Agent-readable comparison

Langdock vs Unique AI

Name: Langdock vs Unique AI: agent-readable comparison
Creator: onAI

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 48 criteria with sourced findings for both products, including 48 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. No winner is declared. A missing sourced finding is not evidence that a capability is absent.

Langdock source checks: 2026-10-21 to 2026-10-26. Website: https://langdock.com
Unique AI source checks: 2026-10-21 to 2026-10-26. Website: https://www.unique.ai
Generated 2026-10-27; next source check due 2026-12-20.

Same facts as Markdown and JSON. 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.

Langdock

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.

Unique AI

Agent cross-checked Support: partial

The platform catalogue supports several providers, subject to tenant credentials, contracts and validation status.

Availability: generally-available · Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations

Exact contracted/activated models, automatic cross-model routing and a complete image/audio/file matrix were not established. Catalogue dates include future release identifiers; dated additions and tenant eligibility take precedence over a release number.

providers Which model providers are available? [partial]: Catalogue includes Azure OpenAI/OpenAI, Anthropic, Google Gemini/Vertex, Together AI and xAI. Provider use must be agreed with each client; a catalogue row is not proof every tenant has it. Sources: unique-ai:unique-ai:models.
current_models Which current models are selectable on this plan? [partial]: Release 2026.42, hosted 14 October, explicitly adds Azure GPT-6.1 Sol and Claude Opus/Sonnet 5.5 through Anthropic/Vertex. Availability overview also lists Gemini3.8 Flash; provider/tenant credentials and validation differ. Sources: unique-ai:unique-ai:release42, unique-ai:unique-ai:models.
user_choice Can users pick the model per chat? [partial]: Space admins set enabled models; release notes describe chat model switching and API per-message model selection under the same rules. Conduct choices depend on administrator configuration. Sources: unique-ai:unique-ai:release42, unique-ai:unique-ai:agent, unique-ai:unique-ai:conduct.
auto_routing Does the product route between models automatically, and is the chosen model shown? [unknown]: Does the product route between models automatically, and is the chosen model shown? Unknown. Exact contracted/activated models, automatic cross-model routing and a complete image/audio/file matrix were not established. Catalogue dates include future release identifiers; dated additions and tenant eligibility take precedence over a release number.
multimodal_input Which models accept images, audio or files? [unknown]: Which models accept images, audio or files? Unknown. Exact contracted/activated models, automatic cross-model routing and a complete image/audio/file matrix were not established. Catalogue dates include future release identifiers; dated additions and tenant eligibility take precedence over a release number.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:models, unique-ai:unique-ai:agent, unique-ai:unique-ai:conduct, unique-ai:unique-ai:release42.

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.

Langdock

Agent cross-checked Support: partial

Public dated model additions exist, but release-lag medians and guaranteed retirement notice remain unknown.

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.

Unique AI

Agent cross-checked Support: partial

Unique publishes dated model additions and retirement/migration notes; a complete provider-release lag series remains unknown.

Limitations

A provider-verified last-three-major-release lag series for OpenAI, Anthropic and Google was not assembled; availability can depend on each contract. Admin version-pinning guarantees are not documented.

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. A provider-verified last-three-major-release lag series for OpenAI, Anthropic and Google was not assembled; availability can depend on each contract. Admin version-pinning guarantees are not documented.
changelog Is there a dated public model changelog? [supported]: Availability overview has a dated Recent changes table through 13 October 2026, with provider retirement sources. Sources: unique-ai:unique-ai:models.
deprecation_notice How much notice is given before a model is removed? [partial]: Dated 14 October release announces migrations ahead of o-series provider retirement on 19 November 2026. No guaranteed Unique contractual notice period is established. Sources: unique-ai:unique-ai:release42.
version_pinning Can an admin keep an older model version? [unknown]: Can an admin keep an older model version? Unknown. A provider-verified last-three-major-release lag series for OpenAI, Anthropic and Google was not assembled; availability can depend on each contract. Admin version-pinning guarantees are not documented.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:models, unique-ai:unique-ai:release42.

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.

Langdock

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.

Unique AI

Agent cross-checked Support: partial

Operators can configure customer model endpoints and credentials through GraphQL.

Limitations

BYO licence discounts, provider-by-provider contract onboarding and a full tool/RAG/embedding parity matrix are not public.

own_api_keys Can the customer use its own provider API keys? [supported]: ExternalLanguageModel accepts provider API credentials stored encrypted as immutable write-only values; OAuth2 is also documented. Sources: unique-ai:unique-ai:customllm.
own_cloud_contract Can it use its own Azure OpenAI, Bedrock or Vertex deployment? [partial]: Custom Azure OpenAI deployment examples specify customer endpoint, deployment, API version and token. Compliance docs mention Bedrock; exact supported Bedrock/Vertex contract routes need deployment scoping. Sources: unique-ai:unique-ai:customllm, unique-ai:unique-ai:compliance.
custom_endpoint Can an admin add any OpenAI-compatible endpoint? [partial]: Documents self/cloud-hosted LXM endpoints and an Azure-compatible connection object. Universal support for any OpenAI-compatible endpoint is not guaranteed. Sources: unique-ai:unique-ai:customllm.
byo_pricing Does BYO change the licence price? [unknown]: Does BYO change the licence price? Unknown. BYO licence discounts, provider-by-provider contract onboarding and a full tool/RAG/embedding parity matrix are not public.
byo_restrictions Which features stop working with BYO? [partial]: Azure Chat Code Execution requires compatible Azure Responses models; switching a custom model group name/deleting an in-use group can break configured assistants. Sources: unique-ai:unique-ai:customllm, unique-ai:unique-ai:code.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:customllm, unique-ai:unique-ai:compliance, unique-ai:unique-ai:code.

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.

Langdock

Agent cross-checked Support: partial

Self-hosted compatible inference is a documented BYOK route with network and capability requirements.

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.

Unique AI

Agent cross-checked Support: partial

The platform documents custom model and embedding connections. Tool parity depends on the selected route: Code Execution lists Azure and LiteLLM OpenAI compatibility, while arbitrary self-hosted model parity is unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform; custom-model/embedding connectors and optional Code Execution availability and deployment/provider configuration depend on the customer agreement; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations

Code Execution has a listed Responses-capability/model matrix, not universal support for every custom-hosted model. Azure sandbox controls are not extended to every LiteLLM route.
No customer runtime or feature-parity fixture was used; QA-only Phoeniqs is not presented as GA.

self_hosted_chat Can chat use a customer-hosted model? [supported]: Custom LXM and on-premises architecture allow customer-hosted model connections. Models, endpoint compatibility and enabled modules are selected for the contracted deployment. Sources: unique-ai:unique-ai:customllm, unique-ai:unique-ai:onpremsecurity.
self_hosted_embeddings Can retrieval use customer-hosted embeddings? [partial]: An instance maintainer can configure embedding endpoint, key and deployment; the operator overview allows self-hosted embeddings. Supported non-Azure runtimes and a particular customer configuration were not verified. Sources: unique-ai:unique-ai:embeddings, unique-ai:unique-ai:operators.
feature_parity Which features fail with self-hosted models? [partial]: Changing embeddings requires re-embedding existing files. The Code Execution compatibility section explicitly lists Azure Responses-capable IDs and LiteLLM OpenAI IDs, so no blanket Azure-only restriction is asserted. Its introduction/security section describes an Azure sandbox; the actual LiteLLM execution route and parity for arbitrary self-hosted models remain unverified. Sources: unique-ai:unique-ai:embeddings, unique-ai:unique-ai:review2-code.
vendor_hosted_open_models Does the vendor host open-weight models in EU/CH? [partial]: The model catalogue describes Swiss Phoeniqs open models in QA only, not the UAT01/Prod offer. Production entitlement to a vendor-hosted Swiss open model was not established. Sources: unique-ai:unique-ai:review2-models.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:customllm, unique-ai:unique-ai:onpremsecurity, unique-ai:unique-ai:embeddings, unique-ai:unique-ai:operators, unique-ai:unique-ai:review2-code, unique-ai:unique-ai:review2-models.

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.

Langdock

Agent cross-checked Support: partial

Workspace model defaults and usage/fallback behavior are documented; per-group model/data boundaries remain unverified.

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.

Unique AI

Agent cross-checked Support: partial

Models and knowledge/tools are configured per access-controlled Space; optional beta daily spending caps block calls.

Availability: beta · Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations

No two-group restriction fixture was run. Exact contract token/message limits, platform-wide model allow-lists and provider data-routing policy remain unverified.

model_allowlist_by_group Can admins limit models per group? [partial]: Admins bind deployed/approved models to Spaces and grant people/groups space access. Direct per-group model lists across all chats are not documented. Sources: unique-ai:unique-ai:agent.
data_bound_models Can admins restrict which models receive connector or knowledge content? [partial]: A Space binds one model, selected KB sources and tools, and people/group access. A global connector-content model policy is not established. Sources: unique-ai:unique-ai:agent.
default_model Can admins set the default model? [supported]: Administrators select the model for each Space. Sources: unique-ai:unique-ai:agent.
user_limits What per-user message or token limits apply, and are they published? [partial]: Off-by-default beta cost management supports daily USD limits at company/group/user levels, reset at user-local midnight. Public fixed token/message quotas are not established. Sources: unique-ai:unique-ai:cost.
limit_behaviour What happens when a limit is reached? [supported]: With limits enabled, the next model call is blocked when daily spend reaches the cap. Most permissive group limit wins unless a user override exists. Sources: unique-ai:unique-ai:cost.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:agent, unique-ai:unique-ai:cost.

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.

Langdock

Agent cross-checked Support: partial

Format/count limits and direct previews differ from semantic search paths.

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.

Unique AI

Agent cross-checked Support: partial

Chat upload defaults are 512 MB/file and 30 files/batch, with source retrieval for large documents.

