": "langdock", "kind": "documented", "url": "https://status.langdock.com/", "title": "status", "locator": "Components and history", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The public status page covers the app, APIs, Workflows and Integrations with history." }, { "id": "langdock:langdock:terms-20261026", "productId": "langdock", "kind": "documented", "url": "https://langdock.com/terms", "title": "Terms of Use | Langdock", "locator": "Sections 6/7/9/12/15/16/19 and Appendix 1", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Terms 2.1 prohibit training and describe provider-specific residency and retention agreements, proprietary use rights and contract defaults." }, { "id": "langdock:langdock:imprint-20261026", "productId": "langdock", "kind": "documented", "url": "https://langdock.com/imprint", "title": "Langdock imprint and contact point", "locator": "Contact Point for Users and Authorities", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Users and authorities can contact support@langdock.com in German and English; the imprint identifies Langdock GmbH in Berlin." }, { "id": "langdock:langdock:status-20261026", "productId": "langdock", "kind": "documented", "url": "https://status.langdock.com/", "title": "status", "locator": "Components and history", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "The public status page covers the app, APIs, Workflows and Integrations with history." }, { "id": "unique-ai:unique-ai:support", "productId": "unique-ai", "kind": "documented", "url": "https://docs.unique.ai/enterprise-support", "title": "Enterprise support", "locator": "Contact; dedicated support model; hours", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Provides public multitenant status link, enterprise email and a contract-specific dedicated support model." }, { "id": "unique-ai:unique-ai:status", "productId": "unique-ai", "kind": "documented", "url": "https://status.prod.unique.app/", "title": "Unique public system status", "locator": "Component and 90-day uptime panels", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Public status page displays service/API/collector components and historical uptime panels; dedicated environments are outside the documented status scope." }, { "id": "langdock:langdock:training", "productId": "langdock", "kind": "documented", "url": "https://docs.langdock.com/en/using-langdock/resources/langdock-workshops.md", "title": "Langdock Workshops", "locator": "Workshop catalogue", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Official workshop recordings/slides cover chat, skills, integrations, agents and workflows." }, { "id": "unique-ai:unique-ai:homepage", "productId": "unique-ai", "kind": "vendor-claimed", "url": "https://www.unique.ai/", "title": "Unique AI finance platform", "locator": "Forward-Deployed Engineers and training section", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Markets embedded experts and structured training programmes for finance users and IT." } ] }