{ "schemaVersion": 1, "rubricVersion": "1.1", "kind": "pair", "slug": "chatgpt-vs-langdock", "canonicalUrl": "https://onaihq.com/compare/agents/chatgpt-vs-langdock/", "markdownUrl": "https://onaihq.com/compare/agents/chatgpt-vs-langdock/index.md", "dataUrl": "https://onaihq.com/compare/agents/chatgpt-vs-langdock/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": "chatgpt", "name": "ChatGPT Business / Enterprise", "website": "https://chatgpt.com/business", "repository": null, "pageUrl": "https://onaihq.com/compare/agents/products/chatgpt/", "lifecycle": { "status": "sunset", "note": "The current custom-GPT FAQ says the transition affects all ChatGPT plans and schedules retirement for December 11, 2026, subject to account/workspace-specific notices. Qualified Enterprise deferrals may extend to February 11, 2027. Enterprise creation/publishing restrictions are separate from retirement.", "scope": "Custom GPTs on Business and Enterprise within this profile, according to each workspace notice. The FAQ also covers other plans. This is not a shutdown of ChatGPT, Work, plugins or the workspace service.", "continuation": "Migration to plugins. Under the planned workflow, GPT instructions become a skill, knowledge files become reference files, and connected apps are added; model choice, custom actions and sharing settings do not automatically transfer. Follow the affected workspace notice and test the replacement.", "announcementDate": null, "serviceEndDate": "2026-12-11", "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-gpt-migration-r2-20261026", "chatgpt:oa-enterprise-notes-20261026" ] }, "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" }, { "id": "chatgpt-work", "name": "ChatGPT Work and team tasks, distinct from regular Chat and coding-only Codex", "type": "agent-workspace" }, { "id": "chatgpt-office", "name": "Official Microsoft Office and Google Sheets add-ins where stated", "type": "suite-addin" } ], "sourcedClaimCount": 49, "statedByVendorCount": 0, "crossCheckedClaimCount": 49, "sourcedOnlyClaimCount": 0, "oldestCheckedAt": "2026-10-21", "lastCheckedAt": "2026-10-26" }, { "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" } ], "coverage": { "totalCriteria": 51, "sharedCrossCheckedCriteria": 48, "sharedSourcedCriteria": 48, "crossCheckedCriteriaByProduct": { "chatgpt": 49, "langdock": 50 }, "sourcedOnlyCriteriaByProduct": { "chatgpt": 0, "langdock": 0 }, "sourcedCriteriaByProduct": { "chatgpt": 49, "langdock": 50 }, "crossCheckedCriterionRows": 51, "sourcedOnlyCriterionRows": 0, "sourcedCriterionRows": 51, "statedByVendorRows": 0 }, "criteria": [ { "id": "MOD-01", "title": "Model catalogue and providers", "group": { "id": 1, "name": "Models" }, "judgment": "List each available model by provider and plan, including reasoning, fast and multimodal variants. Record whether the user picks the model, the product routes automatically, or both. A provider counts only if at least one of its current models is selectable on the scoped plan.", "questions": [ { "id": "providers", "question": "Which model providers are available?" }, { "id": "current_models", "question": "Which current models are selectable on this plan?" }, { "id": "user_choice", "question": "Can users pick the model per chat?" }, { "id": "auto_routing", "question": "Does the product route between models automatically, and is the chosen model shown?" }, { "id": "multimodal_input", "question": "Which models accept images, audio or files?" } ], "products": [ { "productId": "chatgpt", "claimId": "chatgpt:MOD-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Business and Enterprise Chat use GPT6/Sol and Pro/Astra names; Work exposes a separate picker and model set.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-work" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "Business Standard/Premium Chat and Work; Enterprise/Edu model access only as specified in their dedicated model guide", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-work", "name": "ChatGPT Work and team tasks, distinct from regular Chat and coding-only Codex", "type": "agent-workspace" } ] }, "questions": [ { "id": "providers", "question": "Which model providers are available?", "support": "supported", "answer": "These plan-specific Chat and Work catalogues use OpenAI models; connected apps are not additional chat-model providers.", "evidenceIds": [ "chatgpt:oa-business-models-r2", "chatgpt:oa-enterprise-models-r2" ] }, { "id": "current_models", "question": "Which current models are selectable on this plan?", "support": "partial", "answer": "Business and eligible Enterprise Chat: GPT6 at Instant–ExtraHigh is powered by GPT6 Sol; GPT6 Pro uses Astra. Business Work lists GPT6 Sol/6.1Sol/Luna, with other options only when enabled. Enterprise/Edu Work access also depends on rollout and roles. These are experience-specific names, not one universal picker.", "evidenceIds": [ "chatgpt:oa-business-models-r2", "chatgpt:oa-enterprise-models-r2" ] }, { "id": "user_choice", "question": "Can users pick the model per chat?", "support": "supported", "answer": "Business and Enterprise dedicated guides describe their Chat picker/effort choices; Work has a separate model/effort selector. Available options depend on seat/workspace/rollout.", "evidenceIds": [ "chatgpt:oa-business-models-r2", "chatgpt:oa-enterprise-models-r2", "chatgpt:oa-work-r2" ] }, { "id": "auto_routing", "question": "Does the product route between models automatically, and is the chosen model shown?", "support": "partial", "answer": "Business can add reasoning while Instant is selected and exposes Higher intelligence in Settings>General. Enterprise/Edu document workspace automatic-routing controls. Exact per-request routed identity was not observed.", "evidenceIds": [ "chatgpt:oa-business-models-r2", "chatgpt:oa-enterprise-models-r2" ] }, { "id": "multimodal_input", "question": "Which models accept images, audio or files?", "support": "partial", "answer": "Paid workspaces accept supported image/file/audio inputs; per-model modality mapping was not completely verified.", "evidenceIds": [ "chatgpt:oa-files" ] } ], "limitations": [ "Reconciliation: Work overview uses a broad not-in-regular-Chat sentence for its picker labels; dedicated Business/Enterprise Chat guides explicitly explain Sol powering the GPT6 Chat alias. GPT6.1Sol and Luna are not selectable in regular Chat.", "No tenant picker, per-model modality matrix or routing trace was observed." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-business-models-r2", "chatgpt:oa-enterprise-models-r2", "chatgpt:oa-work-r2", "chatgpt:oa-files" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:MOD-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Dated release notes exist; a three-release provider/product lag series remains unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "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? Unverified after checking OpenAI Business/Enterprise documentation, current model and app pages, service agreement and release notes retrieved 2026-10-21; no paid workspace or shared fixture.", "evidenceIds": [] }, { "id": "changelog", "question": "Is there a dated public model changelog?", "support": "supported", "answer": "Business and Enterprise/Edu have dated release notes.", "evidenceIds": [ "chatgpt:oa-business-notes", "chatgpt:oa-enterprise-notes" ] }, { "id": "deprecation_notice", "question": "How much notice is given before a model is removed?", "support": "unknown", "answer": "No universal model-removal notice or three current model retirement examples were established from the checked release notes. Planned custom-GPT retirement is recorded separately in roadmapReview.", "evidenceIds": [] }, { "id": "version_pinning", "question": "Can an admin keep an older model version?", "support": "partial", "answer": "Both current Business and Enterprise model guides say an explicit GPT5.6Sol selection remains during the GPT6 rollout. This is preserved selection, not indefinite administrator version pinning.", "evidenceIds": [ "chatgpt:oa-business-models-r2", "chatgpt:oa-enterprise-models-r2" ] } ], "limitations": [ "No three-release provider/product lag series or general guaranteed model-removal notice period was established.", "Retained explicit model selection is documented separately for Business and Enterprise; no permanent pinned-service promise." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-business-notes", "chatgpt:oa-enterprise-notes", "chatgpt:oa-business-models-r2", "chatgpt:oa-enterprise-models-r2" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:MOD-03", "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": "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:MOD-04", "verificationStatus": "not-published", "support": "not-published", "answer": "We found no public information on this. A missing finding is not evidence that the product lacks the capability.", "availability": null, "delivery": null, "scope": null, "questions": [], "limitations": [], "checkedAt": null, "crossCheckedAt": null, "nextCheckAt": null, "evidenceIds": [] }, { "productId": "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:MOD-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Enterprise model and default controls are documented; Business allowances depend on seat type.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "model_allowlist_by_group", "question": "Can admins limit models per group?", "support": "supported", "answer": "Enterprise/Edu model access uses workspace settings and RBAC; groups can receive roles.", "evidenceIds": [ "chatgpt:oa-models", "chatgpt:oa-admin-quickstart" ] }, { "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? Unverified after checking OpenAI Business/Enterprise documentation, current model and app pages, service agreement and release notes retrieved 2026-10-21; no paid workspace or shared fixture.", "evidenceIds": [] }, { "id": "default_model", "question": "Can admins set the default model?", "support": "supported", "answer": "Enterprise admins choose separate Chat and Work starting models/effort; defaults do not grant access.", "evidenceIds": [ "chatgpt:oa-admin-settings" ] }, { "id": "user_limits", "question": "What per-user message or token limits apply, and are they published?", "support": "partial", "answer": "Business Premium includes five times Standard usage and no five-hour cap; exact prompt count depends on task/model.", "evidenceIds": [ "chatgpt:oa-business" ] }, { "id": "limit_behaviour", "question": "What happens when a limit is reached?", "support": "partial", "answer": "Eligible work can draw workspace credits after included allowance; insufficient credits can stop credit-backed features.", "evidenceIds": [ "chatgpt:oa-credit-controls" ] } ], "limitations": [ "No two-group model or data-bound-model test was run. Virtually unlimited Enterprise messages do not imply zero-dollar usage under token-billed contracts." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-models", "chatgpt:oa-admin-quickstart", "chatgpt:oa-admin-settings", "chatgpt:oa-business", "chatgpt:oa-credit-controls" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:KNOW-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Formats and upload limits are documented; shared-fixture fidelity is untested.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "formats", "question": "Which formats are accepted?", "support": "supported", "answer": "DOCX/PDF/TXT, XLS/XLSX/CSV/TSV, PPTX and supported image/audio uploads.", "evidenceIds": [ "chatgpt:oa-files" ] }, { "id": "limits", "question": "What size and count limits apply per file and chat?", "support": "supported", "answer": "Documents 512 MB/2M tokens; spreadsheets about 50 MB; images 20 MB; up to 80 uploads/3 hours, subject to peak reductions.", "evidenceIds": [ "chatgpt:oa-files" ] }, { "id": "ocr", "question": "Are scanned PDFs read?", "support": "partial", "answer": "Enterprise PDF visual retrieval can process embedded visual content; other plans use text-based retrieval. A scanned-contract OCR test was not run.", "evidenceIds": [ "chatgpt:oa-files" ] }, { "id": "spreadsheets", "question": "Are Excel tables read with structure intact?", "support": "partial", "answer": "Python analysis accepts structured sheets; formula/structure fidelity was not tested.", "evidenceIds": [ "chatgpt:oa-analysis" ] }, { "id": "full_vs_chunked", "question": "Is the whole file used or only retrieved parts, and does the user see which?", "support": "unknown", "answer": "Is the whole file used or only retrieved parts, and does the user see which? Unverified after checking upload and analysis documentation; full/chunk selection and the long-PDF/scanned-contract/formula/PPT fixture were not observed.", "evidenceIds": [] } ], "limitations": [ "Unverified parts: full_vs_chunked.", "Read each atomic answer for its plan, access and feature limits." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-files", "chatgpt:oa-analysis" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:KNOW-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Projects and GPT knowledge persist curated content with sharing and file limits.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "persistent_collections", "question": "Can users keep document collections across chats?", "support": "supported", "answer": "Projects retain chats, files and instructions across related work.", "evidenceIds": [ "chatgpt:oa-projects" ] }, { "id": "sharing_scope", "question": "Can collections be shared with users, groups or the whole organisation?", "support": "partial", "answer": "Shared projects expose project contents to admitted members and support group invitations where permitted; full entitlement matrix was not tested.", "evidenceIds": [ "chatgpt:oa-projects" ] }, { "id": "size_limits", "question": "What are the collection limits?", "support": "supported", "answer": "Business/Enterprise/Edu projects allow 40 files; a GPT can have up to 20 knowledge files.", "evidenceIds": [ "chatgpt:oa-files" ] }, { "id": "assistant_binding", "question": "Can collections be bound to an assistant?", "support": "supported", "answer": "GPTs can bind knowledge files; project chats can use GPTs under documented constraints.", "evidenceIds": [ "chatgpt:oa-files", "chatgpt:oa-projects" ] } ], "limitations": [ "Custom GPT retirement is planned for affected Enterprise workspaces; the dates are in the roadmap review." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-projects", "chatgpt:oa-files" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:KNOW-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Live apps and custom MCP connect business data; individual app entitlement and permission scope matter.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "microsoft_365", "question": "Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected?", "support": "supported", "answer": "SharePoint covers supported SharePoint/OneDrive work content. Current Enterprise notes describe Teams and Outlook live-app controls.", "evidenceIds": [ "chatgpt:oa-sharepoint", "chatgpt:oa-enterprise-notes" ] }, { "id": "google_workspace", "question": "Which Google sources are connected?", "support": "partial", "answer": "Current app/release documentation includes Google Drive and Gmail event connections; permissions and region depend on the app.", "evidenceIds": [ "chatgpt:oa-apps", "chatgpt:oa-team-tasks" ] }, { "id": "atlassian", "question": "Confluence and Jira?", "support": "partial", "answer": "Business release notes list the Atlassian Rovo MCP connection for Jira, Confluence and Compass; current per-region rollout was not trialled.", "evidenceIds": [ "chatgpt:oa-business-notes" ] }, { "id": "other_systems", "question": "Which other business systems?", "support": "partial", "answer": "Slack is documented; Business app templates include GitHub Enterprise, Snowflake and Databricks. Box, Salesforce and ServiceNow details remain unverified.", "evidenceIds": [ "chatgpt:oa-business-notes" ] }, { "id": "on_prem_sources", "question": "Can on-prem file shares or databases be connected?", "support": "partial", "answer": "Custom remote MCP can reach private systems through a secure tunnel; named file-share/database coverage and deployment entitlement were not tested.", "evidenceIds": [ "chatgpt:oa-mcp" ] }, { "id": "connector_provider", "question": "Who builds and maintains each connector?", "support": "partial", "answer": "OpenAI-built, partner and customer MCP apps coexist; the responsible publisher must be checked per app.", "evidenceIds": [ "chatgpt:oa-mcp" ] } ], "limitations": [ "Microsoft Entra consent and ChatGPT app/action enablement are distinct. No connector list is treated as a passed retrieval test." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-sharepoint", "chatgpt:oa-enterprise-notes", "chatgpt:oa-apps", "chatgpt:oa-team-tasks", "chatgpt:oa-business-notes", "chatgpt:oa-mcp" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:KNOW-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Connected sources inherit user permissions; plan entitlement for additional SharePoint site/label controls remains unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "Business/Enterprise/Edu Company Knowledge source permissions and app enablement; SharePoint policy controls require separate workspace enablement with plan eligibility unverified", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "source_permissions_respected", "question": "Are source permissions enforced per user?", "support": "supported", "answer": "Company Knowledge is documented for Business/Enterprise/Edu and retrieves only content the connected source account permits.", "evidenceIds": [ "chatgpt:oa-company-r2" ] }, { "id": "enforcement_point", "question": "Does the source system, a mirrored index or nothing enforce them?", "support": "partial", "answer": "Live SharePoint checks authorized Microsoft-account access and requires delegated Sites.Read.All/Files.Read.All; setup availability remains workspace-dependent.", "evidenceIds": [ "chatgpt:oa-sharepoint-r2" ] }, { "id": "revocation_delay", "question": "How quickly does a removed permission take effect?", "support": "unknown", "answer": "How quickly does a removed permission take effect? Unverified after checking live SharePoint and Company Knowledge docs; no two-user/revocation fixture.", "evidenceIds": [] }, { "id": "admin_scope_controls", "question": "Can admins exclude sites, folders or labels?", "support": "partial", "answer": "Owners/admins manage allowed apps/sources; Enterprise/Edu add RBAC/group controls. A separate enabled-workspace guide describes SharePoint site policies, but its complete plan matrix was not verified.", "evidenceIds": [ "chatgpt:oa-company-r2", "chatgpt:oa-sharepoint-policy-r2" ] }, { "id": "sensitivity_labels", "question": "Are Microsoft Purview or similar labels respected?", "support": "unknown", "answer": "The SharePoint policy guide describes label-GUID exclusions only after workspace enablement and does not name a complete plan matrix. Availability for Business or a particular Enterprise configuration remains unverified; no fixture was run.", "evidenceIds": [] } ], "limitations": [ "Positive plan-scoped findings cover source-account permissions and app availability controls. Optional SharePoint policies are recorded as conditional documentation and an explicit entitlement gap.", "No two-user restricted-document, label-exclusion or revocation-latency test." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-company-r2", "chatgpt:oa-sharepoint-r2", "chatgpt:oa-sharepoint-policy-r2" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:KNOW-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Enterprise administrator-managed sync retired October16; supported real-time apps are the replacement route.