Limitations

Configured scanned-PDF OCR is documented: MDI supports image-based PDFs, Docling has partial support, and Base Unique Ingestion does not support them. MDI must be provisioned and enabled for the folder or chat Space.
Scanned-PDF accuracy, formula preservation, embedded-figure extraction and shared fixture outcomes were not measured. Older general ingestion limits differ from current production chat defaults.

formats Which formats are accepted? [supported]: Chat supports PDF, DOCX, XLSX, PPTX, CSV, HTML, MD and TXT; PNG/JPEG when enabled per Space. Sources: unique-ai:unique-ai:files.
limits What size and count limits apply per file and chat? [partial]: Production Chat defaults 512 MB/file, 30 files/upload. Code Execution has separate 100 MB and 10-file limits. Environment overrides and aggregate chat caps need tenant confirmation. Sources: unique-ai:unique-ai:files, unique-ai:unique-ai:code.
ocr Are scanned PDFs read? [partial]: The file-ingestion guide explicitly distinguishes methods: Base Unique Ingestion does not support image-based scanned PDFs, MDI supports them, and Docling has partial support. MDI must be provisioned and enabled for the folder or in the chat Space ingestion settings. Experimental image-content extraction and deprecated agentic ingestion are separate. No scanned-document fixture or accuracy measurement was run. Sources: unique-ai:unique-ai:file-ingestion-20261026.
spreadsheets Are Excel tables read with structure intact? [partial]: Chat guide says default extraction can fail beyond 5,000 rows x 100 columns. General format guide lists 1,000 x 40; formulas and structure retention were not tested. Sources: unique-ai:unique-ai:files, unique-ai:unique-ai:filetypes.
full_vs_chunked Is the whole file used or only retrieved parts, and does the user see which? [supported]: Checked uploads force retrieval each turn. Large files contribute selected chunks, not necessarily the full file, and users do not see full coverage. Experimental full-PDF mode is separate. Sources: unique-ai:unique-ai:files.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: unique-ai:unique-ai:files, unique-ai:unique-ai:code, unique-ai:unique-ai:filetypes, unique-ai:unique-ai:file-ingestion-20261026.

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.

Langdock

Agent cross-checked Support: supported

Persistent knowledge bases and library folders have separate limits and access roles.

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.

Unique AI

Agent cross-checked Support: partial

Knowledge folders persist and can be scoped to users/groups and bound to Spaces.

Limitations

Public total collection/document/token caps and organisation-wide sharing defaults are not specified; chat-only uploads are separately private and expiring.

persistent_collections Can users keep document collections across chats? [supported]: Ingested content lives in knowledge-base folders/scopes beyond a chat. Sources: unique-ai:unique-ai:kbpermissions.
sharing_scope Can collections be shared with users, groups or the whole organisation? [supported]: ScopeAccess grants users or groups read/write access. A flat folder permission does not automatically grant subfolder access. Sources: unique-ai:unique-ai:kbpermissions.
size_limits What are the collection limits? [unknown]: What are the collection limits? Unknown. Public total collection/document/token caps and organisation-wide sharing defaults are not specified; chat-only uploads are separately private and expiring.
assistant_binding Can collections be bound to an assistant? [supported]: Space Internal Search binds selected folders/files and further narrows user permissions. Sources: unique-ai:unique-ai:agent.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:kbpermissions, unique-ai:unique-ai:agent.

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).

Langdock

Agent cross-checked Support: partial

Native tools, daily folder sync and customer MCP/API integrations are distinct routes.

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.

Unique AI

Agent cross-checked Support: partial

Indexed SharePoint and Confluence are documented. Current architecture also names Google Drive/Salesforce, and release notes describe Salesforce/Yahoo Finance MCP connector dashboards; detailed entitlements and source permissions remain connector-specific.

Availability: generally-available · Delivery: native
Scope: surfaces=Unique AI Chat and administration, Unique MCP Hub and Knowledge Base MCP; version=not specified; plan=Contracted Unique AI platform and enabled modules. No public named tariff tiers were established; deployment and provider entitlements vary by MSA.; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations

Architecture labels and release examples do not prove that every source is enabled or included in every contract.
Future items on the roadmap are not promoted to current connector support.
No source-connection or two-user permission fixture was run.

microsoft_365 Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected? [partial]: SharePoint Online connector copies selected content with application consent and optional permission sync. Platform documentation also exposes Teams and Outlook MCP operator guides, but their exact contracted scope and OneDrive coverage were not verified. Sources: unique-ai:unique-ai:sharepoint.
google_workspace Which Google sources are connected? [partial]: The current Platform Overview names Google Drive as a Knowledge Source feeding the Knowledge Base. It does not establish Gmail/Calendar coverage, a deployment guide, source consent scopes or inclusion in a particular customer contract. This is a documented architecture listing, not an observed enabled connector. Sources: unique-ai:unique-ai:platform-overview-20261026.
atlassian Confluence and Jira? [partial]: Official Confluence connector supports Cloud and Data Center; Jira connector coverage was not established. Sources: unique-ai:unique-ai:confluence.
other_systems Which other business systems? [partial]: Release 2026.40 names Salesforce and Yahoo Finance as examples in GA MCP connector dashboards that admins can list, enable and sign in to. Platform Overview also names Salesforce as a Knowledge Source. Exact origin implementation, connector rights, credentials and commercial inclusion vary by configured connector and contract. Sources: unique-ai:unique-ai:release40-20261026, unique-ai:unique-ai:platform-overview-20261026.
on_prem_sources Can on-prem file shares or databases be connected? [partial]: Confluence Data Center sources are supported via REST. Generic file-share/database connector scope was not established. Sources: unique-ai:unique-ai:confluence.
connector_provider Who builds and maintains each connector? [supported]: Unique publishes Kubernetes operator guides for SharePoint and Confluence; client IT supplies source credentials, consent, scope and deployment configuration. Sources: unique-ai:unique-ai:sharepoint, unique-ai:unique-ai:confluence.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: unique-ai:unique-ai:sharepoint, unique-ai:unique-ai:confluence, unique-ai:unique-ai:platform-overview-20261026, unique-ai:unique-ai:release40-20261026.

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.

Langdock

Agent cross-checked Support: partial

Folder Sync checks each user source access; Purview labels add a separate, qualified control.

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.

Unique AI

Agent cross-checked Support: partial

SharePoint permission mirroring is optional; Confluence does not synchronise source permissions.

Limitations

No two-user restricted-document/revocation fixture was run. End-to-end revocation SLA and label enforcement are not established. Older folder-permissions documentation says SharePoint never mirrors permissions, conflicting with the newer optional-sync guide.

source_permissions_respected Are source permissions enforced per user? [partial]: SharePoint content_and_permissions mirrors source rights, while content_only uses Unique scope rules. Confluence explicitly has no source-permission sync, so Unique folder access needs configuration. Sources: unique-ai:unique-ai:sharepoint, unique-ai:unique-ai:confluence.
enforcement_point Does the source system, a mirrored index or nothing enforce them? [supported]: Indexed content is filtered through Unique user/group ScopeAccess. This is not source-system live query-time enforcement. Sources: unique-ai:unique-ai:kbpermissions, unique-ai:unique-ai:sharepoint.
revocation_delay How quickly does a removed permission take effect? [partial]: SharePoint source rights refresh periodically, default scans 15 minutes. Internal gatekeeper changes usually propagate under one second but have no hard upper bound; degraded/missed broadcasts can leave old rules active. Sources: unique-ai:unique-ai:sharepoint, unique-ai:unique-ai:permissioncache.
admin_scope_controls Can admins exclude sites, folders or labels? [supported]: Admins allow SharePoint sites/libraries and require a sync flag, Confluence labels, and Space KB restrictions. Sources: unique-ai:unique-ai:sharepoint, unique-ai:unique-ai:confluence, unique-ai:unique-ai:agent.
sensitivity_labels Are Microsoft Purview or similar labels respected? [partial]: July SharePoint connector explicitly excludes sensitivity/classification-level detection. Separately, release2026.42 documents experimental Purview-protected-file decryption using uploader rights, gated by MIP_DECRYPTION_ENABLED and Entra/operator changes. This is not proof of general label-policy enforcement. Sources: unique-ai:unique-ai:release42, unique-ai:unique-ai:sharepoint.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:sharepoint, unique-ai:unique-ai:confluence, unique-ai:unique-ai:kbpermissions, unique-ai:unique-ai:permissioncache, unique-ai:unique-ai:agent, unique-ai:unique-ai:release42.

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.

Langdock

Agent cross-checked Support: partial

Folder Sync copies indexed text and refreshes daily, with live access checks and manual refresh.

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.

Unique AI

Agent cross-checked Support: partial

SharePoint and Confluence copy content to Unique indexes on configurable scans, default every 15 minutes.

Limitations

No source-edit/delete fixture was run. Actual sync duration, strict deletion SLA and index/backup region per contract remain unverified.

live_or_indexed Is content searched live or copied into an index? [supported]: Connectors ingest documents/page attachments into the Unique knowledge base for RAG. Sources: unique-ai:unique-ai:sharepoint, unique-ai:unique-ai:confluence.
sync_interval How often does an index refresh? [supported]: Default 15-minute scan for both connectors; schedules are configurable. Real-time sync is explicitly not supported. Sources: unique-ai:unique-ai:sharepoint, unique-ai:unique-ai:confluence.
deletion_propagation How quickly does a deleted document disappear? [partial]: Diff processing detects deleted source files/pages and removes them on a sync run. A strict completion bound is not provided. Sources: unique-ai:unique-ai:sharepoint, unique-ai:unique-ai:confluence.
index_location Where is indexed content stored? [partial]: Hosted documents use Azure storage; embeddings Qdrant and search vectors on managed disks in the selected deployment. Exact per-client index region needs the MSA/architecture. Sources: unique-ai:unique-ai:retention, unique-ai:unique-ai:keys.

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.

Langdock

Agent cross-checked Support: partial

Citations are documented; retrieval outcomes remain untested.

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.

Unique AI

Agent cross-checked Support: partial

Unique documents source-linked answers and reference limits, without a shared-corpus accuracy result.

Limitations

No shared question set was run. Citation correctness, cross-language recall, no-answer behaviour and observed accuracy remain unmeasured. Vendor evaluation tools are not our benchmark results.

citations Are answers linked to specific sources? [supported]: Chat retrieval cites sources; Conduct links source facts, with PDF/Word page-level references and other formats at document level. Generated files are not citation-linked or hallucination-checked. Sources: unique-ai:unique-ai:files, unique-ai:unique-ai:conduct.
citation_accuracy Do the cited passages support the answer? [unknown]: Do the cited passages support the answer? Unknown. No shared question set was run. Citation correctness, cross-language recall, no-answer behaviour and observed accuracy remain unmeasured. Vendor evaluation tools are not our benchmark results.
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 question set was run. Citation correctness, cross-language recall, no-answer behaviour and observed accuracy remain unmeasured. Vendor evaluation tools are not our benchmark results.
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 question set was run. Citation correctness, cross-language recall, no-answer behaviour and observed accuracy remain unmeasured. Vendor evaluation tools are not our benchmark results.
observed_accuracy How many of the question set were answered correctly? [unknown]: How many of the question set were answered correctly? Unknown. No shared question set was run. Citation correctness, cross-language recall, no-answer behaviour and observed accuracy remain unmeasured. Vendor evaluation tools are not our benchmark results.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:files, unique-ai:unique-ai:conduct.

