--- schema_version: 1 rubric_version: "1.1" kind: pair canonical_url: "https://onaihq.com/compare/agents/gemini-enterprise-vs-langdock/" data_url: "https://onaihq.com/compare/agents/gemini-enterprise-vs-langdock/data.json" generated_at: 2026-10-27 last_checked_at: 2026-10-26 last_cross_checked_at: 2026-10-26 next_check_at: 2026-12-20 publisher: "onAI" --- # Gemini Enterprise vs Langdock > 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. This comparison has 47 criteria with sourced findings for both products, including 47 that a second agent cross-checked for both. 51 criteria have a sourced finding for at least one product. "Sourced" findings passed publication validation: they are scoped, fresh and cite public resolved sources. "Agent cross-checked" findings also received a separate agent source pass, not necessarily a hands-on test. "Stated by onAI" marks the publisher's own statements about its product (evidence type vendor-statement), which cite no third-party source. Humans approve the rubric, templates and generator; they do not review every finding. It does not declare a winner. A missing sourced finding is not evidence that a capability is absent. - Gemini Enterprise source checks: 2026-10-21 to 2026-10-26. - Langdock source checks: 2026-10-21 to 2026-10-26. - Canonical HTML: https://onaihq.com/compare/agents/gemini-enterprise-vs-langdock/ - Machine-readable JSON: https://onaihq.com/compare/agents/gemini-enterprise-vs-langdock/data.json - Methodology: https://onaihq.com/compare/agents/methodology/ ## Models ### MOD-01: Model catalogue and providers Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial In the Standard/Plus Enterprise app, Google models and opt-in, separately billed Claude models are documented; this finding excludes the universal-agent rollout. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus app model picker; excludes Starter, Workspace Gemini and the universal-agent early-access experience; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us and eu; partner models excluded from in-country regions; os=not specified. Limitations: - Gemini 3.1 Pro is limited availability; paid partner models are disabled by default. - October 15 Enterprise release notes explicitly announce Claude GA for this app. The marketing universal-agent experience describes third-party choice as early access; its entitlement is outside this claim. The listed Google models include limited-availability Gemini 3.1 Pro, so no single GA state is asserted for the whole model list. - providers — Which model providers are available? [supported]: Google and Anthropic in the Standard/Plus Enterprise web app. Claude needs administrator enablement, accepted model terms and eligible pay-as-you-go overages; Starter and in-country deployments are excluded. Sources: gemini-enterprise:gemini-enterprise:g-features, gemini-enterprise:gemini-enterprise:g-releases. - current_models — Which current models are selectable on this plan? [supported]: Listed options are Gemini 4 Argon, 3.8/3.7/3.6/3.5 Flash, 3.1 Pro in limited availability, 2.5 Pro, and Claude Opus/Sonnet 5.5; regional toggles apply. Sources: gemini-enterprise:gemini-enterprise:g-features, gemini-enterprise:gemini-enterprise:g-locations. - user_choice — Can users pick the model per chat? [supported]: Users get a per-conversation picker when the administrator enables model selection. Sources: gemini-enterprise:gemini-enterprise:g-features. - auto_routing — Does the product route between models automatically, and is the chosen model shown? [partial]: Auto chooses by prompt complexity; the guide does not establish whether the routed model is always disclosed. Sources: gemini-enterprise:gemini-enterprise:g-chat. - multimodal_input — Which models accept images, audio or files? [partial]: The app accepts image/audio/video and document uploads; exact input support for every selectable partner model was not established. Sources: gemini-enterprise:gemini-enterprise:g-chat. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-features, gemini-enterprise:gemini-enterprise:g-locations, gemini-enterprise:gemini-enterprise:g-chat, gemini-enterprise:gemini-enterprise:g-releases #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial 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: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - providers — Which model providers are available? [supported]: OpenAI, Anthropic, Google, Meta, Mistral and DeepSeek have named current catalogue entries. Sources: langdock:langdock:models. - current_models — Which current models are selectable on this plan? [partial]: 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. Sources: langdock:langdock:models. - user_choice — Can users pick the model per chat? [supported]: Per-chat selection and mid-chat switching are documented. Sources: langdock:langdock:model-guide. - auto_routing — Does the product route between models automatically, and is the chosen model shown? [partial]: Auto analyzes the first message and estimates complexity to select a conversation model; exact final model disclosure was not verified. Sources: langdock:langdock:model-guide. - multimodal_input — Which models accept images, audio or files? [unknown]: Which models accept images, audio or files? Unknown. A model-by-model image/audio input matrix and authenticated model picker were not inspected. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:models, langdock:langdock:model-guide ### MOD-02: Model freshness Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial A dated product changelog establishes model arrivals and regional removals; a comparable three-release lag dataset was not obtained. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Remaining atomic gaps: release_lag_days, version_pinning. - release_lag_days — What was the lag for each of the last three major releases, per provider? [unknown]: Unknown. Enterprise arrival dates exist, but provider GA dates for three recent major releases per offered provider were not assembled; no median is calculated. - changelog — Is there a dated public model changelog? [supported]: The public release log dates model changes, including Claude app availability on 2026-10-15. Sources: gemini-enterprise:gemini-enterprise:g-releases. - deprecation_notice — How much notice is given before a model is removed? [partial]: Notes include an announced 14-day Flash removal that was postponed, and a 2026-10-20 regional Pro removal; no uniform guaranteed notice was established. Sources: gemini-enterprise:gemini-enterprise:g-releases. - version_pinning — Can an admin keep an older model version? [unknown]: Unknown. The model-toggle and release guides do not promise retention of a particular older model revision. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-releases #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial Public dated model additions exist, but release-lag medians and guaranteed retirement notice remain unknown. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - release_lag_days — What was the lag for each of the last three major releases, per provider? [unknown]: 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. - changelog — Is there a dated public model changelog? [supported]: Changelog includes Gemini 4 Argon on 13 October, Haiku 5.5 on 8 October and GPT-6.1 Sol on 30 September 2026. Sources: langdock:langdock:changes. - deprecation_notice — How much notice is given before a model is removed? [unknown]: 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. - version_pinning — Can an admin keep an older model version? [unknown]: 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. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:changes ### MOD-03: Bring-your-own keys and provider contracts Judgment rule: 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. #### Gemini Enterprise Verification status: No public information found (not-published) Support: not-published We found no public information on this. A missing finding is not evidence that the product lacks the capability. #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial BYOK supports customer credentials, named cloud providers and custom compatible HTTPS endpoints. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business BYOK and individually contracted Enterprise BYOK; customer provider charges separate; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. Limitations: - Cloud BYOK requires separately configured completion, embedding and image routes; local/private endpoints are not implied by a cloud key. - own_api_keys — Can the customer use its own provider API keys? [supported]: Customer keys can replace managed completion, embedding and image keys; BYOK can be selected at upgrade or enabled later by support. Sources: langdock:langdock:byok. - own_cloud_contract — Can it use its own Azure OpenAI, Bedrock or Vertex deployment? [supported]: Guides cover customer Azure deployment settings, Google cloud and AWS Bedrock, separately from simple direct provider keys. Sources: langdock:langdock:byok-routes. - custom_endpoint — Can an admin add any OpenAI-compatible endpoint? [supported]: Manual OpenAI-compatible endpoints include vLLM, LiteLLM, Ollama, TGI and LocalAI. Cloud requires public HTTPS; private/local hostnames are blocked by default. Sources: langdock:langdock:byok-routes. - byo_pricing — Does BYO change the licence price? [partial]: 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. Sources: langdock:langdock:byok, langdock:langdock:billing. - byo_restrictions — Which features stop working with BYO? [supported]: Completion, embeddings and image models must all be configured. Deep Research needs reasoning/fast-reasoning/backbone routes; absent categories leave features non-functional. Sources: langdock:langdock:byok, langdock:langdock:research. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:byok, langdock:langdock:byok-routes, langdock:langdock:billing, langdock:langdock:research ### MOD-04: Local and self-hosted models Judgment rule: 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. #### Gemini Enterprise Verification status: No public information found (not-published) Support: not-published We found no public information on this. A missing finding is not evidence that the product lacks the capability. #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial Self-hosted compatible inference is a documented BYOK route with network and capability requirements. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - self_hosted_chat — Can chat use a customer-hosted model? [supported]: vLLM/Ollama/TGI/LocalAI routes work through OpenAI-compatible HTTPS endpoints, not localhost/private addresses on default SaaS. Sources: langdock:langdock:byok-routes. - self_hosted_embeddings — Can retrieval use customer-hosted embeddings? [partial]: BYOK requires a configured embedding model for search; custom model setup includes embeddings. A private customer-hosted embedding network path was not independently verified. Sources: langdock:langdock:byok, langdock:langdock:byok-models. - feature_parity — Which features fail with self-hosted models? [partial]: 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. Sources: langdock:langdock:byok-models, langdock:langdock:research. - vendor_hosted_open_models — Does the vendor host open-weight models in EU/CH? [partial]: Catalogue includes Llama, GPT oss, Mistral and DeepSeek; terms identify Azure/Mistral EU routes, with global opt-ins separately described. Sources: langdock:langdock:models, langdock:langdock:terms. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:byok-routes, langdock:langdock:byok, langdock:langdock:byok-models, langdock:langdock:research, langdock:langdock:models, langdock:langdock:terms ### MOD-05: Model control and usage limits Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial App model toggles, shared pools and optional single-user quota limits are documented; group model/data allowlists remain unverified. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Remaining atomic gaps: model_allowlist_by_group, data_bound_models, default_model. - model_allowlist_by_group — Can admins limit models per group? [unknown]: Unknown. Model toggles are app-level in the retrieved guide; a two-group restriction test and direct group-level model policy were not verified. - data_bound_models — Can admins restrict which models receive connector or knowledge content? [unknown]: Unknown. No source-to-model routing restriction was established in the model and connector guides. - default_model — Can admins set the default model? [unknown]: Unknown. Auto is documented as the user-facing default, but an administrator-set default model was not established. - user_limits — What per-user message or token limits apply, and are they published? [supported]: Standard/Plus retain shared edition/project/location pools of 160/200 assistant queries per seat/day. Since October 22, admins can also configure a single-user quota multiplier for an edition/location. AI developer tools are excluded from that multiplier. Sources: gemini-enterprise:gemini-enterprise:g-quotas, gemini-enterprise:gemini-enterprise:r4-single-user-quotas, gemini-enterprise:gemini-enterprise:r4-single-user-enforcement. - limit_behaviour — What happens when a limit is reached? [supported]: A single-user limit can stop the exhausted feature for that user while other features/users continue within the pool; overage configuration changes exhaustion behavior. A depleted shared pool needs paid overages, and project spend caps retain delayed enforcement. Sources: gemini-enterprise:gemini-enterprise:r4-single-user-enforcement, gemini-enterprise:gemini-enterprise:g-budget. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: gemini-enterprise:gemini-enterprise:g-quotas, gemini-enterprise:gemini-enterprise:g-budget, gemini-enterprise:gemini-enterprise:r4-single-user-quotas, gemini-enterprise:gemini-enterprise:r4-single-user-enforcement #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial Workspace model defaults and usage/fallback behavior are documented; per-group model/data boundaries remain unverified. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - model_allowlist_by_group — Can admins limit models per group? [unknown]: 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. - data_bound_models — Can admins restrict which models receive connector or knowledge content? [unknown]: 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. - default_model — Can admins set the default model? [supported]: Admins set a default across new chats and agents; users can have their own default. Sources: langdock:langdock:workspace. - user_limits — What per-user message or token limits apply, and are they published? [partial]: 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. Sources: langdock:langdock:limits, langdock:langdock:pricing. - limit_behaviour — What happens when a limit is reached? [supported]: 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. Sources: langdock:langdock:extra. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:workspace, langdock:langdock:limits, langdock:langdock:pricing, langdock:langdock:extra ## Company knowledge ### KNOW-01: Files in chat Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial The assistant accepts common documents and multimodal files; spreadsheet processing can run code, subject to byte and context limits. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Remaining atomic gaps: ocr. - formats — Which formats are accepted? [supported]: PDF, DOCX, XLSX, CSV, PPTX, TXT, Markdown, JSON, common code files, PNG/JPEG, MP4 and MP3 are listed. Sources: gemini-enterprise:gemini-enterprise:g-chat. - limits — What size and count limits apply per file and chat? [partial]: Examples: PDF/PPTX 100 MB, XLSX 50 MB decompressed, CSV 7 MB, DOCX 3 MB, images 30 MB, audio/video 200 MB; combined chat context is 800,000 tokens. File-count limit was not established. Sources: gemini-enterprise:gemini-enterprise:g-chat. - ocr — Are scanned PDFs read? [unknown]: Unknown. The upload guide lists PDF support, but a scanned-PDF fixture was not run and chat OCR completeness was not established. - spreadsheets — Are Excel tables read with structure intact? [partial]: The guide describes conversion of each worksheet into a table and code-based analysis for large sheets; formula/layout fidelity was not tested. Sources: gemini-enterprise:gemini-enterprise:g-chat. - full_vs_chunked — Is the whole file used or only retrieved parts, and does the user see which? [partial]: Direct attachments consume combined context; indexed data stores use retrieval instead. The exact visible coverage of each uploaded long file was not tested. Sources: gemini-enterprise:gemini-enterprise:g-chat, gemini-enterprise:gemini-enterprise:g-connect-overview. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-chat, gemini-enterprise:gemini-enterprise:g-connect-overview #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial Format/count limits and direct previews differ from semantic search paths. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - formats — Which formats are accepted? [supported]: PDF/Word/PowerPoint and text, Excel/CSV/TSV/Parquet, listed image, audio and video types are documented; Knowledge bases exclude tabular/media. Sources: langdock:langdock:files. - limits — What size and count limits apply per file and chat? [supported]: 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. Sources: langdock:langdock:files, langdock:langdock:file-count. - ocr — Are scanned PDFs read? [unknown]: Are scanned PDFs read? Unknown. No shared scanned-PDF OCR or multilingual file fixture was uploaded. - spreadsheets — Are Excel tables read with structure intact? [partial]: Spreadsheets use direct reading and file tools, not chunk embeddings; source formula/structure accuracy was not fixture-tested. Sources: langdock:langdock:files, langdock:langdock:retrieval. - full_vs_chunked — Is the whole file used or only retrieved parts, and does the user see which? [supported]: 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. Sources: langdock:langdock:retrieval. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:files, langdock:langdock:file-count, langdock:langdock:retrieval ### KNOW-02: Knowledge bases and shared collections Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: supported Projects retain shared knowledge and custom agents accept attached knowledge, with separate limits. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. - persistent_collections — Can users keep document collections across chats? [supported]: Projects persist uploaded documents, Drive links, notes and enabled connector sources across private chats. Sources: gemini-enterprise:gemini-enterprise:g-projects. - sharing_scope — Can collections be shared with users, groups or the whole organisation? [supported]: Project owners invite individual members; custom agents can be shared to users or groups when enabled. Sources: gemini-enterprise:gemini-enterprise:g-projects, gemini-enterprise:gemini-enterprise:g-features. - size_limits — What are the collection limits? [supported]: Projects allow 50 files/links; pooled data-store storage is 30 GiB/Standard seat or 75 GiB/Plus seat. Sources: gemini-enterprise:gemini-enterprise:g-projects, gemini-enterprise:gemini-enterprise:g-editions. - assistant_binding — Can collections be bound to an assistant? [supported]: Chat agents have a Knowledge section for uploaded files and can use enabled connected data. Sources: gemini-enterprise:gemini-enterprise:g-agents. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-projects, gemini-enterprise:gemini-enterprise:g-features, gemini-enterprise:gemini-enterprise:g-editions, gemini-enterprise:gemini-enterprise:g-agents #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: supported Persistent knowledge bases and library folders have separate limits and access roles. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. - persistent_collections — Can users keep document collections across chats? [supported]: Knowledge bases persist for chat, agents, workflows and API use. Sources: langdock:langdock:knowledge. - sharing_scope — Can collections be shared with users, groups or the whole organisation? [supported]: Owner/Editor/Viewer roles; share with persons, groups or workspace, subject to workspace-sharing permission. Sources: langdock:langdock:knowledge. - size_limits — What are the collection limits? [supported]: Cloud Knowledge bases support 1000 files, 8M characters/file. Normal folders have 100 files and 250 MB total; dedicated limits are configurable. Sources: langdock:langdock:knowledge, langdock:langdock:file-count. - assistant_binding — Can collections be bound to an assistant? [supported]: Agent Folders attach knowledge bases/library folders/synced folders. Sources: langdock:langdock:agents. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:knowledge, langdock:langdock:file-count, langdock:langdock:agents ### KNOW-03: Enterprise connectors Judgment rule: 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). #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: supported Google lists enterprise connectors by individual launch stage; a source connector is distinct from an Office add-in. Availability: unknown Delivery: official-integration Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. - microsoft_365 — Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected? [supported]: SharePoint, OneDrive, Outlook and Teams connectors are listed GA for the full connector editions. Sources: gemini-enterprise:gemini-enterprise:g-connectors. - google_workspace — Which Google sources are connected? [supported]: Drive, Gmail and Calendar are GA; Google Chat is public preview. Sources: gemini-enterprise:gemini-enterprise:g-connectors. - atlassian — Confluence and Jira? [supported]: Confluence Cloud/Data Center and Jira Cloud/Data Center are listed GA. Sources: gemini-enterprise:gemini-enterprise:g-connectors. - other_systems — Which other business systems? [supported]: GA examples include Box, Dropbox, GitHub, HubSpot, Monday, Slack and ServiceNow; Notion and Salesforce-related offerings require source-specific preview checks. Sources: gemini-enterprise:gemini-enterprise:g-connectors. - on_prem_sources — Can on-prem file shares or databases be connected? [supported]: Private Service Connect connects customer-hosted sources on-premises or across clouds; Data Center connectors are also listed. Sources: gemini-enterprise:gemini-enterprise:g-selfhosted-data, gemini-enterprise:gemini-enterprise:g-connectors. - connector_provider — Who builds and maintains each connector? [supported]: Google publishes connector setup and required source permissions. Preview/custom MCP routes can depend on third-party servers and their separate terms. Sources: gemini-enterprise:gemini-enterprise:g-connectors, gemini-enterprise:gemini-enterprise:g-connect-overview. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-connectors, gemini-enterprise:gemini-enterprise:g-selfhosted-data, gemini-enterprise:gemini-enterprise:g-connect-overview #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial Native tools, daily folder sync and customer MCP/API integrations are distinct routes. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - microsoft_365 — Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected? [supported]: Directory includes SharePoint, OneDrive, Outlook Email/Calendar and Teams. SharePoint/OneDrive also support indexed folder sync. Sources: langdock:langdock:integrations, langdock:langdock:sync. - google_workspace — Which Google sources are connected? [supported]: Drive, Gmail, Calendar, Docs, Sheets, Slides and Meet are listed; Drive supports folder sync. Sources: langdock:langdock:integrations. - atlassian — Confluence and Jira? [supported]: Confluence Cloud, self-hosted Confluence Data Center and Jira are in the native directory. Sources: langdock:langdock:integrations. - other_systems — Which other business systems? [supported]: Named routes include Salesforce, ServiceNow, HubSpot, Slack, Notion, Airtable, Asana, GitHub, Azure AI Search, Kendra and Databricks; see directory for authentication and actions. Sources: langdock:langdock:integrations. - on_prem_sources — Can on-prem file shares or databases be connected? [partial]: 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. Sources: langdock:langdock:integrations, langdock:langdock:mcp. - connector_provider — Who builds and maintains each connector? [supported]: Langdock provides native integrations; customers build custom actions or connect official third-party MCP servers. Sources: langdock:langdock:integrations, langdock:langdock:mcp. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:integrations, langdock:langdock:sync, langdock:langdock:mcp ### KNOW-04: Permission-aware retrieval Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial The docs describe permission-aware retrieval and source-label inspection; enforcement after revocation has not been observed. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Remaining atomic gaps: revocation_delay, admin_scope_controls. - source_permissions_respected — Are source permissions enforced per user? [partial]: Docs promise per-user access; projects preserve linked-source ACLs. No two-user restricted-document test was run. Sources: gemini-enterprise:gemini-enterprise:g-projects, gemini-enterprise:gemini-enterprise:g-connect-overview. - enforcement_point — Does the source system, a mirrored index or nothing enforce them? [supported]: Ingested stores synchronize identity/ACL data; federated stores query sources. Exact enforcement differs by connector. Sources: gemini-enterprise:gemini-enterprise:g-connect-overview. - revocation_delay — How quickly does a removed permission take effect? [unknown]: Unknown. Identity sync schedules are configurable, but no end-to-end permission-revocation propagation test was run. - admin_scope_controls — Can admins exclude sites, folders or labels? [unknown]: Unknown. Connector configuration varies; a complete verified site/folder exclusion matrix was not obtained. - sensitivity_labels — Are Microsoft Purview or similar labels respected? [supported]: Sensitive Data Protection can inspect Microsoft sensitivity and Workspace metadata labels; encrypted Microsoft files cannot be decrypted for inspection. Sources: gemini-enterprise:gemini-enterprise:g-dlp. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-projects, gemini-enterprise:gemini-enterprise:g-connect-overview, gemini-enterprise:gemini-enterprise:g-dlp #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial Folder Sync checks each user source access; Purview labels add a separate, qualified control. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - source_permissions_respected — Are source permissions enforced per user? [partial]: 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. Sources: langdock:langdock:sync, langdock:langdock:knowledge. - enforcement_point — Does the source system, a mirrored index or nothing enforce them? [supported]: A copied content index is searched while access is checked live against the source system for synced files. Sources: langdock:langdock:sync. - revocation_delay — How quickly does a removed permission take effect? [unknown]: 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. - admin_scope_controls — Can admins exclude sites, folders or labels? [supported]: Admins choose integrations/actions; synced folders scope imported content and labels can exclude documents. Sources: langdock:langdock:actions, langdock:langdock:labels, langdock:langdock:sync. - sensitivity_labels — Are Microsoft Purview or similar labels respected? [partial]: 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. Sources: langdock:langdock:labels. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:sync, langdock:langdock:knowledge, langdock:langdock:labels, langdock:langdock:actions ### KNOW-05: Freshness and sync model Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial Both federated and copied-index connectors exist; deletion and ACL freshness must be scoped to the connector and sync mode. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - The partial atomic answers state their documentation or verification limits. - live_or_indexed — Is content searched live or copied into an index? [supported]: Administrators choose federation or ingestion where the data source supports it; ingested stores copy entities and identity data. Sources: gemini-enterprise:gemini-enterprise:g-connect-overview. - sync_interval — How often does an index refresh? [supported]: Default incremental sync is every 3 hours; full and identity schedules are configurable, including identity intervals as short as 30 minutes. Sources: gemini-enterprise:gemini-enterprise:g-connect-overview. - deletion_propagation — How quickly does a deleted document disappear? [partial]: Full sync handles deletions; ordinary incremental sync excludes deletions and identity updates. Actual change-to-answer delay was not measured. Sources: gemini-enterprise:gemini-enterprise:g-connect-overview. - index_location — Where is indexed content stored? [supported]: Ingested store location is selected as global/us/eu, subject to documented regional limits. Sources: gemini-enterprise:gemini-enterprise:g-connect-overview, gemini-enterprise:gemini-enterprise:g-locations. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-connect-overview, gemini-enterprise:gemini-enterprise:g-locations #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial Folder Sync copies indexed text and refreshes daily, with live access checks and manual refresh. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - live_or_indexed — Is content searched live or copied into an index? [supported]: Folder Sync downloads supported text into an index; spreadsheets remain direct-read files. Other integration actions query source APIs. Sources: langdock:langdock:sync, langdock:langdock:integrations. - sync_interval — How often does an index refresh? [supported]: Daily updates, manual refresh and up to one hour initial sync. Sources: langdock:langdock:sync. - deletion_propagation — How quickly does a deleted document disappear? [partial]: Daily sync removes source-deleted files; no measured end-to-end deletion delay is available. Sources: langdock:langdock:sync. - index_location — Where is indexed content stored? [partial]: Terms place customer files/embeddings in EU Azure storage, with default Frankfurt hosting. Per-index backup copies are not separately mapped. Sources: langdock:langdock:terms. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:sync, langdock:langdock:integrations, langdock:langdock:terms ### KNOW-06: Grounding and retrieval quality Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial Source panels and citation chips are documented; retrieval quality remains unmeasured. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Remaining atomic gaps: citation_accuracy, cross_language, no_answer_behaviour, observed_accuracy. - citations — Are answers linked to specific sources? [supported]: Answers expose a Sources panel and inline citations with supporting-result highlighting. Sources: gemini-enterprise:gemini-enterprise:g-chat. - citation_accuracy — Do the cited passages support the answer? [unknown]: Unknown. No shared DE/FR/EN corpus question set or two-user fixture was run; documentation is not evidence of this observed retrieval outcome. - cross_language — Does a question in one language find documents in another? [unknown]: Unknown. No shared DE/FR/EN corpus question set or two-user fixture was run; documentation is not evidence of this observed retrieval outcome. - no_answer_behaviour — Does it say when the corpus has no answer? [unknown]: Unknown. No shared DE/FR/EN corpus question set or two-user fixture was run; documentation is not evidence of this observed retrieval outcome. - observed_accuracy — How many of the question set were answered correctly? [unknown]: Unknown. No shared DE/FR/EN corpus question set or two-user fixture was run; documentation is not evidence of this observed retrieval outcome. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-chat #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial Citations are documented; retrieval outcomes remain untested. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - citations — Are answers linked to specific sources? [partial]: Agent responses cite sources by default; source-access restriction can hide click-through while still using content. Sources: langdock:langdock:agents. - citation_accuracy — Do the cited passages support the answer? [unknown]: 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. - cross_language — Does a question in one language find documents in another? [unknown]: 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. - no_answer_behaviour — Does it say when the corpus has no answer? [unknown]: 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. - observed_accuracy — How many of the question set were answered correctly? [unknown]: 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. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:agents ### KNOW-07: Memory and personal context Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial Users control saved memories and personal profiles; administrators can disable app-wide memory. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - The partial atomic answers state their documentation or verification limits. - custom_instructions — Can users set persistent instructions? [partial]: Personalization includes name/role/industry and saved facts; persistent free-form instruction scope was not fully established. Sources: gemini-enterprise:gemini-enterprise:g-personalization. - cross_chat_memory — Does the product remember facts across chats? [supported]: The app uses past interactions and saved memories for later conversations when enabled. Sources: gemini-enterprise:gemini-enterprise:g-personalization. - user_memory_controls — Can users view, edit and delete memories? [supported]: Users can review, update, delete or stop referencing saved memories and disconnect sources. Sources: gemini-enterprise:gemini-enterprise:g-personalization. - admin_memory_controls — Can admins turn memory off? [supported]: Admins can disable Memory and personalization profiles for all app users; memory is on by default. Sources: gemini-enterprise:gemini-enterprise:g-personalization. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-personalization #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: supported Regular-chat instructions and memory have user and workspace controls. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. - custom_instructions — Can users set persistent instructions? [supported]: Personal instructions apply in regular chat; agent/project instructions replace them. Sources: langdock:langdock:account. - cross_chat_memory — Does the product remember facts across chats? [supported]: Regular chats use a personal store of up to 50 memories; projects/agents do not use this memory. Sources: langdock:langdock:memory. - user_memory_controls — Can users view, edit and delete memories? [supported]: Users inspect, edit, delete or disable memories in account settings and can update/forget through chat. Sources: langdock:langdock:memory, langdock:langdock:account. - admin_memory_controls — Can admins turn memory off? [supported]: Memory availability requires workspace and personal enablement. Sources: langdock:langdock:chat. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:account, langdock:langdock:memory, langdock:langdock:chat ## Assistants and agents ### AGT-01: Custom assistants Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial Custom chat agents have instructions, knowledge and tools; app controls govern creation and sharing. Availability: beta Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - The edition comparison labels no-code agent tools preview; individual features have separate release stages. - create_assistants — Can users create assistants with instructions, knowledge and tools? [supported]: Workflow Builder creates chat agents with instructions, knowledge and tool/source configuration. Sources: gemini-enterprise:gemini-enterprise:g-agents. - creator_permissions — Can admins limit who creates them? [partial]: Admins can disable chat-agent/workflow creation through app feature controls; creator-specific granular roles were not fully verified. Sources: gemini-enterprise:gemini-enterprise:g-features. - sharing_scope — Can assistants be shared with users, groups or everyone? [supported]: Enabled agents can be shared with users/groups and published to an organization gallery, optionally requiring admin approval. Sources: gemini-enterprise:gemini-enterprise:g-features, gemini-enterprise:gemini-enterprise:g-workflow. - catalogue — Is there an internal assistant directory? [supported]: Agent Gallery lists available Google-made and organization agents. Sources: gemini-enterprise:gemini-enterprise:g-start. - prompt_library — Are shared prompt templates available? [supported]: Reusable skills and agent starter prompts are documented; skills can be shared under admin controls. Sources: gemini-enterprise:gemini-enterprise:g-start, gemini-enterprise:gemini-enterprise:g-features. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-agents, gemini-enterprise:gemini-enterprise:g-features, gemini-enterprise:gemini-enterprise:g-workflow, gemini-enterprise:gemini-enterprise:g-start #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial Agents combine reusable knowledge and tools with creation/sharing controls. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. Limitations: - sharing_scope: Workspace/group resources and permissioned agent configuration are documented; no fixture was shared. - create_assistants — Can users create assistants with instructions, knowledge and tools? [supported]: Agents configure model, instructions, files, folders, integrations, subagents, skills and workflows. Sources: langdock:langdock:agents. - creator_permissions — Can admins limit who creates them? [supported]: System/custom roles and extra permissions control agent creation/sharing. Sources: langdock:langdock:roles. - sharing_scope — Can assistants be shared with users, groups or everyone? [partial]: Workspace/group resources and permissioned agent configuration are documented; no fixture was shared. Sources: langdock:langdock:workspace, langdock:langdock:agents. - catalogue — Is there an internal assistant directory? [supported]: Workspace agent management has All/Unassigned/Verified views. Sources: langdock:langdock:workspace. - prompt_library — Are shared prompt templates available? [supported]: The workspace guide documents group/workspace prompt-library sharing. Sources: langdock:langdock:workspace. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:agents, langdock:langdock:roles, langdock:langdock:workspace ### AGT-02: Tools, actions and MCP Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial Connector actions and remote MCP integrations are documented, with user or service-agent authentication by route. Availability: beta Delivery: official-integration Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - The partial atomic answers state their documentation or verification limits. - builtin_tools — Which tools are built in? [supported]: Built-in tools include connected-source search/actions, web grounding, research, media generation and Canvas. Sources: gemini-enterprise:gemini-enterprise:g-start, gemini-enterprise:gemini-enterprise:g-features. - custom_actions — Can admins add API actions? [partial]: Custom MCP tools provide a documented custom-action route; an unrestricted arbitrary OpenAPI import path was not verified. Sources: gemini-enterprise:gemini-enterprise:g-mcp. - mcp_client — Can it use remote MCP servers, and with what admin control? [supported]: Admins can configure remote MCP data stores; the connector catalog labels Custom MCP Server public preview. Sources: gemini-enterprise:gemini-enterprise:g-mcp, gemini-enterprise:gemini-enterprise:g-connectors. - tool_auth — Do tools act as the user or as a shared account? [supported]: Users authorize connector actions on their own account; Cloud Run MCP can authenticate the Gemini Enterprise service agent. Sources: gemini-enterprise:gemini-enterprise:g-actions, gemini-enterprise:gemini-enterprise:g-mcp. - tool_approval — Can admins approve or block tools, and can users confirm actions before they run? [partial]: Admins control action availability and users authorize services; a universal confirmation policy for every mutation was not established. Sources: gemini-enterprise:gemini-enterprise:g-actions. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-start, gemini-enterprise:gemini-enterprise:g-features, gemini-enterprise:gemini-enterprise:g-mcp, gemini-enterprise:gemini-enterprise:g-connectors, gemini-enterprise:gemini-enterprise:g-actions #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial Remote MCP and custom actions have admin access controls and optional confirmations. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - builtin_tools — Which tools are built in? [supported]: Search, images, file work, document editor, memory, research and company knowledge are governed tools. Sources: langdock:langdock:chat. - custom_actions — Can admins add API actions? [supported]: Custom API integrations and shareable individual actions are documented. Sources: langdock:langdock:actions. - mcp_client — Can it use remote MCP servers, and with what admin control? [supported]: Streamable HTTP/SSE with OAuth CIMD/DCR/manual PKCE, API key or none; private network URLs blocked by default. Sources: langdock:langdock:mcp. - tool_auth — Do tools act as the user or as a shared account? [supported]: Native integrations use personal OAuth or service credentials per provider; MCP supports user OAuth or API headers. Sources: langdock:langdock:integrations, langdock:langdock:mcp. - tool_approval — Can admins approve or block tools, and can users confirm actions before they run? [partial]: 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. Sources: langdock:langdock:actions, langdock:langdock:mcp, langdock:langdock:changes. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:chat, langdock:langdock:actions, langdock:langdock:mcp, langdock:langdock:integrations, langdock:langdock:changes ### AGT-03: Web search and deep research Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial Web grounding and Deep Research are documented; Google Search and Enterprise web grounding have different residency treatment. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - The partial atomic answers state their documentation or verification limits. - web_search — Is web search available? [supported]: The assistant supports Google Search or Enterprise web grounding when enabled. Sources: gemini-enterprise:gemini-enterprise:g-configure. - admin_toggle — Can admins disable it per organisation or group? [partial]: Admins can configure app-wide web grounding and its default state; group-specific policy was not verified. Sources: gemini-enterprise:gemini-enterprise:g-configure. - search_provider — Which search provider handles queries, and where? [supported]: The guide offers Google Search or Enterprise web search. Standard Google Search grounding is global; Enterprise web grounding supports US/EU residency. Sources: gemini-enterprise:gemini-enterprise:g-configure, gemini-enterprise:gemini-enterprise:g-locations. - deep_research — Is multi-step research with a report available? [supported]: Deep Research plans and runs multiple searches over enterprise data and optionally web sources, then produces a report. Sources: gemini-enterprise:gemini-enterprise:g-research. - web_citations — Are web sources cited? [supported]: Research reports contain citations; assistant answers provide supporting-source links. Sources: gemini-enterprise:gemini-enterprise:g-research, gemini-enterprise:gemini-enterprise:g-chat. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-configure, gemini-enterprise:gemini-enterprise:g-locations, gemini-enterprise:gemini-enterprise:g-research, gemini-enterprise:gemini-enterprise:g-chat #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial Cited search and public-web Deep Research are available; provider/region details remain incomplete. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - web_search — Is web search available? [supported]: Chat tool generates a query and can open URLs; sources are inspectable. Sources: langdock:langdock:web. - admin_toggle — Can admins disable it per organisation or group? [partial]: Workspace admins disable web search and separate agent capabilities. Per-group search-toggle coverage was not established. Sources: langdock:langdock:workspace. - search_provider — Which search provider handles queries, and where? [unknown]: Which search provider handles queries, and where? Unknown. Search/crawl provider contracts and query-processing region were not established in the public tool documentation. - deep_research — Is multi-step research with a report available? [supported]: Regular chat only, public web only, cited PDF reports; standard keys allow 15 researches per rolling 30 days. BYOK needs research models. Sources: langdock:langdock:research. - web_citations — Are web sources cited? [supported]: Search sources link to corresponding paragraphs and Deep Research has activity/source lists. Sources: langdock:langdock:web, langdock:langdock:research. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:web, langdock:langdock:workspace, langdock:langdock:research ### AGT-04: Workflows and automation Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial Workflow Builder supports no-code/low-code chains; scheduled chat agents have a recurring credential-renewal requirement. Availability: beta Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Remaining atomic gaps: event_triggers. - workflow_builder — Is there a workflow or chain builder? [supported]: Business users build chat agents and multi-step workflows using natural language and a visual editor. Sources: gemini-enterprise:gemini-enterprise:g-workflow. - scheduled_tasks — Can prompts or assistants run on a schedule? [supported]: Non-workflow chat agents can run recurring personal tasks in multi-regions; schedules need manual credential refresh every 14 days. Sources: gemini-enterprise:gemini-enterprise:g-schedule. - event_triggers — Can external events start a workflow? [unknown]: Unknown. Workflow documentation mentions triggers, but a verified matrix of external event types, required plans and authenticated execution boundaries was not obtained. - builder_audience — Is building aimed at business users, IT or developers? [supported]: The documented builder supports business users through no-code interaction and more technical low-code workflow work. Sources: gemini-enterprise:gemini-enterprise:g-workflow. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-workflow, gemini-enterprise:gemini-enterprise:g-schedule #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial Multi-step workflows support automatic triggers and human review. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=Workflow run package; model usage separately metered; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. Limitations: - builder_audience: Quickstart and conversational Workflow Builder guide non-developers, with code/HTTP nodes for technical users. - workflow_builder — Is there a workflow or chain builder? [supported]: Workflows chain agents, integrations, logic, loops and custom code after workspace activation. Sources: langdock:langdock:workflows. - scheduled_tasks — Can prompts or assistants run on a schedule? [supported]: Schedule triggers are documented for workflows; the public API index also exposes recurring saved tasks. Sources: langdock:langdock:workflows. - event_triggers — Can external events start a workflow? [supported]: Connected-app events, forms and webhooks start runs; dated composable-workflow release supports multiple triggers. Sources: langdock:langdock:workflows, langdock:langdock:changes. - builder_audience — Is building aimed at business users, IT or developers? [partial]: Quickstart and conversational Workflow Builder guide non-developers, with code/HTTP nodes for technical users. Sources: langdock:langdock:workflows. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:workflows, langdock:langdock:changes ### AGT-05: Agentic task execution Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial The assistant documents multi-step tool execution and visible activity; autonomous-action safety boundaries are only partly established. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Remaining atomic gaps: stop_control. - agent_mode — Is there an agent mode for multi-step tasks? [partial]: Agents plan/search across tools and connectors; no shared multi-step fixture task was executed. Sources: gemini-enterprise:gemini-enterprise:g-workflow, gemini-enterprise:gemini-enterprise:g-research. - visible_steps — Are steps and tool calls shown? [supported]: Chat shows a plan explanation and expandable tool execution activity; this is not disclosure of raw model chain-of-thought. Sources: gemini-enterprise:gemini-enterprise:g-chat. - side_effect_confirmation — Must the user confirm actions with side effects? [partial]: Scheduled chat agents restrict other-person actions and document paused-run approval. A consistent rule for all interactive mutations was not verified. Sources: gemini-enterprise:gemini-enterprise:g-schedule. - stop_control — Can the user stop a running task? [unknown]: Unknown. A documented universal stop/cancel control for running agents was not established from the app and workflow guides. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-workflow, gemini-enterprise:gemini-enterprise:g-research, gemini-enterprise:gemini-enterprise:g-chat, gemini-enterprise:gemini-enterprise:g-schedule #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial Agents execute actions/subagents; workflow and add-in confirmation behavior is explicit. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace, Langdock Excel and Outlook add-ins; version=Public documentation checked 2026-10-26; plan=Business Chat & Agents/Workflows; Outlook add-in for paid plans and trials, enabled by workspace admin; add_ons=Workflow package as needed; compatible Microsoft Outlook/Exchange Online subscription; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - agent_mode — Is there an agent mode for multi-step tasks? [supported]: Agents can call integrations, subagents and workflows to carry out multiple steps. Sources: langdock:langdock:agents. - visible_steps — Are steps and tool calls shown? [partial]: Deep Research shows search/page-read activity; workflows expose run history and nested run links. General agent step-display completeness was not independently observed. Sources: langdock:langdock:research, langdock:langdock:changes. - side_effect_confirmation — Must the user confirm actions with side effects? [partial]: 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. Sources: langdock:langdock:changes, langdock:langdock:hitl, langdock:langdock:mcp, langdock:langdock:excel, langdock:langdock:outlook-rev2, langdock:langdock:outlook-marketplace. - stop_control — Can the user stop a running task? [partial]: Deep Research has a stop button; general external side effects already committed cannot be inferred reversible. Sources: langdock:langdock:research. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: 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 ### AGT-06: Programmable access Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial Discovery Engine documents programmatic assistant and knowledge operations; parity with all UI governance remains open. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise Discovery Engine API; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Remaining atomic gaps: mcp_server. - chat_api — Is there an API for chat and assistants? [supported]: The public REST reference lists assistants, agent operations and conversational/search resources; methods span API versions. Sources: gemini-enterprise:gemini-enterprise:g-api. - knowledge_api — Can documents be loaded through an API? [supported]: Data-store document resources support programmatic knowledge operations. Sources: gemini-enterprise:gemini-enterprise:g-api. - api_governance — Do audit, budgets and model rules apply to API use? [partial]: Google identity/IAM and method-specific audit logging apply; complete parity for every seat quota, model policy and budget route was not tested. Sources: gemini-enterprise:gemini-enterprise:g-api-auth, gemini-enterprise:gemini-enterprise:g-audit. - mcp_server — Does the product expose itself to other agents over MCP? [unknown]: Unknown. A custom-MCP client integration is documented; a supported MCP server exposing the entire Enterprise product was not established. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-api, gemini-enterprise:gemini-enterprise:g-api-auth, gemini-enterprise:gemini-enterprise:g-audit #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial Public APIs include knowledge and agent MCP, with distinct personal/workspace governance boundaries. Availability: generally-available Delivery: native Scope: surfaces=Langdock public APIs and agent MCP server; version=Public documentation checked 2026-10-21; plan=API/Agent/Knowledge scopes; workspace activation may apply; add_ons=Metered API usage; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. Limitations: - api_governance: Personal API keys share member/workspace spend limits and error on exhaustion; workspace API keys and workflow costs use separate limits. - chat_api — Is there an API for chat and assistants? [supported]: Public Completion and Agent APIs use scoped bearer keys. Workspace/personal key access is controlled by admins. Sources: langdock:langdock:workspace. - knowledge_api — Can documents be loaded through an API? [supported]: Knowledge Folder API supports upload/update/delete/retrieve/search with API-key sharing roles. Sources: langdock:langdock:knowledge. - api_governance — Do audit, budgets and model rules apply to API use? [partial]: Personal API keys share member/workspace spend limits and error on exhaustion; workspace API keys and workflow costs use separate limits. Sources: langdock:langdock:billing, langdock:langdock:extra. - mcp_server — Does the product expose itself to other agents over MCP? [supported]: https://api.langdock.com/mcp exposes find_agent/ask_agent/ask_custom_agent under Agent API key scope; dedicated URL differs. Sources: langdock:langdock:mcp-server. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:workspace, langdock:langdock:knowledge, langdock:langdock:billing, langdock:langdock:extra, langdock:langdock:mcp-server ## Daily work ### WORK-01: Clients and access points Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial Web and managed mobile access are documented; desktop-app availability is entangled with the wider early-access rollout. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace, Gemini Enterprise mobile app; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Remaining atomic gaps: desktop_apps, browser_extension. - web — Is a full web client available? [supported]: The Enterprise web app is a documented access path. Sources: gemini-enterprise:gemini-enterprise:g-start. - desktop_apps — Windows and macOS apps? [unknown]: Unknown. The wider marketing page describes desktop early access, but a released Standard/Plus desktop application and its precise entitlement were not established. - mobile_apps — iOS and Android apps with SSO? [supported]: The mobile setup supports iOS/Android MDM configuration with Google and third-party identities. Sources: gemini-enterprise:gemini-enterprise:g-mobile. - browser_extension — Is there a browser extension or sidebar? [unknown]: Unknown. Chrome address-bar integration appears in historical release notes, but current extension package, licence and feature parity were not reverified. - managed_deployment — Can IT deploy and configure clients through MDM? [supported]: Admins can distribute/configure mobile access using MDM configuration keys, QR codes or links. Sources: gemini-enterprise:gemini-enterprise:g-mobile. - client_feature_gaps — Which features are missing on mobile? [partial]: Canvas is explicitly unavailable on mobile; a complete web/mobile parity matrix was not obtained. Sources: gemini-enterprise:gemini-enterprise:g-canvas. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-start, gemini-enterprise:gemini-enterprise:g-mobile, gemini-enterprise:gemini-enterprise:g-canvas #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial Web, desktop and mobile clients are documented, with IT deployment guidance. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace, Langdock Windows/macOS desktop, Langdock iOS/Android; version=Public documentation checked 2026-10-21; plan=Business or contracted Enterprise workspace clients; the same subscription/approved models apply; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=Windows, macOS, iOS, Android. 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. - web — Is a full web client available? [supported]: The core platform is a browser workspace. Sources: langdock:langdock:terms. - desktop_apps — Windows and macOS apps? [supported]: Official Windows/macOS downloads use the same workspace and approved models as web. This is documented availability, not a hands-on parity test. Sources: langdock:langdock:desktop-product. - mobile_apps — iOS and Android apps with SSO? [partial]: The vendor publishes iOS/Android clients and official store links. Mobile-specific SSO and managed-access compatibility were not independently tested. Sources: langdock:langdock:mobile-rev2, langdock:langdock:mobile-product. - browser_extension — Is there a browser extension or sidebar? [unknown]: Is there a browser extension or sidebar? Unknown. A general browser extension and exhaustive mobile/SSO/Intune parity matrix were not established. - managed_deployment — Can IT deploy and configure clients through MDM? [partial]: 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. Sources: langdock:langdock:desktop-rev2. - client_feature_gaps — Which features are missing on mobile? [partial]: Mobile permits five files per message versus 50 on web; other parity gaps were not tested. Sources: langdock:langdock:file-count. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:terms, langdock:langdock:desktop-product, langdock:langdock:mobile-rev2, langdock:langdock:mobile-product, langdock:langdock:desktop-rev2, langdock:langdock:file-count ### WORK-02: Office suite and Teams integration Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial Gemini Enterprise agent access in a Workspace side panel and a custom Gmail/Chat add-on route are documented. Exact native editor coverage and Office clients remain unverified. Availability: unknown Delivery: official-integration Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace, Gemini Enterprise Discovery Engine API, Gemini Enterprise agents in Workspace side panel or customer-built Workspace add-on; version=Public Workspace admin guide and official Gemini Enterprise integration codelab retrieved 2026-10-26; plan=Gemini Enterprise Standard/Plus and separately eligible Google Workspace accounts for the documented custom integration; native per-editor entitlement matrix unverified; add_ons=Separate Google Workspace account/subscription, Customer-built Apps Script add-on and Cloud project/API permissions where using the codelab route; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - The official sample demonstrates Gmail/Chat and calls Docs/Sheets/Slides extension targets; no per-editor deployment or entitlement fixture was run. - Side-panel agent availability is documented, but a full shipped native editor feature matrix and Word/Excel/PowerPoint/Outlook/Teams assistant clients remain unverified. - The custom add-on requires deployment, authentication/permissions and production hardening; connector actions alone do not establish an embedded editor. - word_excel_powerpoint — Does it work inside Word, Excel and PowerPoint? [unknown]: Unresolved on 2026-10-26. Searched https://cloud.google.com/gemini-enterprise/faq , https://docs.cloud.google.com/gemini/enterprise/docs/connectors/ms-teams , https://knowledge.workspace.google.com/admin/generative-ai/gemini-enterprise/turn-gemini-enterprise-on-or-off-for-users and https://codelabs.developers.google.com/ge-gws-agents . The documented Microsoft routes are connector search/actions, while the demonstrated embedded UI is a customer-built Google Workspace add-on. No first-party native Office/Outlook/Teams assistant client and its in-editor data/consent contract were established. - outlook — Does it work inside Outlook? [unknown]: Unresolved on 2026-10-26. Searched https://cloud.google.com/gemini-enterprise/faq , https://docs.cloud.google.com/gemini/enterprise/docs/connectors/ms-teams , https://knowledge.workspace.google.com/admin/generative-ai/gemini-enterprise/turn-gemini-enterprise-on-or-off-for-users and https://codelabs.developers.google.com/ge-gws-agents . The documented Microsoft routes are connector search/actions, while the demonstrated embedded UI is a customer-built Google Workspace add-on. No first-party native Office/Outlook/Teams assistant client and its in-editor data/consent contract were established. - teams — Is there a Teams app or bot? [unknown]: Unresolved on 2026-10-26. Searched https://cloud.google.com/gemini-enterprise/faq , https://docs.cloud.google.com/gemini/enterprise/docs/connectors/ms-teams , https://knowledge.workspace.google.com/admin/generative-ai/gemini-enterprise/turn-gemini-enterprise-on-or-off-for-users and https://codelabs.developers.google.com/ge-gws-agents . The documented Microsoft routes are connector search/actions, while the demonstrated embedded UI is a customer-built Google Workspace add-on. No first-party native Office/Outlook/Teams assistant client and its in-editor data/consent contract were established. - google_workspace_apps — Does it work inside Docs, Sheets or Gmail? [partial]: Google’s admin guide explicitly permits Gemini Enterprise agents in a side panel for enabled licensed users. An official codelab demonstrates a custom Apps Script/StreamAssist add-on in Gmail and Chat with current-message context; Docs/Sheets/Slides are stated extension targets. A shipped native editing contract for each editor was not established, and the distinct Gemini-in-Workspace product is not inherited. Sources: gemini-enterprise:gemini-enterprise:r5-workspace-agent-access, gemini-enterprise:gemini-enterprise:r5-workspace-custom-addon, gemini-enterprise:gemini-enterprise:r5-offer-boundaries. - licence_prerequisites — Which licences or consents are needed? [partial]: Gemini Enterprise licences are separate from Google Workspace subscriptions. The custom integration tutorial requires enabled Enterprise Standard/Plus, a billed Cloud project, Workspace Business/Enterprise with Chat and smart features, and authorized APIs/scopes. Workspace admins separately control service access and Workspace-data access; these prerequisites do not license an embedded Office client. Sources: gemini-enterprise:gemini-enterprise:r5-workspace-agent-access, gemini-enterprise:gemini-enterprise:r5-workspace-custom-addon. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: gemini-enterprise:gemini-enterprise:r5-workspace-agent-access, gemini-enterprise:gemini-enterprise:r5-workspace-custom-addon, gemini-enterprise:gemini-enterprise:r5-offer-boundaries #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial Excel and Outlook add-ins and a Teams bot are documented; broad Office-suite coverage is not inferred. Availability: generally-available Delivery: native Scope: surfaces=Langdock Excel and Outlook add-ins, Langdock Teams bot; version=Public documentation checked 2026-10-26; plan=Business or Enterprise workspace; Outlook available on paid plans/trials, Excel/Teams require workspace-admin enablement; add_ons=Compatible Microsoft licences not priced; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - word_excel_powerpoint — Does it work inside Word, Excel and PowerPoint? [partial]: Excel add-in reads/writes workbooks with formulas/charts; no Word or PowerPoint add-in was established. Sources: langdock:langdock:excel. - outlook — Does it work inside Outlook? [supported]: Outlook reads connected mailbox/calendar and edits drafts; sending requires a requested action and confirmation. Exchange Online is required. Sources: langdock:langdock:outlook-rev2, langdock:langdock:outlook-marketplace. - teams — Is there a Teams app or bot? [supported]: Admin-installed Teams bot supports private chat and collaborative channel mentions. Sources: langdock:langdock:teams, langdock:langdock:teams-20261026. - google_workspace_apps — Does it work inside Docs, Sheets or Gmail? [unknown]: 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. - licence_prerequisites — Which licences or consents are needed? [partial]: 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. Sources: langdock:langdock:excel, langdock:langdock:outlook-rev2, langdock:langdock:teams, langdock:langdock:outlook-marketplace, langdock:langdock:teams-20261026. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: 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 ### WORK-03: Translation and writing Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial Canvas provides tone/length adjustments and instructed rewriting. Layout-preserving document translation, a dedicated engine and a corporate glossary in the Enterprise app remain unverified. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Canvas editing and DOCX/PDF export do not establish preserved source-document layout during translation. - Cloud Translation Advanced documents formatted-document translation and glossaries as a separate API; no included Enterprise-app feature or engine relationship was verified. - No shared DE-to-FR/IT translation, terminology or Swiss-language fixture was run. - document_translation — Can whole documents be translated with formatting kept? [unknown]: Unresolved on 2026-10-26. Re-read https://docs.cloud.google.com/gemini/enterprise/docs/assistant-canvas , https://cloud.google.com/gemini-enterprise/faq and https://docs.cloud.google.com/translate/docs/advanced/translate-documents , with targeted Enterprise-doc searches for translation/glossary. Canvas documents generation/editing/export, not a source-layout-preserving translation or maintained company glossary. Cloud Translation Advanced is a separate API with project/authentication prerequisites; no built-in or included Enterprise-app mapping was established. No shared translation/glossary fixture was run. - translation_engine — Which engine translates? [unknown]: Unresolved on 2026-10-26. Re-read https://docs.cloud.google.com/gemini/enterprise/docs/assistant-canvas , https://cloud.google.com/gemini-enterprise/faq and https://docs.cloud.google.com/translate/docs/advanced/translate-documents , with targeted Enterprise-doc searches for translation/glossary. Canvas documents generation/editing/export, not a source-layout-preserving translation or maintained company glossary. Cloud Translation Advanced is a separate API with project/authentication prerequisites; no built-in or included Enterprise-app mapping was established. No shared translation/glossary fixture was run. - glossaries — Are company glossaries supported? [unknown]: Unresolved on 2026-10-26. Re-read https://docs.cloud.google.com/gemini/enterprise/docs/assistant-canvas , https://cloud.google.com/gemini-enterprise/faq and https://docs.cloud.google.com/translate/docs/advanced/translate-documents , with targeted Enterprise-doc searches for translation/glossary. Canvas documents generation/editing/export, not a source-layout-preserving translation or maintained company glossary. Cloud Translation Advanced is a separate API with project/authentication prerequisites; no built-in or included Enterprise-app mapping was established. No shared translation/glossary fixture was run. - formality_and_variants — Can formality and regional variants (de-CH) be set? [partial]: Canvas provides a Change tone slider and selected-text instructions, so tone can be adjusted. A documented de-CH variant preset, deterministic terminology control or Swiss-language quality result was not established. Sources: gemini-enterprise:gemini-enterprise:r5-canvas-tone. - writing_tools — Are dedicated rewrite and proofreading tools available? [supported]: Canvas supports direct edits, selected-text rewriting and tone/length adjustments with exported editable documents. Sources: gemini-enterprise:gemini-enterprise:g-canvas. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: gemini-enterprise:gemini-enterprise:g-canvas, gemini-enterprise:gemini-enterprise:r5-canvas-tone, gemini-enterprise:gemini-enterprise:r5-translation-separate-api #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial DeepL integration offers document translation and glossaries; end-to-end layout quality is untested. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - document_translation — Can whole documents be translated with formatting kept? [partial]: Native DeepL integration lists document translation; its supported layout guarantees were not verified in a trial. Sources: langdock:langdock:integrations. - translation_engine — Which engine translates? [supported]: The dedicated DeepL integration uses the customer DeepL API key; ordinary chat rewriting uses the chosen model. Sources: langdock:langdock:integrations. - glossaries — Are company glossaries supported? [partial]: DeepL integration lists glossary management; full enterprise glossary rollout was not tested. Sources: langdock:langdock:integrations. - formality_and_variants — Can formality and regional variants (de-CH) be set? [unknown]: Can formality and regional variants (de-CH) be set? Unknown. Formality/de-CH configuration and DE-to-FR/IT layout-preservation fixtures remain unverified. - writing_tools — Are dedicated rewrite and proofreading tools available? [supported]: DeepL integration includes writing polish; Document Editor supports selected-text and whole-document AI edits. Sources: langdock:langdock:integrations, langdock:langdock:editor. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:integrations, langdock:langdock:editor ### WORK-04: Image generation and editing Judgment rule: Record available image models, editing (inpainting, reference images), admin control and per-image cost visibility, and licence or usage terms for generated images. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial Admins can enable image models; location and paid-usage conditions vary. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Remaining atomic gaps: image_editing. - image_generation — Can users generate images, with which models? [supported]: Listed image options are Gemini 2.5 Flash image, Gemini 3 Pro image and Gemini 3.1 Flash image; Nano Banana Pro is global-only. Sources: gemini-enterprise:gemini-enterprise:g-features, gemini-enterprise:gemini-enterprise:g-locations. - image_editing — Can users edit uploaded images? [unknown]: Unknown. General image generation is documented; precise uploaded-image editing/inpainting controls and per-model entitlement were not established. - admin_control — Can admins restrict image generation? [supported]: App feature controls enable/disable image generation and select the image model. Sources: gemini-enterprise:gemini-enterprise:g-features. - usage_terms — What usage rights apply to output? [partial]: Google Cloud Generated Output terms apply; third-party links and underlying rights are not transferred by the service terms. Sources: gemini-enterprise:gemini-enterprise:g-terms. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-features, gemini-enterprise:gemini-enterprise:g-locations, gemini-enterprise:gemini-enterprise:g-terms #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial Image generation and model-specific editing are documented with workspace controls. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - image_generation — Can users generate images, with which models? [partial]: Image-generation tool invokes a chosen available image model; dated September release names EU GPT-Image 2.5 Flare and Sunburst. Sources: langdock:langdock:images, langdock:langdock:changes. - image_editing — Can users edit uploaded images? [partial]: The release describes image editing and BYOK model setup has an image-editing capability flag; exhaustive per-model editing limits were not verified. Sources: langdock:langdock:changes, langdock:langdock:byok-models. - admin_control — Can admins restrict image generation? [supported]: Workspace admins can disable image generation and manage available models. Sources: langdock:langdock:workspace. - usage_terms — What usage rights apply to output? [partial]: As between customer/vendor, customer content rights belong to the customer; third-party model terms and rights restrictions remain applicable. Sources: langdock:langdock:terms. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:images, langdock:langdock:changes, langdock:langdock:byok-models, langdock:langdock:workspace, langdock:langdock:terms ### WORK-05: Voice and meetings Judgment rule: Record dictation, read-aloud, live voice conversation, meeting transcription and summarisation, supported languages including Swiss German speech, and where audio is processed. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial Web dictation and mobile read-aloud are documented; live conversation and meeting workflow scope remain unverified. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace, Gemini Enterprise mobile app; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Remaining atomic gaps: voice_conversation, meeting_summaries, swiss_german_speech. - dictation — Can users dictate prompts? [supported]: Admin-enabled web speech-to-text transcribes prompts; the guide states recordings are not stored. Sources: gemini-enterprise:gemini-enterprise:g-chat. - read_aloud — Can answers be read aloud? [supported]: The mobile app can read generated answers aloud. Sources: gemini-enterprise:gemini-enterprise:g-use-mobile. - voice_conversation — Is a live voice mode available? [unknown]: Unknown. No Enterprise-app-specific source or fixture established this voice/meeting behavior; generic Gemini Live API and Workspace Meet features were not carried over. - meeting_summaries — Are meetings transcribed and summarised? [unknown]: Unknown. No Enterprise-app-specific source or fixture established this voice/meeting behavior; generic Gemini Live API and Workspace Meet features were not carried over. - swiss_german_speech — Is Swiss German speech recognised? [unknown]: Unknown. No Enterprise-app-specific source or fixture established this voice/meeting behavior; generic Gemini Live API and Workspace Meet features were not carried over. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-chat, gemini-enterprise:gemini-enterprise:g-use-mobile #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial Audio/meeting-source integrations are documented; live voice and Swiss German remain unverified. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - dictation — Can users dictate prompts? [unknown]: 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. - read_aloud — Can answers be read aloud? [partial]: ElevenLabs integration offers text-to-speech using a customer API key; this is not a guaranteed native read-aloud control. Sources: langdock:langdock:integrations. - voice_conversation — Is a live voice mode available? [unknown]: 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. - meeting_summaries — Are meetings transcribed and summarised? [partial]: 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. Sources: langdock:langdock:integrations. - swiss_german_speech — Is Swiss German speech recognised? [unknown]: 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. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:integrations ### WORK-06: Data analysis and document output Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial The assistant documents spreadsheet code execution and Canvas document/slide exports. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Remaining atomic gaps: charts. - data_analysis — Can it analyse spreadsheets with executed code? [partial]: Large XLSX/CSV files are analyzed with executed code and the guide says the executed code is displayed; fixture correctness was not tested. Sources: gemini-enterprise:gemini-enterprise:g-chat. - charts — Can it produce charts? [unknown]: Unknown. A chart-generation example with downloadable/editable output was not verified through the shared spreadsheet fixture. - office_file_output — Can it create Word, Excel or PowerPoint files? [partial]: Canvas exports DOCX documents and PowerPoint slides, plus PDF/Google formats. Native XLSX output was not established. Sources: gemini-enterprise:gemini-enterprise:g-canvas. - canvas_editing — Is there a document or canvas editor for iterating on output? [supported]: The web Canvas supports manual formatting and AI edits; each slide update produces a new artifact rather than modifying the old one. Sources: gemini-enterprise:gemini-enterprise:g-canvas. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-chat, gemini-enterprise:gemini-enterprise:g-canvas #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial File analysis, charts and editable document generation are documented; execution-location detail is incomplete. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - data_analysis — Can it analyse spreadsheets with executed code? [partial]: The data-analysis guide documents spreadsheet metrics/calculations; exact executed-code sandbox/model configuration was not verified. Sources: langdock:langdock:analysis. - charts — Can it produce charts? [supported]: Charts and downloadable chart images are supported in the guide. Sources: langdock:langdock:analysis. - office_file_output — Can it create Word, Excel or PowerPoint files? [supported]: Analysis lists Excel/CSV/Word/PDF/JSON; changelog and agent file templates also describe PowerPoint. Sources: langdock:langdock:analysis, langdock:langdock:changes. - canvas_editing — Is there a document or canvas editor for iterating on output? [partial]: Document Editor replaces Canvas; it exports Markdown/Word/PDF but cannot directly edit imported Word/PDF files. Sources: langdock:langdock:editor. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:analysis, langdock:langdock:changes, langdock:langdock:editor ### WORK-07: Sharing and team spaces Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial Projects share sources, while project chats stay private and conversation links share snapshots. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Knowledge ACL enforcement is distinct from the content already copied into a shared conversation. - share_chats — Can chats be shared inside the organisation? [supported]: When enabled, share links expose the conversation as it existed when shared, including generated media. Sources: gemini-enterprise:gemini-enterprise:g-share. - team_spaces — Are shared projects or workspaces available? [supported]: Project owners can invite colleagues into a shared knowledge space. Sources: gemini-enterprise:gemini-enterprise:g-projects. - group_chat — Can several people chat together with the AI? [unsupported]: Project chats are private to their author; other members cannot see or join them. Sources: gemini-enterprise:gemini-enterprise:g-projects. - share_permission_boundary — Does sharing respect the recipient's access to sources? [partial]: Linked project sources retain original ACLs, but a shared chat exposes its existing content to recipients, including sensitive material. No recipient fixture test was run. Sources: gemini-enterprise:gemini-enterprise:g-projects, gemini-enterprise:gemini-enterprise:g-share. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-share, gemini-enterprise:gemini-enterprise:g-projects #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial Shared projects expose chats/files, and Teams channels support group interaction. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace, Langdock Teams bot; version=Public documentation checked 2026-10-21; plan=Business/Enterprise workspace sharing; Teams bot requires workspace-admin setup and Microsoft tenant installation; add_ons=Microsoft Teams access; bot installed and permitted by tenant admin; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - share_chats — Can chats be shared inside the organisation? [supported]: Workspace chat-link sharing is managed under account shared chats. Sources: langdock:langdock:account. - team_spaces — Are shared projects or workspaces available? [supported]: Projects shared with users/groups include all current and future project chats, files and instructions; cannot share a project to the whole workspace. Sources: langdock:langdock:projects. - group_chat — Can several people chat together with the AI? [supported]: Teams channel threads allow several people to participate with @Langdock. Sources: langdock:langdock:teams. - share_permission_boundary — Does sharing respect the recipient's access to sources? [unknown]: 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. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:account, langdock:langdock:projects, langdock:langdock:teams ### WORK-08: Interface languages and accessibility Judgment rule: 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. #### Gemini Enterprise Verification status: No public information found (not-published) Support: not-published We found no public information on this. A missing finding is not evidence that the product lacks the capability. #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial Five interface languages are documented; quality and accessibility have not been audited. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. Limitations: - Unverified dach_language_quality, accessibility_statement, admin_ui_languages: No authenticated language-quality/admin-translation inspection or WCAG conformance report was established. - ui_languages — Which UI languages are offered? [supported]: English, German, Spanish, French and Italian are listed in Account Preferences. Sources: langdock:langdock:account. - dach_language_quality — Are German, French and Italian UIs complete and natural? [unknown]: Are German, French and Italian UIs complete and natural? Unknown. No authenticated language-quality/admin-translation inspection or WCAG conformance report was established. - accessibility_statement — Is there a WCAG conformance statement? [unknown]: Is there a WCAG conformance statement? Unknown. No authenticated language-quality/admin-translation inspection or WCAG conformance report was established. - admin_ui_languages — Is the admin interface available in German? [unknown]: Is the admin interface available in German? Unknown. No authenticated language-quality/admin-translation inspection or WCAG conformance report was established. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:account ## Administration and governance ### ADM-01: Single sign-on and authentication Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial Google Identity and SAML/OIDC federation are documented; tenant policy and domain capture need separate verification. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Remaining atomic gaps: mfa, conditional_access, domain_capture. - sso_protocols — Which SSO protocols and identity providers work? [supported]: Google Identity or Workforce Identity Federation can use SAML 2.0/OIDC providers including Entra ID and Okta. Sources: gemini-enterprise:gemini-enterprise:g-identity. - sso_plan — Which plan includes SSO? [supported]: The retrieved identity guide covers Standard/Plus and other Cloud-managed editions, not Business account administration. Sources: gemini-enterprise:gemini-enterprise:g-identity. - mfa — Can MFA be enforced? [unknown]: Unknown. The identity setup guide did not establish this exact policy behavior and no SSO tenant test was performed. - conditional_access — Do Entra conditional-access policies apply? [unknown]: Unknown. The identity setup guide did not establish this exact policy behavior and no SSO tenant test was performed. - domain_capture — Can the company claim its email domain? [unknown]: Unknown. The identity setup guide did not establish this exact policy behavior and no SSO tenant test was performed. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-identity #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial Business includes SAML SSO and verified domains; MFA relies on the identity provider. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - sso_protocols — Which SSO protocols and identity providers work? [supported]: SAML 2.0 with Entra ID, Google Workspace and Okta; account docs also name Google/Microsoft SSO. Sources: langdock:langdock:saml, langdock:langdock:account. - sso_plan — Which plan includes SSO? [supported]: Business up to 1000 users includes SSO, SCIM and SAML. Sources: langdock:langdock:billing. - mfa — Can MFA be enforced? [partial]: No standalone Langdock MFA; SAML identity provider enforces MFA. Sources: langdock:langdock:saml. - conditional_access — Do Entra conditional-access policies apply? [unknown]: Do Entra conditional-access policies apply? Unknown. OIDC/LDAP enterprise options and a tested Entra Conditional Access compatibility matrix were not established. - domain_capture — Can the company claim its email domain? [supported]: Join by domain and verified email domains are prerequisites for SAML; SAML remains required on those verified domains. Sources: langdock:langdock:saml. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:saml, langdock:langdock:account, langdock:langdock:billing ### ADM-02: User provisioning and lifecycle Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial SCIM/group mapping and automatic licence assignment are documented; content ownership after deprovisioning was not tested. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Remaining atomic gaps: deprovisioning. - scim — Is SCIM provisioning supported? [partial]: Entra and Okta SCIM configuration is documented for identity/group data and sharing autocomplete; complete content-lifecycle behavior was not verified. Sources: gemini-enterprise:gemini-enterprise:g-identity. - group_sync — Are identity-provider groups synced? [supported]: Identity/group mappings support permission-aware stores; large Entra group counts require documented SCIM setup. Sources: gemini-enterprise:gemini-enterprise:g-identity. - jit_provisioning — Are users created at first login? [supported]: A subscription can automatically assign a licence the first time an entitled user opens Enterprise or Notebook Enterprise. Sources: gemini-enterprise:gemini-enterprise:g-license-details. - deprovisioning — What happens to a removed user's data and shared assets? [unknown]: Unknown. No leaver fixture established chat/agent/knowledge ownership transfer or final deletion after user removal. - seat_assignment — Can admins assign and reclaim seats? [supported]: Admins can manually assign/unassign users and redistribute available licences across projects within a billing account. Sources: gemini-enterprise:gemini-enterprise:g-license-details. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-identity, gemini-enterprise:gemini-enterprise:g-license-details #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial SCIM synchronizes users/groups and preserves functioning ownerless agents. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - scim — Is SCIM provisioning supported? [supported]: SCIM 2.0 via Entra, with prior SAML and verified domains. Sources: langdock:langdock:scim. - group_sync — Are identity-provider groups synced? [supported]: Entra SCIM group sync is documented and can be disabled; default group roles are separately configurable. Sources: langdock:langdock:scim-entra, langdock:langdock:workspace. - jit_provisioning — Are users created at first login? [unknown]: 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. - deprovisioning — What happens to a removed user's data and shared assets? [partial]: 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. Sources: langdock:langdock:scim-entra, langdock:langdock:leaver, langdock:langdock:sync. - seat_assignment — Can admins assign and reclaim seats? [partial]: Admins assign roles/plans in member management; exact reclaimed-seat billing rules depend on subscription. Sources: langdock:langdock:workspace. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:scim, langdock:langdock:scim-entra, langdock:langdock:workspace, langdock:langdock:leaver, langdock:langdock:sync ### ADM-03: Roles, groups and feature permissions Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial IAM and app boundaries govern administrator access and feature controls; a verified per-group feature matrix remains open. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Remaining atomic gaps: multi_entity. - admin_roles — Which admin roles exist, and can admin rights be delegated? [supported]: Google defines Enterprise Admin/User IAM roles and fine-grained Discovery Engine permissions. Sources: gemini-enterprise:gemini-enterprise:g-access-control. - groups — Can permissions be set per group? [partial]: IAM policies can target group principals; feature toggles shown in the guide are app-wide rather than a demonstrated per-group feature matrix. Sources: gemini-enterprise:gemini-enterprise:g-access-control, gemini-enterprise:gemini-enterprise:g-features. - feature_toggles — Which features can be switched on or off per group? [partial]: App controls include agent/gallery creation, sharing, memory, projects, Canvas, model choice, images and speech-to-text; per-group enforcement was not tested. Sources: gemini-enterprise:gemini-enterprise:g-features. - multi_entity — Can subsidiaries or departments be separated within one contract? [unknown]: Unknown. Projects/apps provide boundaries, but contract-level subsidiary separation and administration were not established. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-access-control, gemini-enterprise:gemini-enterprise:g-features #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial System/custom roles and delegated groups govern product and action permissions. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - admin_roles — Which admin roles exist, and can admin rights be delegated? [supported]: Member, Editor, Admin, up to five custom roles and extra permissions; group admins are separate from workspace admins. Sources: langdock:langdock:roles. - groups — Can permissions be set per group? [supported]: Groups can be SCIM-synced, admin-created or user-created if allowed; group rights and resources are distinct from system roles. Sources: langdock:langdock:workspace. - feature_toggles — Which features can be switched on or off per group? [partial]: 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. Sources: langdock:langdock:roles, langdock:langdock:actions, langdock:langdock:workspace. - multi_entity — Can subsidiaries or departments be separated within one contract? [unknown]: Can subsidiaries or departments be separated within one contract? Unknown. Subsidiary/contract-level isolation beyond group and workspace boundaries was not established. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:roles, langdock:langdock:workspace, langdock:langdock:actions ### ADM-04: Usage and adoption analytics Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial Adoption, agent and optional identifiable user reporting are documented, with downloadable analytics. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Remaining atomic gaps: privacy_modes. - adoption_dashboard — Is there an adoption dashboard? [supported]: The Looker-based dashboard includes adoption and usage/quality metrics, refreshed about every six hours. Sources: gemini-enterprise:gemini-enterprise:g-analytics. - breakdowns — Can usage be broken down by group, model, feature and assistant? [partial]: Agent and allowlisted User Level tabs are documented; model/group breakdown completeness was not established. Sources: gemini-enterprise:gemini-enterprise:g-analytics. - export — Can usage data be exported? [supported]: The analytics API exports the past 30 days of metrics to a regional BigQuery table, with documented export-call quotas. Sources: gemini-enterprise:gemini-enterprise:g-analytics. - privacy_modes — Can per-person reporting be limited or pseudonymised? [unknown]: Unknown. User-level reporting contains user identifiers when enabled; an administrator pseudonymization or works-council reporting mode was not established. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-analytics #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: supported Analytics and exports cover adoption and consumption with user-detail controls. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. - adoption_dashboard — Is there an adoption dashboard? [supported]: Active users, message trends, agent/group counts and leaderboards are documented. Sources: langdock:langdock:workspace. - breakdowns — Can usage be broken down by group, model, feature and assistant? [supported]: Products, models, users, groups, API keys, agents, workflows, projects and add-ins have dashboard/export breakdowns. Sources: langdock:langdock:workspace, langdock:langdock:exports. - export — Can usage data be exported? [supported]: CSV and Usage Export API, up to 12 months, one million rows per export and 15-minute generation limit. Sources: langdock:langdock:exports. - privacy_modes — Can per-person reporting be limited or pseudonymised? [supported]: User-level data toggle omits listed identifying fields from CSV; whole analytics can be disabled via support. Sources: langdock:langdock:exports, langdock:langdock:workspace. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:workspace, langdock:langdock:exports ### ADM-05: Spend controls and cost allocation Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial Eligible projects have real spend caps; these are project-level controls with delayed enforcement, not proven per-group budgets. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Remaining atomic gaps: chargeback. - cost_visibility — Can admins see cost or consumption per user and group? [partial]: The console shows project consumption and 30-day overage/PAYG costs, excluding licence subscriptions; per-user/group cost allocation was not established. Sources: gemini-enterprise:gemini-enterprise:g-costs. - budgets — Can budgets be set per user or group? [partial]: Eligible invoiced, non-trial projects can set a monthly cap across the app/platform/developer-tool service scope; per-user/group caps were not established. Sources: gemini-enterprise:gemini-enterprise:g-budget. - budget_enforcement — Does reaching a budget alert, block or downgrade? [supported]: At the cap, overages stop and users see a limit error; enforcement may take minutes and charges can exceed the cap. Sources: gemini-enterprise:gemini-enterprise:g-budget. - chargeback — Can costs be exported per cost centre? [unknown]: Unknown. Cost-centre export and attribution for all seat/model/agent charges were not established. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-costs, gemini-enterprise:gemini-enterprise:g-budget #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial Chat/BYOK, workspace API and workflows have separate spend controls. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - cost_visibility — Can admins see cost or consumption per user and group? [supported]: BYOK analytics show estimated USD from configured custom-model rates; API/extra usage has billed costs. These can differ from provider invoices. Sources: langdock:langdock:workspace, langdock:langdock:byok. - budgets — Can budgets be set per user or group? [supported]: Workspace, plan, group, user and agent BYOK limits; personal extra limits; workflow workspace and individual limits. Sources: langdock:langdock:byok-limits, langdock:langdock:extra, langdock:langdock:workflow-limits. - budget_enforcement — Does reaching a budget alert, block or downgrade? [partial]: 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. Sources: langdock:langdock:extra, langdock:langdock:byok-limits, langdock:langdock:workflow-limits. - chargeback — Can costs be exported per cost centre? [partial]: Usage CSV/API include cost and department/company grouping fields; a full accounting chargeback integration was not established. Sources: langdock:langdock:exports. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:workspace, langdock:langdock:byok, langdock:langdock:byok-limits, langdock:langdock:extra, langdock:langdock:workflow-limits, langdock:langdock:exports ### ADM-06: Audit logs and compliance export Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial Method-level audit events and configurable prompt/response logging are documented; retention and legal hold remain open. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Remaining atomic gaps: ediscovery, log_retention. - admin_events — Are admin and security events logged? [supported]: Cloud Audit Logs enumerates administrative and data-access methods and required permissions. Sources: gemini-enterprise:gemini-enterprise:g-audit. - content_logging — Can prompts and answers be retained for compliance, and is it configurable? [supported]: Usage logs include sensitive prompts/responses only when content logging is enabled; otherwise sensitive text is elided. Sources: gemini-enterprise:gemini-enterprise:g-usage-logs. - siem_export — Can logs stream to a SIEM or be exported? [partial]: Cloud Logging supports log sinks, separate projects, views and field-level access control; a target SIEM integration was not tested. Sources: gemini-enterprise:gemini-enterprise:g-usage-logs. - ediscovery — Are eDiscovery and legal hold supported? [unknown]: Unknown. No scoped legal-hold or eDiscovery export guarantee was established for this app. - log_retention — How long are logs kept? [unknown]: Unknown. Usage-log documentation sends data to Cloud Logging but the applicable bucket retention/integrity configuration was not retrieved; no universal retention is asserted. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-audit, gemini-enterprise:gemini-enterprise:g-usage-logs #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial 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: surfaces=Langdock hosted workspace, Langdock public APIs and agent MCP server; 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; add_ons=Dedicated Enterprise deployment and relevant API scopes; Compliance API deployment enablement; deployment_mode=dedicated-instance; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. Limitations: - Audit events, usage rows and conversation-content exports are distinct API functions. The dedicated-deployment behavior is not universal Business Cloud availability. - admin_events — Are admin and security events logged? [partial]: API logs workspace/model/role/skill/action/workflow changes and failed logins with actor/IP/diff; immutable storage guarantees were not verified. Sources: langdock:langdock:audit. - content_logging — Can prompts and answers be retained for compliance, and is it configurable? [partial]: 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. Sources: langdock:langdock:compliance-rev2-20261026. - siem_export — Can logs stream to a SIEM or be exported? [supported]: Cursor-paginated event API is documented for SIEM ingestion, under AUDIT_LOG_API scope. Sources: langdock:langdock:audit. - ediscovery — Are eDiscovery and legal hold supported? [unknown]: 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. - log_retention — How long are logs kept? [supported]: 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. Sources: langdock:langdock:audit, langdock:langdock:workspace, langdock:langdock:pricing. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: 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 ### ADM-07: Data loss prevention and personal data Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial Model Armor inspection and blocking and source-ingestion policies are documented. Effective PII redaction remains unknown because the setup summary conflicts with its linked integration guide. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Remaining atomic gaps: custom_patterns. - The redaction discrepancy is retained as an explicit gap, not a positive or negative redaction capability. No masking fixture was run; do not infer transformation from a blocked response. - pii_detection — Is personal data detected in prompts and files? [partial]: Sensitive Data Protection detectors inspect supported sources/uploads and Model Armor screens prompts/responses; no AHV/IBAN fixture was tested. Sources: gemini-enterprise:gemini-enterprise:g-armor, gemini-enterprise:gemini-enterprise:g-dlp. - pii_action — Is it redacted, masked, blocked or only warned? [partial]: Inspection-only and blocking modes are documented, and source policies can prevent ingestion or upload. Effective masking/redaction is unknown: the setup summary mentions redaction, while the specific integration guide excludes altering or masking PII. Sources: gemini-enterprise:gemini-enterprise:g-armor, gemini-enterprise:gemini-enterprise:g-dlp, gemini-enterprise:gemini-enterprise:g-admin-setup-correction. - custom_patterns — Can admins add custom patterns or terms? [unknown]: Unknown. The app links to policy/template configuration, but a complete verified custom detector/pattern configuration was not obtained. - dlp_integration — Does it integrate with an existing DLP product? [supported]: Google Sensitive Data Protection integrates with supported connectors, labels and uploads; it is excluded from Business and does not scan audio/video. Sources: gemini-enterprise:gemini-enterprise:g-dlp. - filter_location — Where does filtering run? [supported]: Source policies run in Google Sensitive Data Protection and must use the app region; source policy support is global/us/eu. No local-device filter is established. Sources: gemini-enterprise:gemini-enterprise:g-dlp. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-armor, gemini-enterprise:gemini-enterprise:g-dlp, gemini-enterprise:gemini-enterprise:g-admin-setup-correction #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial Purview source filtering is documented; generic prompt/file PII redaction remains unverified. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - pii_detection — Is personal data detected in prompts and files? [unknown]: 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. - pii_action — Is it redacted, masked, blocked or only warned? [unknown]: 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. - custom_patterns — Can admins add custom patterns or terms? [unknown]: 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. - dlp_integration — Does it integrate with an existing DLP product? [partial]: Request-enabled Purview label policy can withhold content before AI access for supported Microsoft integrations, with substantial documented exclusions. Sources: langdock:langdock:labels. - filter_location — Where does filtering run? [partial]: The label check runs in Langdock integration code before permitted content reaches the AI; it is not a generic AHV/IBAN detector. Sources: langdock:langdock:labels. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:labels ### ADM-08: AI policy and guardrails Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial Admins can add assistant instructions, banned phrases and configurable inspection/blocking policies. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Remaining atomic gaps: usage_notice. - org_instructions — Can admins set organisation-wide instructions? [supported]: Admins can set additional LLM system instructions for the app assistant; instructions alone are not proof of enforcement. Sources: gemini-enterprise:gemini-enterprise:g-configure. - usage_notice — Can users be required to accept a usage policy? [unknown]: Unknown. An enforced organization-specific usage-policy acknowledgement flow was not established. - content_filters — Are content filters configurable? [supported]: Banned phrases reject matching input, and Model Armor templates separately configure inspect-only versus inspect-and-block behavior. Sources: gemini-enterprise:gemini-enterprise:g-configure, gemini-enterprise:gemini-enterprise:g-armor. - violation_reporting — Are policy hits visible to admins? [partial]: Model Armor screening data can be logged/routed with access restrictions; a complete central policy-hit reporting interface was not established. Sources: gemini-enterprise:gemini-enterprise:g-armor. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-configure, gemini-enterprise:gemini-enterprise:g-armor #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial Instructions, disclaimers and agent compliance checks exist; prompt-level topic enforcement remains incomplete. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - org_instructions — Can admins set organisation-wide instructions? [partial]: Company description supplies up to 10000 characters in regular chats; agent/project instructions replace that field. Sources: langdock:langdock:workspace. - usage_notice — Can users be required to accept a usage policy? [partial]: Admins can set chat/folder disclaimers and custom guidance links; required acceptance is not established. Sources: langdock:langdock:workspace. - content_filters — Are content filters configurable? [partial]: Governance rules evaluate agent configurations when created/published, not every prompt; failure can lead to manual flag/disable. Sources: langdock:langdock:gov. - violation_reporting — Are policy hits visible to admins? [partial]: Rule severity/results and per-rule failure analytics are visible in Governance; runtime prompt-policy reporting was not established. Sources: langdock:langdock:gov. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:workspace, langdock:langdock:gov ## Data protection and sovereignty ### DATA-01: Hosting location and data residency Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial US/EU storage and model-processing commitments are feature-specific; this is not a blanket EU/Swiss data boundary. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Google Search grounding is global; optional features can route out of the selected location. - Remaining atomic gaps: backups_logs_region, support_access_region, swiss_hosting. - storage_region — Where are chats, files and indexes stored? [supported]: Standard/Plus data stores offer global/us/eu and allowlisted Canada, India, Japan, Singapore and UK locations. Sources: gemini-enterprise:gemini-enterprise:g-locations. - inference_region — Where do model calls run, per provider? [supported]: Base and named Gemini/Claude models support US/EU processing; 3.1 Pro EU, global-only image models and Google Search grounding have explicit exceptions. Sources: gemini-enterprise:gemini-enterprise:g-locations. - backups_logs_region — Where are backups, logs and telemetry? [unknown]: Unknown. The residency page does not establish every backup, usage-log and telemetry location together. - support_access_region — From where can vendor staff access data? [unknown]: Unknown. A source-region selection is not a staff-access restriction; the subprocessor list includes international support and no universal EU-only staff-access promise was established. - swiss_hosting — Is Swiss hosting available? [unknown]: Unknown. Switzerland is not a named selectable location in the retrieved service location table; a separate Swiss-only offer was not verified. - residency_plan — Which plan or option provides residency? [supported]: These location commitments apply to the named Cloud-managed editions; Business has separate documentation and is not inferred to inherit them. Sources: gemini-enterprise:gemini-enterprise:g-locations. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-locations #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial Default Azure Frankfurt/EU storage and provider-specific inference are contractually distinguished. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - storage_region — Where are chats, files and indexes stored? [supported]: Terms Appendix 1 places files, prompts, outputs and embeddings in selected EU Azure data centres; Frankfurt named. Sources: langdock:langdock:terms. - inference_region — Where do model calls run, per provider? [supported]: 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. Sources: langdock:langdock:terms, langdock:langdock:dpa, langdock:langdock:workspace. - backups_logs_region — Where are backups, logs and telemetry? [partial]: DPA Appendix 2 places Sentry diagnostic data in EU; full backup/telemetry physical region matrix was not disclosed. Sources: langdock:langdock:dpa. - support_access_region — From where can vendor staff access data? [partial]: User-granted Support sharing expires after 72 hours and is unavailable on dedicated deployments; staff access geography is not specified. Sources: langdock:langdock:account. - swiss_hosting — Is Swiss hosting available? [partial]: Custom model setup allows CH region on some dedicated deployments, which does not prove end-to-end Swiss platform/support residency. Sources: langdock:langdock:byok-models. - residency_plan — Which plan or option provides residency? [supported]: Standard multi-tenant uses EU Azure; global model activation is a controller instruction under DPA section 8. Sources: langdock:langdock:security, langdock:langdock:dpa. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:terms, langdock:langdock:dpa, langdock:langdock:workspace, langdock:langdock:byok-models, langdock:langdock:account, langdock:langdock:security ### DATA-02: Deployment options Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial The documented offer is Google-managed Cloud SaaS; private source connectivity does not establish private deployment of the whole assistant. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Remaining atomic gaps: dedicated_instance, customer_cloud, on_premise, air_gapped, mode_feature_gaps. - multi_tenant_saas — Is a shared SaaS offered? [supported]: The documented managed service uses a Google Cloud project, selected service location and subscription. Sources: gemini-enterprise:gemini-enterprise:g-security, gemini-enterprise:gemini-enterprise:g-license-details. - dedicated_instance — Is a dedicated single-tenant instance offered, from what size? [unknown]: Unknown. The residency, security and self-hosted-source guides did not establish this deployment mode, whole-platform operability, size threshold or mode-specific parity; source Private Service Connect is a connector route only. - customer_cloud — Can it run in the customer's own cloud account, from what size? [unknown]: Unknown. The residency, security and self-hosted-source guides did not establish this deployment mode, whole-platform operability, size threshold or mode-specific parity; source Private Service Connect is a connector route only. - on_premise — Can the whole platform run on customer infrastructure, from what size? [unknown]: Unknown. The residency, security and self-hosted-source guides did not establish this deployment mode, whole-platform operability, size threshold or mode-specific parity; source Private Service Connect is a connector route only. - air_gapped — Can it run without internet access? [unknown]: Unknown. The residency, security and self-hosted-source guides did not establish this deployment mode, whole-platform operability, size threshold or mode-specific parity; source Private Service Connect is a connector route only. - mode_feature_gaps — Which features are missing outside SaaS? [unknown]: Unknown. The residency, security and self-hosted-source guides did not establish this deployment mode, whole-platform operability, size threshold or mode-specific parity; source Private Service Connect is a connector route only. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-security, gemini-enterprise:gemini-enterprise:g-license-details #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial Deployment minimums differ from Enterprise subscription entry. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Standard SaaS; Enterprise 1000+; managed dedicated 2000+; own cloud/on-premise 5000+; add_ons=Deployment and operations quoted; deployment_mode=not specified; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - multi_tenant_saas — Is a shared SaaS offered? [supported]: Standard multi-tenant SaaS is hosted on Microsoft Azure within EU. Sources: langdock:langdock:security. - dedicated_instance — Is a dedicated single-tenant instance offered, from what size? [supported]: Langdock-managed single-tenant SaaS from 2000+ seats. Sources: langdock:langdock:security. - customer_cloud — Can it run in the customer's own cloud account, from what size? [partial]: Customer-cloud dedicated deployment from 5000+ seats; detailed operator and feature allocation are contract-specific. Sources: langdock:langdock:security. - on_premise — Can the whole platform run on customer infrastructure, from what size? [partial]: Custom Kubernetes via Helm from 5000+ seats; operator split and infrastructure requirements are not public here. Sources: langdock:langdock:security. - air_gapped — Can it run without internet access? [unknown]: Can it run without internet access? Unknown. Air-gapped operation was not established. Thresholds are not universal feature or pricing entitlements. - mode_feature_gaps — Which features are missing outside SaaS? [partial]: Dedicated lacks Support chat-sharing and password/profile editing in Langdock; other feature controls depend on deployment configuration. No exhaustive parity list was found. Sources: langdock:langdock:account, langdock:langdock:chat. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:security, langdock:langdock:account, langdock:langdock:chat ### DATA-03: Training use and provider retention Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial Google contract terms restrict training without customer permission; partner retention and human-review conditions need separate confirmation. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Remaining atomic gaps: provider_training, provider_retention, zero_retention, human_review. - vendor_training — Does the vendor train on customer content? [supported]: The AI/ML service terms prohibit using Customer Data for model training/fine-tuning without prior customer permission or instruction. Sources: gemini-enterprise:gemini-enterprise:g-terms. - provider_training — Do model providers train on it under this product's contracts? [unknown]: Unknown. Separate terms apply to partner offerings, but the accepted Enterprise-app Claude contract was not obtained; Google terms are not silently applied to every partner. - provider_retention — How long do model providers keep prompts, including for abuse monitoring? [unknown]: Unknown. The core assistant/partner abuse-monitoring retention matrix was not established. Google Search grounding has separately documented logging exceptions. - zero_retention — Is zero data retention available, and on which plan? [unknown]: Unknown. No end-to-end ZDR guarantee covering persistent chat, grounding, agents and every model provider was established. - human_review — Can provider staff review content? [unknown]: Unknown. A complete plan/provider-specific human-review policy for the app was not established. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-terms #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: supported 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: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business/Enterprise managed Microsoft Azure model routes only; BYOK and Fable/other-provider routes excluded; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default; explicitly selected global Azure models may infer outside EU; os=not specified. Limitations: - Fable5/5.1 and direct/OpenAI image/file exceptions are outside this Azure-only scope; no platform-wide ZDR claim is made. - vendor_training — Does the vendor train on customer content? [supported]: Terms section9 prohibits Langdock use of customer data for model development, training or improvement. Sources: langdock:langdock:terms-rev2. - provider_training — Do model providers train on it under this product's contracts? [supported]: Appendix1 Microsoft Azure obligations exclude sharing customer prompts/files/embeddings with model developers and using them to train or improve models. Sources: langdock:langdock:terms-rev2. - provider_retention — How long do model providers keep prompts, including for abuse monitoring? [supported]: 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. Sources: langdock:langdock:terms-rev2. - zero_retention — Is zero data retention available, and on which plan? [supported]: 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. Sources: langdock:langdock:terms-rev2. - human_review — Can provider staff review content? [supported]: Appendix1 states Azure human abuse review of the scoped prompts/outputs is disabled by Modified Abuse Monitoring. Sources: langdock:langdock:terms-rev2. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:terms-rev2 ### DATA-04: Retention and deletion Judgment rule: Record default retention for chats, files, indexes and logs; admin-configured retention; user deletion; deletion after contract end; and deletion confirmation. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial Chat retention is configurable and legal deletion windows are documented, with different scopes. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - The partial atomic answers state their documentation or verification limits. - default_retention — What is retained and for how long by default? [partial]: Chat history defaults to 60 days from creation, including chats revisited later; file/index/log defaults were not fully established. Sources: gemini-enterprise:gemini-enterprise:g-configure. - admin_retention — Can admins set retention periods? [supported]: Admins can select 1, 30, 60, 90, 120 or 180 days for assistant chat history. Sources: gemini-enterprise:gemini-enterprise:g-configure. - user_deletion — Can users delete their chats and files permanently? [partial]: Chat management supports deleting conversations; irreversible purge of every file/index/log copy was not tested. Sources: gemini-enterprise:gemini-enterprise:g-organize, gemini-enterprise:gemini-enterprise:g-security. - contract_end_deletion — What is deleted at contract end, and when? [supported]: The CDPA instructs deletion after term end, subject to a recovery period up to 30 days, completion within 180 days and applicable-law/continuing-term exceptions. Sources: gemini-enterprise:gemini-enterprise:g-dpa. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-configure, gemini-enterprise:gemini-enterprise:g-organize, gemini-enterprise:gemini-enterprise:g-security, gemini-enterprise:gemini-enterprise:g-dpa #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial Admins control chat retention; file cleanup depends on all remaining references. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - default_retention — What is retained and for how long by default? [partial]: 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. Sources: langdock:langdock:retention, langdock:langdock:pricing. - admin_retention — Can admins set retention periods? [supported]: Chat inactivity retention options are seven days, one/three/twelve months or forever, with daily irreversible deletion. Sources: langdock:langdock:workspace. - user_deletion — Can users delete their chats and files permanently? [partial]: 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. Sources: langdock:langdock:retention. - contract_end_deletion — What is deleted at contract end, and when? [supported]: DPA section 11 requires deletion within 30 days of termination subject to legal retention, confirmation on request and export access until deletion. Sources: langdock:langdock:dpa. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:retention, langdock:langdock:pricing, langdock:langdock:workspace, langdock:langdock:dpa ### DATA-05: Sub-processors and foreign-law exposure Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial Google publishes a global subprocessor list and contractual transfer rules; selected residency does not settle legal or support-access exposure. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Remaining atomic gaps: change_notification, parent_jurisdiction, government_access_policy. - subprocessor_list — Is a dated sub-processor list published? [partial]: A public Cloud subprocessor list identifies service activities and processing locations; a single page-effective date was not established. Sources: gemini-enterprise:gemini-enterprise:g-subprocessors. - subprocessor_countries — Which countries do sub-processors operate in? [supported]: Support examples span the US, Canada, India, Ireland, Romania and other countries; the full list is service-specific rather than a chosen-region-only list. Sources: gemini-enterprise:gemini-enterprise:g-subprocessors. - change_notification — Are customers notified of sub-processor changes? [unknown]: Unknown. Subprocessor objection/notice provisions exist in CDPA section 11, but the exact notice period applicable to this procurement was not verified. - parent_jurisdiction — Which jurisdiction governs the vendor and its parent? [unknown]: Unknown. The exact EMEA contracting-entity/parent chain was not independently retrieved; no entity is inferred from the selected data region. - transfer_mechanism — Which transfer mechanism applies to non-EU/CH processing? [supported]: The CDPA provides adequacy/alternative-transfer mechanisms and SCC routes for restricted transfers, including Swiss-law adaptations. Sources: gemini-enterprise:gemini-enterprise:g-dpa. - government_access_policy — Is there a published government-access or transparency policy? [unknown]: Unknown. The tested government-requests URL returned a short non-substantive response; a retrievable scoped policy and transparency report remain a gap. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-subprocessors, gemini-enterprise:gemini-enterprise:g-dpa #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial DPA publishes seven default subprocessors and conditional Global routes with transfer mechanisms. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - subprocessor_list — Is a dated sub-processor list published? [supported]: DPA 2.1 Appendix 2 embeds the current named list; trust-centre subprocessor page needs client rendering and did not return text. Sources: langdock:langdock:dpa. - subprocessor_countries — Which countries do sub-processors operate in? [supported]: 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. Sources: langdock:langdock:dpa. - change_notification — Are customers notified of sub-processor changes? [supported]: At least 14 days before new/replaced subprocessor via public register and email only if subscribed; objection within 14 days of publication. Sources: langdock:langdock:dpa. - parent_jurisdiction — Which jurisdiction governs the vendor and its parent? [partial]: Langdock GmbH, Berlin, Germany is contracting entity. Parent-company ownership was not fully established. Sources: langdock:langdock:terms. - transfer_mechanism — Which transfer mechanism applies to non-EU/CH processing? [supported]: DPA lists EU-US/Swiss-US DPF, UK extension and EU/UK SCCs with Swiss addenda per provider; Global OpenAI lists EU/UK SCCs. Sources: langdock:langdock:dpa. - government_access_policy — Is there a published government-access or transparency policy? [partial]: Confidentiality clause requires minimizing legally compelled disclosure and notifying where legally permitted; no separate request statistics/transparency report was found. Sources: langdock:langdock:terms. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:dpa, langdock:langdock:terms ### DATA-06: Contracts and regulatory coverage Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial The public CDPA covers GDPR and Swiss FADP; sector and governing-law details remain procurement-specific. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Remaining atomic gaps: governing_law, ai_act_materials, sector_materials. - dpa — Is a DPA available, and is it negotiable? [partial]: Google publishes the Cloud Data Processing Addendum; negotiability for a particular order was not established. Sources: gemini-enterprise:gemini-enterprise:g-dpa. - revdsg_gdpr — Does the DPA cover revDSG and GDPR? [supported]: The CDPA defines European Data Protection Law to include applicable GDPR and Swiss FADP and includes Swiss transfer adaptations. Sources: gemini-enterprise:gemini-enterprise:g-dpa. - governing_law — Which law and court govern the contract? [unknown]: Unknown. The base terms point to region-specific terms/contracting entities; the governing agreement for a Swiss/EU order was not established. - ai_act_materials — Is EU AI Act documentation provided? [unknown]: Unknown. No scoped EU AI Act provider/deployer documentation pack was obtained for this app. - sector_materials — Are FINMA or other sector materials provided? [unknown]: Unknown. General Cloud compliance materials do not establish FINMA/banking-secrecy coverage for a particular Enterprise deployment. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-dpa #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial DPA automatically forms part of German-law terms; Swiss and sector materials need qualification. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - dpa — Is a DPA available, and is it negotiable? [partial]: Terms section 16 automatically incorporates public DPA 2.1; nonstandard instructions require written amendment, and negotiability is not promised. Sources: langdock:langdock:terms, langdock:langdock:dpa. - revdsg_gdpr — Does the DPA cover revDSG and GDPR? [partial]: GDPR Article 28 governs; provider transfer table includes Swiss safeguards but a complete revDSG scope/addendum was not established. Sources: langdock:langdock:dpa. - governing_law — Which law and court govern the contract? [supported]: German law, Berlin exclusive jurisdiction; German language version binds over English translation. Sources: langdock:langdock:terms. - ai_act_materials — Is EU AI Act documentation provided? [partial]: Governance templates include EU AI Act/GDPR/security checks of agent definitions; these do not establish a complete product provider/deployer dossier. Sources: langdock:langdock:pricing, langdock:langdock:gov. - sector_materials — Are FINMA or other sector materials provided? [partial]: Legal-links page advertises a Professional Secrecy Addendum in Trust Center; no FINMA package was obtained. Sources: langdock:langdock:legal. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:terms, langdock:langdock:dpa, langdock:langdock:pricing, langdock:langdock:gov, langdock:langdock:legal ### DATA-07: Certifications and attestations Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial The vendor lists multiple compliance programs; certificates and report periods were not independently verified. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - The public report-access route is documented; report scope, issuer, reporting period and a product-specific penetration-test summary remain unverified. - iso_27001 — ISO 27001 with scope and validity? [partial]: Google lists ISO 27001 and directs readers to product-specific scope pages; issuer, current certificate scope and validity were not verified. Sources: gemini-enterprise:gemini-enterprise:g-compliance. - soc2 — SOC 2 type, period and covered service? [partial]: SOC 2 is listed, but report type, audit period and service-specific scope were not obtained. Sources: gemini-enterprise:gemini-enterprise:g-compliance. - c5 — BSI C5 attestation? [partial]: BSI C5:2020 is listed; the scoped attestation and period were not inspected. Sources: gemini-enterprise:gemini-enterprise:g-compliance. - other_certifications — Which other certificates (27701, 42001, TISAX)? [partial]: Listed programs include ISO 27017/27018/27701, SOC 1/3, HIPAA, FedRAMP and PCI DSS; individual scope and exceptions require verification. Sources: gemini-enterprise:gemini-enterprise:g-compliance. - report_access — How can customers obtain reports? [supported]: Use Google Cloud Compliance Reports Manager for ISO certificates and SOC reports. Some resources require a Cloud or Workspace account; confidential resources remain governed by the customer agreement. No restricted report was accessed. Sources: gemini-enterprise:gemini-enterprise:r4-compliance-reports, gemini-enterprise:gemini-enterprise:r4-compliance-scope. - pentest — Are independent penetration test summaries available? [unknown]: Unknown. No independent Enterprise-app penetration-test summary was retrieved. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: gemini-enterprise:gemini-enterprise:g-compliance, gemini-enterprise:gemini-enterprise:r4-compliance-reports, gemini-enterprise:gemini-enterprise:r4-compliance-scope #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial ISO 27001 and SOC 2 Type II are vendor claims pending certificate/report verification. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - iso_27001 — ISO 27001 with scope and validity? [partial]: Security page claims Langdock ISO 27001; issuer, exact scope and validity were not retrieved. Sources: langdock:langdock:security. - soc2 — SOC 2 type, period and covered service? [partial]: Security page claims SOC 2 Type II; report period/auditor/service scope was not retrieved. Sources: langdock:langdock:security. - c5 — BSI C5 attestation? [unknown]: BSI C5 attestation? Unknown. No C5, other product certificate, issuer-register verification or gated report was established. - other_certifications — Which other certificates (27701, 42001, TISAX)? [unknown]: Which other certificates (27701, 42001, TISAX)? Unknown. No C5, other product certificate, issuer-register verification or gated report was established. - report_access — How can customers obtain reports? [partial]: Public legal-links page sends certificate/report requests to the Trust Center, which rendered no text in this access method. Sources: langdock:langdock:legal. - pentest — Are independent penetration test summaries available? [partial]: Vendor describes frequent independent penetration testing; no test report or bounded result was retrieved. Sources: langdock:langdock:security. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:security, langdock:langdock:legal ### DATA-08: Encryption and key control Judgment rule: Record encryption at rest and in transit, customer-managed keys (BYOK/HYOK), key location, and private networking (private link, IP allow-lists, VPN). #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial Regional CMEK and Cloud security controls are documented; tenant separation and all-tool coverage still need review. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Remaining atomic gaps: tenant_isolation. - encryption_at_rest — Is data encrypted at rest? [supported]: Data-store encryption defaults to Google-managed keys, with CMEK options in supported regions. Sources: gemini-enterprise:gemini-enterprise:g-connect-overview, gemini-enterprise:gemini-enterprise:g-encryption. - customer_managed_keys — Can the customer manage or hold the keys? [supported]: CMEK supports US/EU; EKM/HSM availability and limitations are documented, with some allowlisting and feature exceptions. Sources: gemini-enterprise:gemini-enterprise:g-encryption, gemini-enterprise:gemini-enterprise:g-compliance. - private_networking — Is private connectivity or IP restriction available? [supported]: VPC Service Controls protects the managed app, while Private Service Connect reaches self-hosted sources; third-party endpoint traffic has separate controls. Sources: gemini-enterprise:gemini-enterprise:g-security, gemini-enterprise:gemini-enterprise:g-selfhosted-data. - tenant_isolation — How are customers separated in shared SaaS? [unknown]: Unknown. Cloud project/IAM boundaries are documented, but a product-specific shared-runtime isolation design or dedicated-tenant assurance was not obtained. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-connect-overview, gemini-enterprise:gemini-enterprise:g-encryption, gemini-enterprise:gemini-enterprise:g-compliance, gemini-enterprise:gemini-enterprise:g-security, gemini-enterprise:gemini-enterprise:g-selfhosted-data #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial Encryption and network restrictions are documented; customer key custody is not established. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - encryption_at_rest — Is data encrypted at rest? [supported]: Vendor states AES-256 storage and TLS 1.2+ transport. Sources: langdock:langdock:security. - customer_managed_keys — Can the customer manage or hold the keys? [unknown]: 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. - private_networking — Is private connectivity or IP restriction available? [partial]: CIDR IP allowlists block workspace login/use from unapproved networks; private-link endpoint availability was not established. Sources: langdock:langdock:ip. - tenant_isolation — How are customers separated in shared SaaS? [unknown]: 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. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:security, langdock:langdock:ip ### DATA-09: Professional secrecy Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial Profession-specific secrecy undertaking and add-on remain unknown; general confidentiality and scoped content-access controls do not establish §203 StGB or Art.321 StGB coverage. Availability: unknown Delivery: unknown Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard/Plus under applicable Google Cloud contract; Workspace Gemini excluded; add_ons=none stated; deployment_mode=multi-tenant-saas; region=No profession-specific DE/CH contractual scope verified; deployment/provider regions follow the other scoped claims.; os=not specified. Limitations: - Contract facts only; no legal suitability assessment. No profession-specific commitment or paid option inferred from generic confidentiality, hosting, encryption or no-training terms. - Public, unauthenticated source pass only; no sales contact, NDA request or authenticated access-control test. - secrecy_undertaking — Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff? [unknown]: Unknown. Reviewed Gemini Enterprise security/contract documentation and Google Cloud CDPA, and searched Google first-party material for professional secrecy, Berufsgeheimnis and §203. No Gemini Enterprise-specific §203 StGB or Art.321 StGB template or dedicated add-on was retrieved. A DPA or no-training clause alone does not answer whether a profession-specific undertaking is signed. - subprocessor_coverage — Does the undertaking extend to its sub-processors, and is that documented? [unknown]: Unknown. No retrieved §203/Art.321 undertaking establishes flow-down to all relevant subcontractors/model providers. General DPA confidentiality is not equivalent. - secrecy_offering — Is it a dedicated offering or add-on, and on which plan? [unknown]: Unknown. No documented profession-specific plan, dedicated instance option or paid secrecy add-on and its entitlements/pricing were established. - content_access — Who can access content in plain text: vendor staff, sub-processors, model providers? [partial]: Google CDPA section7.1.2 binds authorised processors to confidentiality; Appendix2 describes role-based access, personnel confidentiality and authorisation. These are general data-security commitments. Exact staff/subprocessor/model-provider plaintext-access conditions and a profession-specific undertaking for this procurement remain unverified. Sources: gemini-enterprise:gemini-enterprise:g-dpa. - secrecy_documentation — Is the offering publicly documented (contract template, data-flow description, professional-body guidance)? [unknown]: Unknown. Reviewed Gemini Enterprise security/contract documentation and Google Cloud CDPA, and searched Google first-party material for professional secrecy, Berufsgeheimnis and §203. No Gemini Enterprise-specific §203 StGB or Art.321 StGB template or dedicated add-on was retrieved. General data-flow/security pages are available but do not document such a secrecy offering. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-dpa #### Langdock Verification status: No public information found (not-published) Support: not-published We found no public information on this. A missing finding is not evidence that the product lacks the capability. ## Commercials and vendor ### VEN-01: Pricing model and list prices Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial Business advertises a starting seat price; Standard/Plus licence quotes and separately metered model/tool costs remain distinct. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace, Gemini Enterprise Business edition web app; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=optional third-party models and overages; billed separately; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - The partial atomic answers state their documentation or verification limits. - pricing_unit — What is the pricing unit? [supported]: Standard/Plus use seat subscriptions plus optional paid overages; Pay-as-you-go meters usage, while Business markets a per-seat starting price. Sources: gemini-enterprise:gemini-enterprise:g-quotas, gemini-enterprise:gemini-enterprise:g-business. - list_prices — What are list prices per plan, with date and currency? [partial]: Business advertises USD 21/seat/month starting price on 2026-10-21. Publicly retrievable Standard/Plus base licence amounts and commitment-adjusted rates were not established. Sources: gemini-enterprise:gemini-enterprise:g-business. - included_usage — What usage is included? [supported]: Standard/Plus pool 30/75 GiB storage, 160/200 daily assistant queries and 3/10 daily research requests per seat, subject to legacy exceptions. Sources: gemini-enterprise:gemini-enterprise:g-quotas. - add_ons — Which features cost extra? [supported]: Claude app tokens, overage usage and external/custom-agent costs are separate from included Gemini use; detailed regional rates are in the quota table. Sources: gemini-enterprise:gemini-enterprise:g-quotas. - overage — What do usage beyond limits and premium models cost? [supported]: PAYG storage is USD 5/GiB/month; Claude and other feature rates vary by model and region. Entitlement requires eligible invoiced billing. Sources: gemini-enterprise:gemini-enterprise:g-quotas. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-quotas, gemini-enterprise:gemini-enterprise:g-business #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial 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: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents and optional modules; Enterprise quoted at1000+; applicable Standard/BYOK tariff unknown; add_ons=Workflows, Governance, API/Extra Usage; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. Limitations: - Inconsistent price representations are retained as a named price gap, not combined into a synthetic tariff. - pricing_unit — What is the pricing unit? [supported]: Seat/month platform, per-workspace workflow packages, metered API/workflow AI/extra usage, optional per-seat Governance. Sources: langdock:langdock:pricing-rev2. - list_prices — What are list prices per plan, with date and currency? [unknown]: 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. - included_usage — What usage is included? [partial]: 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. Sources: langdock:langdock:pricing-rev2, langdock:langdock:limits. - add_ons — Which features cost extra? [partial]: 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. Sources: langdock:langdock:pricing-rev2. - overage — What do usage beyond limits and premium models cost? [supported]: 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. Sources: langdock:langdock:extra, langdock:langdock:models. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:pricing-rev2, langdock:langdock:limits, langdock:langdock:extra, langdock:langdock:models ### VEN-02: Scenario cost Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial No defensible Standard/Plus 12-month CHF/EUR total was established for 200, 1,000 or 5,000 seats. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Standard/Plus, 12 months, ALM-14 shared cost assumptions v1.4, 2026-10-21; add_ons=Default hosted models only; partner models, custom agents, support and implementation prices remain unknown; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Standard/Plus scenario totals for 200, 1,000 and 5,000 users remain unpriced. - Named unknown cost components are documented in the atomic answer; Business starting rates do not price Standard/Plus. - cost_200 — Year-one cost at 200 users? [unknown]: Unknown. Standard/Plus base licence/commitment prices and required custom-agent/support charges were not established, so CHF/EUR totals excluding VAT remain unknown. ALM-14 shared cost assumptions v1.4, 2026-10-21: 12 months, 60% light at 100, 30% regular at 400 and 10% power at 1,500 messages/user/month, each 3,000 input + 600 output tokens when separately billed; 330 messages/user/month on average. No invented discounts or proxy usage tariff. ECB reference 2026-10-20: EUR 1 = USD 1.1215 = CHF 0.9237; no currency conversion is applied to an unknown base amount. Sources: gemini-enterprise:gemini-enterprise:fx-ecb-2026-10-20. - cost_1000 — Year-one cost at 1,000 users? [unknown]: Unknown. Standard/Plus base licence/commitment prices and required custom-agent/support charges were not established, so CHF/EUR totals excluding VAT remain unknown. ALM-14 shared cost assumptions v1.4, 2026-10-21: 12 months, 60% light at 100, 30% regular at 400 and 10% power at 1,500 messages/user/month, each 3,000 input + 600 output tokens when separately billed; 330 messages/user/month on average. No invented discounts or proxy usage tariff. ECB reference 2026-10-20: EUR 1 = USD 1.1215 = CHF 0.9237; no currency conversion is applied to an unknown base amount. Sources: gemini-enterprise:gemini-enterprise:fx-ecb-2026-10-20. - cost_5000 — Year-one cost at 5,000 users? [unknown]: Unknown. Standard/Plus base licence/commitment prices and required custom-agent/support charges were not established, so CHF/EUR totals excluding VAT remain unknown. ALM-14 shared cost assumptions v1.4, 2026-10-21: 12 months, 60% light at 100, 30% regular at 400 and 10% power at 1,500 messages/user/month, each 3,000 input + 600 output tokens when separately billed; 330 messages/user/month on average. No invented discounts or proxy usage tariff. ECB reference 2026-10-20: EUR 1 = USD 1.1215 = CHF 0.9237; no currency conversion is applied to an unknown base amount. Sources: gemini-enterprise:gemini-enterprise:fx-ecb-2026-10-20. - variable_share — Which part depends on usage? [supported]: Costs vary with storage/indexing, partner-model tokens, paid overages and externally hosted agents beyond included pools. Sources: gemini-enterprise:gemini-enterprise:g-quotas. - unknown_parts — Which costs could not be priced? [supported]: Unpriced parts are the Standard/Plus base seat and commitment rates, partner-model mix, external/custom-agent charges, support and implementation. Public Business starting prices do not price these editions; unknown tariffs remain unknown under shared cost assumptions v1.4. Sources: gemini-enterprise:gemini-enterprise:r4-pricing-gap, gemini-enterprise:gemini-enterprise:g-quotas, gemini-enterprise:gemini-enterprise:g-editions. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: gemini-enterprise:gemini-enterprise:g-quotas, gemini-enterprise:gemini-enterprise:fx-ecb-2026-10-20, gemini-enterprise:gemini-enterprise:r4-pricing-gap, gemini-enterprise:gemini-enterprise:g-editions #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial 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: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Standard up to1000 users; Enterprise1000+; all applicable scenario licence totals unknown; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - cost_200 — Year-one cost at 200 users? [unknown]: 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. - cost_1000 — Year-one cost at 1,000 users? [unknown]: 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. - cost_5000 — Year-one cost at 5,000 users? [unknown]: 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. - variable_share — Which part depends on usage? [partial]: 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. Sources: langdock:langdock:billing, langdock:langdock:extra. - unknown_parts — Which costs could not be priced? [partial]: 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. Sources: langdock:langdock:pricing-rev2, langdock:langdock:billing. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:pricing-rev2, langdock:langdock:billing, langdock:langdock:extra, langdock:langdock:ecb-fx ### VEN-03: Evaluation access Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial Thirty-day Business and Plus evaluation routes are publicly advertised; a trial tenant was not provisioned. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Remaining atomic gaps: free_tier, trial_scope. - free_tier — Is there a free tier for business use? [unknown]: Unknown. A permanent business-use free tier was not established; a time-limited trial is not recorded as one. - self_serve_trial — Is a self-serve business trial available? [partial]: Business advertises 30 days; the main product FAQ offers a 30-day Plus trial without sales assistance. Card requirement was not verified. Sources: gemini-enterprise:gemini-enterprise:g-business, gemini-enterprise:gemini-enterprise:g-pricing. - trial_scope — Do trials include SSO, connectors and admin features? [unknown]: Unknown. The exact trial seat cap, SSO, connector/admin feature entitlements and scenario access were not verified in a tenant. - sales_gate — Does meaningful evaluation require sales contact? [supported]: Initial trial access is advertised without sales; larger seat counts and allowlisted regions may require the account team. Sources: gemini-enterprise:gemini-enterprise:g-pricing, gemini-enterprise:gemini-enterprise:g-license-details. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-business, gemini-enterprise:gemini-enterprise:g-pricing, gemini-enterprise:gemini-enterprise:g-license-details #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial A seven-day self-serve business trial is advertised without a card. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - free_tier — Is there a free tier for business use? [partial]: Terms describe a time-limited trial that ends automatically; permanent business free access is not established. Sources: langdock:langdock:terms. - self_serve_trial — Is a self-serve business trial available? [supported]: Seven days, no card, EUR 5 model credit and team invitations. Sources: langdock:langdock:pricing. - trial_scope — Do trials include SSO, connectors and admin features? [partial]: Pricing says test all platform features, but enterprise deployments and optional enablement cannot be inferred; SAML/SCIM trial configuration was not run. Sources: langdock:langdock:pricing. - sales_gate — Does meaningful evaluation require sales contact? [partial]: Base trial is self-serve; enterprise deployment and custom terms require an offer. Sources: langdock:langdock:billing. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:terms, langdock:langdock:pricing, langdock:langdock:billing ### VEN-04: Contract terms and pricing transparency Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial Published self-service procurement and cancellation mechanics do not provide a complete Enterprise price contract. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Remaining atomic gaps: local_invoicing. - minimum_commitment — What seat or spend minimum applies? [supported]: Editions table states 1+ seats for Standard/Plus. Console quantities are capped at 25 for online/resold accounts and 1,000 for invoiced accounts; larger orders require account-team adjustment. Sources: gemini-enterprise:gemini-enterprise:g-editions, gemini-enterprise:gemini-enterprise:g-license-details. - contract_length — What contract lengths are offered? [partial]: The console requests a subscription period; exact available periods and rates were not established. Sources: gemini-enterprise:gemini-enterprise:g-license-details. - cancellation — How can the contract be cancelled or reduced? [supported]: Turn off automatic renewal; the subscription remains active and may be charged until its term ends. Sources: gemini-enterprise:gemini-enterprise:g-license-details. - local_invoicing — Can it be invoiced in CHF or EUR from a European entity? [unknown]: Unknown. A Gemini-specific CHF/EUR invoice and European contracting entity were not established from the inspected pages. - transparency_class — Is pricing transparent, partial, quote-only or unknown? [supported]: Partially specified: Business starting price, usage rates and procurement mechanics are public; Standard/Plus licence terms and large-order totals were not established. Sources: gemini-enterprise:gemini-enterprise:g-business, gemini-enterprise:gemini-enterprise:g-quotas, gemini-enterprise:gemini-enterprise:g-license-details. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-editions, gemini-enterprise:gemini-enterprise:g-license-details, gemini-enterprise:gemini-enterprise:g-business, gemini-enterprise:gemini-enterprise:g-quotas #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial Monthly/annual contract defaults and EUR invoices are public; some pricing representations conflict. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - minimum_commitment — What seat or spend minimum applies? [partial]: Calculator starts at one user and Business supports up to1000; Enterprise/deployment minimums differ. Sources: langdock:langdock:pricing, langdock:langdock:security. - contract_length — What contract lengths are offered? [supported]: Monthly or annual; annual offers 20% reduction on Standard tiers. Sources: langdock:langdock:billing. - cancellation — How can the contract be cancelled or reduced? [supported]: 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. Sources: langdock:langdock:terms. - local_invoicing — Can it be invoiced in CHF or EUR from a European entity? [partial]: Langdock GmbH invoices EUR excl tax; contract specifies market-rate conversion of provider foreign-currency charges. CHF invoices were not established. Sources: langdock:langdock:terms. - transparency_class — Is pricing transparent, partial, quote-only or unknown? [partial]: Partially specified public rates and usage rules; Enterprise quote-only and headline/calculator rates differ. Sources: langdock:langdock:pricing, langdock:langdock:billing. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:pricing, langdock:langdock:security, langdock:langdock:billing, langdock:langdock:terms ### VEN-05: Source licence Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial The assistant is supplied as a commercial hosted Cloud service; open model/documentation licences do not grant a self-hosted platform licence. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Remaining atomic gaps: enterprise_features_closed. - licence_type — Which licence applies to each component? [supported]: The scoped platform is governed by commercial Google Cloud service terms; documentation and sample-code licences are separate. Sources: gemini-enterprise:gemini-enterprise:g-terms-main. - branding_restrictions — Do licence terms restrict branding or user counts? [partial]: The base terms reserve ungranted intellectual-property rights; specific product rebranding or user-count licence rights were not established. Sources: gemini-enterprise:gemini-enterprise:g-terms-main. - enterprise_features_closed — Are enterprise features in a separate closed edition? [unknown]: Unknown. A component-by-component source and enterprise-extension licence inventory was not established. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-terms-main #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial Commercial platform rights are proprietary and time-limited. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - licence_type — Which licence applies to each component? [partial]: Terms grant a nonexclusive/nontransferable contract-term right, not an OSI source licence. Component-level connector/client licences are not enumerated. Sources: langdock:langdock:terms. - branding_restrictions — Do licence terms restrict branding or user counts? [partial]: Terms prohibit removing proprietary notices and reselling platform access; admin branding options do not transfer platform IP. Sources: langdock:langdock:terms. - enterprise_features_closed — Are enterprise features in a separate closed edition? [unknown]: 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. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:terms ### VEN-06: Data export and exit Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial User exports cover responses and Canvas artifacts; a complete admin exit package was not tested. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Remaining atomic gaps: chat_export, assistant_export, knowledge_export, post_termination_window. - chat_export — Can admins export all chats? [unknown]: Unknown. User output export is documented, but no complete all-user admin chat export was retrieved or tested. - assistant_export — Can assistants and prompts be exported in a reusable format? [unknown]: Unknown. No portable complete agent definition/tool/secret export was verified; a skill export is not assumed to cover agents. - knowledge_export — Can knowledge bases and their sources be exported? [unknown]: Unknown. No complete indexed knowledge/ACL/source export was verified. - export_format — Are formats documented and machine-readable? [partial]: Response export supports Docs/Sheets; Canvas documents export DOCX/PDF and slides PPTX/PDF. Complete chat/agent/knowledge export formats were not established. Sources: gemini-enterprise:gemini-enterprise:g-chat, gemini-enterprise:gemini-enterprise:g-canvas. - post_termination_window — How long can data be retrieved after termination? [unknown]: Unknown. The CDPA describes return during the term and an up-to-30-day recovery period, but this does not establish a guaranteed customer retrieval window after termination. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-chat, gemini-enterprise:gemini-enterprise:g-canvas #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial 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: surfaces=Langdock hosted workspace, Langdock public APIs and agent MCP server; 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; add_ons=Dedicated Enterprise deployment and relevant API scopes; Compliance API deployment enablement; deployment_mode=dedicated-instance; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. Limitations: - Configuration/file APIs are separate from conversation export. Dedicated Compliance API availability does not establish a Business Cloud entitlement. - chat_export — Can admins export all chats? [partial]: 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. Sources: langdock:langdock:compliance-rev2-20261026. - assistant_export — Can assistants and prompts be exported in a reusable format? [partial]: Agent API Get/Create migration exports configuration; attachments/skills must be handled separately and some fields/ownership do not transfer. Sources: langdock:langdock:migration. - knowledge_export — Can knowledge bases and their sources be exported? [partial]: Knowledge Folder API can retrieve/list files; a complete original-source/index/ACL export bundle was not demonstrated. Sources: langdock:langdock:knowledge, langdock:langdock:knowledge-20261026. - export_format — Are formats documented and machine-readable? [partial]: Agent and Compliance API JSON plus usage CSV/JSON are documented; this is not a one-click complete workspace export. Sources: langdock:langdock:compliance-rev2, langdock:langdock:migration, langdock:langdock:exports, langdock:langdock:exports-20261026. - post_termination_window — How long can data be retrieved after termination? [supported]: DPA permits exports during contract and until deletion, which occurs no later than30 days after termination subject to legal retention. Sources: langdock:langdock:dpa. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: 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 ### VEN-07: Support and service levels Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial Google publishes support tiers and status history; a scoped Enterprise uptime-credit SLA was not retrieved. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Remaining atomic gaps: support_languages, regional_presence, uptime_sla. - support_channels — Which support channels are available on each plan? [partial]: Cloud Customer Care lists Basic, Standard, Enhanced and Premium support; service-specific response entitlements depend on the purchased tier. Sources: gemini-enterprise:gemini-enterprise:g-support. - support_languages — Is support available in German, French or Italian? [unknown]: Unknown. German/French/Italian support coverage and hours for the purchased Gemini tier were not established. - regional_presence — Is there a DACH or Swiss entity, team or partner? [unknown]: Unknown. A named DACH/Swiss implementation partner or service team was not independently verified. - uptime_sla — Is there an uptime SLA with credits? [unknown]: Unknown. The tested Gemini Enterprise SLA path returned a non-substantive response; no percentage or credit terms are asserted. - status_page — Is there a public status page with history? [supported]: Google Cloud Service Health publishes service status and incident history. Sources: gemini-enterprise:gemini-enterprise:g-status. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-support, gemini-enterprise:gemini-enterprise:g-status #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial Berlin vendor support, public status history and a 99% monthly availability term are documented. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - support_channels — Which support channels are available on each plan? [partial]: Support email is documented; Enterprise has custom account management/support, and rollout programmes have shared Teams/Slack channels. Sources: langdock:langdock:billing, langdock:langdock:playbook. - support_languages — Is support available in German, French or Italian? [partial]: 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. Sources: langdock:langdock:imprint-20261026. - regional_presence — Is there a DACH or Swiss entity, team or partner? [supported]: Langdock GmbH contracts from Berlin, Germany. Sources: langdock:langdock:terms. - uptime_sla — Is there an uptime SLA with credits? [partial]: 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. Sources: langdock:langdock:terms. - status_page — Is there a public status page with history? [supported]: Public status separates app/API/Workflow/Integration history. Sources: langdock:langdock:status. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: langdock:langdock:billing, langdock:langdock:playbook, langdock:langdock:terms, langdock:langdock:status, langdock:langdock:imprint-20261026, langdock:langdock:terms-20261026, langdock:langdock:status-20261026 ### VEN-08: Onboarding, training and adoption Judgment rule: 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. #### Gemini Enterprise Verification status: Agent cross-checked (agent-cross-checked) Support: partial Public setup and role-based use-case materials exist; included onboarding and training services remain unpriced. Availability: unknown Delivery: native Scope: surfaces=Gemini Enterprise web app, distinct from Gemini in Google Workspace; version=not specified; plan=Gemini Enterprise Standard / Plus unless an atomic answer names Business or Pay-as-you-go; add_ons=none stated; deployment_mode=multi-tenant-saas; region=global, us or eu as selected; region and feature exceptions below; os=not specified. Limitations: - Remaining atomic gaps: onboarding_service, user_training, adoption_programme, service_cost. - onboarding_service — Is guided onboarding included? [unknown]: Unknown. Public administrator setup documentation is available; included vendor-led onboarding was not established. - user_training — Is end-user training offered, in which languages? [unknown]: Unknown. No scoped live/e-learning language catalogue with inclusion terms was obtained. - use_case_library — Are role-based use cases and templates provided? [supported]: The app guide links role-specific examples for finance, HR, legal, marketing, sales and support, plus starter agents and skills. Sources: gemini-enterprise:gemini-enterprise:g-start. - adoption_programme — Is there a champion or adoption programme? [unknown]: Unknown. No documented customer champion/change-management programme entitlement was established. - service_cost — Which services cost extra? [unknown]: Unknown. Professional-service, partner-onboarding and training prices were not established. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: gemini-enterprise:gemini-enterprise:g-start #### Langdock Verification status: Agent cross-checked (agent-cross-checked) Support: partial Rollout support starts at 250 licences; public learning material and champion guidance are available. Availability: generally-available Delivery: native Scope: surfaces=Langdock hosted workspace; version=Public documentation checked 2026-10-21; plan=Business Chat & Agents; included models unless BYOK or Enterprise is explicitly named; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Azure EU default, with admin-enabled global model exceptions; os=not specified. 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. - onboarding_service — Is guided onboarding included? [partial]: Dedicated rollout/workshops/shared channels are available from250 seats; exact included versus chargeable services depends on contract. Sources: langdock:langdock:playbook. - user_training — Is end-user training offered, in which languages? [partial]: Public workshops have recordings/slides; the complete delivery-language and included-live-training matrix is not specified. Sources: langdock:langdock:training. - use_case_library — Are role-based use cases and templates provided? [supported]: Playbook recommends role-specific prompts/agents and gives structured use-case discovery material. Sources: langdock:langdock:playbook. - adoption_programme — Is there a champion or adoption programme? [supported]: Playbook includes department champions, follow-ups, hackathons and AI challenges. Sources: langdock:langdock:playbook. - service_cost — Which services cost extra? [partial]: Enterprise custom onboarding/support is quote-based; public per-workshop fees were not found. Sources: langdock:langdock:billing. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: langdock:langdock:playbook, langdock:langdock:training, langdock:langdock:billing ## Sources ### gemini-enterprise:gemini-enterprise:g-locations Data residency for Gemini Enterprise Standard and Plus. US/EU at-rest and processing commitments have model and tool exceptions; standard Google Search grounding is global. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/locations - Locator: Multi-regions; In-country regions; Limitations table - Evidence kind: documented - Source date: 2026-10-20 - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-features Manage web app features. Administrators manage app-level model and feature toggles, including paid Claude models and image-generation model selection. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/manage-web-app-features - Locator: Model availability; Enable Gemini models; Enable third-party models; feature controls - Evidence kind: documented - Source date: 2026-10-20 - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-chat Chat with the assistant. The chat guide documents direct file analysis, Auto routing, source attribution, spreadsheet code execution and specific connector search limitations. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/assistant-chat - Locator: File formats and size limitations; Ask questions and view sources; Best practices; Limitations - Evidence kind: documented - Source date: 2026-10-20 - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-releases Gemini Enterprise release notes. Dated notes record new models, region-specific removals and corrections to prior deprecation announcements. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/release-notes - Locator: 2026-10-15 Claude launch; 2026-10-20 regional Gemini 2.5 Pro removal; 2026-08-06 postponement - Evidence kind: documented - Source date: 2026-10-20 - Retrieved: 2026-10-21 ### langdock:langdock:models AI Models | Langdock. Public model table lists current text models and EUR metered prices. - URL: https://langdock.com/models - Locator: Provider tables - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:model-guide Model Guide. Users select models or Auto routing; reasoning levels vary by model. - URL: https://docs.langdock.com/en/using-langdock/models-and-limits/models.md - Locator: Selecting a Model, Auto and Thinking - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:changes Product Changelog | Langdock. Dated releases document model additions, desktop apps and per-agent confirmations. - URL: https://langdock.com/changelog - Locator: 13 October 2026 model release; 15/10 September feature releases - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:billing https://docs.langdock.com/en/admin/billing/pricing.md. Business covers up to 1000 users, BYOK separates model costs, workflows/API are metered and Enterprise is quoted. - URL: https://docs.langdock.com/en/admin/billing/pricing.md - Locator: Products, volume tiers, Enterprise and API - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:byok https://docs.langdock.com/en/admin/byok/byok.md. BYOK replaces completion, embedding and image routes; missing model categories break relevant features. - URL: https://docs.langdock.com/en/admin/byok/byok.md - Locator: Options, requirements, setup and usage export - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:byok-routes Setup Guides. Named BYOK routes include cloud providers, Vercel Gateway and self-hosted OpenAI-compatible HTTPS endpoints. - URL: https://docs.langdock.com/en/admin/byok/setup-guides.md - Locator: Provider setup tabs and OpenAI-compatible endpoints - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:research Deep Research. Deep Research creates cited public-web reports and has a 15-per-30-days cap for standard keys. - URL: https://docs.langdock.com/en/using-langdock/chat/tools/deep-research.md - Locator: Model configuration, limitations and usage - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:terms Terms of Use | Langdock. Terms 2.1 prohibit training and describe provider-specific residency and retention agreements, proprietary use rights and contract defaults. - URL: https://langdock.com/terms - Locator: Sections 6/7/9/12/15/16/19 and Appendix 1 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:byok-models How to add your own models. Admins configure completion, image and embedding models, deployments, capability flags and USD accounting rates. - URL: https://docs.langdock.com/en/admin/byok/adding-models.md - Locator: Custom model setup and deployment configuration - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-quotas Quotas and overages. Seat-based quotas are pooled per edition/project/location, while partner-model tokens and overages are billed separately. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/quotas-and-overages - Locator: Feature and edition-based quotas; Standard and Plus table; Claude pricing - Evidence kind: documented - Source date: 2026-10-15 - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-budget Overview of overages and spend controls. Invoiced non-trial projects can cap eligible project spending; enforcement can lag by minutes and blocks the exhausted feature. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/manage-costs-overview - Locator: Cap costs with a project spend limit; End-user experience - Evidence kind: documented - Source date: 2026-10-14 - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:r4-single-user-quotas Gemini Enterprise release notes. Optional single-user quota multipliers are generally available for Standard, Plus and Standard Emerging Market editions; they operate within the shared edition/location pool. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/release-notes - Locator: October 22, 2026: Single-user quota limits - Evidence kind: documented - Source date: 2026-10-22 - Retrieved: 2026-10-26 ### gemini-enterprise:gemini-enterprise:r4-single-user-enforcement Gemini Enterprise quotas and overages. Single-user limits restrict the exhausted feature for that user while leaving other users and features available. Overages alter the exhaustion behavior; AI developer tools are excluded from the user quota multiplier. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/quotas-and-overages - Locator: Single-user quota limits - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### langdock:langdock:pricing Pricing Plans | Langdock. Business headline prices, annual discounts, workflow packages and Governance promotion are public. - URL: https://langdock.com/pricing - Locator: Chat & Agents, price breakdown, add-ons and API - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:workspace Workspace Settings. Workspace settings define retention, model defaults, EU-only default enablement, analytics and product controls. - URL: https://docs.langdock.com/en/admin/workspace/workspace.md - Locator: Product Settings, Models, Analytics and Customizations - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:limits Usage Limits. Five-hour and weekly usage windows trigger extra usage or a fallback; spam protection caps 250 messages per three hours. - URL: https://docs.langdock.com/en/using-langdock/models-and-limits/fair-usage-policy.md - Locator: Usage windows and exhaustion - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:extra Extra Usage. Extra usage has workspace/plan/user caps and fallback behavior with possible final-response overshoot. - URL: https://docs.langdock.com/en/admin/manage-usage/extra-usage.md - Locator: Enabling extra usage, spend limits and API exceptions - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-connect-overview Introduction to connectors and data stores. Ingestion copies entities and permissions; full and incremental syncs differ in their handling of identities and deletion. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/connectors/introduction-to-connectors-and-data-stores - Locator: Data store regions; Sync types; Sync schedules - Evidence kind: documented - Source date: 2026-10-14 - Retrieved: 2026-10-21 ### langdock:langdock:files Which file types does Langdock support?. Supported files have different type-specific size limits and processing restrictions. - URL: https://docs.langdock.com/en/using-langdock/troubleshooting/faq/supported-file-types.md - Locator: Format/size tables and processing limits - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:file-count What are the file limits in the chat and in agents?. Web message uploads allow 50 files, mobile five; agent knowledge and knowledge bases have separate limits. - URL: https://docs.langdock.com/en/using-langdock/troubleshooting/faq/file-limit.md - Locator: Chat and agent attachment limits - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:retrieval Knowledge Basics. Direct file previews differ from semantic search over 2000-character chunks, returning up to 50 passages. - URL: https://docs.langdock.com/en/using-langdock/guides/knowledge/knowledge-basics.md - Locator: Direct context and embedding search - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-editions Compare editions of Gemini Enterprise. Business has a 1–500 seat range and a limited connector set; Standard and Plus include the full connector ecosystem and differ in pooled storage. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/editions - Locator: Compare features, Seats and Storage rows - Evidence kind: documented - Source date: 2026-10-16 - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-projects Create and manage projects. Projects hold up to 50 files/links; linked sources preserve source ACLs, local uploads are shared with all project members and chats stay private. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/projects - Locator: Limitations; Manage project knowledge; Chat with assistant - Evidence kind: documented - Source date: 2026-10-14 - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-agents Create a chat agent. Users configure custom chat-agent instructions, uploaded knowledge and connected tools in Workflow Builder. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/workflow-builder/create-chat-agent - Locator: Instructions; Knowledge; Tools; publishing steps - Evidence kind: documented - Source date: 2026-10-20 - Retrieved: 2026-10-21 ### langdock:langdock:knowledge Knowledge bases. Persistent shareable knowledge bases accept up to 1000 text documents, search chunks and attach to agents. - URL: https://docs.langdock.com/en/using-langdock/library/knowledge-bases.md - Locator: Creation, sharing, limits and agent use - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:agents Agent Configuration. Agents combine instructions, files, folders, models, actions, skills and subagents, with optional source-access restrictions. - URL: https://docs.langdock.com/en/using-langdock/agents/configuration.md - Locator: Agent configuration, knowledge and source restriction - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-connectors Connect a third-party data source. Google distinguishes GA connectors from public-preview sources and warns that federated queries reach third-party systems under their terms. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/connectors/connect-third-party-data-source - Locator: Sources by launch stage; federated-query warning - Evidence kind: documented - Source date: 2026-10-15 - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-selfhosted-data Introduction to self-hosted data sources. Private Service Connect connects the Google-managed platform to customer-hosted sources, without establishing a self-hosted assistant. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/connectors/introduction-to-self-hosted - Locator: Access patterns; Private Service Connect - Evidence kind: documented - Source date: 2026-10-14 - Retrieved: 2026-10-21 ### langdock:langdock:sync Folder Sync. Daily folder sync supports SharePoint, OneDrive, Drive and Confluence, with real-time user access checks. - URL: https://docs.langdock.com/en/using-langdock/guides/integrations/folder-sync.md - Locator: Setup, permission checks, sync behavior and owner removal - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:integrations Integration Directory. The native directory lists Microsoft, Google, Atlassian, CRM, BI, vector search, DeepL and audio integrations. - URL: https://docs.langdock.com/en/using-langdock/integrations/integration-directory.md - Locator: Native integration directory - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:mcp Model Context Protocol (MCP). MCP clients support Streamable HTTP/SSE and several authentication types; new tools do not require confirmation by default. - URL: https://docs.langdock.com/en/using-langdock/guides/integrations/mcp/mcp.md - Locator: Transports, authentication and tool confirmation - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-dlp Protect sensitive data in sources. Sensitive Data Protection can block source ingestion/uploads and inspect Microsoft/Workspace labels, excluding Business and audio/video scans. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/protect-sensitive-data - Locator: Supported editions and regions; inbound data; Metadata labels - Evidence kind: documented - Source date: 2026-10-14 - Retrieved: 2026-10-21 ### langdock:langdock:labels Sensitivity Label Policy. A request-enabled Purview label policy filters supported integrations, with documented actions and upload exceptions. - URL: https://docs.langdock.com/en/admin/manage-integrations/sensitivity-label-policy.md - Locator: Availability, enforcement, exceptions and unsupported areas - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:actions Manage Action Access. Admins share integrations and actions with users/groups/API keys; native core actions cannot be disabled. - URL: https://docs.langdock.com/en/admin/manage-integrations/manage-action-access.md - Locator: Access settings and native-action exception - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-personalization Configure personalization and memory. Users can manage saved memories and connected sources; admins can disable memory and profiles across an app. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/configure-personalization - Locator: Data control; Save information as memories; Turn off personalization and memory - Evidence kind: documented - Source date: 2026-10-14 - Retrieved: 2026-10-21 ### langdock:langdock:chat Basic Chat functionalities. Chat supports model selection and governed tools; memory, deep research and agent tool conditions differ. - URL: https://docs.langdock.com/en/using-langdock/chat/functionalities.md - Locator: Model selector and tool availability - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:account Account Settings. Account settings include five UI languages, personal controls and temporary 72-hour Support sharing. - URL: https://docs.langdock.com/en/using-langdock/account/account.md - Locator: Preferences, shared chats, custom instructions and memory - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:memory Memory. Memory works in regular chats only, with a 50-memory cap and view/edit/delete controls. - URL: https://docs.langdock.com/en/using-langdock/chat/tools/memory.md - Locator: Availability, management and limits - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-workflow Workflow Builder overview. Workflow Builder provides no-code/low-code chat agents and multi-step workflows with sources, tools, publishing and sharing. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/workflow-builder - Locator: Capabilities; Agent types - Evidence kind: documented - Source date: 2026-10-14 - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-start Get started with using the Gemini Enterprise app. The app guide identifies web/mobile access, shared skills, agent sharing and role-based use-case guides. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/get-started - Locator: Choose your app experience; Share and collaborate - Evidence kind: documented - Source date: 2026-10-14 - Retrieved: 2026-10-21 ### langdock:langdock:roles Roles and extra permissions. System roles, up to five custom roles and delegated group permissions are configurable. - URL: https://docs.langdock.com/en/admin/workspace/roles.md - Locator: System roles, custom roles and group permissions - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-actions Use assistant actions. Users authorize each connector to act through their own account after an administrator enables actions. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/assistant-use-actions - Locator: Authorize your connected services; supported service actions - Evidence kind: documented - Source date: 2026-10-14 - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-mcp Set up your custom MCP server. Administrators configure remote MCP servers, OAuth and Cloud Run service-agent authentication; the route is not a local desktop MCP client. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/connectors/custom-mcp-server/set-up-custom-mcp-server - Locator: Limitations; authentication; data-store configuration - Evidence kind: documented - Source date: 2026-10-19 - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-research Deep Research. Deep Research plans multiple searches over enterprise indexes and optionally the web, then produces a cited report. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/research-assistant - Locator: Research sources; generated reports and citations - Evidence kind: documented - Source date: 2026-10-14 - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-configure Configure the assistant. Admins can set assistant instructions, block phrases, select grounding and choose chat retention of 1 to 180 days, default 60. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/configure-assistant - Locator: Additional LLM system instructions; web grounding; banned phrases; retention - Evidence kind: documented - Source date: 2026-10-14 - Retrieved: 2026-10-21 ### langdock:langdock:web Web Search. Web search returns inspectable citations and has a separate open-URL tool. - URL: https://docs.langdock.com/en/using-langdock/chat/tools/web-search.md - Locator: Search behavior and source inspection - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-schedule Schedule chat agent executions. Non-workflow chat agents can run recurring personal tasks, but credentials need manual renewal every 14 days and other-person actions are constrained. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/workflow-builder/schedule-chat-agent - Locator: Schedule and refresh; Limitations; View and approve scheduled runs - Evidence kind: documented - Source date: 2026-10-14 - Retrieved: 2026-10-21 ### langdock:langdock:workflows Introduction to Workflows. Workflows chain agents, integrations and logic with form, schedule and event triggers after admin activation. - URL: https://docs.langdock.com/en/using-langdock/workflows/introduction.md - Locator: Introduction and activation - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:hitl Human in the Loop. Workflow runs can pause for editor approval or per-action confirmation. - URL: https://docs.langdock.com/en/using-langdock/workflows/fundamentals/human-in-the-loop.md - Locator: Approval and action confirmation - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:excel Excel Add-in. The Excel add-in reads and writes workbooks with default edit confirmation and named version prerequisites. - URL: https://docs.langdock.com/en/using-langdock/microsoft-add-ins/excel.md - Locator: Install, workbook operations and edit permissions - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:outlook-rev2 Outlook Add-in. The Outlook add-in requires workspace-admin access and Exchange Online; edits ask by default and sending requires an explicit requested and confirmed action. - URL: https://docs.langdock.com/en/using-langdock/microsoft-add-ins/outlook.md - Locator: Installation and Exchange Online prerequisites; edit permissions; HTTP200 Markdown re-read2026-10-21 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:outlook-marketplace Langdock for Outlook, by Langdock GmbH. Vendor listing offers the add-in to every paid Langdock plan and trials, with draft review before sending. - URL: https://marketplace.microsoft.com/en-us/product/WA200011534?tab=Overview - Locator: Overview and eligibility sentence - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:outlook-rev2-20261026 Outlook Add-in. The Outlook add-in requires workspace-admin access and Exchange Online; edits ask by default and sending requires an explicit requested and confirmed action. - URL: https://docs.langdock.com/en/using-langdock/microsoft-add-ins/outlook.md - Locator: Installation and Exchange Online prerequisites; edit permissions; HTTP200 Markdown re-read2026-10-21 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### langdock:langdock:pricing-20261026 Pricing Plans | Langdock. Business headline prices, annual discounts, workflow packages and Governance promotion are public. - URL: https://langdock.com/pricing - Locator: Chat & Agents, price breakdown, add-ons and API - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-26 ### langdock:langdock:changes-20261026 Product Changelog | Langdock. Dated releases document model additions, desktop apps and per-agent confirmations. - URL: https://langdock.com/changelog - Locator: 13 October 2026 model release; 15/10 September feature releases - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### langdock:langdock:outlook-admin-20261026 Outlook Add-in setup. Admins set Outlook add-in access to Nobody, Everyone or Specific members and groups; Outlook Email and Calendar integrations have separate access/scopes. - URL: https://docs.langdock.com/en/admin/manage-integrations/add-in-setup-guides/outlook.md - Locator: Availability and access settings - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### langdock:langdock:agents-20261026 Agent Configuration. Agents combine instructions, files, folders, models, actions, skills and subagents, with optional source-access restrictions. - URL: https://docs.langdock.com/en/using-langdock/agents/configuration.md - Locator: Agent configuration, knowledge and source restriction - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### langdock:langdock:research-20261026 Deep Research. Deep Research creates cited public-web reports and has a 15-per-30-days cap for standard keys. - URL: https://docs.langdock.com/en/using-langdock/chat/tools/deep-research.md - Locator: Model configuration, limitations and usage - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### langdock:langdock:hitl-20261026 Human in the Loop. Workflow runs can pause for editor approval or per-action confirmation. - URL: https://docs.langdock.com/en/using-langdock/workflows/fundamentals/human-in-the-loop.md - Locator: Approval and action confirmation - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### langdock:langdock:mcp-20261026 Model Context Protocol (MCP). MCP clients support Streamable HTTP/SSE and several authentication types; new tools do not require confirmation by default. - URL: https://docs.langdock.com/en/using-langdock/guides/integrations/mcp/mcp.md - Locator: Transports, authentication and tool confirmation - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### langdock:langdock:excel-20261026 Excel Add-in. The Excel add-in reads and writes workbooks with default edit confirmation and named version prerequisites. - URL: https://docs.langdock.com/en/using-langdock/microsoft-add-ins/excel.md - Locator: Install, workbook operations and edit permissions - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### gemini-enterprise:gemini-enterprise:g-audit Gemini Enterprise audit logging. Cloud Audit Logs documents method-level administrative and data-access event categories for Discovery Engine. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/audit-logging - Locator: Audited methods and permission types - Evidence kind: documented - Source date: 2026-10-14 - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-api Gemini Enterprise REST reference. The REST reference lists assistant, agent, search and data-store methods with machine-readable API definitions. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/reference/rest - Locator: Discovery Engine service; assistants, agents, dataStores documents and sessions resources - Evidence kind: documented - Source date: 2026-10-09 - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-api-auth Authenticate to Gemini Enterprise API. API authentication is documented using Google Cloud identity, credentials and supported client libraries. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/authentication - Locator: Authentication options; client libraries - Evidence kind: documented - Source date: 2026-10-14 - Retrieved: 2026-10-21 ### langdock:langdock:mcp-server Langdock Agent MCP Server. A public MCP endpoint exposes workspace agents under Agent API scope. - URL: https://docs.langdock.com/en/using-langdock/guides/integrations/mcp/langdock-agent-mcp-server.md - Locator: Endpoint, authentication and tools - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-canvas Create and edit documents and slides in Canvas. The web-only Canvas exports documents as DOCX/PDF and slides as PPTX/PDF, with manual and instructed editing. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/assistant-canvas - Locator: Editing; export; Limitations - Evidence kind: documented - Source date: 2026-10-14 - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-mobile Configure the mobile app. The mobile app supports Google/third-party identities and administrator distribution through MDM, QR codes or links. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/configure-mobile-app - Locator: Before you begin; MDM; third-party identity provider configuration - Evidence kind: documented - Source date: 2026-10-14 - Retrieved: 2026-10-21 ### langdock:langdock:desktop-rev2 Enterprise Guide for Langdock Desktop. Managed desktop rollout supports machine-wide Windows packages and signed/notarized macOS installers; these installation instructions do not change subscription entitlements. - URL: https://docs.langdock.com/en/admin/desktop-app/deploy.md - Locator: Windows machine-wide MSIX/Intune; macOS PKG/DMG/Jamf/Kandji; HTTP200 Markdown re-read2026-10-21 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:mobile-rev2 Mobile App. HTTP200 Markdown introduction links official Apple App Store and Google Play mobile clients. - URL: https://docs.langdock.com/en/using-langdock/mobile-app/introduction.md - Locator: Download routes - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:desktop-product Langdock Desktop. Windows/macOS desktop clients use the same workspace and approved models as web. - URL: https://langdock.com/products/desktop - Locator: Downloads and Q&A - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:mobile-product Langdock Mobile. Vendor mobile page offers iOS/Android clients using the workspace-approved models. - URL: https://langdock.com/mobile - Locator: App Store/Google Play links and Q&A - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:r5-workspace-agent-access Google Workspace admin controls for Gemini Enterprise. Enabled users can use Gemini Enterprise agents in a side panel, the Enterprise assistant and CLI. Enterprise licences are separate from Workspace subscriptions; service and data access are separately controlled. Exact per-editor coverage is not listed. - URL: https://knowledge.workspace.google.com/admin/generative-ai/gemini-enterprise/turn-gemini-enterprise-on-or-off-for-users - Locator: Get licenses; side panel; service status; Workspace data access - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### gemini-enterprise:gemini-enterprise:r5-workspace-custom-addon Official Gemini Enterprise Workspace add-on codelab. Google demonstrates a customer-built Apps Script add-on invoking the Enterprise StreamAssist API inside Gmail and Chat with message context. Docs/Sheets/Slides are extension targets. Standard/Plus, a billed Cloud project, Workspace Business/Enterprise and permissions are prerequisites; sample code requires production hardening. - URL: https://codelabs.developers.google.com/ge-gws-agents - Locator: Prerequisites; default agent as Google Workspace add-on; StreamAssist; deploy to Gmail and Chat - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### gemini-enterprise:gemini-enterprise:r5-offer-boundaries Google Gemini Enterprise and Gemini app scope. Gemini Enterprise app is separately licensed; the Gemini app included with Workspace and Agent Platform are distinct offers. Their names do not establish that all Workspace editor features are included in the Enterprise app subscription. - URL: https://cloud.google.com/gemini-enterprise/faq - Locator: Gemini app differences; Agent Platform separate purchase - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### langdock:langdock:teams How to use the Teams Bot. Teams has personal bot chats and channel threads with team participation. - URL: https://docs.langdock.com/en/using-langdock/guides/chatbots/teams-bot.md - Locator: Private chats, channels and admin install - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:teams-20261026 How to use the Teams Bot. 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. - URL: https://docs.langdock.com/en/using-langdock/guides/chatbots/teams-bot.md - Locator: Installation note; Two Ways to Use the Teams Bot; Private Chat; Using Langdock in Channels; Limitations - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### gemini-enterprise:gemini-enterprise:r5-canvas-tone Gemini Enterprise Canvas tone and editing scope. Canvas offers Change tone/length and selected-text instructions. Editing applies to generated content in the active session; exporting DOCX/PDF is not a documented layout-preserving translation engine or corporate glossary. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/assistant-canvas - Locator: Edit a document; export; limitations - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### gemini-enterprise:gemini-enterprise:r5-translation-separate-api Cloud Translation Advanced document translation. A separate Cloud Translation Advanced API documents formatted-document translation and glossary parameters. It needs enabled APIs, authenticated project access and relevant storage/IAM; no included Enterprise-app feature or engine relationship is established. - URL: https://docs.cloud.google.com/translate/docs/advanced/translate-documents - Locator: API setup; translate documents; use AutoML or a glossary - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### langdock:langdock:editor Document Editor. Document Editor replaces Canvas and exports Markdown, Word and PDF; imported Word/PDF cannot be edited directly there. - URL: https://docs.langdock.com/en/using-langdock/chat/document-editor.md - Locator: Editor, AI edits, export and limitations - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-terms Google Cloud service specific terms. The contract restricts Google model training without customer instruction and states separate terms for third-party offerings. - URL: https://cloud.google.com/terms/service-terms - Locator: AI/ML Services Training Restriction; Generated Output; Grounding with Google Search - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:images Image Generation. Chat invokes configured image-generation models with a user model selector. - URL: https://docs.langdock.com/en/using-langdock/chat/tools/image-generation.md - Locator: Generating images and model choice - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-use-mobile Use the mobile app. Mobile users can dictate and play spoken answers; prompt audio is described as ephemeral. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/use-the-mobile-app - Locator: Voice; Speech to Text; Text to Speech - Evidence kind: documented - Source date: 2026-10-14 - Retrieved: 2026-10-21 ### langdock:langdock:analysis Using Langdock for Data Analysis. Tabular analysis produces charts and downloadable spreadsheet and document formats. - URL: https://docs.langdock.com/en/using-langdock/guides/data-analysis.md - Locator: Analysis procedure and outputs - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-share Share your conversations. A share link exposes the existing prompts, answers and generated content to permitted recipients, including sensitive content. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/share-conversations - Locator: Important warning; Create link; View shared conversations - Evidence kind: documented - Source date: 2026-10-14 - Retrieved: 2026-10-21 ### langdock:langdock:projects Projects. Shared projects expose all project chats/files to members and can be shared with users/groups, not the whole workspace. - URL: https://docs.langdock.com/en/using-langdock/chat/projects.md - Locator: Project sharing and permissions - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-identity Configure identity provider. Identity can use Google or a SAML/OIDC provider through federation; SCIM/group mapping has documented sharing and source-access roles. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/configure-identity-provider?hl=en - Locator: Google Identity; Workforce Identity Federation; Entra/Okta SCIM - Evidence kind: documented - Source date: 2026-10-14 - Retrieved: 2026-10-21 ### langdock:langdock:saml https://docs.langdock.com/en/admin/security/saml/saml.md. SAML 2.0 requires a verified domain; MFA comes from the IdP rather than standalone Langdock MFA. - URL: https://docs.langdock.com/en/admin/security/saml/saml.md - Locator: Checklist, supported IdPs, external authentication and MFA - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-license-details Get subscriptions and assign licenses. Seats can be assigned manually or on first access; console purchase limits depend on billing account type and cancellation disables renewal. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/licenses - Locator: Subscription seat quantity limits; auto-assignment; cancel a subscription - Evidence kind: documented - Source date: 2026-10-14 - Retrieved: 2026-10-21 ### langdock:langdock:scim https://docs.langdock.com/en/admin/security/scim/scim.md. SCIM 2.0 supports Entra provisioning after SAML setup and domain verification. - URL: https://docs.langdock.com/en/admin/security/scim/scim.md - Locator: Overview and prerequisites - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:scim-entra https://docs.langdock.com/en/admin/security/scim/entra.md. Entra target actions control provisioning/deactivation and group synchronization. - URL: https://docs.langdock.com/en/admin/security/scim/entra.md - Locator: Target Object Actions and optional group synchronization - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:leaver Unassign Agents. Agents whose owner is deactivated keep functioning but cannot be edited until reassigned. - URL: https://docs.langdock.com/en/admin/manage-agents/unassign-agents.md - Locator: Unassigned agents and reassignment - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-access-control Access control with IAM. IAM defines administrators, users and granular permissions at project/app boundaries. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/access-control - Locator: Gemini Enterprise Admin/User roles; app-level access - Evidence kind: documented - Source date: 2026-10-20 - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-analytics View and export analytics data. Analytics exposes app adoption and agent metrics, BigQuery export and allowlisted identifiable user-level reporting. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/view-analytics - Locator: Adoption; Usage and Quality; Agent; User Level; export - Evidence kind: documented - Source date: 2026-10-14 - Retrieved: 2026-10-21 ### langdock:langdock:exports Usage Exports. Usage CSV exports span users, agents, keys, projects, models and workflows, with user-detail privacy controls. - URL: https://docs.langdock.com/en/admin/compliance-and-governance/usage-exports.md - Locator: Export data types, limits and user-level data - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-costs View costs. The 30-day billing summary covers overage/PAYG consumption and explicitly excludes seat subscription charges. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/view-costs - Locator: Billing tab; Before you begin - Evidence kind: documented - Source date: 2026-10-14 - Retrieved: 2026-10-21 ### langdock:langdock:byok-limits Usage and spend limits. BYOK cost limits depend on configured prices and exclude backbone, workflows and workspace API usage. - URL: https://docs.langdock.com/en/admin/manage-usage/byok/usage-limits.md - Locator: Scope, unpriced models and spend limits - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:workflow-limits Workflow limits. Workflow AI use has a separate workspace EUR limit and per-workflow USD limits that block new runs. - URL: https://docs.langdock.com/en/admin/manage-workflows/spend-limits.md - Locator: Spend limits and execution step cap - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-usage-logs Access Gemini Enterprise usage audit logs with Cloud Logging. Prompt/response content logging is configurable, and log routing plus field-level restrictions are documented. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/set-up-usage-audit-logs - Locator: Logged information; Control access to logs - Evidence kind: documented - Source date: 2026-10-14 - Retrieved: 2026-10-21 ### langdock:langdock:audit Audit Logs API Overview. Audit events retain 90 days and are retrievable by a dedicated-scope admin API for SIEM ingestion. - URL: https://docs.langdock.com/en/developer/audit-logs-api/intro-to-audit-logs-api.md - Locator: Event schema, retention and prerequisites - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:compliance-rev2 Export tool parameters and outputs. 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. - URL: https://docs.langdock.com/en/developer/compliance-api/export-tool-results.md - Locator: Before You Start, parameters and conversation endpoints; HTTP200 Markdown re-read2026-10-21 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:compliance-rev2-20261026 Export tool parameters and outputs. 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. - URL: https://docs.langdock.com/en/developer/compliance-api/export-tool-results.md - Locator: Before You Start, parameters and conversation endpoints; HTTP200 Markdown re-read2026-10-21 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### langdock:langdock:audit-20261026 Audit Logs API Overview. Audit events retain 90 days and are retrievable by a dedicated-scope admin API for SIEM ingestion. - URL: https://docs.langdock.com/en/developer/audit-logs-api/intro-to-audit-logs-api.md - Locator: Event schema, retention and prerequisites - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### langdock:langdock:workspace-20261026 Workspace Settings. Workspace settings define retention, model defaults, EU-only default enablement, analytics and product controls. - URL: https://docs.langdock.com/en/admin/workspace/workspace.md - Locator: Product Settings, Models, Analytics and Customizations - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### gemini-enterprise:gemini-enterprise:g-armor Enable Model Armor in Gemini Enterprise. Model Armor can inspect/block prompts and responses but explicitly does not mask or alter PII in this integration. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/enable-model-armor - Locator: Inspect and block vs Inspect only; PII; templates; logging - Evidence kind: documented - Source date: 2026-10-14 - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-admin-setup-correction Set up Gemini Enterprise as an administrator. The setup summary mentions redaction, whereas its linked integration guide expressly excludes PII masking; effective redaction is not established. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/before-you-begin - Locator: Enable Model Armor safety controls; linked Model Armor integration guide - Evidence kind: documented - Source date: 2026-10-20 - Retrieved: 2026-10-21 ### langdock:langdock:gov Compliance Rules. Custom agent compliance checks produce pass/fail and severity results with per-rule analytics. - URL: https://docs.langdock.com/en/admin/governance/compliance-rules.md - Locator: Rule operation, failures and analytics - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:security security. Default Azure EU SaaS, managed dedicated from 2000 and customer-cloud/on-premise from 5000 seats are advertised. - URL: https://langdock.com/security - Locator: Deployment, security, BYOK and certifications - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:dpa Data Processing Agreement | Langdock. DPA 2.1 defines third-country instructions, subprocessor notice and deletion/export rules, with an embedded provider table. - URL: https://langdock.com/dpa - Locator: Sections 7-12 and Appendices 1/2 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-security Gemini Enterprise security overview. The security overview documents managed Cloud security controls and a user-requested deletion window, distinct from on-premise deployment. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/security-overview - Locator: End user security; data security; compliance - Evidence kind: documented - Source date: 2026-10-14 - Retrieved: 2026-10-21 ### langdock:langdock:terms-rev2 Terms of Use | Langdock. Microsoft Azure routes use Modified Abuse Monitoring, disabling provider prompt/output retention and human abuse review. Other provider/model routes require separate assessment. - URL: https://langdock.com/terms - Locator: Section9 and Appendix1 Microsoft Azure service terms - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-organize Organize your conversations. Users can remove chats from their lists; this does not establish immediate deletion of all backend copies. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/assistant-organize - Locator: Manage chats; delete and retention - Evidence kind: documented - Source date: 2026-10-14 - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-dpa Cloud Data Processing Addendum. The CDPA covers GDPR and Swiss FADP, data return/deletion and subprocessor/transfer obligations. - URL: https://cloud.google.com/terms/data-processing-addendum - Locator: General Terms 6 and 11; European Data Protection Law terms - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:retention How long are files saved in Langdock?. Deleted chats are immediately unavailable and unreferenced files are cleaned overnight; shared file references survive. - URL: https://docs.langdock.com/en/using-langdock/troubleshooting/faq/data-retention-for-files.md - Locator: Retention by object type - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-subprocessors Google Cloud subprocessors. The public subprocessor list includes international technical-support processing, which is separate from selected storage regions. - URL: https://cloud.google.com/terms/subprocessors - Locator: Google Cloud Platform; technical support locations - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:legal https://docs.langdock.com/en/admin/compliance-and-governance/legal-compliance.md. DPA applies automatically and a Professional Secrecy Addendum and certificates are linked from the Trust Center. - URL: https://docs.langdock.com/en/admin/compliance-and-governance/legal-compliance.md - Locator: Legal and compliance links - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-compliance Compliance certifications and security controls. Google lists compliance programs for relevant editions and exceptions, but this page does not supply issuer, report period or validity. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/compliance-security-controls?hl=en - Locator: Certifications; product-scope instructions; Security controls - Evidence kind: vendor-claimed - Source date: 2026-10-14 - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:r4-compliance-reports Google Cloud Compliance Reports Manager. Google provides on-demand ISO certificates and SOC reports without additional cost; selected resources require a Google Cloud or Workspace sign-in and confidential documents remain subject to customer-agreement confidentiality. - URL: https://cloud.google.com/security/compliance/compliance-reports-manager - Locator: Compliance Reports Manager access and confidentiality - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### gemini-enterprise:gemini-enterprise:r4-compliance-scope Gemini Enterprise compliance and security controls. Standard/Plus Agentic AI Service scope is distinguished from Notebook and developer-tool exceptions. Listing a compliance program is not verification of a current certificate/report. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/compliance-security-controls - Locator: Certifications; AlphaEvolve and Antigravity limitations - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### gemini-enterprise:gemini-enterprise:g-encryption Customer-managed encryption keys. CMEK, EKM/HSM and regional limitations are documented; a key option does not make all tools residency compliant. - URL: https://docs.cloud.google.com/gemini/enterprise/docs/cmek - Locator: Supported locations; limitations; external key management - Evidence kind: documented - Source date: 2026-10-15 - Retrieved: 2026-10-21 ### langdock:langdock:ip IP Restrictions. CIDR allowlists immediately block unauthorized network access when enabled. - URL: https://docs.langdock.com/en/admin/security/ip-restrictions.md - Locator: Prerequisites and enforcement - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-business Gemini Enterprise Business edition. Business advertises a starting seat price and 30-day trial, with a separate connector/admin package. - URL: https://cloud.google.com/gemini-enterprise/business?hl=en - Locator: Starting price; FAQs on trial, security and admin controls - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:pricing-rev2 Pricing Plans | Langdock. 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. - URL: https://langdock.com/pricing - Locator: Business/Enterprise cards; price breakdown; product add-ons - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:fx-ecb-2026-10-20 ECB historical euro foreign exchange reference rates. The October 20 reference rates are EUR 1 = USD 1.1215 = CHF 0.9237. Unknown Gemini licence totals are not converted. - URL: https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml - Locator: Cube time=2026-10-20; USD and CHF reference rates - Evidence kind: documented - Source date: 2026-10-20 - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:r4-pricing-gap Gemini Enterprise app FAQ. The FAQ directs purchase of Standard, Plus and Frontline to Google Cloud sales without a public base price. Business and the standalone Notebook purchase/trial routes are separate. - URL: https://cloud.google.com/gemini-enterprise/faq - Locator: Access and purchase of Standard, Plus and Frontline; business trial - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### langdock:langdock:ecb-fx ECB historical euro reference rates, 20 October 2026. ECB2026-10-20 reference rates:EUR1=USD1.1215=CHF0.9237, implying USD1=EUR0.89166206. - URL: https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml - Locator: Cube time=2026-10-20, USD and CHF currency entries - Evidence kind: documented - Source date: 2026-10-20 - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-pricing Gemini for business product page. The top-level universal-agent marketing page says several capabilities and third-party choice are early access; it is broader than the current Enterprise app docs. - URL: https://cloud.google.com/gemini-enterprise#pricing - Locator: FAQ: models; evaluation; early-access disclosure - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-terms-main Google Cloud terms of service. The hosted service is supplied under commercial Cloud terms; these terms do not license the platform for self-hosting. - URL: https://cloud.google.com/terms - Locator: Intellectual Property Rights; licence and service terms - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:migration Agent Migration Guide. Agent API export/import preserves selected configuration; files/skills and some fields require separate migration. - URL: https://docs.langdock.com/en/developer/agents-api/agent-migration.md - Locator: Prerequisites, exported settings and field mapping - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:dpa-20261026 Data Processing Agreement | Langdock. DPA 2.1 defines third-country instructions, subprocessor notice and deletion/export rules, with an embedded provider table. - URL: https://langdock.com/dpa - Locator: Sections 7-12 and Appendices 1/2 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### langdock:langdock:migration-20261026 Agent Migration Guide. Agent API export/import preserves selected configuration; files/skills and some fields require separate migration. - URL: https://docs.langdock.com/en/developer/agents-api/agent-migration.md - Locator: Prerequisites, exported settings and field mapping - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### langdock:langdock:knowledge-20261026 Knowledge bases. 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. - URL: https://docs.langdock.com/en/using-langdock/library/knowledge-bases.md - Locator: Create a Knowledge base and add documents, API upload; Share search access; Convert a Knowledge base to a folder - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### langdock:langdock:exports-20261026 Usage Exports. 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. - URL: https://docs.langdock.com/en/admin/compliance-and-governance/usage-exports.md - Locator: Accessing Usage Exports; Export Limits; Export Data Structure; Usage Exports; Data Retention - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### gemini-enterprise:gemini-enterprise:g-support Google Cloud Customer Care. Support is packaged in separate Customer Care tiers; the retrieved page does not establish a Gemini-specific local-language SLA. - URL: https://cloud.google.com/support - Locator: Basic, Standard, Enhanced and Premium support - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### gemini-enterprise:gemini-enterprise:g-status Google Cloud Service Health. Google publishes Cloud service health and dated incident information; this is not itself a Gemini Enterprise uptime commitment. - URL: https://status.cloud.google.com/ - Locator: Service status and incident history - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:playbook Rollout Playbook. Dedicated rollout support/workshops start at 250 licences and include a champion approach. - URL: https://docs.langdock.com/en/admin/ai-adoption-and-rollout/getting-started/rollout-playbook.md - Locator: Programme qualification and rollout phases - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:status status. The public status page covers the app, APIs, Workflows and Integrations with history. - URL: https://status.langdock.com/ - Locator: Components and history - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### langdock:langdock:terms-20261026 Terms of Use | Langdock. Terms 2.1 prohibit training and describe provider-specific residency and retention agreements, proprietary use rights and contract defaults. - URL: https://langdock.com/terms - Locator: Sections 6/7/9/12/15/16/19 and Appendix 1 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### langdock:langdock:imprint-20261026 Langdock imprint and contact point. Users and authorities can contact support@langdock.com in German and English; the imprint identifies Langdock GmbH in Berlin. - URL: https://langdock.com/imprint - Locator: Contact Point for Users and Authorities - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### langdock:langdock:status-20261026 status. The public status page covers the app, APIs, Workflows and Integrations with history. - URL: https://status.langdock.com/ - Locator: Components and history - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### langdock:langdock:training Langdock Workshops. Official workshop recordings/slides cover chat, skills, integrations, agents and workflows. - URL: https://docs.langdock.com/en/using-langdock/resources/langdock-workshops.md - Locator: Workshop catalogue - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21