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "Enterprise workspaces affected by the October16 administrator-managed sync retirement; no inferred Business retirement schedule", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "live_or_indexed", "question": "Is content searched live or copied into an index?", "support": "partial", "answer": "The Enterprise October16 notice retires administrator-managed sync and directs use of real-time GoogleDrive/SharePoint/Teams. Current Company Knowledge uses eligible apps; current residency guidance no longer specifies the older admin-indexing route. This does not prove every third-party app is index-free.", "evidenceIds": [ "chatgpt:oa-enterprise-notes-r2", "chatgpt:oa-company-r2", "chatgpt:oa-residency-r2" ] }, { "id": "sync_interval", "question": "How often does an index refresh?", "support": "unknown", "answer": "How often does an index refresh? Unverified after checking October 16 Enterprise notes and live SharePoint docs; app-specific refresh/deletion SLAs and index geography not verified.", "evidenceIds": [] }, { "id": "deletion_propagation", "question": "How quickly does a deleted document disappear?", "support": "unknown", "answer": "How quickly does a deleted document disappear? Unverified after checking October 16 Enterprise notes and live SharePoint docs; app-specific refresh/deletion SLAs and index geography not verified.", "evidenceIds": [] }, { "id": "index_location", "question": "Where is indexed content stored?", "support": "unknown", "answer": "Where is indexed content stored? Unverified after checking October 16 Enterprise notes and live SharePoint docs; app-specific refresh/deletion SLAs and index geography not verified.", "evidenceIds": [] } ], "limitations": [ "The earlier indexing conflict was stale context: the rechecked Company Knowledge/residency articles now describe current app-based access. Historical configurations are outside this current Enterprise finding.", "Per-app synchronization, deletion timing and index geography remain unknown. No Business-wide retirement is inferred from Enterprise notes." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-enterprise-notes-r2", "chatgpt:oa-company-r2", "chatgpt:oa-residency-r2" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:KNOW-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Source links are documented; shared-corpus grounding accuracy remains unknown.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "citations", "question": "Are answers linked to specific sources?", "support": "partial", "answer": "Company Knowledge and SharePoint answers can include source links; presence is not guaranteed for every answer.", "evidenceIds": [ "chatgpt:oa-company", "chatgpt:oa-sharepoint" ] }, { "id": "citation_accuracy", "question": "Do the cited passages support the answer?", "support": "unknown", "answer": "Do the cited passages support the answer? Unverified after checking Company Knowledge/source-link docs; no factual, cross-document, cross-language or unanswerable-question fixture.", "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? Unverified after checking Company Knowledge/source-link docs; no factual, cross-document, cross-language or unanswerable-question fixture.", "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? Unverified after checking Company Knowledge/source-link docs; no factual, cross-document, cross-language or unanswerable-question fixture.", "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? Unverified after checking Company Knowledge/source-link docs; no factual, cross-document, cross-language or unanswerable-question fixture.", "evidenceIds": [] } ], "limitations": [ "No answer accuracy, citation accuracy or refusal rate was measured." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-company", "chatgpt:oa-sharepoint" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:KNOW-07", "verificationStatus": "agent-cross-checked", "support": "supported", "answer": "Personal memory and project context have user and Enterprise role controls.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "custom_instructions", "question": "Can users set persistent instructions?", "support": "supported", "answer": "Custom instructions give persistent user guidance, separate from inferred memory.", "evidenceIds": [ "chatgpt:oa-memory" ] }, { "id": "cross_chat_memory", "question": "Does the product remember facts across chats?", "support": "supported", "answer": "Enabled memory can use remembered facts and prior-chat context; availability varies.", "evidenceIds": [ "chatgpt:oa-memory" ] }, { "id": "user_memory_controls", "question": "Can users view, edit and delete memories?", "support": "supported", "answer": "Users can inspect, correct or delete remembered information; source chats/files may need separate deletion.", "evidenceIds": [ "chatgpt:oa-memory" ] }, { "id": "admin_memory_controls", "question": "Can admins turn memory off?", "support": "supported", "answer": "Enterprise admins can manage supported shared/improved-memory permissions by role.", "evidenceIds": [ "chatgpt:oa-admin-settings" ] } ], "limitations": [], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-memory", "chatgpt:oa-admin-settings" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:AGT-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "GPTs, plugins and Workspace Agents offer reusable behavior; current notices plan custom-GPT retirement across plans.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps", "chatgpt-work" ], "version": "Current hosted commercial documentation checked 2026-10-26", "plan": "Business and Enterprise reusable workspace GPT/project/plugin behavior, subject to access controls", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" }, { "id": "chatgpt-work", "name": "ChatGPT Work and team tasks, distinct from regular Chat and coding-only Codex", "type": "agent-workspace" } ] }, "questions": [ { "id": "create_assistants", "question": "Can users create assistants with instructions, knowledge and tools?", "support": "partial", "answer": "Business includes GPTs and Workspace Agents; projects/GPT knowledge provide instructions and files. Tools depend on app configuration.", "evidenceIds": [ "chatgpt:oa-business-20261026", "chatgpt:oa-files-20261026", "chatgpt:oa-business-notes-20261026" ] }, { "id": "creator_permissions", "question": "Can admins limit who creates them?", "support": "partial", "answer": "Workspace settings govern creation and sharing. The FAQ covers all-plan retirement on December 11, subject to account/workspace notices and approved Enterprise deferrals. In affected Enterprise workspaces, October 26 is the planned freeze on new GPT creation; publish drafts needed for migration before it. Existing unmigrated GPTs remain editable; migration makes the original read-only. Tenant state was not observed.", "evidenceIds": [ "chatgpt:chatgpt:review-fix-gpt-creation-freeze-20261026", "chatgpt:oa-admin-settings-20261026" ] }, { "id": "sharing_scope", "question": "Can assistants be shared with users, groups or everyone?", "support": "partial", "answer": "Workspace GPT/project sharing is documented; exact user/group/public options depend on workspace policy and residency.", "evidenceIds": [ "chatgpt:oa-projects", "chatgpt:oa-residency-r2-20261026" ] }, { "id": "catalogue", "question": "Is there an internal assistant directory?", "support": "partial", "answer": "The plugin directory and workspace GPT/agent discovery are documented.", "evidenceIds": [ "chatgpt:oa-business-notes-20261026", "chatgpt:oa-company-r2-20261026" ] }, { "id": "prompt_library", "question": "Are shared prompt templates available?", "support": "partial", "answer": "The direct Plugins guide describes reusable skills/instructions and apps for Chat/Work, including workspace plugin sharing on Business/Enterprise. A dedicated prompt-library contract was not verified. Word has separate skills: plugins are unsupported there and ChatGPT skills do not carry over.", "evidenceIds": [ "chatgpt:oa-plugins-r2-20261026", "chatgpt:oa-word-r2-20261026" ] } ], "limitations": [ "create_assistants: Business includes GPTs and Workspace Agents; projects/GPT knowledge provide instructions and files. Tools depend on app configuration.", "creator_permissions: Workspace settings govern creation and sharing. The FAQ covers all-plan retirement on December 11, subject to account/workspace notices and approved Enterprise deferrals. In affected Enterprise workspaces, October 26 is the planned freeze on new GPT creation; publish drafts needed for migration before it. Existing unmigrated GPTs remain editable; migration makes the original read-only. Tenant state was not observed.", "sharing_scope: Workspace GPT/project sharing is documented; exact user/group/public options depend on workspace policy and residency.", "catalogue: The plugin directory and workspace GPT/agent discovery are documented.", "prompt_library: The direct Plugins guide describes reusable skills/instructions and apps for Chat/Work, including workspace plugin sharing on Business/Enterprise. A dedicated prompt-library contract was not verified. Word has separate skills: plugins are unsupported there and ChatGPT skills do not carry over." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-business-20261026", "chatgpt:oa-files-20261026", "chatgpt:oa-business-notes-20261026", "chatgpt:oa-admin-settings-20261026", "chatgpt:oa-projects", "chatgpt:oa-residency-r2-20261026", "chatgpt:oa-company-r2-20261026", "chatgpt:oa-plugins-r2-20261026", "chatgpt:oa-word-r2-20261026", "chatgpt:oa-gpt-migration-r2-20261026", "chatgpt:oa-enterprise-notes-20261026", "chatgpt:chatgpt:review-fix-gpt-creation-freeze-20261026" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:AGT-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Current custom MCP connections use the web Plugins flow with plan-specific creator and publication permissions.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "Business and Enterprise/Edu custom remote MCP connections on ChatGPT web; Enterprise built-in tools only where explicitly named", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "builtin_tools", "question": "Which tools are built in?", "support": "supported", "answer": "Enterprise model documentation lists search/research/analysis/uploads/canvas/projects/voice/images; this inventory is Enterprise-specific.", "evidenceIds": [ "chatgpt:oa-enterprise-models-r2" ] }, { "id": "custom_actions", "question": "Can admins add API actions?", "support": "partial", "answer": "Custom MCP servers can expose read and write/modify tools. OpenAPI-action migration/parity is not established by this MCP finding.", "evidenceIds": [ "chatgpt:oa-mcp-r2" ] }, { "id": "mcp_client", "question": "Can it use remote MCP servers, and with what admin control?", "support": "supported", "answer": "Full MCP/custom remote connections are documented for Business/Enterprise/Edu web. Current Plugins creation does not require Developer Mode and the guide does not label this current flow beta.", "evidenceIds": [ "chatgpt:oa-mcp-r2" ] }, { "id": "tool_auth", "question": "Do tools act as the user or as a shared account?", "support": "supported", "answer": "Personal app authorization and designated team service-account connections are separate routes.", "evidenceIds": [ "chatgpt:oa-apps", "chatgpt:oa-team-tasks" ] }, { "id": "tool_approval", "question": "Can admins approve or block tools, and can users confirm actions before they run?", "support": "partial", "answer": "Business admins/owners create/publish; Enterprise/Edu may delegate creation by RBAC but only admins/owners publish. Chat confirmations depend on app permissions/context; Workspace Agents use builder-specific controls. The live SharePoint app also documents separately enabled writes.", "evidenceIds": [ "chatgpt:oa-mcp-r2", "chatgpt:oa-sharepoint-r2" ] } ], "limitations": [ "Reconciliation: the rechecked MCP page redirects to Connecting custom MCP servers and replaces the old Developer Mode/search-only account with the current Plugins workflow. OpenAI-built apps are not assumed search-only.", "Custom remote MCP scope is web. No tool/authentication/approval fixture or universal write permission is claimed." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-enterprise-models-r2", "chatgpt:oa-mcp-r2", "chatgpt:oa-apps", "chatgpt:oa-team-tasks", "chatgpt:oa-sharepoint-r2" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:AGT-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Search, research and source links exist; external-provider and residency boundaries remain relevant.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "web_search", "question": "Is web search available?", "support": "supported", "answer": "Search is available on Business, Enterprise and Edu when permitted.", "evidenceIds": [ "chatgpt:oa-search" ] }, { "id": "admin_toggle", "question": "Can admins disable it per organisation or group?", "support": "partial", "answer": "Managed workspaces apply role/search controls; full Business-versus-Enterprise group policy was not verified.", "evidenceIds": [ "chatgpt:oa-search" ] }, { "id": "search_provider", "question": "Which search provider handles queries, and where?", "support": "partial", "answer": "Rewritten queries/general location can reach external search providers; external integrations are outside the ChatGPT residency guarantee.", "evidenceIds": [ "chatgpt:oa-search", "chatgpt:oa-residency" ] }, { "id": "deep_research", "question": "Is multi-step research with a report available?", "support": "supported", "answer": "Business and Enterprise include Deep Research; shared-report outcomes were not tested.", "evidenceIds": [ "chatgpt:oa-business", "chatgpt:oa-models" ] }, { "id": "web_citations", "question": "Are web sources cited?", "support": "supported", "answer": "Search responses provide source links/citations, with vendor warnings about correctness.", "evidenceIds": [ "chatgpt:oa-search" ] } ], "limitations": [ "Read each atomic answer for its plan, access and feature limits." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-search", "chatgpt:oa-residency", "chatgpt:oa-business", "chatgpt:oa-models" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:AGT-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Business/Enterprise team tasks support cloud schedules and app events.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-work" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "Business and Enterprise team tasks, subject to workspace permissions", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-work", "name": "ChatGPT Work and team tasks, distinct from regular Chat and coding-only Codex", "type": "agent-workspace" } ] }, "questions": [ { "id": "workflow_builder", "question": "Is there a workflow or chain builder?", "support": "supported", "answer": "Workspace Agents/team tasks use saved instructions, plugins and approved connections.", "evidenceIds": [ "chatgpt:oa-team-tasks" ] }, { "id": "scheduled_tasks", "question": "Can prompts or assistants run on a schedule?", "support": "supported", "answer": "Team tasks run on recurring schedules or one-time dates even while clients are closed.", "evidenceIds": [ "chatgpt:oa-team-tasks" ] }, { "id": "event_triggers", "question": "Can external events start a workflow?", "support": "supported", "answer": "Supported Gmail/Slack events can start a task under configured permissions.", "evidenceIds": [ "chatgpt:oa-team-tasks" ] }, { "id": "builder_audience", "question": "Is building aimed at business users, IT or developers?", "support": "supported", "answer": "Authorized members configure task instructions/triggers; admins and team owners manage connections.", "evidenceIds": [ "chatgpt:oa-team-tasks" ] } ], "limitations": [ "No event-trigger or multi-step fixture was run." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-team-tasks" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:AGT-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "ChatGPT Work is the current multi-step task experience; legacy agent limits are historical.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-work" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "Eligible Business and Enterprise Work access", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-work", "name": "ChatGPT Work and team tasks, distinct from regular Chat and coding-only Codex", "type": "agent-workspace" } ] }, "questions": [ { "id": "agent_mode", "question": "Is there an agent mode for multi-step tasks?", "support": "supported", "answer": "Current Work documentation describes longer multi-step tasks and finished document/spreadsheet/presentation deliverables on eligible paid workspaces.", "evidenceIds": [ "chatgpt:oa-work-r2" ] }, { "id": "visible_steps", "question": "Are steps and tool calls shown?", "support": "partial", "answer": "Work documents reviewing progress and directing task execution; full tool-step visibility was not observed.", "evidenceIds": [ "chatgpt:oa-work-r2" ] }, { "id": "side_effect_confirmation", "question": "Must the user confirm actions with side effects?", "support": "partial", "answer": "Work uses applicable permissions and approval requirements; precise app-by-app side-effect confirmations were not fixture-tested.", "evidenceIds": [ "chatgpt:oa-work-r2" ] }, { "id": "stop_control", "question": "Can the user stop a running task?", "support": "unknown", "answer": "A concrete stop-control workflow for a running Work task was not established from current Work documentation; no running-task fixture was executed.", "evidenceIds": [] } ], "limitations": [ "Reconciliation: the legacy agent page's current Overview explicitly says it is unavailable and directs users to Work. The older body's plan list/40-request quotas describe the retired experience and are excluded from this Work finding.", "Current Work is the sole source for positive execution/approval behavior; no gather-three-documents/draft-email fixture was run." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-work-r2" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:AGT-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "The separate API platform is distinct from the governed ChatGPT workspace.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "chat_api", "question": "Is there an API for chat and assistants?", "support": "partial", "answer": "API usage is separate from Business subscription billing. A supported API for the same ChatGPT workspace conversations/assistants was not established.", "evidenceIds": [ "chatgpt:oa-business-faq" ] }, { "id": "knowledge_api", "question": "Can documents be loaded through an API?", "support": "unknown", "answer": "Can documents be loaded through an API? Unverified after checking Business/API separation and Compliance Platform docs; no general ChatGPT knowledge-ingestion API or product MCP-server contract verified.", "evidenceIds": [] }, { "id": "api_governance", "question": "Do audit, budgets and model rules apply to API use?", "support": "partial", "answer": "API credits/rate limits do not transfer to Business workspace allowances; unified audit/budget/model policy was not established.", "evidenceIds": [ "chatgpt:oa-business-faq" ] }, { "id": "mcp_server", "question": "Does the product expose itself to other agents over MCP?", "support": "unknown", "answer": "Does the product expose itself to other agents over MCP? Unverified after checking Business/API separation and Compliance Platform docs; no general ChatGPT knowledge-ingestion API or product MCP-server contract verified.", "evidenceIds": [] } ], "limitations": [ "Unverified parts: knowledge_api, mcp_server.", "Read each atomic answer for its plan, access and feature limits." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-business-faq" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:WORK-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Web, mobile and desktop clients exist, with plan-specific managed deployment.