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.

Langdock

Agent cross-checked Support: supported

Regular-chat instructions and memory have user and workspace controls.

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.

Unique AI

Agent cross-checked Support: partial

Context Memory provides a private cross-chat user profile with edit and opt-out controls.

Limitations

No authenticated memory fixture or permanent deletion test was run. The guide explicitly contradicts the settings deletion promise.

custom_instructions Can users set persistent instructions? [partial]: Admins configure Space instructions; memory learns preferences. A separate persistent user-authored global instruction field was not established. Sources: unique-ai:unique-ai:agent, unique-ai:unique-ai:memory.
cross_chat_memory Does the product remember facts across chats? [supported]: One per-user profile is loaded across enabled spaces/chats and updated after answers; stored in a private unindexed KB folder. Sources: unique-ai:unique-ai:memory.
user_memory_controls Can users view, edit and delete memories? [partial]: Users view/edit the profile and disable updates/loading. Docs explicitly say disabling does not delete the profile despite contrary settings text; a delete control is not established. Sources: unique-ai:unique-ai:memory.
admin_memory_controls Can admins turn memory off? [supported]: Release2026.42 makes Context Memory GA, with per-company enable/disable feature flag and per-Space activation. Users can opt out; Web Search combinations remain restricted by default. Sources: unique-ai:unique-ai:release42, unique-ai:unique-ai:memory.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:agent, unique-ai:unique-ai:memory, unique-ai:unique-ai:release42.

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.

Langdock

Agent cross-checked Support: partial

Agents combine reusable knowledge and tools with creation/sharing controls.

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.

Unique AI

Agent cross-checked Support: partial

Admins configure Spaces with instructions, models, knowledge, tools, prompts and group access.

Limitations

Assistant versioning, organisation-wide directory discovery and unrestricted end-user creation were not established.

create_assistants Can users create assistants with instructions, knowledge and tools? [supported]: Space setup includes model, instructions, knowledge sources and tools. Sources: unique-ai:unique-ai:agent.
creator_permissions Can admins limit who creates them? [supported]: Space creation/management requires delegated role permissions; Can manage grants space configuration access. Sources: unique-ai:unique-ai:roles, unique-ai:unique-ai:agent.
sharing_scope Can assistants be shared with users, groups or everyone? [supported]: Share through Access with people/groups as Can chat or Can manage. Sources: unique-ai:unique-ai:agent.
catalogue Is there an internal assistant directory? [partial]: Space Management lists configured workspaces; a dedicated employee assistant-discovery directory is not described. Sources: unique-ai:unique-ai:agent.
prompt_library Are shared prompt templates available? [supported]: Admins publish Suggested Prompts with a Space; users also have personal saved prompts. Sources: unique-ai:unique-ai:agent, unique-ai:unique-ai:chat.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:agent, unique-ai:unique-ai:roles, unique-ai:unique-ai:chat.

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.

Langdock

Agent cross-checked Support: partial

Remote MCP and custom actions have admin access controls and optional confirmations.

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.

Unique AI

Agent cross-checked Support: partial

Built-in tools and beta MCP connectors are governed at organisation and Space levels.

Availability: beta · Delivery: native
Scope: surfaces=Unique AI Chat and administration, Unique AI Conduct, Unique MCP Hub and Knowledge Base MCP; version=not specified; plan=Contracted platform with MCP beta feature flag and configured connectors; add_ons=MCP entitlement and enablement per contract; deployment_mode=not specified; region=Tenant plus downstream connector/provider regions; os=not specified.

Limitations

Arbitrary OpenAPI action import, local stdio MCP support, each connector auth mode and universal side-effect approval are not established. Hub planned DLP/elicitation pipeline is not treated as released.

builtin_tools Which tools are built in? [supported]: Internal search, web search, Deep Research and Code Execution are documented; Deep Research is experimental and code has model restrictions. Sources: unique-ai:unique-ai:agent, unique-ai:unique-ai:code, unique-ai:unique-ai:deepresearch.
custom_actions Can admins add API actions? [unknown]: Can admins add API actions? Unknown. Arbitrary OpenAPI action import, local stdio MCP support, each connector auth mode and universal side-effect approval are not established. Hub planned DLP/elicitation pipeline is not treated as released.
mcp_client Can it use remote MCP servers, and with what admin control? [supported]: MCP Tools for Spaces is beta, off until enabled for the organisation; connector admins and space managers can selectively expose connectors/tools. Sources: unique-ai:unique-ai:mcp.
tool_auth Do tools act as the user or as a shared account? [supported]: MCP Hub maps user hub tokens to downstream per-user OAuth tokens; secrets are injected server-side. Sources: unique-ai:unique-ai:hub.
tool_approval Can admins approve or block tools, and can users confirm actions before they run? [partial]: Admins restrict origin/connector/tool exposure. Conduct can pause for approve/deny of configured sensitive actions; it is not a universal confirmation guarantee. Sources: unique-ai:unique-ai:hub, unique-ai:unique-ai:conduct.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:agent, unique-ai:unique-ai:code, unique-ai:unique-ai:deepresearch, unique-ai:unique-ai:mcp, unique-ai:unique-ai:hub, unique-ai:unique-ai:conduct.

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.

Langdock

Agent cross-checked Support: partial

Cited search and public-web Deep Research are available; provider/region details remain incomplete.

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.

Unique AI

Agent cross-checked Support: partial

Web search has provider/strategy controls; separate Deep Research is experimental.

Limitations

No search/report fixture was run. Exact query/provider regions, contract enablement and current Deep Research production readiness remain unverified.

web_search Is web search available? [supported]: Real-time web search/read is a Space tool, with stable V1/V2 modes and experimental V3. Sources: unique-ai:unique-ai:websearch.
admin_toggle Can admins disable it per organisation or group? [supported]: Admins enable/disable tools per Space shared with groups. Deep Research tools are configured separately; disabling ordinary Web Search is not a universal external-search block. Sources: unique-ai:unique-ai:agent, unique-ai:unique-ai:deepresearch.
search_provider Which search provider handles queries, and where? [partial]: Configured engines can include Google, Bing, Brave, Jina, Tavily, Firecrawl, Vertex or custom API; query context can leave the tenant. Exact provider region must be set per contract. Sources: unique-ai:unique-ai:websearch.
deep_research Is multi-step research with a report available? [supported]: Experimental tool creates multi-source research and reports. Unique engine can use internal/web sources; OpenAI-native engine requires direct OpenAI-hosted models and lacks internal sources/hosting-location control. Sources: unique-ai:unique-ai:deepresearch.
web_citations Are web sources cited? [supported]: Web answers include source references; Deep Research documents citation-linked reports. Sources: unique-ai:unique-ai:websearch, unique-ai:unique-ai:deepresearch.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:websearch, unique-ai:unique-ai:agent, unique-ai:unique-ai:deepresearch.

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.

Langdock

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.

Unique AI

Agent cross-checked Support: partial

Recurring Scheduled Tasks run with user permissions; current release notes label the feature experimental.

Limitations

No general no-code workflow/chain builder or complete event-source trigger catalogue was established. Automated runs may stop for manual approval/questions and are subject to normal usage limits.

workflow_builder Is there a workflow or chain builder? [unknown]: Is there a workflow or chain builder? Unknown. No general no-code workflow/chain builder or complete event-source trigger catalogue was established. Automated runs may stop for manual approval/questions and are subject to normal usage limits.
scheduled_tasks Can prompts or assistants run on a schedule? [partial]: User guide labels recurring Chat/Conduct tasks beta and off by default; release2026.42 instead labels Scheduled Tasks experimental, off by default, enabled on request, and describes scheduling/eligibility fixes. Sources: unique-ai:unique-ai:release42, unique-ai:unique-ai:scheduled.
event_triggers Can external events start a workflow? [partial]: SDK documents webhook-driven applications, which require developer-hosted modules; a packaged no-code external-event builder was not established. Sources: unique-ai:unique-ai:sdk.
builder_audience Is building aimed at business users, IT or developers? [partial]: Business users author recurring tasks in the UI or Conduct; developers host webhook-driven SDK modules. Availability and scheduling behaviour depend on deployed release. Sources: unique-ai:unique-ai:scheduled, unique-ai:unique-ai:sdk.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:scheduled, unique-ai:unique-ai:sdk, unique-ai:unique-ai:conduct, unique-ai:unique-ai:release42.

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.

Langdock

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.

Unique AI

Agent cross-checked Support: partial

Contract-enabled Conduct plans and executes multi-step tasks with visible tools and stop controls. Sensitive actions can ask for approval; separately enabled Experimental Scheduled Tasks offer automatic approval.

Availability: generally-available · Delivery: native
Scope: surfaces=Unique AI Conduct; version=Conduct 2026.40+; scheduling status/flags per 2026.42; plan=Contracted Unique AI platform; Conduct; Scheduled Tasks separately enabled per contract and feature flag availability and deployment/provider configuration depend on the customer agreement; add_ons=Conduct; optional Scheduled Tasks feature flag; deployment_mode=not specified; region=Configured tenant/models/tools; scheduled actions run with the owner permissions and configured approval policy; os=not specified.

Limitations

No agent fixture was run. Interactive sensitive-action approval and separately enabled unattended automatic approval are different execution modes.
Actual tools, entitlement, approval policy and deployed release depend on the customer contract/configuration.

agent_mode Is there an agent mode for multi-step tasks? [supported]: Plans and executes Python/Bash, files, internal search and configured MCP tools in an autonomous workspace. Sources: unique-ai:unique-ai:conduct.
visible_steps Are steps and tool calls shown? [supported]: Shows checklist, progress, code/tool inputs and outputs, and waiting/working indicators. Sources: unique-ai:unique-ai:conduct.
side_effect_confirmation Must the user confirm actions with side effects? [partial]: Conduct shows approve/deny for actions configured as sensitive. The separate Scheduled Tasks guide offers Automatic or Manual approval for Chat/Conduct unattended runs. Release 2026.42 labels scheduling Experimental and feature-flagged. Mandatory human approval of every side effect is therefore not established for all configured runs. Sources: unique-ai:unique-ai:conduct, unique-ai:unique-ai:review2-scheduled, unique-ai:unique-ai:review2-release42.
stop_control Can the user stop a running task? [supported]: Stop ends the turn within seconds; completed steps/files remain and interrupted work can be resumed. Sources: unique-ai:unique-ai:conduct.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:conduct, unique-ai:unique-ai:review2-scheduled, unique-ai:unique-ai:review2-release42.

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.

Langdock

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.

Unique AI

Agent cross-checked Support: partial

Public API/Python SDK and Knowledge Base MCP are documented.

Availability: generally-available · Delivery: native
Scope: surfaces=Unique API and Python SDK, Unique MCP Hub and Knowledge Base MCP; version=not specified; plan=Contracted APIs and KB MCP deployment; model tracking requires enablement; add_ons=KB MCP and usage-tracking enablement per contract; deployment_mode=not specified; region=Configured deployment and external client region; os=not specified.

Limitations

No API/SDK fixture was run; complete endpoint catalogue, rate limits, budget enforcement and all-services audit parity remain unverified.

chat_api Is there an API for chat and assistants? [partial]: SDK exposes the Unique public API, personal/app keys and webhook signatures. Exact endpoint entitlements/rate limits require the contracted deployment. Sources: unique-ai:unique-ai:sdk.
knowledge_api Can documents be loaded through an API? [partial]: Connector/operator docs describe ingestion and knowledge APIs; public SDK supports platform integrations. Sources: unique-ai:unique-ai:sdk, unique-ai:unique-ai:sharepoint.
api_governance Do audit, budgets and model rules apply to API use? [partial]: Feature-flagged model-use tracking covers public API/SDK/agentic and Azure SDK calls with company/user/app metadata. Complete budget/model-rule enforcement across all internal services is not established. Sources: unique-ai:unique-ai:api-usage.
mcp_server Does the product expose itself to other agents over MCP? [supported]: Knowledge Base MCP lets external assistants search/read the Unique KB with the user permissions and admin scope restrictions. The documentation-only MCP endpoint is distinct. Sources: unique-ai:unique-ai:mcpkb.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:sdk, unique-ai:unique-ai:sharepoint, unique-ai:unique-ai:api-usage, unique-ai:unique-ai:mcpkb.

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.

Langdock

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.

Unique AI

Agent cross-checked Support: partial

A web workspace is documented; native-client and managed-deployment coverage is unverified.

Limitations

The public material references an app and mobile voice/browser usage without a current Windows/macOS/iOS/Android SSO/MDM matrix. Browser extension/sidebar entitlement and mobile parity remain unknown.

web Is a full web client available? [supported]: Public documentation describes browser chat, Space Management and administration. Sources: unique-ai:unique-ai:chat, unique-ai:unique-ai:agent.
desktop_apps Windows and macOS apps? [unknown]: Windows and macOS apps? Unknown. The public material references an app and mobile voice/browser usage without a current Windows/macOS/iOS/Android SSO/MDM matrix. Browser extension/sidebar entitlement and mobile parity remain unknown.
mobile_apps iOS and Android apps with SSO? [unknown]: iOS and Android apps with SSO? Unknown. The public material references an app and mobile voice/browser usage without a current Windows/macOS/iOS/Android SSO/MDM matrix. Browser extension/sidebar entitlement and mobile parity remain unknown.
browser_extension Is there a browser extension or sidebar? [unknown]: Is there a browser extension or sidebar? Unknown. The public material references an app and mobile voice/browser usage without a current Windows/macOS/iOS/Android SSO/MDM matrix. Browser extension/sidebar entitlement and mobile parity remain unknown.
managed_deployment Can IT deploy and configure clients through MDM? [unknown]: Can IT deploy and configure clients through MDM? Unknown. The public material references an app and mobile voice/browser usage without a current Windows/macOS/iOS/Android SSO/MDM matrix. Browser extension/sidebar entitlement and mobile parity remain unknown.
client_feature_gaps Which features are missing on mobile? [unknown]: Which features are missing on mobile? Unknown. The public material references an app and mobile voice/browser usage without a current Windows/macOS/iOS/Android SSO/MDM matrix. Browser extension/sidebar entitlement and mobile parity remain unknown.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:chat, unique-ai:unique-ai:agent.

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.

Langdock

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.

Unique AI

No public information found Support: not-published

We found no public information on this. A missing finding is not evidence that the product lacks the capability.

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.

Langdock

Agent cross-checked Support: partial

DeepL integration offers document translation and glossaries; end-to-end layout quality is untested.

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.

Unique AI

Agent cross-checked Support: partial

A beta Translator Space translates Office files and text with configurable glossaries.

Limitations

No translated-contract fixture was run. Exact engine/model, formality/de-CH controls, supported glossary language pairs and layout fidelity need verification.

document_translation Can whole documents be translated with formatting kept? [partial]: DOCX, XLSX and PPTX document translation is documented, with possible layout disruption. PDF input is explicitly excluded in this Translator mode. Sources: unique-ai:unique-ai:translation.
translation_engine Which engine translates? [partial]: Translator V2 is a standalone AI module configured with a model; no dedicated DeepL engine was established. Sources: unique-ai:unique-ai:translation.
glossaries Are company glossaries supported? [supported]: Admins can configure glossary pre/postprocessing. Sources: unique-ai:unique-ai:translation.
formality_and_variants Can formality and regional variants (de-CH) be set? [partial]: Postprocessing can change regional spelling, exemplified by US-to-UK English. Formality or de-CH-specific support was not verified. Sources: unique-ai:unique-ai:translation.
writing_tools Are dedicated rewrite and proofreading tools available? [partial]: Chat generates and iterates on text; no distinct proofreading/rewriting tool scope was established. Sources: unique-ai:unique-ai:chat.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:translation, unique-ai:unique-ai:chat.

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.

Langdock

Agent cross-checked Support: partial

Image generation and model-specific editing are documented with workspace controls.

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.

Unique AI

No public information found Support: not-published

We found no public information on this. A missing finding is not evidence that the product lacks the capability.

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.

Langdock

Agent cross-checked Support: partial

Audio/meeting-source integrations are documented; live voice and Swiss German remain unverified.

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.

Unique AI

Agent cross-checked Support: partial

Voice dictation is documented with Azure Speech prerequisites; recording use is separately described in the DPA.

Limitations

Read-aloud and full voice conversation, recording-specific plans/limits and verified Swiss German recognition are not established. Voice guide warns about dialects; audio route may traverse public internet/Azure backbone.

dictation Can users dictate prompts? [supported]: Microphone transcribes into the prompt field, with audio discarded after live transcription. Requires configured Azure AI Speech Services; EN/DE/FR/IT are listed. Sources: unique-ai:unique-ai:voice, unique-ai:unique-ai:voice-user.
read_aloud Can answers be read aloud? [unknown]: Can answers be read aloud? Unknown. Read-aloud and full voice conversation, recording-specific plans/limits and verified Swiss German recognition are not established. Voice guide warns about dialects; audio route may traverse public internet/Azure backbone.
voice_conversation Is a live voice mode available? [unknown]: Is a live voice mode available? Unknown. Read-aloud and full voice conversation, recording-specific plans/limits and verified Swiss German recognition are not established. Voice guide warns about dialects; audio route may traverse public internet/Azure backbone.
meeting_summaries Are meetings transcribed and summarised? [partial]: DPA recording use case covers audio/transcripts, optional video and GPT summaries/follow-up emails. This is a contracted recording use case, not proof every Chat plan includes meeting capture. Sources: unique-ai:unique-ai:dpa.
swiss_german_speech Is Swiss German speech recognised? [unknown]: Is Swiss German speech recognised? Unknown. Read-aloud and full voice conversation, recording-specific plans/limits and verified Swiss German recognition are not established. Voice guide warns about dialects; audio route may traverse public internet/Azure backbone.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:voice, unique-ai:unique-ai:voice-user, unique-ai:unique-ai:dpa.

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.

Langdock

Agent cross-checked Support: partial

File analysis, charts and editable document generation are documented; execution-location detail is incomplete.

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.

Unique AI

Agent cross-checked Support: partial

Enabled Chat Code Execution and Conduct can analyse data and produce downloadable files. Selected KB documents can be preloaded into the code container; ordinary unrestricted KB retrieval is separate.

Availability: generally-available · Delivery: native
Scope: surfaces=Unique AI Chat and administration, Unique AI Conduct; version=not specified; plan=Contracted Unique AI platform; Chat Code Execution or Conduct; model compatibility and flags configured separately availability and deployment/provider configuration depend on the customer agreement; add_ons=Code Execution / Conduct enablement per contract; deployment_mode=not specified; region=Documented Azure code container for the Azure route; LiteLLM execution region unverified; Conduct sandbox per contracted deployment; os=not specified.

Limitations

Selected admin-preloaded KB files are supported; this is not arbitrary sandbox retrieval of the whole Knowledge Base.
The page lists Azure and LiteLLM-compatible model IDs but describes Azure-specific container controls. Actual provider execution routing and entitlement require deployment configuration.
No generated-file quality/editability fixture was run.

data_analysis Can it analyse spreadsheets with executed code? [partial]: Chat Code Execution runs Python for CSV/XLSX analysis. The general limitation says KB files are not directly accessible, but admin configuration additionalUploadedDocuments preloads selected KB content_ids, for example templates, into the container. The documented Azure route has no outbound internet/runtime installs and a ten-file/100 MB per-file limit. The compatibility table also lists LiteLLM OpenAI models; that does not establish the same execution-region controls for every route. Conduct separately runs Python/Bash. Sources: unique-ai:unique-ai:review2-code, unique-ai:unique-ai:conduct.
charts Can it produce charts? [supported]: The Code Execution guide documents matplotlib PNG/SVG and inline charts. Its described Azure container lacks kaleido, limiting Plotly static exports; no statement about every alternative runtime is inferred. Sources: unique-ai:unique-ai:review2-code.
office_file_output Can it create Word, Excel or PowerPoint files? [partial]: The guide documents DOCX/XLSX generation and PPTX from supplied templates, with variable presentation quality. KB templates can be supplied by the admin preload setting. Generated files remain outside Conduct source-citation/hallucination checks. Sources: unique-ai:unique-ai:review2-code, unique-ai:unique-ai:conduct.
canvas_editing Is there a document or canvas editor for iterating on output? [unknown]: No dedicated canvas editor or editable spreadsheet-to-PowerPoint fixture result was established. Downloadable file generation does not establish in-product canvas editing.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:review2-code, unique-ai:unique-ai:conduct.