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "web", "question": "Is a full web client available?", "support": "supported", "answer": "ChatGPT and Company Knowledge have web interfaces.", "evidenceIds": [ "chatgpt:oa-company" ] }, { "id": "desktop_apps", "question": "Windows and macOS apps?", "support": "supported", "answer": "The current ChatGPT desktop app supports macOS and Windows.", "evidenceIds": [ "chatgpt:oa-work" ] }, { "id": "mobile_apps", "question": "iOS and Android apps with SSO?", "support": "partial", "answer": "Business is available on iPhone/Android; enterprise SSO app login was not trialled.", "evidenceIds": [ "chatgpt:oa-business-faq" ] }, { "id": "browser_extension", "question": "Is there a browser extension or sidebar?", "support": "supported", "answer": "An official Chrome extension sets ChatGPT as the address-bar search destination.", "evidenceIds": [ "chatgpt:oa-search" ] }, { "id": "managed_deployment", "question": "Can IT deploy and configure clients through MDM?", "support": "partial", "answer": "Enterprise-only ChatGPT for Intune on iOS/iPadOS requires organizational onboarding; it supports Intune protection and Entra Conditional Access.", "evidenceIds": [ "chatgpt:oa-enterprise-notes" ] }, { "id": "client_feature_gaps", "question": "Which features are missing on mobile?", "support": "partial", "answer": "Developer-mode MCP apps are documented as web-only; other tool/client gaps vary by feature.", "evidenceIds": [ "chatgpt:oa-mcp" ] } ], "limitations": [ "Read each atomic answer for its plan, access and feature limits." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-company", "chatgpt:oa-work", "chatgpt:oa-business-faq", "chatgpt:oa-search", "chatgpt:oa-enterprise-notes", "chatgpt:oa-mcp" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:WORK-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Official Office/Sheets add-ins and an Enterprise Teams entry point are documented.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-office", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "Business Office/Sheets; Enterprise @ChatGPT Teams where explicitly stated", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-office", "name": "Official Microsoft Office and Google Sheets add-ins where stated", "type": "suite-addin" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "word_excel_powerpoint", "question": "Does it work inside Word, Excel and PowerPoint?", "support": "supported", "answer": "Word uses the same Microsoft add-in as Excel and PowerPoint; Word reads/edits the open document with formatting limits.", "evidenceIds": [ "chatgpt:oa-word" ] }, { "id": "outlook", "question": "Does it work inside Outlook?", "support": "partial", "answer": "An Outlook connected app is documented; a native Outlook add-in was not established.", "evidenceIds": [ "chatgpt:oa-enterprise-notes" ] }, { "id": "teams", "question": "Is there a Teams app or bot?", "support": "supported", "answer": "Enterprise @ChatGPT in Microsoft Teams can receive DMs/channel mentions after admin setup.", "evidenceIds": [ "chatgpt:oa-enterprise-notes" ] }, { "id": "google_workspace_apps", "question": "Does it work inside Docs, Sheets or Gmail?", "support": "partial", "answer": "Business release notes document the native Google Sheets sidebar; Docs and Gmail-native assistant UI were not verified.", "evidenceIds": [ "chatgpt:oa-business-notes" ] }, { "id": "licence_prerequisites", "question": "Which licences or consents are needed?", "support": "supported", "answer": "Microsoft admins must allow the add-in and ChatGPT admins manage access; applicable token/credit allowances apply.", "evidenceIds": [ "chatgpt:oa-word" ] } ], "limitations": [ "Read each atomic answer for its plan, access and feature limits." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-word", "chatgpt:oa-enterprise-notes", "chatgpt:oa-business-notes" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:WORK-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Document rewriting is documented; translation layout, glossaries and Swiss variants remain untested.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-office" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT for Word native add-in under Business/Enterprise/Edu workspace controls; availability guide says all ChatGPT plans", "addOns": [ "Microsoft Word and administrator-approved ChatGPT Microsoft add-in", "Applicable usage allowance/credits and workspace feature access" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-office", "name": "Official Microsoft Office and Google Sheets add-ins where stated", "type": "suite-addin" } ] }, "questions": [ { "id": "document_translation", "question": "Can whole documents be translated with formatting kept?", "support": "unknown", "answer": "Can whole documents be translated with formatting kept? Unverified after checking Word, upload and language docs; no DE-to-FR/IT contract translation, terminology or de-CH fixture.", "evidenceIds": [] }, { "id": "translation_engine", "question": "Which engine translates?", "support": "unknown", "answer": "Which engine translates? Unverified after checking Word, upload and language docs; no DE-to-FR/IT contract translation, terminology or de-CH fixture.", "evidenceIds": [] }, { "id": "glossaries", "question": "Are company glossaries supported?", "support": "unknown", "answer": "Are company glossaries supported? Unverified after checking Word, upload and language docs; no DE-to-FR/IT contract translation, terminology or de-CH fixture.", "evidenceIds": [] }, { "id": "formality_and_variants", "question": "Can formality and regional variants (de-CH) be set?", "support": "unknown", "answer": "Can formality and regional variants (de-CH) be set? Unverified after checking Word, upload and language docs; no DE-to-FR/IT contract translation, terminology or de-CH fixture.", "evidenceIds": [] }, { "id": "writing_tools", "question": "Are dedicated rewrite and proofreading tools available?", "support": "partial", "answer": "Native ChatGPT for Word drafts, revises, reorganizes and checks clarity/terminology in the open document. Complex formatting/tables/charts can need manual adjustments.", "evidenceIds": [ "chatgpt:oa-word-r2" ] } ], "limitations": [ "This positive writing finding concerns the native Word add-in, not every chat/client surface.", "Translation layout, terminology/glossary behavior and Swiss variants remain untested." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-word-r2" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:WORK-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Native ChatGPT Images supports editing uploaded images; administrator restrictions remain a named gap.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Enterprise native image generation; output rights under the business Services Agreement", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" } ] }, "questions": [ { "id": "image_generation", "question": "Can users generate images, with which models?", "support": "partial", "answer": "Enterprise's current native-tool inventory includes image generation; exact image-model naming and individual client/group entitlement were not verified.", "evidenceIds": [ "chatgpt:oa-enterprise-models-r2-20261026" ] }, { "id": "image_editing", "question": "Can users edit uploaded images?", "support": "supported", "answer": "Users can upload an existing image and request edits or edit a generated image with text or the selection editor. The guide says Images is available on all tiers; the separate Images with thinking mode is not yet asserted for Enterprise/Edu.", "evidenceIds": [ "chatgpt:chatgpt:images-editing-20261026" ] }, { "id": "admin_control", "question": "Can admins restrict image generation?", "support": "unknown", "answer": "Can admins restrict image generation? Unverified after checking current model/tool inventory and Services Agreement; image editing, group controls and per-image rates not verified. Search on 2026-10-26: https://help.openai.com/en/articles/11165333-chatgpt-enterprise-and-edu-models-and-limits, https://openai.com/policies/services-agreement/, https://help.openai.com/en/articles/8555545-uploading-files-and-audio-to-chatgpt. No additional scoped evidence established this answer.", "evidenceIds": [] }, { "id": "usage_terms", "question": "What usage rights apply to output?", "support": "partial", "answer": "The business agreement assigns output rights to the customer to the extent permitted by law, with customer responsibility for use.", "evidenceIds": [ "chatgpt:oa-services-20261026" ] } ], "limitations": [ "image_generation: Enterprise's current native-tool inventory includes image generation; exact image-model naming and individual client/group entitlement were not verified.", "admin_control: Can admins restrict image generation? Unverified after checking current model/tool inventory and Services Agreement; image editing, group controls and per-image rates not verified. Search on 2026-10-26: https://help.openai.com/en/articles/11165333-chatgpt-enterprise-and-edu-models-and-limits, https://openai.com/policies/services-agreement/, https://help.openai.com/en/articles/8555545-uploading-files-and-audio-to-chatgpt. No additional scoped evidence established this answer.", "usage_terms: The business agreement assigns output rights to the customer to the extent permitted by law, with customer responsibility for use." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-enterprise-models-r2-20261026", "chatgpt:oa-services-20261026", "chatgpt:chatgpt:images-editing-20261026" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:WORK-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Live Voice and recording uploads are documented with seat- and billing-specific rules.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "dictation", "question": "Can users dictate prompts?", "support": "partial", "answer": "Voice documentation links a distinct dictation feature; its exact work-account processing path was not separately reviewed.", "evidenceIds": [ "chatgpt:oa-voice" ] }, { "id": "read_aloud", "question": "Can answers be read aloud?", "support": "partial", "answer": "The iOS/Android FAQ lists Read aloud among response actions, with available actions varying by message. This documents response playback without establishing uniform client/message coverage or a Swiss German quality guarantee.", "evidenceIds": [ "chatgpt:chatgpt:mobile-read-aloud-20261026" ] }, { "id": "voice_conversation", "question": "Is a live voice mode available?", "support": "partial", "answer": "Business Standard has 3 hours and Premium 15 hours on a rolling daily window; additional Live use is credit-billed. Enterprise pricing differs by contract.", "evidenceIds": [ "chatgpt:oa-voice" ] }, { "id": "meeting_summaries", "question": "Are meetings transcribed and summarised?", "support": "partial", "answer": "Paid audio uploads can be transcribed and turned into meeting summaries; this does not establish an automatic live meeting bot.", "evidenceIds": [ "chatgpt:oa-files-20261026" ] }, { "id": "swiss_german_speech", "question": "Is Swiss German speech recognised?", "support": "unknown", "answer": "Is Swiss German speech recognised? Unverified after checking Voice and audio-upload documentation; standalone read-aloud and Swiss German recognition not tested. Search on 2026-10-26: https://help.openai.com/en/articles/20001274-chatgpt-voice, https://help.openai.com/en/articles/8555545-uploading-files-and-audio-to-chatgpt, https://help.openai.com/en/articles/8357869-how-to-change-your-language-setting-in-chatgpt. No additional scoped evidence established this answer.", "evidenceIds": [] } ], "limitations": [ "dictation: Voice documentation links a distinct dictation feature; its exact work-account processing path was not separately reviewed.", "read_aloud: The iOS/Android FAQ lists Read aloud among response actions, with available actions varying by message. This documents response playback without establishing uniform client/message coverage or a Swiss German quality guarantee.", "voice_conversation: Business Standard has 3 hours and Premium 15 hours on a rolling daily window; additional Live use is credit-billed. Enterprise pricing differs by contract.", "meeting_summaries: Paid audio uploads can be transcribed and turned into meeting summaries; this does not establish an automatic live meeting bot.", "swiss_german_speech: Is Swiss German speech recognised? Unverified after checking Voice and audio-upload documentation; standalone read-aloud and Swiss German recognition not tested. Search on 2026-10-26: https://help.openai.com/en/articles/20001274-chatgpt-voice, https://help.openai.com/en/articles/8555545-uploading-files-and-audio-to-chatgpt, https://help.openai.com/en/articles/8357869-how-to-change-your-language-setting-in-chatgpt. No additional scoped evidence established this answer." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-voice", "chatgpt:oa-files-20261026", "chatgpt:chatgpt:mobile-read-aloud-20261026" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:WORK-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Code-backed analysis and generated documents are documented.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-work" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "Enterprise Chat analysis/canvas; Business and Enterprise Work deliverables where Work is enabled", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-work", "name": "ChatGPT Work and team tasks, distinct from regular Chat and coding-only Codex", "type": "agent-workspace" } ] }, "questions": [ { "id": "data_analysis", "question": "Can it analyse spreadsheets with executed code?", "support": "supported", "answer": "Enterprise lists data analysis; its documented code path uses a stateful Jupyter/Python environment without external network access.", "evidenceIds": [ "chatgpt:oa-enterprise-models-r2", "chatgpt:oa-analysis-r2" ] }, { "id": "charts", "question": "Can it produce charts?", "support": "supported", "answer": "For the Enterprise analysis path, the direct guide documents static charts and selected interactive bar/line/pie/scatter charts.", "evidenceIds": [ "chatgpt:oa-enterprise-models-r2", "chatgpt:oa-analysis-r2" ] }, { "id": "office_file_output", "question": "Can it create Word, Excel or PowerPoint files?", "support": "partial", "answer": "Eligible Business and Enterprise Work creates documents, spreadsheets and presentations. Exact download-format/editability fidelity was not fixture-tested.", "evidenceIds": [ "chatgpt:oa-work-r2" ] }, { "id": "canvas_editing", "question": "Is there a document or canvas editor for iterating on output?", "support": "partial", "answer": "Enterprise model/tool inventory lists canvas and Enterprise settings govern role access. This does not establish canvas on every Business seat/client.", "evidenceIds": [ "chatgpt:oa-enterprise-models-r2", "chatgpt:oa-admin-settings" ] } ], "limitations": [ "Each atom distinguishes Enterprise Chat tools from Business/Enterprise Work output. Work is explicitly included as a surface.", "No formula workbook, downloadable Office/PDF fidelity or canvas-editing fixture was run." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-enterprise-models-r2", "chatgpt:oa-analysis-r2", "chatgpt:oa-work-r2", "chatgpt:oa-admin-settings" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:WORK-07", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Shared projects and team resources support collaboration with explicit visibility limits.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "share_chats", "question": "Can chats be shared inside the organisation?", "support": "supported", "answer": "Managed-workspace sharing is controlled by permissions; shared-project chats require project membership.", "evidenceIds": [ "chatgpt:oa-projects", "chatgpt:oa-admin-settings" ] }, { "id": "team_spaces", "question": "Are shared projects or workspaces available?", "support": "supported", "answer": "Shared projects and Enterprise team Pages/Spaces are documented.", "evidenceIds": [ "chatgpt:oa-projects", "chatgpt:oa-enterprise-notes" ] }, { "id": "group_chat", "question": "Can several people chat together with the AI?", "support": "partial", "answer": "Shared-project chats support branching rather than synchronous collaboration on the same chat. Enterprise Teams conversations can use @ChatGPT.", "evidenceIds": [ "chatgpt:oa-projects", "chatgpt:oa-enterprise-notes" ] }, { "id": "share_permission_boundary", "question": "Does sharing respect the recipient's access to sources?", "support": "partial", "answer": "Project members can view/download added files; uploading information into a shared project can expose it to other members. This is different from rechecking original source ACLs.", "evidenceIds": [ "chatgpt:oa-projects" ] } ], "limitations": [ "No cross-group sharing or restricted-source leakage test was performed." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-projects", "chatgpt:oa-admin-settings", "chatgpt:oa-enterprise-notes" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:WORK-08", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "German, French and Italian UI settings are documented; quality was not observed.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "ui_languages", "question": "Which UI languages are offered?", "support": "supported", "answer": "Browser and mobile language settings include German, French and Italian.", "evidenceIds": [ "chatgpt:oa-language" ] }, { "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? Unverified after checking language settings and Trust Portal; no localized UI/admin inspection or WCAG conformance report download.", "evidenceIds": [] }, { "id": "accessibility_statement", "question": "Is there a WCAG conformance statement?", "support": "partial", "answer": "The Trust Portal lists a VPAT document; its conformance level, version and scope were not inspected.", "evidenceIds": [ "chatgpt:oa-trust" ] }, { "id": "admin_ui_languages", "question": "Is the admin interface available in German?", "support": "unknown", "answer": "Is the admin interface available in German? Unverified after checking language settings and Trust Portal; no localized UI/admin inspection or WCAG conformance report download.", "evidenceIds": [] } ], "limitations": [ "Unverified parts: dach_language_quality, admin_ui_languages.", "Read each atomic answer for its plan, access and feature limits." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-language", "chatgpt:oa-trust" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:ADM-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Business SAML/OIDC is distinct from Enterprise directory lifecycle controls.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "sso_protocols", "question": "Which SSO protocols and identity providers work?", "support": "supported", "answer": "Business supports SAML and OIDC identity-provider connections.", "evidenceIds": [ "chatgpt:oa-business-sso" ] }, { "id": "sso_plan", "question": "Which plan includes SSO?", "support": "supported", "answer": "Business includes SSO and domain verification; Enterprise uses its managed identity setup.", "evidenceIds": [ "chatgpt:oa-business-sso", "chatgpt:oa-admin-quickstart" ] }, { "id": "mfa", "question": "Can MFA be enforced?", "support": "partial", "answer": "Individuals can configure supported MFA methods. The official guide explicitly says MFA cannot currently be enforced at ChatGPT workspace or API organization level. This native control restriction is separate from any customer IdP authentication policy.", "evidenceIds": [ "chatgpt:chatgpt:native-mfa-enforcement-20261026" ] }, { "id": "conditional_access", "question": "Do Entra conditional-access policies apply?", "support": "partial", "answer": "Enterprise Intune iOS deployment supports Entra Conditional Access; general client/IdP enforcement was not tested.", "evidenceIds": [ "chatgpt:oa-enterprise-notes-20261026" ] }, { "id": "domain_capture", "question": "Can the company claim its email domain?", "support": "partial", "answer": "Business can verify more than one domain; verification does not automatically merge personal accounts.", "evidenceIds": [ "chatgpt:oa-business-sso" ] } ], "limitations": [ "mfa: Individuals can configure supported MFA methods. The official guide explicitly says MFA cannot currently be enforced at ChatGPT workspace or API organization level. This native control restriction is separate from any customer IdP authentication policy.", "conditional_access: Enterprise Intune iOS deployment supports Entra Conditional Access; general client/IdP enforcement was not tested.", "domain_capture: Business can verify more than one domain; verification does not automatically merge personal accounts." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-business-sso", "chatgpt:oa-admin-quickstart", "chatgpt:oa-enterprise-notes-20261026", "chatgpt:chatgpt:native-mfa-enforcement-20261026" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:ADM-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Standalone Business and Enterprise differ materially in provisioning and leaver behavior.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "scim", "question": "Is SCIM provisioning supported?", "support": "supported", "answer": "Standalone Business excludes SCIM. Enterprise supports directory sync; tenant sync alone does not grant workspace access.", "evidenceIds": [ "chatgpt:oa-business-sso", "chatgpt:oa-admin-quickstart" ] }, { "id": "group_sync", "question": "Are identity-provider groups synced?", "support": "supported", "answer": "Business standalone excludes synchronized groups. Enterprise directory groups can receive separate workspace assignments.", "evidenceIds": [ "chatgpt:oa-business-sso", "chatgpt:oa-admin-quickstart" ] }, { "id": "jit_provisioning", "question": "Are users created at first login?", "support": "partial", "answer": "Business automatic account creation can add eligible verified-domain sign-ins where available; this is distinct from SCIM.", "evidenceIds": [ "chatgpt:oa-business-sso" ] }, { "id": "deprovisioning", "question": "What happens to a removed user's data and shared assets?", "support": "supported", "answer": "Removal revokes access immediately. Business data remains indefinitely; Enterprise/Edu follow retention. GPT/project ownership transfers without private chat/file visibility.", "evidenceIds": [ "chatgpt:oa-leavers" ] }, { "id": "seat_assignment", "question": "Can admins assign and reclaim seats?", "support": "supported", "answer": "Business owners buy and reassign Standard/Premium seats; Enterprise separates roles, seats and access.", "evidenceIds": [ "chatgpt:oa-billing", "chatgpt:oa-members" ] } ], "limitations": [ "No SCIM or leaver fixture was performed." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-business-sso", "chatgpt:oa-admin-quickstart", "chatgpt:oa-leavers", "chatgpt:oa-billing", "chatgpt:oa-members" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:ADM-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Enterprise groups/RBAC and delegated roles differ from Business administration.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "admin_roles", "question": "Which admin roles exist, and can admin rights be delegated?", "support": "supported", "answer": "Enterprise/Edu roles include member, analytics viewer, admin and owner; Enterprise can delegate group tasks.", "evidenceIds": [ "chatgpt:oa-members" ] }, { "id": "groups", "question": "Can permissions be set per group?", "support": "supported", "answer": "Enterprise sync/manual groups can receive roles; standalone Business synchronized groups are excluded.", "evidenceIds": [ "chatgpt:oa-admin-quickstart", "chatgpt:oa-business-sso" ] }, { "id": "feature_toggles", "question": "Which features can be switched on or off per group?", "support": "partial", "answer": "Enterprise controls models, GPTs, canvas, projects, memory and Work by workspace/role; exact per-group feature matrix was not tested.", "evidenceIds": [ "chatgpt:oa-admin-settings" ] }, { "id": "multi_entity", "question": "Can subsidiaries or departments be separated within one contract?", "support": "partial", "answer": "The Services Agreement allows affiliates within one workspace or separate affiliate orders/workspaces. It does not prove an arbitrary subsidiary-isolation console.", "evidenceIds": [ "chatgpt:oa-services" ] } ], "limitations": [ "No disabled-feature test with two users was performed." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-members", "chatgpt:oa-admin-quickstart", "chatgpt:oa-business-sso", "chatgpt:oa-admin-settings", "chatgpt:oa-services" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:ADM-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Business documents adoption/member analytics; Enterprise/Edu now documents CSV exports and specific aggregate-report privacy controls.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "Business workspace analytics; Enterprise/Edu export and Task insights controls only where explicitly identified", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "adoption_dashboard", "question": "Is there an adoption dashboard?", "support": "supported", "answer": "Business has workspace analytics with active users, messages and credits.", "evidenceIds": [ "chatgpt:oa-business-notes-20261026" ] }, { "id": "breakdowns", "question": "Can usage be broken down by group, model, feature and assistant?", "support": "partial", "answer": "Member-level usage and seat-type metrics are documented; full model/group/assistant views were not all verified.", "evidenceIds": [ "chatgpt:oa-business-notes-20261026" ] }, { "id": "export", "question": "Can usage data be exported?", "support": "partial", "answer": "Enterprise/Edu can export a by-user Workspace report and GPT/project reports as CSV, plus survey and benchmark data. The October 23 release confirms the updated flow. A complete equivalent Business export entitlement was not established.", "evidenceIds": [ "chatgpt:chatgpt:enterprise-analytics-export-20261026", "chatgpt:oa-enterprise-notes-20261026" ] }, { "id": "privacy_modes", "question": "Can per-person reporting be limited or pseudonymised?", "support": "partial", "answer": "Enterprise/Edu Task insights reports aggregate categories without individual conversation content and can be disabled; survey export names/emails depend on Include user identifiers. This is not a universal pseudonymization switch for the ordinary per-user usage report or a verified Business setting.", "evidenceIds": [ "chatgpt:chatgpt:enterprise-analytics-export-20261026" ] } ], "limitations": [ "breakdowns: Member-level usage and seat-type metrics are documented; full model/group/assistant views were not all verified.", "export: Enterprise/Edu can export a by-user Workspace report and GPT/project reports as CSV, plus survey and benchmark data. The October 23 release confirms the updated flow. A complete equivalent Business export entitlement was not established.", "privacy_modes: Enterprise/Edu Task insights reports aggregate categories without individual conversation content and can be disabled; survey export names/emails depend on Include user identifiers. This is not a universal pseudonymization switch for the ordinary per-user usage report or a verified Business setting." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-business-notes-20261026", "chatgpt:chatgpt:enterprise-analytics-export-20261026", "chatgpt:oa-enterprise-notes-20261026" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:ADM-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Business has credit and recharge limits; these do not equate to a full cost-centre system.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "cost_visibility", "question": "Can admins see cost or consumption per user and group?", "support": "supported", "answer": "Business analytics show member seat types, credits and messages.", "evidenceIds": [ "chatgpt:oa-business-notes" ] }, { "id": "budgets", "question": "Can budgets be set per user or group?", "support": "supported", "answer": "Business permits seat-type monthly credit limits and per-user overrides; defaults have no specified limits.", "evidenceIds": [ "chatgpt:oa-credit-controls" ] }, { "id": "budget_enforcement", "question": "Does reaching a budget alert, block or downgrade?", "support": "partial", "answer": "Credit-backed features can become unavailable when credits are insufficient; exact monthly-limit overshoot/stop timing was not tested.", "evidenceIds": [ "chatgpt:oa-credit-controls" ] }, { "id": "chargeback", "question": "Can costs be exported per cost centre?", "support": "unknown", "answer": "Can costs be exported per cost centre? Unverified after checking Business spend-control docs; group/cost-centre allocation and chargeback export not established.", "evidenceIds": [] } ], "limitations": [ "Unverified parts: chargeback.", "Read each atomic answer for its plan, access and feature limits." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-business-notes", "chatgpt:oa-credit-controls" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:ADM-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Enterprise/Edu compliance access is owner-granted; Business documents conditional owner exports for individual members.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "Enterprise/Edu Compliance Platform and role permissions; Business default private-history/analytics boundaries and conditional owner per-member export", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "admin_events", "question": "Are admin and security events logged?", "support": "supported", "answer": "Enterprise/Edu Compliance Platform exposes append-only audit/authentication/app events, with category-scoped Admin keys.", "evidenceIds": [ "chatgpt:oa-compliance-r2" ] }, { "id": "content_logging", "question": "Can prompts and answers be retained for compliance, and is it configurable?", "support": "partial", "answer": "Enterprise/Edu: only an owner grants broad compliance or Conversation messages access, including locked-chat messages. Business: default history and routine analytics do not expose all private chats. Owners can export an individual member via the Business workspace > Members > member three-dot menu > Export data, if available. Bulk all-chat coverage is unverified.", "evidenceIds": [ "chatgpt:oa-compliance-r2", "chatgpt:oa-business-faq-r2", "chatgpt:oa-business-privacy-r2", "chatgpt:oa-business-owner-export-r3" ] }, { "id": "siem_export", "question": "Can logs stream to a SIEM or be exported?", "support": "supported", "answer": "Enterprise/Edu can export eligible compliance logs into SIEM/data-lake/partner systems. Business eligibility is not inferred.", "evidenceIds": [ "chatgpt:oa-compliance-r2" ] }, { "id": "ediscovery", "question": "Are eDiscovery and legal hold supported?", "support": "partial", "answer": "Enterprise/Edu Compliance Platform documents eDiscovery integrations; native legal-hold operation was not verified.", "evidenceIds": [ "chatgpt:oa-compliance-r2" ] }, { "id": "log_retention", "question": "How long are logs kept?", "support": "supported", "answer": "Enterprise/Edu Compliance Logs Platform gives30-day availability; longer retention requires continuous external downloads.", "evidenceIds": [ "chatgpt:oa-compliance-r2" ] } ], "limitations": [ "Business routine visibility, conditional owner per-member export and Enterprise/Edu Compliance access are separate operations. No audit or archive fixture was run.", "No blanket Business no-admin-access guarantee. No Enterprise/Edu compliance entitlement is transferred to Business." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-compliance-r2", "chatgpt:oa-business-faq-r2", "chatgpt:oa-business-privacy-r2", "chatgpt:oa-business-owner-export-r3" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:ADM-07", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Enterprise/Edu can integrate compliance data with DLP; inline redaction was not established.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "pii_detection", "question": "Is personal data detected in prompts and files?", "support": "unknown", "answer": "Is personal data detected in prompts and files? Unverified after checking Compliance Platform, app controls and security documentation; no inline PII action, custom AHV/IBAN pattern or filter-location evidence/test.", "evidenceIds": [] }, { "id": "pii_action", "question": "Is it redacted, masked, blocked or only warned?", "support": "unknown", "answer": "Is it redacted, masked, blocked or only warned? Unverified after checking Compliance Platform, app controls and security documentation; no inline PII action, custom AHV/IBAN pattern or filter-location evidence/test.", "evidenceIds": [] }, { "id": "custom_patterns", "question": "Can admins add custom patterns or terms?", "support": "unknown", "answer": "Can admins add custom patterns or terms? Unverified after checking Compliance Platform, app controls and security documentation; no inline PII action, custom AHV/IBAN pattern or filter-location evidence/test.", "evidenceIds": [] }, { "id": "dlp_integration", "question": "Does it integrate with an existing DLP product?", "support": "partial", "answer": "Compliance Platform lists DLP partners including Purview and Netskope. This does not establish pre-model prompt redaction.", "evidenceIds": [ "chatgpt:oa-compliance" ] }, { "id": "filter_location", "question": "Where does filtering run?", "support": "unknown", "answer": "Where does filtering run? Unverified after checking Compliance Platform, app controls and security documentation; no inline PII action, custom AHV/IBAN pattern or filter-location evidence/test.", "evidenceIds": [] } ], "limitations": [ "Unverified parts: pii_detection, pii_action, custom_patterns, filter_location.", "Read each atomic answer for its plan, access and feature limits." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-compliance" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:ADM-08", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Enterprise has policy reminders and workspace controls; enforcement coverage remains partly unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "org_instructions", "question": "Can admins set organisation-wide instructions?", "support": "unknown", "answer": "Can admins set organisation-wide instructions? Unverified after checking Enterprise settings, Services Agreement and compliance docs; an enforced organization system prompt was not established.", "evidenceIds": [] }, { "id": "usage_notice", "question": "Can users be required to accept a usage policy?", "support": "partial", "answer": "The Enterprise AI policy modal appears every 30 days and after updates; mandatory acknowledgment behavior was not established.", "evidenceIds": [ "chatgpt:oa-admin-settings" ] }, { "id": "content_filters", "question": "Are content filters configurable?", "support": "partial", "answer": "Service usage restrictions apply; customer-configurable topic filters were not established.", "evidenceIds": [ "chatgpt:oa-services" ] }, { "id": "violation_reporting", "question": "Are policy hits visible to admins?", "support": "partial", "answer": "Compliance app/audit events are available; complete policy-violation coverage was not verified.", "evidenceIds": [ "chatgpt:oa-compliance" ] } ], "limitations": [ "Unverified parts: org_instructions.", "Read each atomic answer for its plan, access and feature limits." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-admin-settings", "chatgpt:oa-services", "chatgpt:oa-compliance" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:DATA-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Enterprise/Edu residency separates regional content storage from GPU execution and global operations.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "storage_region", "question": "Where are chats, files and indexes stored?", "support": "partial", "answer": "Eligible new Enterprise/Edu workspaces can select Europe, EEA + Switzerland, for in-scope content at rest. Standalone Business eligibility is not established.", "evidenceIds": [ "chatgpt:oa-residency" ] }, { "id": "inference_region", "question": "Where do model calls run, per provider?", "support": "partial", "answer": "Eligible Enterprise/Edu can configure same-region European GPU inference; CPU tasks and external apps/search can process elsewhere.", "evidenceIds": [ "chatgpt:oa-residency" ] }, { "id": "backups_logs_region", "question": "Where are backups, logs and telemetry?", "support": "partial", "answer": "In-scope content backups/replicas stay in-region; system metadata and non-content logs are outside the general residency commitment.", "evidenceIds": [ "chatgpt:oa-residency" ] }, { "id": "support_access_region", "question": "From where can vendor staff access data?", "support": "partial", "answer": "Authorized staff access has purpose restrictions; an EU/Swiss-only support-access region was not established.", "evidenceIds": [ "chatgpt:oa-privacy" ] }, { "id": "swiss_hosting", "question": "Is Swiss hosting available?", "support": "partial", "answer": "Europe includes Switzerland as a region grouping; this is not a Switzerland-only storage/inference/support commitment.", "evidenceIds": [ "chatgpt:oa-residency" ] }, { "id": "residency_plan", "question": "Which plan or option provides residency?", "support": "partial", "answer": "Residency is documented for eligible Enterprise/Edu, with storage included at no extra charge; inference has separate eligibility.", "evidenceIds": [ "chatgpt:oa-residency" ] } ], "limitations": [ "Cloud infrastructure subprocessors include multiple providers. Exact placement per workspace, support geography and CPU processing remain separate questions." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-residency", "chatgpt:oa-privacy" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:DATA-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "ChatGPT is a hosted workspace; customer-hosted deployment contracts remain unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "multi_tenant_saas", "question": "Is a shared SaaS offered?", "support": "partial", "answer": "Business and Enterprise are hosted, separately administered workspaces; implementation isolation was not tested.", "evidenceIds": [ "chatgpt:oa-business" ] }, { "id": "dedicated_instance", "question": "Is a dedicated single-tenant instance offered, from what size?", "support": "unknown", "answer": "Is a dedicated single-tenant instance offered, from what size? Unverified after checking ChatGPT Business/Enterprise plans, Work and residency documentation; dedicated instance, customer-cloud, full on-premises and air-gap thresholds not established.", "evidenceIds": [] }, { "id": "customer_cloud", "question": "Can it run in the customer's own cloud account, from what size?", "support": "unknown", "answer": "Can it run in the customer's own cloud account, from what size? Unverified after checking ChatGPT Business/Enterprise plans, Work and residency documentation; dedicated instance, customer-cloud, full on-premises and air-gap thresholds not established.", "evidenceIds": [] }, { "id": "on_premise", "question": "Can the whole platform run on customer infrastructure, from what size?", "support": "unknown", "answer": "Can the whole platform run on customer infrastructure, from what size? Unverified after checking ChatGPT Business/Enterprise plans, Work and residency documentation; dedicated instance, customer-cloud, full on-premises and air-gap thresholds not established.", "evidenceIds": [] }, { "id": "air_gapped", "question": "Can it run without internet access?", "support": "unknown", "answer": "Can it run without internet access? Unverified after checking ChatGPT Business/Enterprise plans, Work and residency documentation; dedicated instance, customer-cloud, full on-premises and air-gap thresholds not established.", "evidenceIds": [] }, { "id": "mode_feature_gaps", "question": "Which features are missing outside SaaS?", "support": "unknown", "answer": "Which features are missing outside SaaS? Unverified after checking ChatGPT Business/Enterprise plans, Work and residency documentation; dedicated instance, customer-cloud, full on-premises and air-gap thresholds not established.", "evidenceIds": [] } ], "limitations": [ "Unverified parts: dedicated_instance, customer_cloud, on_premise, air_gapped, mode_feature_gaps.", "Read each atomic answer for its plan, access and feature limits." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-business" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:DATA-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "The business contract restricts content reuse; retention and human access remain separate.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "vendor_training", "question": "Does the vendor train on customer content?", "support": "supported", "answer": "Services Agreement 4.2 prohibits using customer content to develop/improve services without explicit agreement.", "evidenceIds": [ "chatgpt:oa-services" ] }, { "id": "provider_training", "question": "Do model providers train on it under this product's contracts?", "support": "partial", "answer": "The same business protection covers OpenAI model use; third-party app data handling needs its own terms.", "evidenceIds": [ "chatgpt:oa-services", "chatgpt:oa-apps" ] }, { "id": "provider_retention", "question": "How long do model providers keep prompts, including for abuse monitoring?", "support": "partial", "answer": "Chat/workspace retention is not API zero-retention. Provider abuse/security retention is not fully quantified for every plan.", "evidenceIds": [ "chatgpt:oa-privacy" ] }, { "id": "zero_retention", "question": "Is zero data retention available, and on which plan?", "support": "partial", "answer": "Self-serve Business documentation directs zero-retention requirements to contracted offerings; ChatGPT-specific eligibility/terms were not obtained.", "evidenceIds": [ "chatgpt:oa-business" ] }, { "id": "human_review", "question": "Can provider staff review content?", "support": "partial", "answer": "Enterprise privacy limits authorized staff access by purpose; the subprocessor list also describes review of flagged content. This is not a no-human-access guarantee.", "evidenceIds": [ "chatgpt:oa-privacy", "chatgpt:oa-subprocessors" ] } ], "limitations": [ "Read each atomic answer for its plan, access and feature limits." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-services", "chatgpt:oa-apps", "chatgpt:oa-privacy", "chatgpt:oa-business", "chatgpt:oa-subprocessors" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:DATA-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Retention differs by content and operation: Enterprise/Edu policy, Business member removal, user deletion and conditional admin controls.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "default_retention", "question": "What is retained and for how long by default?", "support": "supported", "answer": "Saved chats remain until deletion/applicable policy. The leaver guide specifically retains removed Business members' chats/files/canvas indefinitely; Enterprise/Edu leavers follow configured retention. This is removal behavior, not a complete Business admin-settings specification.", "evidenceIds": [ "chatgpt:oa-retention-r2", "chatgpt:oa-leavers-r2" ] }, { "id": "admin_retention", "question": "Can admins set retention periods?", "support": "partial", "answer": "Enterprise/Edu configuration is documented. The privacy page says Business admins can control retention, and the managed-account notice makes controls configuration-dependent; the exact standalone Business setting, role, supported periods and content coverage were not verified.", "evidenceIds": [ "chatgpt:oa-leavers-r2", "chatgpt:oa-privacy-r2", "chatgpt:oa-managed-access-r2" ] }, { "id": "user_deletion", "question": "Can users delete their chats and files permanently?", "support": "partial", "answer": "Users delete saved chats and Library files separately; deletion is normally scheduled within30 days, with de-identification/legal/security exceptions and separate Enterprise inactive-file backup handling.", "evidenceIds": [ "chatgpt:oa-retention-r2" ] }, { "id": "contract_end_deletion", "question": "What is deleted at contract end, and when?", "support": "partial", "answer": "DPA 2.11 provides return/deletion on customer instruction after contract expiry, subject to legal retention; no fixed retrieval/deletion deadline is stated there.", "evidenceIds": [ "chatgpt:oa-dpa" ] } ], "limitations": [ "Member removal is not content deletion: project/GPT ownership reassignment does not grant access to the removed member's private conversations.", "The broader Business privacy retention statement is recorded alongside the detailed operational gaps instead of being discarded or treated as an Enterprise-equivalent setting." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-retention-r2", "chatgpt:oa-leavers-r2", "chatgpt:oa-privacy-r2", "chatgpt:oa-managed-access-r2", "chatgpt:oa-dpa" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:DATA-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "A dated processor list and contractual transfer/notice rules are public.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "subprocessor_list", "question": "Is a dated sub-processor list published?", "support": "supported", "answer": "OpenAI publishes a product-scoped list updated 2026-10-14.", "evidenceIds": [ "chatgpt:oa-subprocessors-20261026" ] }, { "id": "subprocessor_countries", "question": "Which countries do sub-processors operate in?", "support": "partial", "answer": "Examples include multi-country Microsoft/CoreWeave/Oracle/GCP infrastructure and US AWS; support/moderation processors have separate scopes. The list is not a workspace location guarantee.", "evidenceIds": [ "chatgpt:oa-subprocessors-20261026" ] }, { "id": "change_notification", "question": "Are customers notified of sub-processor changes?", "support": "supported", "answer": "DPA 2.9 gives notification and a 30-day objection period; subscribers can receive email.", "evidenceIds": [ "chatgpt:oa-dpa-20261026" ] }, { "id": "parent_jurisdiction", "question": "Which jurisdiction governs the vendor and its parent?", "support": "partial", "answer": "EEA/Swiss customers contract with OpenAI Ireland Ltd; the list identifies US OpenAI affiliates. A complete current parent-entity chain was not independently verified.", "evidenceIds": [ "chatgpt:oa-services-20261026", "chatgpt:oa-subprocessors-20261026" ] }, { "id": "transfer_mechanism", "question": "Which transfer mechanism applies to non-EU/CH processing?", "support": "supported", "answer": "DPA 4.1 uses SCC safeguards or an applicable adequacy decision for transfers of EEA/Swiss data.", "evidenceIds": [ "chatgpt:oa-dpa-20261026" ] }, { "id": "government_access_policy", "question": "Is there a published government-access or transparency policy?", "support": "supported", "answer": "OpenAI publishes a Government User Data Request Policy and semiannual transparency reports from its official Trust and transparency page. Current listed reporting includes January–June 2026.", "evidenceIds": [ "chatgpt:chatgpt:government-transparency-20261026" ] } ], "limitations": [ "subprocessor_countries: Examples include multi-country Microsoft/CoreWeave/Oracle/GCP infrastructure and US AWS; support/moderation processors have separate scopes. The list is not a workspace location guarantee.", "parent_jurisdiction: EEA/Swiss customers contract with OpenAI Ireland Ltd; the list identifies US OpenAI affiliates. A complete current parent-entity chain was not independently verified." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-subprocessors-20261026", "chatgpt:oa-dpa-20261026", "chatgpt:oa-services-20261026", "chatgpt:chatgpt:government-transparency-20261026" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:DATA-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Business contracts and DPA are public; sector/legal conclusions remain outside this pass.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "dpa", "question": "Is a DPA available, and is it negotiable?", "support": "partial", "answer": "The Services Agreement incorporates the public DPA; negotiability is not established.", "evidenceIds": [ "chatgpt:oa-services-20261026", "chatgpt:oa-dpa-20261026" ] }, { "id": "revdsg_gdpr", "question": "Does the DPA cover revDSG and GDPR?", "support": "partial", "answer": "The DPA covers EEA and Swiss data and GDPR transfer provisions; a detailed revDSG obligation map was not performed.", "evidenceIds": [ "chatgpt:oa-dpa-20261026" ] }, { "id": "governing_law", "question": "Which law and court govern the contract?", "support": "supported", "answer": "For EEA/Swiss/UK customers, governing law is Ireland and venue Dublin under the standard agreement; contracting party differs for UK.", "evidenceIds": [ "chatgpt:oa-services-20261026" ] }, { "id": "ai_act_materials", "question": "Is EU AI Act documentation provided?", "support": "partial", "answer": "A public customer AI Act guide links OpenAI’s governance framework, Codes of Practice approach and provenance material, and describes a request route for relevant model documentation. No gated materials were requested, and these resources do not establish a legal compliance verdict for a customer deployment.", "evidenceIds": [ "chatgpt:chatgpt:eu-ai-act-resources-20261026" ] }, { "id": "sector_materials", "question": "Are FINMA or other sector materials provided?", "support": "partial", "answer": "The Services Agreement requires a healthcare addendum for protected health data. FINMA/banking-secrecy materials were not retrieved.", "evidenceIds": [ "chatgpt:oa-services-20261026" ] } ], "limitations": [ "dpa: The Services Agreement incorporates the public DPA; negotiability is not established.", "revdsg_gdpr: The DPA covers EEA and Swiss data and GDPR transfer provisions; a detailed revDSG obligation map was not performed.", "ai_act_materials: A public customer AI Act guide links OpenAI’s governance framework, Codes of Practice approach and provenance material, and describes a request route for relevant model documentation. No gated materials were requested, and these resources do not establish a legal compliance verdict for a customer deployment.", "sector_materials: The Services Agreement requires a healthcare addendum for protected health data. FINMA/banking-secrecy materials were not retrieved." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-services-20261026", "chatgpt:oa-dpa-20261026", "chatgpt:chatgpt:eu-ai-act-resources-20261026" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:DATA-07", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Trust-portal claims remain unverified certificate assertions.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "iso_27001", "question": "ISO 27001 with scope and validity?", "support": "partial", "answer": "The portal lists ISO/IEC 27001:2022; issuer, precise certified scope and expiry were not inspected.", "evidenceIds": [ "chatgpt:oa-trust" ] }, { "id": "soc2", "question": "SOC 2 type, period and covered service?", "support": "partial", "answer": "The portal claims SOC 2 Type 2; the actual report and reporting period were not reviewed.", "evidenceIds": [ "chatgpt:oa-trust" ] }, { "id": "c5", "question": "BSI C5 attestation?", "support": "unknown", "answer": "BSI C5 attestation? Unverified after checking Trust Portal public index; no C5 attestation or certificate issuer/validity/period evidence.", "evidenceIds": [] }, { "id": "other_certifications", "question": "Which other certificates (27701, 42001, TISAX)?", "support": "partial", "answer": "The portal lists 27017, 27018, 27701 and 42001; none is certificate-verified here.", "evidenceIds": [ "chatgpt:oa-trust" ] }, { "id": "report_access", "question": "How can customers obtain reports?", "support": "supported", "answer": "The public Trust Portal lists public/private documents and an access-request route; no access request was made.", "evidenceIds": [ "chatgpt:oa-trust" ] }, { "id": "pentest", "question": "Are independent penetration test summaries available?", "support": "partial", "answer": "A Pentest Report entry exists; the report scope and results were not retrieved.", "evidenceIds": [ "chatgpt:oa-trust" ] } ], "limitations": [ "All certification assertions use vendor-claimed evidence, never certificate-verified." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-trust" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:DATA-08", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Encryption, optional Enterprise key control and IP restrictions are documented separately.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "encryption_at_rest", "question": "Is data encrypted at rest?", "support": "supported", "answer": "OpenAI states AES-256 at rest and TLS 1.2+ in transit.", "evidenceIds": [ "chatgpt:oa-privacy" ] }, { "id": "customer_managed_keys", "question": "Can the customer manage or hold the keys?", "support": "partial", "answer": "Eligible Enterprise/Edu EKM uses external AWS/GCP/Azure master keys and an account representative; feature coverage requires the EKM matrix.", "evidenceIds": [ "chatgpt:oa-ekm" ] }, { "id": "private_networking", "question": "Is private connectivity or IP restriction available?", "support": "partial", "answer": "Enterprise/Edu IP allowlists block off-list user traffic; the Compliance API has separate enforced policies. This does not establish private-link connectivity.", "evidenceIds": [ "chatgpt:oa-ip" ] }, { "id": "tenant_isolation", "question": "How are customers separated in shared SaaS?", "support": "unknown", "answer": "How are customers separated in shared SaaS? Unverified after checking enterprise privacy, EKM and IP documentation; tenant-isolation implementation and full key-location/feature matrix not tested.", "evidenceIds": [] } ], "limitations": [ "Unverified parts: tenant_isolation.", "Read each atomic answer for its plan, access and feature limits." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-privacy", "chatgpt:oa-ekm", "chatgpt:oa-ip" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:DATA-09", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Commercial confidentiality and authorized access rules are documented; no plan-specific professional-secrecy undertaking was retrieved.", "availability": "unknown", "delivery": "unknown", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "German §203 StGB and Swiss Art.321 StGB use cases; existing hosting, support and provider-location exceptions still apply.", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "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": "Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff? Unverified after checking OpenAI Services Agreement confidentiality, DPA personnel/subprocessor clauses, Enterprise privacy, current subprocessor list and official searches for professional secrecy/§203/Art.321. No signed or public template agreement, dedicated offering, plan/add-on price or professional-secrecy obligation chain was retrieved; generic DPA/no-training language is insufficient.", "evidenceIds": [] }, { "id": "subprocessor_coverage", "question": "Does the undertaking extend to its sub-processors, and is that documented?", "support": "unknown", "answer": "Does the undertaking extend to its sub-processors, and is that documented? Unverified after checking OpenAI Services Agreement confidentiality, DPA personnel/subprocessor clauses, Enterprise privacy, current subprocessor list and official searches for professional secrecy/§203/Art.321. No signed or public template agreement, dedicated offering, plan/add-on price or professional-secrecy obligation chain was retrieved; generic DPA/no-training language is insufficient.", "evidenceIds": [] }, { "id": "secrecy_offering", "question": "Is it a dedicated offering or add-on, and on which plan?", "support": "unknown", "answer": "Is it a dedicated offering or add-on, and on which plan? Unverified after checking OpenAI Services Agreement confidentiality, DPA personnel/subprocessor clauses, Enterprise privacy, current subprocessor list and official searches for professional secrecy/§203/Art.321. No signed or public template agreement, dedicated offering, plan/add-on price or professional-secrecy obligation chain was retrieved; generic DPA/no-training language is insufficient.", "evidenceIds": [] }, { "id": "content_access", "question": "Who can access content in plain text: vendor staff, sub-processors, model providers?", "support": "partial", "answer": "Enterprise privacy limits authorized staff access by purpose and the product-scoped subprocessor list includes review of flagged content. This is not a no-human-access commitment; a complete plain-text role/provider matrix and a §203/Art.321 access restriction were not verified.", "evidenceIds": [ "chatgpt:oa-privacy", "chatgpt:oa-subprocessors", "chatgpt:oa-dpa" ] }, { "id": "secrecy_documentation", "question": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)?", "support": "unknown", "answer": "Is the offering publicly documented (contract template, data-flow description, professional-body guidance)? Unverified after checking OpenAI Services Agreement confidentiality, DPA personnel/subprocessor clauses, Enterprise privacy, current subprocessor list and official searches for professional secrecy/§203/Art.321. No signed or public template agreement, dedicated offering, plan/add-on price or professional-secrecy obligation chain was retrieved; generic DPA/no-training language is insufficient.", "evidenceIds": [] } ], "limitations": [ "General confidentiality, a DPA and no-training commitments do not establish a professional-secrecy undertaking. No vendor/sales contact or agreement signing was performed.", "No legal compliance verdict; unknown does not mean the offering is unavailable." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-privacy", "chatgpt:oa-subprocessors", "chatgpt:oa-dpa" ] }, { "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": [] } ] }, { "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": "chatgpt", "claimId": "chatgpt:VEN-01", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Business has mixed seat pricing plus optional credits; Enterprise can use contracted credit or token billing.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "pricing_unit", "question": "What is the pricing unit?", "support": "supported", "answer": "Business combines Standard/Premium seats with optional workspace credit use. Enterprise pricing depends on its agreement.", "evidenceIds": [ "chatgpt:oa-business", "chatgpt:oa-models" ] }, { "id": "list_prices", "question": "What are list prices per plan, with date and currency?", "support": "partial", "answer": "Retrieved 2026-10-21: Standard USD 20/user/month annual or USD 25 monthly; Premium USD 100 annual-equivalent or USD 125 monthly. Enterprise quote not obtained.", "evidenceIds": [ "chatgpt:oa-billing" ] }, { "id": "included_usage", "question": "What usage is included?", "support": "partial", "answer": "Premium has five times Standard included usage and no five-hour usage cap; allowances are task/model-dependent.", "evidenceIds": [ "chatgpt:oa-business" ] }, { "id": "add_ons", "question": "Which features cost extra?", "support": "partial", "answer": "Credits extend eligible use; external app subscriptions and optional contracted enterprise capabilities can affect total cost.", "evidenceIds": [ "chatgpt:oa-credit-controls" ] }, { "id": "overage", "question": "What do usage beyond limits and premium models cost?", "support": "partial", "answer": "Eligible activity can use workspace credits; Enterprise may bill tokens in USD. A complete scoped tariff/default workload was not priced.", "evidenceIds": [ "chatgpt:oa-credit-controls", "chatgpt:oa-models" ] } ], "limitations": [ "Read each atomic answer for its plan, access and feature limits." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-business", "chatgpt:oa-models", "chatgpt:oa-billing", "chatgpt:oa-credit-controls" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:VEN-02", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Only a 200-seat Business licence floor can be calculated; larger new deployments need an Enterprise quote.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "cost_200", "question": "Year-one cost at 200 users?", "support": "partial", "answer": "From USD 48000.00 + unknown, EUR 42799.82 + unknown or CHF 39534.20 + unknown for 12 months excluding VAT: 200 Standard seats at USD 20/month billed annually. No Premium seats, credits or discounts assumed; included allowance sufficiency is unverified.", "evidenceIds": [ "chatgpt:oa-billing", "chatgpt:oa-services", "chatgpt:fx-20261020" ] }, { "id": "cost_1000", "question": "Year-one cost at 1,000 users?", "support": "unknown", "answer": "Unknown EUR/CHF total. New Business subscriptions are capped at 200 paid seats; no Enterprise seat/usage quote was obtained. No Business-price extrapolation is used.", "evidenceIds": [] }, { "id": "cost_5000", "question": "Year-one cost at 5,000 users?", "support": "unknown", "answer": "Unknown EUR/CHF total. New Business subscriptions are capped at 200 paid seats; no Enterprise seat/usage quote was obtained. No Business-price extrapolation is used.", "evidenceIds": [] }, { "id": "variable_share", "question": "Which part depends on usage?", "support": "partial", "answer": "Credits after included allowances and Enterprise token-billed work depend on model/task consumption; that workload tariff remains unpriced.", "evidenceIds": [ "chatgpt:oa-credit-controls", "chatgpt:oa-models" ] }, { "id": "unknown_parts", "question": "Which costs could not be priced?", "support": "partial", "answer": "Enterprise licence/commitment, included capacity, credit/token consumption, optional enterprise features and deployment/support services remain unpriced.", "evidenceIds": [ "chatgpt:oa-business" ] } ], "limitations": [ "ALM-14 shared cost assumptions v1.4, 2026-10-21: 60% light at 100, 30% regular at 400, 10% power at 1,500 messages/user/month; 3,000 input plus 600 output tokens/message only where separately billed.", "ECB 2026-10-20: EUR 1 = USD 1.1215 = CHF 0.9237. Vendor USD is primary. Totals are floor + unknown; no proxy replaces an unknown vendor tariff." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-billing", "chatgpt:oa-services", "chatgpt:fx-20261020", "chatgpt:oa-credit-controls", "chatgpt:oa-models", "chatgpt:oa-business" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:VEN-03", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Business is self-serve; complete Enterprise evaluation remains sales-dependent and untested.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "free_tier", "question": "Is there a free tier for business use?", "support": "partial", "answer": "A personal Free plan exists, but Business starts with paid seats and a separate managed workspace. Free does not establish Business/Enterprise controls.", "evidenceIds": [ "chatgpt:oa-business-faq", "chatgpt:oa-word" ] }, { "id": "self_serve_trial", "question": "Is a self-serve business trial available?", "support": "unknown", "answer": "Is a self-serve business trial available? Unverified after checking Business overview, FAQ and public pricing; timed self-serve trial duration, card requirement and trial governance were not verified.", "evidenceIds": [] }, { "id": "trial_scope", "question": "Do trials include SSO, connectors and admin features?", "support": "unknown", "answer": "Do trials include SSO, connectors and admin features? Unverified after checking Business overview, FAQ and public pricing; timed self-serve trial duration, card requirement and trial governance were not verified.", "evidenceIds": [] }, { "id": "sales_gate", "question": "Does meaningful evaluation require sales contact?", "support": "partial", "answer": "Business signup is self-serve; Enterprise upgrades and contracted options are directed to sales. No contact was made.", "evidenceIds": [ "chatgpt:oa-business", "chatgpt:oa-business-faq" ] } ], "limitations": [ "Unverified parts: self_serve_trial, trial_scope.", "Read each atomic answer for its plan, access and feature limits." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-business-faq", "chatgpt:oa-word", "chatgpt:oa-business" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:VEN-04", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Business terms are public; Enterprise pricing and commercial scope need a quote.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "minimum_commitment", "question": "What seat or spend minimum applies?", "support": "supported", "answer": "New Business workspaces require at least two Standard/Premium seats and allow at most 200 paid seats since 2026-08-24; grandfathered workspaces differ.", "evidenceIds": [ "chatgpt:oa-business-faq" ] }, { "id": "contract_length", "question": "What contract lengths are offered?", "support": "supported", "answer": "Business supports monthly or annual billing; Enterprise term is on its order form.", "evidenceIds": [ "chatgpt:oa-billing", "chatgpt:oa-services" ] }, { "id": "cancellation", "question": "How can the contract be cancelled or reduced?", "support": "partial", "answer": "Business seat reductions take effect next billing cycle. Contracted renewal reductions normally need 30-day notice under the standard agreement.", "evidenceIds": [ "chatgpt:oa-billing", "chatgpt:oa-services" ] }, { "id": "local_invoicing", "question": "Can it be invoiced in CHF or EUR from a European entity?", "support": "partial", "answer": "EEA/Swiss customers have an Irish contracting party; self-serve invoice/PO/bank-transfer requirements are directed to a contracted plan. Exact CHF/EUR billing availability was not established.", "evidenceIds": [ "chatgpt:oa-services", "chatgpt:oa-business" ] }, { "id": "transparency_class", "question": "Is pricing transparent, partial, quote-only or unknown?", "support": "partial", "answer": "Business seat pricing is public but usage remains partly specified; Enterprise total is quote-only in this pass.", "evidenceIds": [ "chatgpt:oa-business" ] } ], "limitations": [ "Read each atomic answer for its plan, access and feature limits." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-business-faq", "chatgpt:oa-billing", "chatgpt:oa-services", "chatgpt:oa-business" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:VEN-05", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "The hosted service is provided under commercial access terms; a component source-licence inventory was not verified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "licence_type", "question": "Which licence applies to each component?", "support": "partial", "answer": "Services Agreement grants a term-limited non-exclusive service-use right and restricts reverse engineering; no OSI licence for the hosted workspace was established.", "evidenceIds": [ "chatgpt:oa-services" ] }, { "id": "branding_restrictions", "question": "Do licence terms restrict branding or user counts?", "support": "partial", "answer": "Account resale/sharing and rate-limit circumvention are contractually restricted; component-specific branding terms were not retrieved.", "evidenceIds": [ "chatgpt:oa-services" ] }, { "id": "enterprise_features_closed", "question": "Are enterprise features in a separate closed edition?", "support": "unknown", "answer": "Are enterprise features in a separate closed edition? Unverified after checking Services Agreement; repository visibility of SDKs/examples does not establish the hosted product source licence.", "evidenceIds": [] } ], "limitations": [ "Unverified parts: enterprise_features_closed.", "Read each atomic answer for its plan, access and feature limits." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-services" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:VEN-06", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Business restricts member self-export but documents conditional owner exports; Enterprise/Edu Compliance retrieval is separate.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "chat_export", "question": "Can admins export all chats?", "support": "partial", "answer": "Business members cannot self-export workspace data through Settings > Data controls. An owner can select the Business workspace > Members > member three-dot menu > Export data, if available, to export that member's data. Bulk all-chat coverage is unverified. Enterprise/Edu owners can separately grant Compliance conversation access.", "evidenceIds": [ "chatgpt:oa-business-faq-r2", "chatgpt:oa-business-owner-export-r3", "chatgpt:oa-compliance-r2" ] }, { "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? Unverified after checking Business FAQ, Compliance Platform and DPA; no complete assistant/knowledge export or leaver exit fixture.", "evidenceIds": [] }, { "id": "knowledge_export", "question": "Can knowledge bases and their sources be exported?", "support": "unknown", "answer": "Can knowledge bases and their sources be exported? Unverified after checking Business FAQ, Compliance Platform and DPA; no complete assistant/knowledge export or leaver exit fixture.", "evidenceIds": [] }, { "id": "export_format", "question": "Are formats documented and machine-readable?", "support": "partial", "answer": "Enterprise/Edu has documented compliance log/state API access. No complete Business admin archive format or reusable chat/assistant/knowledge package was verified.", "evidenceIds": [ "chatgpt:oa-compliance-r2" ] }, { "id": "post_termination_window", "question": "How long can data be retrieved after termination?", "support": "partial", "answer": "The DPA provides return/deletion on instruction after expiry but no fixed recovery window was verified.", "evidenceIds": [ "chatgpt:oa-dpa" ] } ], "limitations": [ "The documented Business owner export is conditional and per member; the guide does not establish a bulk workspace export or complete archive.", "Enterprise/Edu Compliance retrieval is not a complete portable workspace export. No admin archive or exit fixture." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-business-faq-r2", "chatgpt:oa-business-owner-export-r3", "chatgpt:oa-compliance-r2", "chatgpt:oa-dpa" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:VEN-07", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "A public component status page is available; language-specific support and SLA credits remain unverified.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "support_channels", "question": "Which support channels are available on each plan?", "support": "partial", "answer": "The Business FAQ directs workspace credit-usage questions to OpenAI Support. For affected Enterprise GPT migrations, the migration FAQ directs customers to their account team to confirm the applicable timeline. General Enterprise support coverage, service hours and response targets remain unverified.", "evidenceIds": [ "chatgpt:chatgpt:review-fix-support-channel-20261026", "chatgpt:chatgpt:review-fix-gpt-creation-freeze-20261026" ] }, { "id": "support_languages", "question": "Is support available in German, French or Italian?", "support": "unknown", "answer": "Is support available in German, French or Italian? Unverified after checking OpenAI Status, Business FAQ and Services Agreement; DE/FR/IT support, regional support staffing and applicable SLA credits not verified. Search on 2026-10-26: https://help.openai.com/en/articles/8542115-chatgpt-business-general-faq, https://status.openai.com/, https://help.openai.com/en/articles/8792828-chatgpt-business-overview. No additional scoped evidence established this answer.", "evidenceIds": [] }, { "id": "regional_presence", "question": "Is there a DACH or Swiss entity, team or partner?", "support": "partial", "answer": "OpenAI’s May 2025 company announcement records a Munich office and German local team. Current staffing, a Swiss contracting entity and guaranteed local-language support were not established.", "evidenceIds": [ "chatgpt:chatgpt:german-office-20261026" ] }, { "id": "uptime_sla", "question": "Is there an uptime SLA with credits?", "support": "unknown", "answer": "Is there an uptime SLA with credits? Unverified after checking OpenAI Status, Business FAQ and Services Agreement; DE/FR/IT support, regional support staffing and applicable SLA credits not verified. Search on 2026-10-26: https://help.openai.com/en/articles/8542115-chatgpt-business-general-faq, https://status.openai.com/, https://help.openai.com/en/articles/8792828-chatgpt-business-overview. No additional scoped evidence established this answer.", "evidenceIds": [] }, { "id": "status_page", "question": "Is there a public status page with history?", "support": "supported", "answer": "OpenAI Status lists component health and incident updates; no historical uptime score was computed.", "evidenceIds": [ "chatgpt:oa-status-20261026" ] } ], "limitations": [ "support_channels: The Business FAQ directs workspace credit-usage questions to OpenAI Support. For affected Enterprise GPT migrations, the migration FAQ directs customers to their account team to confirm the applicable timeline. General Enterprise support coverage, service hours and response targets remain unverified.", "support_languages: Is support available in German, French or Italian? Unverified after checking OpenAI Status, Business FAQ and Services Agreement; DE/FR/IT support, regional support staffing and applicable SLA credits not verified. Search on 2026-10-26: https://help.openai.com/en/articles/8542115-chatgpt-business-general-faq, https://status.openai.com/, https://help.openai.com/en/articles/8792828-chatgpt-business-overview. No additional scoped evidence established this answer.", "regional_presence: OpenAI’s May 2025 company announcement records a Munich office and German local team. Current staffing, a Swiss contracting entity and guaranteed local-language support were not established.", "uptime_sla: Is there an uptime SLA with credits? Unverified after checking OpenAI Status, Business FAQ and Services Agreement; DE/FR/IT support, regional support staffing and applicable SLA credits not verified. Search on 2026-10-26: https://help.openai.com/en/articles/8542115-chatgpt-business-general-faq, https://status.openai.com/, https://help.openai.com/en/articles/8792828-chatgpt-business-overview. No additional scoped evidence established this answer." ], "checkedAt": "2026-10-26", "crossCheckedAt": "2026-10-26", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-business-faq-20261026", "chatgpt:oa-status-20261026", "chatgpt:chatgpt:german-office-20261026", "chatgpt:chatgpt:review-fix-support-channel-20261026", "chatgpt:chatgpt:review-fix-gpt-creation-freeze-20261026" ] }, { "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" ] } ] }, { "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": "chatgpt", "claimId": "chatgpt:VEN-08", "verificationStatus": "agent-cross-checked", "support": "partial", "answer": "Public learning and implementation guidance are available; included service entitlements remain open.", "availability": "generally-available", "delivery": "native", "scope": { "surfaceIds": [ "chatgpt-web", "chatgpt-clients", "chatgpt-apps" ], "version": "Continuously updated hosted service, retrieved 2026-10-21", "plan": "ChatGPT Business Standard/Premium versus Enterprise; Edu only where explicitly named for eligibility differences", "addOns": [ "Purchased workspace credits or contracted token billing where stated", "External app/provider subscriptions and Microsoft add-in approval where required", "Enterprise residency, EKM and compliance entitlements only where stated" ], "deploymentMode": "multi-tenant-saas", "region": "Supported commercial regions; Europe means EEA + Switzerland when explicitly configured; app/client availability varies", "os": [], "surfaces": [ { "id": "chatgpt-web", "name": "ChatGPT Business and Enterprise web workspaces", "type": "web-app" }, { "id": "chatgpt-clients", "name": "ChatGPT desktop and mobile clients", "type": "native-app" }, { "id": "chatgpt-apps", "name": "ChatGPT connected apps and custom MCP apps", "type": "integration" } ] }, "questions": [ { "id": "onboarding_service", "question": "Is guided onboarding included?", "support": "unknown", "answer": "Is guided onboarding included? Unverified after checking Academy and Enterprise quickstart; guided onboarding entitlement and professional-service fees not obtained.", "evidenceIds": [] }, { "id": "user_training", "question": "Is end-user training offered, in which languages?", "support": "partial", "answer": "Academy offers worker/builder/leader courses and live/on-demand events; DE/FR/IT delivery was not established.", "evidenceIds": [ "chatgpt:oa-academy" ] }, { "id": "use_case_library", "question": "Are role-based use cases and templates provided?", "support": "partial", "answer": "Academy and Enterprise quickstart provide role/use-case and deployment guidance; a complete template catalogue was not audited.", "evidenceIds": [ "chatgpt:oa-academy", "chatgpt:oa-admin-quickstart" ] }, { "id": "adoption_programme", "question": "Is there a champion or adoption programme?", "support": "partial", "answer": "Academy includes leadership/adoption learning; an included formal champion programme was not verified.", "evidenceIds": [ "chatgpt:oa-academy" ] }, { "id": "service_cost", "question": "Which services cost extra?", "support": "unknown", "answer": "Which services cost extra? Unverified after checking Academy and Enterprise quickstart; guided onboarding entitlement and professional-service fees not obtained.", "evidenceIds": [] } ], "limitations": [ "Unverified parts: onboarding_service, service_cost.", "Read each atomic answer for its plan, access and feature limits." ], "checkedAt": "2026-10-21", "crossCheckedAt": "2026-10-21", "nextCheckAt": "2026-12-20", "evidenceIds": [ "chatgpt:oa-academy", "chatgpt:oa-admin-quickstart" ] }, { "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" ] } ] } ], "sources": [ { "id": "chatgpt:oa-files", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/8555545-uploading-files-and-audio-to-chatgpt", "title": "Uploading files and audio to ChatGPT", "locator": "Formats; size/rate/storage limits; projects; PDF visual retrieval", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Uploads have format-specific limits, 40-file Business/Enterprise projects, 20-file GPT knowledge and Enterprise-only PDF visual retrieval." }, { "id": "chatgpt:oa-business-models-r2", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/12003714-chatgpt-business-models-and-limits", "title": "ChatGPT Business models and limits", "locator": "Chat picker; Higher intelligence; Pro; Work models", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Business distinguishes GPT6 Chat powered by Sol/Astra from separate Work models, with Standard/Premium allowances and rollout limits." }, { "id": "chatgpt:oa-enterprise-models-r2", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/11165333-chatgpt-enterprise-and-edu-models-and-limits", "title": "ChatGPT Enterprise and Edu models and limits", "locator": "Enterprise Chat rollout; Work/Codex distinction; model picker; tools", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Enterprise Chat names GPT6 powered by Sol and Pro/Astra, while Work has separate model options and workspace/role controls." }, { "id": "chatgpt:oa-work-r2", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/20001275-chatgpt-work-and-codex", "title": "ChatGPT Work and Codex", "locator": "Work deliverables; picker; access and permissions", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Work has its own model picker and task/output capabilities; Chat-specific model guides define the GPT6 Chat alias rather than Work model labels." }, { "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": "chatgpt:oa-enterprise-notes", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/10128477-chatgpt-enterprise-and-edu-release-notes", "title": "ChatGPT