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.

Langdock

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.

Unique AI

Agent cross-checked Support: partial

Shared Chats is GA in release 2026.42, with company settings and a per-Space toggle. Simultaneous group conversation and recipient source-permission handling remain unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=Unique AI Chat and administration; version=2026.42 or later; plan=Contracted Unique AI platform; Shared Chats and Spaces; sharing settings and deployed release availability and deployment/provider configuration depend on the customer agreement; add_ons=none stated; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations

A shared conversation is not evidence of simultaneous group participation or recipient access to every source.
No cross-group shared-chat permission fixture was run.

share_chats Can chats be shared inside the organisation? [supported]: Release 2026.42 makes whole-chat sharing GA and on by default for companies, while each Space still needs its Shared chat toggle. Explicit existing company preferences are preserved. Owners can search recipients and copy share links. Sources: unique-ai:unique-ai:review2-release42.
team_spaces Are shared projects or workspaces available? [partial]: Admins publish shared Spaces with people/group Can chat and Can manage roles. These share agent configuration/knowledge, not necessarily a conversation. Sources: unique-ai:unique-ai:agent.
group_chat Can several people chat together with the AI? [unknown]: Whole-chat sharing is documented. A simultaneous multi-person AI conversation, collaborative commenting or live co-editing mode was not established or tested.
share_permission_boundary Does sharing respect the recipient's access to sources? [unknown]: Whole-chat sharing is documented, but whether a recipient can open every cited source or inherits source permissions was not established in the retrieved release/Space documentation. No cross-group fixture was run.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:agent, unique-ai:unique-ai:review2-release42.

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.

Langdock

Agent cross-checked Support: partial

Five interface languages are documented; quality and accessibility have not been audited.

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.

Unique AI

Agent cross-checked Support: partial

Current release notes document German, French and Swiss German UI language behaviour; completeness and accessibility remain unverified.

Limitations

Release notes describe locale fixes, not a full UI audit or conformance statement. No authenticated UI was reviewed.

ui_languages Which UI languages are offered? [partial]: Release2026.42 describes German/French label translations and selected-language login/notices/errors/side-panels, including Swiss German spellings. A complete language matrix was not provided. Sources: unique-ai:unique-ai:release42.
dach_language_quality Are German, French and Italian UIs complete and natural? [unknown]: Are German, French and Italian UIs complete and natural? Unknown. DE/FR/IT/EN voice and text-language capabilities are not a UI-localisation matrix. No authenticated user/admin language-quality pass or current WCAG conformance statement was obtained.
accessibility_statement Is there a WCAG conformance statement? [unknown]: Is there a WCAG conformance statement? Unknown. DE/FR/IT/EN voice and text-language capabilities are not a UI-localisation matrix. No authenticated user/admin language-quality pass or current WCAG conformance statement was obtained.
admin_ui_languages Is the admin interface available in German? [unknown]: Is the admin interface available in German? Unknown. DE/FR/IT/EN voice and text-language capabilities are not a UI-localisation matrix. No authenticated user/admin language-quality pass or current WCAG conformance statement was obtained.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:release42.

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.

Langdock

Agent cross-checked Support: partial

Business includes SAML SSO and verified domains; MFA relies on the identity provider.

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.

Unique AI

Agent cross-checked Support: partial

Zitadel supports Entra OIDC, generic OIDC and SAML across documented deployment types.

Limitations

Entra conditional-access compatibility, verified domain capture and tariff-specific SSO/MFA entitlements were not tested/documented.

sso_protocols Which SSO protocols and identity providers work? [supported]: Setup guides explicitly cover Entra ID OIDC, generic OIDC and SAML, including IdP metadata for closed networks. Sources: unique-ai:unique-ai:sso.
sso_plan Which plan includes SSO? [partial]: Compliance matrix lists SSO for multi-tenant, single-tenant, client-hosted and on-premise modes. Numeric tariff prerequisites are not public. Sources: unique-ai:unique-ai:sso, unique-ai:unique-ai:compliance.
mfa Can MFA be enforced? [partial]: Hosted compliance matrix lists enforced 2FA; SSO setup delegates authentication to the external IdP. Exact customer MFA policy controls need verification. Sources: unique-ai:unique-ai:sso, unique-ai:unique-ai:compliance.
conditional_access Do Entra conditional-access policies apply? [unknown]: Do Entra conditional-access policies apply? Unknown. Entra conditional-access compatibility, verified domain capture and tariff-specific SSO/MFA entitlements were not tested/documented.
domain_capture Can the company claim its email domain? [unknown]: Can the company claim its email domain? Unknown. Entra conditional-access compatibility, verified domain capture and tariff-specific SSO/MFA entitlements were not tested/documented.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:sso, unique-ai:unique-ai:compliance.

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.

Langdock

Agent cross-checked Support: partial

SCIM synchronizes users/groups and preserves functioning ownerless agents.

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.

Unique AI

Agent cross-checked Support: partial

SCIM, group sync and SAML automatic user creation are documented.

Limitations

Leaver-content ownership transfer, deletion effects and licence assignment/reclamation are not specified; no deprovisioning fixture was run.

scim Is SCIM provisioning supported? [supported]: Unique supplies SCIM URL/key for IdP synchronisation, with an Entra guide. Sources: unique-ai:unique-ai:scim.
group_sync Are identity-provider groups synced? [supported]: SCIM syncs users/groups; SSO group claims can also sync on login, requiring optional Graph group permission/admin consent. Sources: unique-ai:unique-ai:scim, unique-ai:unique-ai:sso.
jit_provisioning Are users created at first login? [supported]: SAML setup explicitly enables automatic creation/update and account creation. Sources: unique-ai:unique-ai:sso.
deprovisioning What happens to a removed user's data and shared assets? [unknown]: What happens to a removed user's data and shared assets? Unknown. Leaver-content ownership transfer, deletion effects and licence assignment/reclamation are not specified; no deprovisioning fixture was run.
seat_assignment Can admins assign and reclaim seats? [unknown]: Can admins assign and reclaim seats? Unknown. Leaver-content ownership transfer, deletion effects and licence assignment/reclamation are not specified; no deprovisioning fixture was run.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:scim, unique-ai:unique-ai:sso.

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.

Langdock

Agent cross-checked Support: partial

System/custom roles and delegated groups govern product and action permissions.

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.

Unique AI

Agent cross-checked Support: partial

Four role/access layers separate identity, feature, Space and knowledge controls.

Limitations

No two-user disabled-feature test was run. Full cross-Space per-group controls and legal-entity separation require contracted setup.

admin_roles Which admin roles exist, and can admin rights be delegated? [supported]: IAM owner/viewer/org-manager plus Unique application roles delegate administration; Space Can manage grants local configuration. Sources: unique-ai:unique-ai:roles, unique-ai:unique-ai:agent.
groups Can permissions be set per group? [supported]: Users/groups receive Space and ScopeAccess permissions. Sources: unique-ai:unique-ai:roles.
feature_toggles Which features can be switched on or off per group? [partial]: Tools and upload settings are configured per Space, then Spaces shared to groups. A global group-feature matrix is not established. Sources: unique-ai:unique-ai:agent.
multi_entity Can subsidiaries or departments be separated within one contract? [partial]: Compliance docs describe workspace isolation for departments/client engagements. Multi-subsidiary contractual/billing boundaries are not specified. Sources: unique-ai:unique-ai:compliance.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:roles, unique-ai:unique-ai:agent, unique-ai:unique-ai:compliance.

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.

Langdock

Agent cross-checked Support: supported

Analytics and exports cover adoption and consumption with user-detail controls.

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.

Unique AI

Agent cross-checked Support: partial

Analytics exports cover adoption, assistants, models and tools with privacy controls.

Limitations

Exact group breakdowns, every dashboard entitlement and suppression beyond exported identifiers need verification.

adoption_dashboard Is there an adoption dashboard? [supported]: Reports cover daily/weekly/monthly active users, assistant interactions and document reference statistics. Sources: unique-ai:unique-ai:analytics.
breakdowns Can usage be broken down by group, model, feature and assistant? [partial]: Detailed exports include assistant/model, tool calls, skills, cost and tokens. Group and cost-centre breakdowns were not established. Sources: unique-ai:unique-ai:analytics.
export Can usage data be exported? [supported]: Admins request and download reports with date/assistant filtering; model usage supports CSV. Sources: unique-ai:unique-ai:analytics, unique-ai:unique-ai:cost.
privacy_modes Can per-person reporting be limited or pseudonymised? [supported]: Environment flags anonymise export emails, optionally with stable pseudonyms; detailed exports respect organisation settings. Sources: unique-ai:unique-ai:analytics.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:analytics, unique-ai:unique-ai:cost.

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.

Langdock

Agent cross-checked Support: partial

Chat/BYOK, workspace API and workflows have separate spend controls.

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.

Unique AI

Agent cross-checked Support: partial

Off-by-default beta cost management offers estimated spend and enforced daily caps.

Limitations

No small-budget fixture was run. Estimates are configurable cost-sheet values, not a public billing tariff; cost-centre and full invoice reconciliation remain gaps.

cost_visibility Can admins see cost or consumption per user and group? [partial]: Tracks estimated USD/input/output tokens by user, model, assistant/app; a billed invoice reconciliation or group cost view is not established. Sources: unique-ai:unique-ai:cost.
budgets Can budgets be set per user or group? [supported]: Company fallback, group and user daily USD caps; user override first, highest applicable group limit next. Sources: unique-ai:unique-ai:cost.
budget_enforcement Does reaching a budget alert, block or downgrade? [supported]: Before the next call, accumulated daily spend at cap blocks the model call; resets at local midnight. Docs warn caps may break background-job SLAs. Sources: unique-ai:unique-ai:cost.
chargeback Can costs be exported per cost centre? [partial]: CSV exports contain user/app/assistant/model/token/cost metadata, with privacy controls. Cost-centre attribution is not documented. Sources: unique-ai:unique-ai:cost.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:cost.

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.

Langdock

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.

Unique AI

Agent cross-checked Support: partial

API audit events, detailed interaction exports and Single-Tenant security-event streaming are documented. A single authoritative retention period for the customer's audit records is not established.

Availability: generally-available · Delivery: native
Scope: surfaces=Unique AI Chat and administration, Unique API and Python SDK; version=not specified; plan=Contracted Unique AI platform; Audit Logs, Analytics and Single-Tenant Security Events Export availability and deployment/provider configuration depend on the customer agreement; add_ons=SEE for the contracted Single-Tenant deployment; deployment_mode=not specified; region=CH/EU/US/UK/APAC per deployment; inference and external tools require separate region configuration; os=not specified.

Limitations

API security-event records, detailed prompt/answer interaction exports, SEE replay and generic operational logging are separate sources/data flows. Their public retention figures are not substituted for each other.
No executed customer retention override or legal-hold/eDiscovery fixture was inspected.

admin_events Are admin and security events logged? [supported]: Event logging covers privileged public/internal API interactions; many self-identity/chat operations are excluded. Basic mode is default; verbose content mode is opt-in. Sources: unique-ai:unique-ai:audit.
content_logging Can prompts and answers be retained for compliance, and is it configurable? [supported]: Detailed chat interaction exports contain prompts/answers for authorised admins and respect configured privacy. Verbose event logging can include CID but is discouraged. Sources: unique-ai:unique-ai:analytics, unique-ai:unique-ai:audit.
siem_export Can logs stream to a SIEM or be exported? [supported]: SEE offers Single-Tenant Azure Defender and Activity events via Event Hub to Sentinel/Splunk, seven-day replay. It excludes tenant-level Entra events and is not a prompt-content audit stream. Sources: unique-ai:unique-ai:security-export.
ediscovery Are eDiscovery and legal hold supported? [unknown]: No public legal-hold/eDiscovery workflow or complete event-log immutability design was established.
log_retention How long are logs kept? [unknown]: Different sources describe different record scopes. The API event guide gives basic-mode MT events 90 days and ST events five years, including post-termination ST retention. DPA 3.15 says audit logs ten years without mapping its audit-log category to those API events. The generic hosted policy says logging up to one year after termination or longer if legally required. SEE has a separate seven-day Event Hub replay window, not the lifetime of all audit records. No customer agreement or authoritative record-class/precedence mapping was retrieved; the applicable audit retention period is unknown.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:review2-audit, unique-ai:unique-ai:analytics, unique-ai:unique-ai:security-export, unique-ai:unique-ai:review2-dpa, unique-ai:unique-ai:review2-retention.

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.

Langdock

Agent cross-checked Support: partial

Purview source filtering is documented; generic prompt/file PII redaction remains unverified.

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.

Unique AI

Agent cross-checked Support: partial

DLP is primarily customer infrastructure and integration; it is not a verified default native redaction feature.

Limitations

Default prompt/file PII detection, specific redaction/block behaviour, custom patterns, supported Purview/Netskope policies and native AHV/IBAN handling were not established or tested. Data redaction docs concern retention, not PII masking.

pii_detection Is personal data detected in prompts and files? [unknown]: Is personal data detected in prompts and files? Unknown. Default prompt/file PII detection, specific redaction/block behaviour, custom patterns, supported Purview/Netskope policies and native AHV/IBAN handling were not established or tested. Data redaction docs concern retention, not PII masking.
pii_action Is it redacted, masked, blocked or only warned? [unknown]: Is it redacted, masked, blocked or only warned? Unknown. Default prompt/file PII detection, specific redaction/block behaviour, custom patterns, supported Purview/Netskope policies and native AHV/IBAN handling were not established or tested. Data redaction docs concern retention, not PII masking.
custom_patterns Can admins add custom patterns or terms? [unknown]: Can admins add custom patterns or terms? Unknown. Default prompt/file PII detection, specific redaction/block behaviour, custom patterns, supported Purview/Netskope policies and native AHV/IBAN handling were not established or tested. Data redaction docs concern retention, not PII masking.
dlp_integration Does it integrate with an existing DLP product? [partial]: Documents customer HTTPS proxy/interceptor DLP and post-chat Analytics API scanning; Compliance Layer says pre-LLM calls can be implemented. Multi-Tenant matrix explicitly excludes DLP integration. Sources: unique-ai:unique-ai:dlp, unique-ai:unique-ai:compliance.
filter_location Where does filtering run? [partial]: Proxy inspection runs in customer egress infrastructure; Analytics API supports customer post-chat inspection. A deployment-specific pre-LLM service may be implemented. Sources: unique-ai:unique-ai:dlp, unique-ai:unique-ai:compliance.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:dlp, unique-ai:unique-ai:compliance.

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.

Langdock

Agent cross-checked Support: partial

Instructions, disclaimers and agent compliance checks exist; prompt-level topic enforcement remains incomplete.

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.

Unique AI

Agent cross-checked Support: partial

Space instructions/banners and customer-specific login terms are documented.

Limitations

Org-wide instruction enforcement, customer content-filter policy controls and administrator violation reports are not established. Prompt guidance is not guaranteed enforcement.

org_instructions Can admins set organisation-wide instructions? [partial]: Admins set Space-level system instructions and persistent banners. A mandatory organisation-wide instruction hierarchy is not specified. Sources: unique-ai:unique-ai:agent.
usage_notice Can users be required to accept a usage policy? [supported]: First login requires terms acceptance; custom terms/editing/deactivation depend on MSA eligibility and admin GraphQL role. Acceptance/version data can be exported. Sources: unique-ai:unique-ai:policy.
content_filters Are content filters configurable? [partial]: Single-tenant Azure prompts pass through Azure content filters; Compliance matrix marks hosted modes with content filtering. Customer filter configuration and scope remain unspecified. Sources: unique-ai:unique-ai:single, unique-ai:unique-ai:compliance.
violation_reporting Are policy hits visible to admins? [unknown]: Are policy hits visible to admins? Unknown. Org-wide instruction enforcement, customer content-filter policy controls and administrator violation reports are not established. Prompt guidance is not guaranteed enforcement.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:agent, unique-ai:unique-ai:policy, unique-ai:unique-ai:single, unique-ai:unique-ai:compliance.

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.

Langdock

Agent cross-checked Support: partial

Default Azure Frankfurt/EU storage and provider-specific inference are contractually distinguished.

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.

Unique AI

Agent cross-checked Support: partial

Documentation offers CH North multitenant hosting and selectable single/customer-hosted regions, with model processing configured separately. The customer's binding residency schedule and full backup/log/support map remain unknown.

Availability: generally-available · Delivery: native
Scope: surfaces=Unique AI Chat and administration, Unique API and Python SDK; version=not specified; plan=Contracted Unique AI platform; hosted or customer-hosted platform; separately selected model/tool routes availability and deployment/provider configuration depend on the customer agreement; add_ons=none stated; deployment_mode=not specified; region=Documented options: CH North hosted MT; selected ST/customer region; provider/SKU/tool inference region separately configured; actual contracted boundaries unverified; os=not specified.

Limitations

Available architecture/region options are not a signed residency schedule. Storage, model inference, backups/logs, support access and external tools must be scoped separately.
DPA CH-storage and chosen-location statements are not reconciled by silently treating one as the current customer contract.

storage_region Where are chats, files and indexes stored? [partial]: The deployment matrix documents Azure Switzerland North for hosted multitenant and chosen supported regions for Single Tenant. Tenant storage includes PostgreSQL, documents and vector data. These are configuration options; no customer-specific storage schedule was inspected. Sources: unique-ai:unique-ai:review2-compliance, unique-ai:unique-ai:review2-keys.
inference_region Where do model calls run, per provider? [partial]: The model catalogue separates Azure regional/Data Zone/Global SKUs and external provider routes, with some Swiss deployments and some global-only services. Actual selected provider/SKU/tool routing must be configured for the contracted deployment. CH storage is not a verified CH inference guarantee. Sources: unique-ai:unique-ai:review2-models, unique-ai:unique-ai:deepresearch.
backups_logs_region Where are backups, logs and telemetry? [partial]: Single-tenant backup resources follow the configured landing-zone design and SEE sends events to a separately selected consumer region. An exhaustive physical replica/backup/log/telemetry country matrix was not retrieved. Sources: unique-ai:unique-ai:review2-single, unique-ai:unique-ai:security-export.
support_access_region From where can vendor staff access data? [unknown]: The public DPA gives need-to-know access controls and customer-controlled on-premises support, but not an exhaustive physical country list for vendor/subprocessor support access. Office addresses are not used as support-access locations.
swiss_hosting Is Swiss hosting available? [partial]: CH North is a documented hosted-MT option, and selected-region ST can be Swiss. This records available deployment options, not the customer's end-to-end storage/inference/support contract. Sources: unique-ai:unique-ai:review2-compliance, unique-ai:unique-ai:review2-models.
residency_plan Which plan or option provides residency? [unknown]: DPA 6.1 says storage stays in Switzerland, while its Appendix A allows a client-chosen Microsoft location and current platform docs offer selected jurisdictions. No current customer MSA, precedence clause or deployment schedule was inspected to resolve the binding scope. A contractual CH-wide residency commitment is not asserted.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:review2-compliance, unique-ai:unique-ai:review2-models, unique-ai:unique-ai:review2-keys, unique-ai:unique-ai:review2-single, unique-ai:unique-ai:review2-dpa, unique-ai:unique-ai:security-export, unique-ai:unique-ai:deepresearch.

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.

Langdock

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.

Unique AI

Agent cross-checked Support: partial

Current docs offer shared SaaS, dedicated instances, customer cloud and customer-operated on-premise/air-gapped modes.