Enterprise and Edu release notes", "locator": "October 16 sync retirement; September 25 Teams; September GPT migration; May 6 Intune", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Dated Enterprise/Edu notes record live-app migration, collaboration and add-in changes, Intune eligibility and planned GPT retirement." }, { "id": "chatgpt:oa-business-notes", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/11391654-chatgpt-business-release-notes", "title": "ChatGPT Business release notes", "locator": "April 16 analytics; May 5 Sheets; May 22 agents; July 9 Work", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Dated Business notes document workspace analytics, Excel/Sheets integration, agent/work changes and app-template access." }, { "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": "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": "chatgpt:oa-business", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/8792828-chatgpt-business-overview", "title": "ChatGPT Business - Overview", "locator": "Standard/Premium seats; plan comparison; Team rename", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Business is self-serve with Standard/Premium seats, includes Chat/Work, and remains separate from API billing." }, { "id": "chatgpt:oa-admin-quickstart", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/20001264-chatgpt-enterprise-admin-quickstart", "title": "ChatGPT Enterprise admin quickstart", "locator": "Identity; SCIM; groups; controls; billing", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Enterprise rollout uses SSO, tenant directory sync, groups/RBAC and workspace-specific product access." }, { "id": "chatgpt:oa-admin-settings", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/8411955-managing-workspace-settings-in-chatgpt-enterprise", "title": "Managing workspace settings in ChatGPT Enterprise", "locator": "General; permissions; models; AI policy modal", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Enterprise settings include model defaults, role-scoped features/memory and a recurring AI-policy modal." }, { "id": "chatgpt:oa-models", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/11165333-chatgpt-enterprise-and-edu-models-and-limits", "title": "ChatGPT Enterprise and Edu models and limits", "locator": "GPT-6 Chat; Work models; routing; Astra controls", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Enterprise Chat is rolling to GPT-6 powered by Sol with a separate Astra Pro control; Work has distinct model choices and RBAC eligibility." }, { "id": "chatgpt:oa-credit-controls", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/20001155-managing-credits-and-spend-controls-in-chatgpt-business", "title": "Managing credits and spend controls in ChatGPT Business", "locator": "Included use; recharge cap; per-seat/user limits", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Business can apply credit usage and recharge limits after included seat allowances, with credit-backed features unavailable when credits are insufficient." }, { "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": "chatgpt:oa-analysis", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/8437071-data-analysis-with-chatgpt", "title": "Data analysis with ChatGPT", "locator": "Python execution; charts; network constraint", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Analysis uses a stateful Jupyter/Python environment, supports chart generation and cannot make external network requests from that environment." }, { "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": "chatgpt:oa-projects", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/10169521-projects-in-chatgpt", "title": "Projects in ChatGPT", "locator": "Sharing; visibility; memory; GPT use; retention", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Projects persist chats/files/instructions; shared members can read and download project files and branch chats." }, { "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": "chatgpt:oa-sharepoint", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/12143177-sharepoint-app-and-setup-in-chatgpt", "title": "SharePoint app and setup in ChatGPT", "locator": "Live access; delegated permissions; site allowlist; labels; file limits", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Live SharePoint searches accessible SharePoint/OneDrive content and uses Microsoft consent plus separate ChatGPT action and site controls." }, { "id": "chatgpt:oa-apps", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/11487775-connected-apps-in-chatgpt", "title": "Connected apps in ChatGPT", "locator": "Availability; authorization; actions; event tasks", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Apps use workspace and account permissions, can support actions and events, and have separate plugin installation and provider authorization." }, { "id": "chatgpt:oa-mcp", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/12584461-developer-mode-and-full-mcp-connectors-in-chatgpt", "title": "Developer mode and MCP apps in ChatGPT", "locator": "Beta availability; Business versus Enterprise/Edu; remote connections; actions", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Custom remote MCP apps support write tools in beta with plan-specific developer/publishing controls and action approvals." }, { "id": "chatgpt:oa-team-tasks", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/20001540-creating-and-managing-team-tasks-in-chatgpt", "title": "Creating and managing team tasks in ChatGPT", "locator": "Availability; service account; triggers; control; sharing", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Business/Enterprise team tasks run in the cloud under a team service account using approved connections and scheduled or supported app-event triggers." }, { "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": "chatgpt:oa-company-r2", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/12628342-company-knowledge-in-chatgpt", "title": "Company knowledge in ChatGPT", "locator": "Current app-based workflow; plans; source permissions", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Current Company Knowledge uses enabled eligible app connections for Business/Enterprise/Edu and inherits source access without claiming a universal copied index." }, { "id": "chatgpt:oa-sharepoint-r2", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/12143177-sharepoint-app-and-setup-in-chatgpt", "title": "SharePoint app and setup in ChatGPT", "locator": "Live app; Microsoft permissions; action enablement", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The live app uses Microsoft delegated access and separately enabled actions; site-policy controls need workspace enablement rather than inheriting a blanket plan entitlement." }, { "id": "chatgpt:oa-sharepoint-policy-r2", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/20001502-managing-sharepoint-site-access-and-sensitivity-label-exclusions", "title": "Managing SharePoint site access and sensitivity-label exclusions", "locator": "Availability; site-collection rules; label GUIDs", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The guide documents enabled-workspace site/label controls but does not state a complete Business/Enterprise/Edu entitlement matrix." }, { "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": "chatgpt:oa-residency-r2", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/9903489-data-residency-and-inference-residency-for-chatgpt", "title": "Data residency and inference residency for ChatGPT", "locator": "Current feature/storage scope; external integrations", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Current residency guidance describes scoped content/processing and external-app exceptions; it no longer establishes an administrator-managed sync configuration." }, { "id": "chatgpt:oa-enterprise-notes-r2", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/10128477-chatgpt-enterprise-and-edu-release-notes", "title": "ChatGPT Enterprise and Edu release notes", "locator": "October16 administrator-managed sync retirement", "sourceDate": "2026-10-16", "retrievedAt": "2026-10-21", "finding": "The October16 notice retires administrator-managed sync and directs eligible Enterprise workspaces to real-time GoogleDrive/SharePoint/Teams apps." }, { "id": "chatgpt:oa-company", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/12628342-company-knowledge-in-chatgpt", "title": "Company knowledge in ChatGPT", "locator": "Requirements; source permissions; supported apps", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Company Knowledge is a plugin for eligible Business/Enterprise/Edu users and uses authorized connected sources rather than granting new data access." }, { "id": "chatgpt:oa-memory", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/8590148-memory-in-chatgpt", "title": "Memory in ChatGPT", "locator": "Controls; sources; removal; workspace memory", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Memory and custom instructions differ; users can manage remembered information and admins control supported workspace settings." }, { "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": "chatgpt:oa-enterprise-notes-20261026", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/10128477-chatgpt-enterprise-and-edu-release-notes", "title": "ChatGPT Enterprise and Edu release notes", "locator": "October 16 sync retirement; September 25 Teams; September GPT migration; May 6 Intune; public web-reader representation retrieved 2026-10-26, representation SHA256 8781183db68eb81bcf7367e33925fbcec071340b0b8901192b83ef01c70a778e", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Dated Enterprise/Edu notes record live-app migration, collaboration and add-in changes, Intune eligibility and planned GPT retirement." }, { "id": "chatgpt:oa-gpt-migration-r2-20261026", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/20001519-custom-gpt-retirement-and-migration-faq", "title": "Custom GPT retirement and migration FAQ", "locator": "Plugin migration; Enterprise guidance and dates; non-transferring actions; public web-reader representation retrieved 2026-10-26, representation SHA256 dd951ed04244057574ab0c432d8a8279430ac2da83c342351588edf8d66e0a9b", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "The accessible FAQ confirms migration to plugins, standard/approved-deferral dates, and that models/actions/sharing settings do not transfer automatically." }, { "id": "chatgpt:oa-admin-settings-20261026", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/8411955-managing-workspace-settings-in-chatgpt-enterprise", "title": "Managing workspace settings in ChatGPT Enterprise", "locator": "General; permissions; models; AI policy modal; public web-reader representation retrieved 2026-10-26, representation SHA256 96c9b041bf9174a50f86db93e70e0298c6a367658ecba1cdd9db1ccaf5bb68bc", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Enterprise settings include model defaults, role-scoped features/memory and a recurring AI-policy modal." }, { "id": "chatgpt:oa-business-notes-20261026", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/11391654-chatgpt-business-release-notes", "title": "ChatGPT Business release notes", "locator": "April 16 analytics; May 5 Sheets; May 22 agents; July 9 Work; public web-reader representation retrieved 2026-10-26, representation SHA256 a76daa1b273dbced3f3f607908c1965a3ed86fc0cc21c798be3582eca50e374d", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Dated Business notes document workspace analytics, Excel/Sheets integration, agent/work changes and app-template access." }, { "id": "chatgpt:oa-business-20261026", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/8792828-chatgpt-business-overview", "title": "ChatGPT Business - Overview", "locator": "Standard/Premium seats; plan comparison; Team rename; public web-reader representation retrieved 2026-10-26, representation SHA256 7af98911edbf31de1850b4de99233ea6bbee5f443dce05c9d6958e004181ee13", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Business is self-serve with Standard/Premium seats, includes Chat/Work, and remains separate from API billing." }, { "id": "chatgpt:oa-files-20261026", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/8555545-uploading-files-and-audio-to-chatgpt", "title": "Uploading files and audio to ChatGPT", "locator": "Formats; size/rate/storage limits; projects; PDF visual retrieval; public web-reader representation retrieved 2026-10-26, representation SHA256 8fbf08df3b56a93ebaf27c2ca223eb2cd449e5b1b43e5f5d09995eaeb7bb7907", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Uploads have format-specific limits, 40-file Business/Enterprise projects, 20-file GPT knowledge and Enterprise-only PDF visual retrieval." }, { "id": "chatgpt:oa-company-r2-20261026", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/12628342-company-knowledge-in-chatgpt", "title": "Company knowledge in ChatGPT", "locator": "Current app-based workflow; plans; source permissions; public web-reader representation retrieved 2026-10-26, representation SHA256 2d451d442061ec6222039e4f287ed4f08226239e708b96200ee8ea33bd7971ed", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Current Company Knowledge uses enabled eligible app connections for Business/Enterprise/Edu and inherits source access without claiming a universal copied index." }, { "id": "chatgpt:oa-residency-r2-20261026", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/9903489-data-residency-and-inference-residency-for-chatgpt", "title": "Data residency and inference residency for ChatGPT", "locator": "Current feature/storage scope; external integrations; public web-reader representation retrieved 2026-10-26, representation SHA256 7bc187a8fb32db1e17c0bb7e93763c0ccb2c8528a6b220f4b3d011bd151f53d3", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Current residency guidance describes scoped content/processing and external-app exceptions; it no longer establishes an administrator-managed sync configuration." }, { "id": "chatgpt:oa-plugins-r2-20261026", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/20001256-plugins-in-chatgpt", "title": "Plugins in ChatGPT", "locator": "Reusable skills; references/apps; workspace sharing; surface limits; public web-reader representation retrieved 2026-10-26, representation SHA256 fcb0960b3bb65bf48aafc243940aa11c934ae0735ba6f9f1e847e1fc425ad1e4", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Plugins package reusable workflow instructions/apps for Chat/Work, with Business/Enterprise sharing subject to workspace controls and per-surface capabilities." }, { "id": "chatgpt:oa-word-r2-20261026", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/20001526-chatgpt-for-word", "title": "ChatGPT for Word", "locator": "Availability; writing; skills; plugin and history limitations; public web-reader representation retrieved 2026-10-26, representation SHA256 93ee7796175a908a7cd559677e9e27203399c07d0c5147311b6610272e4c93e3", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "The native Word add-in drafts/revises text, but plugins are unsupported and regular ChatGPT memory/skills/history do not carry over." }, { "id": "chatgpt:chatgpt:review-fix-gpt-creation-freeze-20261026", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/20001519-custom-gpt-retirement-and-migration-faq", "title": "Custom GPT migration: creation freeze and existing edits", "locator": "Enterprise workspace guidance, October 26 planned milestone; all-plan retirement; timeline confirmation paragraph; public web-reader representation retrieved 2026-10-26, SHA256 4b3144d23ceb8bfd0e24a6f5b6a3c0a8cf29a4d84f64091ddafda7242ff0695c", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "October 26 is a planned freeze on new GPT creation in affected Enterprise workspaces; drafts needed for migration should be published beforehand. Existing unmigrated GPTs remain editable, while migration makes the original read-only. 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sources; external providers; Chrome extension", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Search can send rewritten queries/general location to external providers and supplies cited results and an optional Chrome search extension." }, { "id": "chatgpt:oa-residency", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/9903489-data-residency-and-inference-residency-for-chatgpt", "title": "Data residency and inference residency for ChatGPT", "locator": "Eligibility; storage/backups; GPU processing; exceptions", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Eligible Enterprise/Edu regional storage and optional same-region GPU inference exclude system data, global CPU processing and external integrations." }, { "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": "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": "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": "chatgpt:oa-business-faq", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/8542115-chatgpt-business-general-faq", "title": "ChatGPT Business: General FAQ", "locator": "Prices; seat cap; export; privacy", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The FAQ lists current seat prices, a 200-paid-seat cap for new subscriptions since August 24 2026, and unavailable self-service Business export." }, { "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": "chatgpt:oa-work", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/20001275-chatgpt-work-and-codex", "title": "ChatGPT Work and Codex", "locator": "Chat versus Work; models; availability; deliverables", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Work is the multi-step deliverable experience on eligible paid plans; cloud/local task execution and model access differ from regular Chat." }, { "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": "chatgpt:oa-word", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/20001526-chatgpt-for-word", "title": "ChatGPT for Word", "locator": "Office add-in; admin approval; limitations; pricing", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The shared Office add-in embeds ChatGPT in Word, requires M365 administrator approval and uses the applicable model/token allowance." }, { "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": "chatgpt:oa-word-r2", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/20001526-chatgpt-for-word", "title": "ChatGPT for Word", "locator": "Availability; writing; skills; plugin and history limitations", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The native Word add-in drafts/revises text, but plugins are unsupported and regular ChatGPT memory/skills/history do not carry over." }, { "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": "chatgpt:chatgpt:images-editing-20261026", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/11084440-im", "title": "Images in ChatGPT", "locator": "Overview, Availability and Edit your image; public web-reader representation SHA256 44b31a6adea07ee1fbba7c7f8094c14b2d08b85d14db6ac37f0732f9ad291979", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "The official guide documents editing uploaded or generated images. Images are available on all tiers; Images with thinking is currently Plus/Pro/Business, with Enterprise/Edu described as coming later." }, { "id": "chatgpt:oa-enterprise-models-r2-20261026", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/11165333-chatgpt-enterprise-and-edu-models-and-limits", "title": "ChatGPT Enterprise and Edu models and limits", "locator": "Enterprise Chat rollout; Work/Codex distinction; model picker; tools; public web-reader representation retrieved 2026-10-26, representation SHA256 da70d2c757d5cb302998f802acc290c8a1a4f26b86a8ab34ff9a83627f9ac7fd", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Enterprise Chat names GPT6 powered by Sol and Pro/Astra, while Work has separate model options and workspace/role