Limitations

No deployed tenant was inspected. Seat/contract thresholds and an exhaustive offline feature-parity matrix remain unknown; docs establish an option, not universal entitlement.

multi_tenant_saas Is a shared SaaS offered? [supported]: Installation overview lists Multi Tenant on Unique cloud. Sources: unique-ai:unique-ai:install.
dedicated_instance Is a dedicated single-tenant instance offered, from what size? [partial]: Unique-managed Single Tenant has its own Azure landing zone separated from other customers. Minimum seats/contract value are unpublished. Sources: unique-ai:unique-ai:single.
customer_cloud Can it run in the customer's own cloud account, from what size? [partial]: Operator guide documents deployment in customer cloud account with Unique software/support; cloud-specific rollout is contracted. Sources: unique-ai:unique-ai:operators.
on_premise Can the whole platform run on customer infrastructure, from what size? [partial]: Customer provisions/manages infrastructure on own premises, may run own models and can exclude Unique access. Minimum commitment not published. Sources: unique-ai:unique-ai:onpremsecurity.
air_gapped Can it run without internet access? [partial]: IT-operator overview explicitly offers a full air-gapped on-premise deployment. Compatibility and feature limitations depend on customer setup. Sources: unique-ai:unique-ai:operators, unique-ai:unique-ai:onpremsecurity.
mode_feature_gaps Which features are missing outside SaaS? [partial]: Compliance matrix separates SSO/content filter/DLP/PAM/key capabilities by mode. Azure Chat Code Execution/voice and external web/providers require those services and cannot be assumed in an isolated environment. Sources: unique-ai:unique-ai:compliance, unique-ai:unique-ai:code, unique-ai:unique-ai:voice.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:install, unique-ai:unique-ai:single, unique-ai:unique-ai:operators, unique-ai:unique-ai:onpremsecurity, unique-ai:unique-ai:compliance, unique-ai:unique-ai:code, unique-ai:unique-ai:voice.

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.

Langdock

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.

Unique AI

Agent cross-checked Support: partial

Hosted Azure documentation says no model training and disabled Microsoft prompt storage/human review; other provider routes require separate terms.

Limitations

No signed Azure amendment was inspected. Retention and review conditions for Anthropic, Gemini, Together, xAI and direct OpenAI research remain unverified; do not generalise the Azure-only policy.

vendor_training Does the vendor train on customer content? [supported]: Hosted retention policy says no customer data is used for AI/neural-network training. Public terms allow service development and anonymised metadata use; that is not a blanket prohibition of all secondary processing. Sources: unique-ai:unique-ai:retention, unique-ai:unique-ai:terms.
provider_training Do model providers train on it under this product's contracts? [partial]: Hosted Azure deployment is separate from public OpenAI and training is excluded. Other catalogue providers/direct OpenAI research need their applicable customer terms. Sources: unique-ai:unique-ai:retention, unique-ai:unique-ai:models, unique-ai:unique-ai:deepresearch.
provider_retention How long do model providers keep prompts, including for abuse monitoring? [supported]: For hosted Azure OpenAI, documents/prompts/answers process in memory only, with logging/human-review opt-out. Ordinary application chats persist in Unique databases. Sources: unique-ai:unique-ai:retention.
zero_retention Is zero data retention available, and on which plan? [partial]: Hosted Azure model calls use no provider content storage per opt-out; this is not zero retention of Unique application history, logs or other provider routes. Sources: unique-ai:unique-ai:retention.
human_review Can provider staff review content? [partial]: Hosted Azure guide says Microsoft prompt/response human review is disabled. Vendor staff need-to-know access and alternate model-provider review conditions are separate. Sources: unique-ai:unique-ai:retention, unique-ai:unique-ai:dpa.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:retention, unique-ai:unique-ai:terms, unique-ai:unique-ai:models, unique-ai:unique-ai:deepresearch, unique-ai:unique-ai:dpa.

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.

Langdock

Agent cross-checked Support: partial

Admins control chat retention; file cleanup depends on all remaining references.

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.

Unique AI

Agent cross-checked Support: partial

Chat content clearing, chat uploads, KB documents, contract-end content deletion, recoverable files, backups and audit records have separate policies. No common purge deadline is established for all copies.

Availability: generally-available · Delivery: native
Scope: surfaces=Unique AI Chat and administration, Unique API and Python SDK; version=not specified; plan=Contracted Unique AI platform; Chat, Knowledge Base and hosted retention configuration; customer-hosted policy separately controlled availability and deployment/provider configuration depend on the customer agreement; add_ons=none stated; deployment_mode=not specified; region=Contracted storage/provider region; hosted-policy timings not extended to every customer-hosted system; os=not specified.

Limitations

Hosted content policy expressly permits contract-specific variation. Its timings do not define API/DPA audit-record retention.
No tenant configuration, customer MSA, final backup purge or external-provider deletion fixture was inspected.

default_retention What is retained and for how long by default? [partial]: The chat-upload guide describes an admin-configured expiry, typically two weeks, for chat uploads. Hosted policy lists no minimum for KB/blob/vector/database content. Neither figure defines audit-event retention or proves a tenant's configured default. Sources: unique-ai:unique-ai:files, unique-ai:unique-ai:review2-retention.
admin_retention Can admins set retention periods? [supported]: DATA_RETENTION_IN_DAYS drives the daily midnight chat-content clearing job; unset/zero disables it. This clears the content categories named by the redaction guide, not all uploads, KB, external tool records or audit events. Sources: unique-ai:unique-ai:redaction.
user_deletion Can users delete their chats and files permanently? [partial]: The redaction guide says deleting a chat removes its Unique chat-content copy and marks the chat record deleted. Separate upload, KB, external-tool, soft-delete, backup and audit policies are not collapsed into that action. Sources: unique-ai:unique-ai:redaction.
contract_end_deletion What is deleted at contract end, and when? [partial]: For Unique-hosted ordinary content, the published policy states a standard 30-day post-termination period unless the customer contract differs. It separately describes recoverable files for 30 days after deletion and database backups for two further weeks. DPA 6.1 requires return/deletion subject to legal record-keeping. Audit-log classes and their contractual lifetime remain unknown under ADM-06; this is not a deadline for deletion of every copy. Sources: unique-ai:unique-ai:review2-retention, unique-ai:unique-ai:review2-dpa.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:files, unique-ai:unique-ai:redaction, unique-ai:unique-ai:review2-retention, unique-ai:unique-ai:review2-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.

Langdock

Agent cross-checked Support: partial

DPA publishes seven default subprocessors and conditional Global routes with transfer mechanisms.

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.

Unique AI

Agent cross-checked Support: partial

The dated public DPA lists Microsoft, but a complete applicable current subprocessor/country schedule for all contracted model/tool routes was not retrieved. A technical provider catalogue is not substituted for that legal schedule.

Availability: generally-available · Delivery: native
Scope: surfaces=Unique AI Chat and administration, Unique API and Python SDK; version=not specified; plan=Contracted Unique AI platform; current platform infrastructure and enabled model/tool integrations availability and deployment/provider configuration depend on the customer agreement; add_ons=none stated; deployment_mode=not specified; region=Actual customer provider/country/transfer schedule unverified; os=not specified.

Limitations

The provider catalogue establishes technical choices, not each party's processor role or the legal schedule for a customer contract.
No sales contact, executed current MSA or nonpublic schedule was obtained.

subprocessor_list Is a dated sub-processor list published? [unknown]: The July 2025 public DPA Appendix A lists Microsoft for infrastructure, Cognitive/Azure OpenAI and email. The current technical catalogue offers other provider/tool routes, which may have different contractual roles. No applicable complete current legal schedule or executed customer supplement was retrieved; the Microsoft-only list is not presented as complete.
subprocessor_countries Which countries do sub-processors operate in? [unknown]: DPA Appendix A names CH or a client-chosen Microsoft location; technical model routes separately include regional and global processing. A complete current legal provider/country and support-access schedule for the chosen deployment was not retrieved.
change_notification Are customers notified of sub-processor changes? [unknown]: No applicable current processor-change notification/objection clause for the customer's full provider schedule was retrieved from the DPA or current contract-access documentation.
parent_jurisdiction Which jurisdiction governs the vendor and its parent? [partial]: The current contact page identifies Unique AI AG in Switzerland and regional entities. The public DPA uses Unique AG. Ultimate parent/beneficial-owner jurisdiction and a customer-specific contracting entity were not independently established. Sources: unique-ai:unique-ai:contact, unique-ai:unique-ai:review2-dpa.
transfer_mechanism Which transfer mechanism applies to non-EU/CH processing? [unknown]: No complete customer-content transfer-instrument mapping per non-CH/EU provider was retrieved. The website visitor privacy policy is not substituted for customer-content terms.
government_access_policy Is there a published government-access or transparency policy? [unknown]: No current customer-content government-request/transparency policy was retrieved for the complete contracted provider chain. General banking/DPA assurances do not establish such a policy.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:review2-dpa, unique-ai:unique-ai:review2-models, unique-ai:unique-ai:review2-governance, unique-ai:unique-ai:contact.

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.

Langdock

Agent cross-checked Support: partial

DPA automatically forms part of German-law terms; Swiss and sector materials need qualification.

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.

Unique AI

Agent cross-checked Support: partial

A public DPA and finance-specific compliance material are available; actual contractual amendments were not inspected.

Limitations

DPA negotiability and signed sector amendments, product-specific EU AI Act roles and exact sector assurance scope remain unverified. This records materials, not a compliance verdict.

dpa Is a DPA available, and is it negotiable? [partial]: DPA accepts click-through/use or signature and defines Unique as processor for hosted MT/ST. Negotiability is not specified. Sources: unique-ai:unique-ai:dpa.
revdsg_gdpr Does the DPA cover revDSG and GDPR? [partial]: DPA addresses GDPR, Swiss FDPIC oversight and MSA-defined laws; Compliance Layer identifies nFDAP/Swiss M329 amendment. Exact signed revDSG/GDPR scope requires MSA. Sources: unique-ai:unique-ai:dpa, unique-ai:unique-ai:compliance.
governing_law Which law and court govern the contract? [supported]: DPA 7 specifies Swiss substantive law and Zürich 1 courts unless mandatory GDPR/MSA otherwise. Public ToS similarly names Swiss law. Sources: unique-ai:unique-ai:dpa, unique-ai:unique-ai:terms.
ai_act_materials Is EU AI Act documentation provided? [partial]: Trust centre describes per-use-case conformity assessments; ISO42001 and AI governance material are public. A complete provider/deployer AI Act technical file is not established. Sources: unique-ai:unique-ai:trust, unique-ai:unique-ai:compliance.
sector_materials Are FINMA or other sector materials provided? [partial]: Compliance Layer names Microsoft M453 FINMA audit-rights amendment, M744 professional/banking secrecy and M329 CH-DPA for Unique-hosted deployments. Actual annexes and current signed scope are not public. Sources: unique-ai:unique-ai:compliance.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:dpa, unique-ai:unique-ai:compliance, unique-ai:unique-ai:terms, unique-ai:unique-ai:trust.