controls." }, { "id": "chatgpt:oa-services-20261026", "productId": "chatgpt", "kind": "documented", "url": "https://openai.com/policies/services-agreement/", "title": "OpenAI Services Agreement", "locator": "Sections 3-7; 16.3; definitions of contracting party, governing laws and venue; public web-reader representation retrieved 2026-10-26, representation SHA256 0233863b855363cf290708260721bf7d470cd68b01718c219c441018b00e846e", "sourceDate": "2025-12-01", "retrievedAt": "2026-10-26", "finding": "The business contract protects customer content, assigns output rights, limits service use and defines Irish contracting/law for EEA/Swiss customers." }, { "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": "chatgpt:oa-voice", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/20001274-chatgpt-voice", "title": "ChatGPT Voice", "locator": "Business/Enterprise availability; limits; data controls", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Eligible workspaces have Voice, with Business seat-dependent allowances and separate Enterprise credit/token billing and audio retention." }, { "id": "chatgpt:chatgpt:mobile-read-aloud-20261026", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/8142208-chatgpt-ios-and-android-app-faq", "title": "ChatGPT mobile response actions", "locator": "How do I select text or use response actions on Android?; public web-reader representation SHA256 5a659925d335100a37be401edb3f15327e8a679e3670bd3e945c97b20ca6ca4d", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Supported mobile response actions can include Read aloud; availability varies by message. This is distinct from a live Voice session and does not establish Swiss German recognition." }, { "id": "chatgpt:oa-analysis-r2", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/8437071-data-analysis-with-chatgpt", "title": "Data analysis with ChatGPT", "locator": "Python/Jupyter execution and chart types", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Data analysis documents code execution and static/interactive visualizations; Enterprise model inventory establishes the scoped plan entitlement." }, { "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": "chatgpt:oa-language", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/8357869-how-to-change-your-language-setting-in-chatgpt", "title": "How to change your language setting in ChatGPT", "locator": "Browser/mobile language setting; supported list", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "ChatGPT documents German, French and Italian UI settings alongside other supported languages." }, { "id": "chatgpt:oa-trust", "productId": "chatgpt", "kind": "vendor-claimed", "url": "https://trust.openai.com/", "title": "OpenAI Trust Portal", "locator": "Compliance; documents; ChatGPT security features", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The portal claims ISO and SOC coverage and lists reports, EKM, penetration testing and a VPAT, without establishing certificate validity in this pass." }, { "id": "chatgpt:oa-business-sso", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/11489188-setting-up-single-sign-on-sso-for-chatgpt-business", "title": "Setting up single sign-on for ChatGPT Business", "locator": "Supported protocols; plan limits; automatic account creation", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Business supports SAML/OIDC and verified domains but standalone Business excludes SCIM and synchronized groups." }, { "id": "chatgpt:chatgpt:native-mfa-enforcement-20261026", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/7967234-managing-multi-factor-authentication-mfa", "title": "Managing multi-factor authentication", "locator": "Can admins enforce MFA for a workspace or organization?; public web-reader representation SHA256 c263aa5ec4b4533980634f9fc563829448056ddfb38d44108adfc1f2af92555e", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Individuals can configure MFA, but the guide explicitly says administrators cannot currently enforce MFA at the ChatGPT workspace or API organization level. Identity-provider policy is a separate control." }, { "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": "chatgpt:oa-billing", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/8792536-managing-billing-and-seats-in-chatgpt-business", "title": "Managing billing and seats in ChatGPT Business", "locator": "Seat types; minimum; billing changes", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Business lists USD 20/25 Standard and USD 100/125 Premium annual/monthly equivalents, at least two seats, and next-cycle reductions." }, { "id": "chatgpt:oa-members", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/8266401-managing-members-workspace-roles-and-seats-in-chatgpt-enterprise-and-edu", "title": "Managing members, workspace roles, and seats in ChatGPT Enterprise and Edu", "locator": "Built-in roles; seat types; invitations", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Enterprise/Edu distinguish member, analytics viewer, admin and owner; Enterprise can delegate group management and assign seat types." }, { "id": "chatgpt:oa-leavers", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/8266418-data-retention-when-a-member-is-removed-from-a-workspace", "title": "Data retention when a member is removed from a workspace", "locator": "Enterprise/Edu versus Business; ownership reassignment", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Removal revokes access immediately, follows Enterprise retention policies, preserves Business data indefinitely, and reassigns projects/GPT ownership without exposing private conversations." }, { "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": "chatgpt:oa-services", "productId": "chatgpt", "kind": "documented", "url": "https://openai.com/policies/services-agreement/", "title": "OpenAI Services Agreement", "locator": "Sections 3-7; 16.3; definitions of contracting party, governing laws and venue", "sourceDate": "2025-12-01", "retrievedAt": "2026-10-21", "finding": "The business contract protects customer content, assigns output rights, limits service use and defines Irish contracting/law for EEA/Swiss customers." }, { "id": "chatgpt:chatgpt:enterprise-analytics-export-20261026", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/10875114-workspace-analytics-for-chatgpt-enterprise-and-edu", "title": "Workspace analytics for Enterprise and Edu", "locator": "Export a report by user, Export GPT or project usage, User surveys, Task insights; public web-reader representation SHA256 6aeca6e22f4c2c5cfa4d623934a911693c329ba68f2b3af43c1527c662a89bfb", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "Enterprise/Edu supports CSV reports by user and GPT/project usage, with separate survey/benchmark exports. Task insights aggregate work categories and can be disabled; survey export identifiers depend on a setting. Ordinary user reports remain identifiable." }, { "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": "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": "chatgpt:oa-business-faq-r2", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/8542115-chatgpt-business-general-faq", "title": "ChatGPT Business general FAQ", "locator": "Private chats; self-service export; roles", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Business members retain private histories by default and self-service workspace data export is unavailable; this does not define every conditional admin access route." }, { "id": "chatgpt:oa-business-privacy-r2", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/8798634-managing-data-sharing-and-privacy-in-chatgpt-business", "title": "Managing data, sharing, and privacy in ChatGPT Business", "locator": "Admin visibility and usage analytics; collaboration; export", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Usage/spend analytics does not automatically grant private-chat transcript access; member self-export through Settings is unavailable." }, { "id": "chatgpt:oa-compliance-r2", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/9261474-openai-compliance-platform-for-enterprise-and-edu-customers", "title": "OpenAI Compliance Platform for Enterprise and Edu", "locator": "Eligibility; owner-granted content permissions; retention", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Enterprise/Edu Compliance Platform separates owner-granted conversation access from delegated log categories and documents30-day log availability." }, { "id": "chatgpt:oa-business-owner-export-r3", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/8798634-managing-data-sharing-and-privacy-in-chatgpt-business", "title": "Managing data, sharing, and privacy in ChatGPT Business", "locator": "Can I export my data from a Business workspace? — member restriction and conditional owner export steps", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Business members lack Settings self-export. Owners can export an individual member through the workspace Members menu when the option is available; bulk coverage, precise eligibility, format and completeness are unspecified." }, { "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": "chatgpt:oa-compliance", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/9261474-openai-compliance-platform-for-enterprise-and-edu-customers", "title": "OpenAI Compliance Platform for Enterprise and Edu customers", "locator": "Access; immutable logs; retention; migration; partner integrations", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Enterprise/Edu compliance supports immutable event logs, state queries and SIEM/eDiscovery/DLP integrations, with a 30-day log access window." }, { "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": "chatgpt:oa-privacy", "productId": "chatgpt", "kind": "vendor-claimed", "url": "https://openai.com/enterprise-privacy/", "title": "Enterprise privacy at OpenAI", "locator": "Security; service-specific human access; Business FAQ", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "OpenAI describes AES-256/TLS protections and limited authorized staff access, with plan-specific privacy and administrative visibility." }, { "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": "chatgpt:oa-subprocessors", "productId": "chatgpt", "kind": "documented", "url": "https://openai.com/policies/sub-processor-list/", "title": "OpenAI Sub-processor list", "locator": "Third-party processors; processing countries; notice subscription", "sourceDate": "2026-10-14", "retrievedAt": "2026-10-21", "finding": "The dated list names multiple cloud and service processors with product and country scope." }, { "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": "chatgpt:oa-dpa", "productId": "chatgpt", "kind": "documented", "url": "https://openai.com/policies/data-processing-addendum/", "title": "OpenAI Data Processing Addendum", "locator": "Definitions; 2.9; 2.11; 4.1", "sourceDate": "2025-12-01", "retrievedAt": "2026-10-21", "finding": "The DPA covers EEA/Swiss data, subprocessor notifications/objections, international transfers and return/deletion at customer instruction." }, { "id": "chatgpt:oa-managed-access-r2", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/20001067-data-access-for-your-managed-chatgpt-account", "title": "Data access for your managed ChatGPT account", "locator": "Conditional admin access; configuration; Enterprise sensitive permissions", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Managed-account administrators may access/export/retain/delete content where configuration and law allow; an Enterprise admin role alone does not grant sensitive compliance access." }, { "id": "chatgpt:oa-privacy-r2", "productId": "chatgpt", "kind": "vendor-claimed", "url": "https://openai.com/enterprise-privacy/", "title": "Enterprise privacy at OpenAI", "locator": "Business FAQ: organizational access and retention; Enterprise FAQ", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "The privacy page describes Business administrator access/export/deletion and retention control broadly, without documenting a concrete Business export route or settings workflow." }, { "id": "chatgpt:oa-retention-r2", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/8983778-chat-and-file-retention-in-chatgpt", "title": "Chat and file retention in ChatGPT", "locator": "Chats; Library/project/GPT files; deletion; Enterprise backups", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Saved chats and files have separate deletion/policy rules, generally30-day backend deletion with legal/security exceptions and Enterprise backup caveats." }, { "id": "chatgpt:oa-leavers-r2", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/8266418-data-retention-when-a-member-is-removed-from-a-workspace", "title": "Data retention when a member is removed from a workspace", "locator": "Plan-specific retention; ownership versus conversations", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Business leaver content remains indefinite while Enterprise/Edu follow configured retention; project/GPT ownership reassignment does not expose the former member's private conversations." }, { "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": "chatgpt:chatgpt:government-transparency-20261026", "productId": "chatgpt", "kind": "documented", "url": "https://openai.com/trust-and-transparency/", "title": "OpenAI trust and transparency", "locator": "Government requests for user data, Our policy link and semiannual reports; public web-reader representation SHA256 93bafff710834085a0d51dde71f2f1bd3bfe6e7dc86dcb4fd45cea5938355140", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "The public page links OpenAI’s Government User Data Request Policy and semiannual request/disclosure reports, currently including January–June 2026. Existence of a policy is distinct from immunity from government access." }, { "id": "chatgpt:oa-subprocessors-20261026", "productId": "chatgpt", "kind": "documented", "url": "https://openai.com/policies/sub-processor-list/", "title": "OpenAI Sub-processor list", "locator": "Third-party processors; processing countries; notice subscription; public web-reader representation retrieved 2026-10-26, representation SHA256 a7d96e1cb585412fcc51ac92669fa0f3b2529082622dfe7f32298849b672f6da", "sourceDate": "2026-10-14", "retrievedAt": "2026-10-26", "finding": "The dated list names multiple cloud and service processors with product and country scope." }, { "id": "chatgpt:oa-dpa-20261026", "productId": "chatgpt", "kind": "documented", "url": "https://openai.com/policies/data-processing-addendum/", "title": "OpenAI Data Processing Addendum", "locator": "Definitions; 2.9; 2.11; 4.1; public web-reader representation retrieved 2026-10-26, representation SHA256 11aa41f80669f6238d4e298e39f15fb7530b480effb79ea23111d8f9186adc55", "sourceDate": "2025-12-01", "retrievedAt": "2026-10-26", "finding": "The DPA covers EEA/Swiss data, subprocessor notifications/objections, international transfers and return/deletion at customer instruction." }, { "id": "chatgpt:chatgpt:eu-ai-act-resources-20261026", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/12141645-eu-ai-act-openai-resources-and-customer-guidance", "title": "EU AI Act resources and customer guidance", "locator": "OpenAI approach, prohibited practices, governance/provenance resources and model-documentation contact route; public web-reader representation SHA256 cfd90ddfaf879898942c3866d9e555258e38f6268652c64ded7a2d714c1552ed", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "OpenAI publishes a customer AI Act resource page linking its governance framework, Codes of Practice approach and provenance guidance. A dedicated form is available for relevant model-documentation requests; no request was made and no product compliance verdict is inferred." }, { "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": "chatgpt:oa-ekm", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/20000943", "title": "OpenAI Enterprise Key Management Overview", "locator": "Eligibility; external KMS; unsupported features", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "EKM for eligible Enterprise/Edu workspaces uses customer-controlled AWS/GCP/Azure master keys with an account representative." }, { "id": "chatgpt:oa-ip", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/12111596-ip-allowlisting-for-chatgpt", "title": "IP allowlisting for ChatGPT", "locator": "Eligibility; enforcement; Compliance API", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Enterprise/Edu IP policies block user requests outside allowed addresses and use a separate Compliance API allowlist." }, { "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": "chatgpt:fx-20261020", "productId": "chatgpt", "kind": "documented", "url": "https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml", "title": "ECB euro reference historical rates", "locator": "Cube time=2026-10-20; USD and CHF", "sourceDate": "2026-10-20", "retrievedAt": "2026-10-21", "finding": "Directly retrieved ECB XML gives EUR 1 = USD 1.1215 = CHF 0.9237." }, { "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": "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": "chatgpt:chatgpt:german-office-20261026", "productId": "chatgpt", "kind": "vendor-claimed", "url": "https://openai.com/index/openai-deutschland/", "title": "OpenAI Deutschland office announcement", "locator": "May 22, 2025 opening announcement and local team scope; public web-reader representation SHA256 d04d9029dd9c337a37c2ae21ffabb048a7cc4f11159ddabc87d20fe082137d5f", "sourceDate": "2025-05-22", "retrievedAt": "2026-10-26", "finding": "The dated first-party announcement states that OpenAI opened its first German office in Munich with a local team. It does not specify guaranteed DE/FR/IT support, a Swiss entity or contract-specific SLA." }, { "id": "chatgpt:oa-business-faq-20261026", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/8542115-chatgpt-business-general-faq", "title": "ChatGPT Business: General FAQ", "locator": "Prices; seat cap; export; privacy; public web-reader representation retrieved 2026-10-26, representation SHA256 ffd176f38adcc4e1658f36e899249404fb7036503d3f42d042bfca83f10b0d50", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "The FAQ lists current seat prices, a 200-paid-seat cap for new subscriptions since August 24 2026, and unavailable self-service Business export." }, { "id": "chatgpt:oa-status-20261026", "productId": "chatgpt", "kind": "documented", "url": "https://status.openai.com/", "title": "OpenAI Status", "locator": "System components and incident updates; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 1f749d023fe07ab5992f9b3666fbcb15a5578978c14ddda682cf228310aac396 on 2026-10-26", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "The public status page separates ChatGPT, Work, compliance, search, uploads, voice and app components and links incident updates." }, { "id": "chatgpt:chatgpt:review-fix-support-channel-20261026", "productId": "chatgpt", "kind": "documented", "url": "https://help.openai.com/en/articles/8542115-chatgpt-business-general-faq", "title": "Business FAQ: credit-usage support route", "locator": "Does zero workspace credit usage mean no one has used ChatGPT or Codex?; public web-reader representation retrieved 2026-10-26, SHA256 6f1e8ec919c352fec861fb80ad95bbf94efd6f1c73199357b5f01ff3d43d62f3", "sourceDate": null, "retrievedAt": "2026-10-26", "finding": "For workspace credit-usage discrepancies, the Business FAQ directs users to OpenAI Support. It does not itself establish a general Enterprise account-team support entitlement." }, { "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": "chatgpt:oa-academy", "productId": "chatgpt", "kind": "vendor-claimed", "url": "https://academy.openai.com/", "title": "OpenAI Academy", "locator": "Learning paths; live and on-demand events", "sourceDate": null, "retrievedAt": "2026-10-21", "finding": "Academy offers worker, builder and adoption-leader learning resources with public events." }, { "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." } ] }