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.

Langdock

Agent cross-checked Support: partial

ISO 27001 and SOC 2 Type II are vendor claims pending certificate/report verification.

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.

Unique AI

Agent cross-checked Support: partial

New public 2026 ATTESTA renewals establish ISO27001 and ISO9001 validity to 31 May 2029; the public TÜV SÜD ISO42001 certificate runs to 6 March 2028. SOC2 Type2 is vendor-documented, with full report evidence NDA-gated.

Availability: generally-available · Delivery: native
Scope: surfaces=Unique AI Chat and administration, Unique API and Python SDK; version=ATTESTA 10 June 2026 renewals; TÜV SÜD 7 March 2025 certificate; plan=Contracted Unique AI platform; platform assurance; certificates cover the named legal entity and stated scopes, not every module/provider availability and deployment/provider configuration depend on the customer agreement; add_ons=none stated; deployment_mode=not specified; region=Certificates name Unique AG, Zurich, Switzerland; module/provider coverage depends on the stated audit scope; os=not specified.

Limitations

Current ISO27001/9001 evidence is the 2026 renewal plus matching register entries; the stale website-linked PDF is not used to deny current certification.
SOC chronology and access process are vendor-documented, not a reviewed independent SOC report. Certificate scopes are entity-specific and not a universal module/provider assurance.

iso_27001 ISO 27001 with scope and validity? [supported]: Inspected the 2026 ATTESTA Schweizer Zertifizierungsgesellschaft AG ISO27001:2022 certificate for Unique AG, registration 223-06-018.I. It covers software development/operation/trading/distribution and IT services, is issued 10 June 2026 after 4 June surveillance and expires 31 May 2029. The certificate-linked public register matches the number and expiry. The marketing-linked 2025 PDF is an older artifact, not the current renewal. Sources: unique-ai:unique-ai:review2-iso27001, unique-ai:unique-ai:review2-iso-register, unique-ai:unique-ai:review2-iso-docs.
soc2 SOC 2 type, period and covered service? [partial]: The dedicated SOC page documents Type1 in December 2023 followed by Type2 in January 2025. This explains the historical Type1 references rather than proving an ongoing Type1-only state. Current Type2 status is a vendor claim; the auditor, actual report period and service/control scope were not inspected because the full report is NDA-gated. Sources: unique-ai:unique-ai:review2-soc.
c5 BSI C5 attestation? [unknown]: No public BSI C5 attestation was retrieved from the certification pages/trust centre or targeted first-party search.
other_certifications Which other certificates (27701, 42001, TISAX)? [partial]: Inspected ATTESTA ISO9001:2015 renewal 223-06-017.Q for the same Unique AG software/IT scope, expiring 31 May 2029, matched in the public register. Separately inspected TÜV SÜD South Asia ISO42001:2023 certificate 99 420 00001, valid 7 March 2025 to 6 March 2028, for development/deployment of financial-services SaaS using foundation or client models. Current full ISAE/FINMA report scope was not inspected. Sources: unique-ai:unique-ai:review2-iso9001, unique-ai:unique-ai:review2-iso-register, unique-ai:unique-ai:iso42001.
report_access How can customers obtain reports? [supported]: The ISO documentation provides public certificate downloads. It says the ISO27001 Statement of Applicability requires a valid NDA. The dedicated SOC page likewise makes the audit report/certificate available on request after NDA. No NDA or sales request was made. Sources: unique-ai:unique-ai:review2-iso-docs, unique-ai:unique-ai:review2-soc.
pentest Are independent penetration test summaries available? [partial]: The public DPA describes internal/external security testing and the trust page describes tests/bug bounty. An independent penetration-test report, current scope or summary was not inspected. Sources: unique-ai:unique-ai:review2-dpa, unique-ai:unique-ai:trust.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:review2-iso27001, unique-ai:unique-ai:review2-iso9001, unique-ai:unique-ai:review2-iso-register, unique-ai:unique-ai:review2-iso-docs, unique-ai:unique-ai:iso42001, unique-ai:unique-ai:review2-soc, unique-ai:unique-ai:review2-dpa, unique-ai:unique-ai:trust.

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).

Langdock

Agent cross-checked Support: partial

Encryption and network restrictions are documented; customer key custody is not established.

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.

Unique AI

Agent cross-checked Support: partial

Deployment guides document encryption, isolated Single Tenant resources and optional IP filtering. Exact current MT PMK/CMK/HSM configuration and key sizes are not established across the conflicting pages.

Availability: generally-available · Delivery: native
Scope: surfaces=Unique AI Chat and administration, Unique API and Python SDK; version=not specified; plan=Contracted Unique AI platform; hosted MT/ST encryption and optional customer-controlled self-hosting availability and deployment/provider configuration depend on the customer agreement; add_ons=none stated; deployment_mode=not specified; region=Contracted Azure tenant/storage/backup region; actual key-vault/HSM location unverified; os=not specified.

Limitations

No exact RSA/HSM key size or actual MT PMK/CMK design is asserted. A customer-specific deployment/key diagram and key-vault region were not inspected.
Customer-generated imported keys held by Unique do not establish customer-exclusive key custody; full control is a separate self-hosting option.

encryption_at_rest Is data encrypted at rest? [partial]: The compliance matrix documents encryption at rest and in transit across deployment options, with AES256/TLS1.2+ in its controls text. No exact current RSA key size is asserted: the ST architecture says 2048-bit RSA-HSM while the hosted retention page says 4096-bit. An implementation-specific key design was not retrieved. Sources: unique-ai:unique-ai:review2-compliance, unique-ai:unique-ai:review2-single, unique-ai:unique-ai:review2-retention.
customer_managed_keys Can the customer manage or hold the keys? [partial]: The infrastructure key guide allows a customer-generated key to be imported for a Unique-hosted Single Tenant, with Unique holding/managing it. It directs clients needing exclusive control of all storage keys to customer self-hosting. This is not HYOK or exclusive customer custody in Unique hosting. Actual MT PMK/CMK/HSM configuration is unknown because the key guide and hosted retention matrix disagree. Sources: unique-ai:unique-ai:review2-keys, unique-ai:unique-ai:review2-retention.
private_networking Is private connectivity or IP restriction available? [partial]: The Single-Tenant WAF supports optional IP blocking. The separate SEE consumer endpoint is public TLS with optional allow-list and no standard private endpoint/peering. These are distinct scopes; other private-link options for the customer deployment were not verified. Sources: unique-ai:unique-ai:review2-single, unique-ai:unique-ai:security-export.
tenant_isolation How are customers separated in shared SaaS? [supported]: The Single-Tenant architecture describes a separate customer landing zone under Unique's subscription, isolating its storage/processing from other customers. This documents that ST architecture, not the isolation configuration of every hosted or customer-managed instance. Sources: unique-ai:unique-ai:review2-single.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:review2-compliance, unique-ai:unique-ai:review2-single, unique-ai:unique-ai:review2-retention, unique-ai:unique-ai:review2-keys, unique-ai:unique-ai:security-export.

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.

Langdock

No public information found Support: not-published

We found no public information on this. A missing finding is not evidence that the product lacks the capability.

Unique AI

Agent cross-checked Support: partial

Unique documents general staff/external-party access controls and customer-controlled on-premises access. A professional-secrecy undertaking under § 203 StGB or Art. 321 StGB, its subprocessor flow-down and qualifying plan/add-on remain unverified. Financial-sector banking-secrecy amendments are recorded separately under DATA-06.

Availability: generally-available · Delivery: native
Scope: surfaces=Unique AI Chat and administration, Unique API and Python SDK; version=not specified; plan=Contracted Unique AI; profession-specific eligibility and fees unpublished; add_ons=none stated; deployment_mode=not specified; region=Contracted hosting jurisdiction; customer-controlled on-premises access described separately from Unique-hosted access; os=not specified.

Limitations

No executed professional-secrecy undertaking or § 203 / Art. 321 contract was inspected. General DPA confidentiality is not treated as such an undertaking.
The M744 professional-secrecy wording appears in a banking-secrecy/financial-services framework; no inference is made to lawyers, doctors, auditors or tax advisers.
Customer-controlled on-premises access does not establish the same access conditions for Unique-hosted deployments or all model-provider routes. Full plaintext-access mapping remains unknown.

secrecy_undertaking Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff? [unknown]: No public Unique AI-specific § 203 StGB or Art. 321 StGB secrecy undertaking covering staff was located in the DPA, compliance documentation or targeted first-party search on 21 October 2026. The DPA confidentiality commitment alone does not establish a professional-secrecy undertaking. No executed or negotiated customer agreement was inspected.
subprocessor_coverage Does the undertaking extend to its sub-processors, and is that documented? [unknown]: The DPA says employees, contractual subprocessors and other service providers are bound to confidentiality of sensitive information. A professional-secrecy-specific obligation extending through the subprocessor/model-provider chain was not verified. The Microsoft M744 banking-secrecy amendment mentioned in the financial-services framework is not counted as evidence of § 203 / Art. 321 coverage for professional secrecy holders.
secrecy_offering Is it a dedicated offering or add-on, and on which plan? [unknown]: No qualifying professional-secrecy plan, dedicated offering, add-on tariff or named eligibility rule was located. The documented financial-services amendments and general deployment choices do not establish a separate § 203 / Art. 321 offering. Contract-specific terms and fees remain unknown.
content_access Who can access content in plain text: vendor staff, sub-processors, model providers? [partial]: DPA Appendix B permits employees or external parties access to personal/confidential information on a need-to-know basis. For on-premises support, customers control remote connections and Unique staff cannot access a customer system without customer knowledge or full active participation. The on-premises architecture also allows operation without any Unique access under customer control. These sources do not exhaustively identify plaintext access at each hosted subprocessor/model provider or profession-specific access conditions. Sources: unique-ai:unique-ai:dpa, unique-ai:unique-ai:onpremsecurity.
secrecy_documentation Is the offering publicly documented (contract template, data-flow description, professional-body guidance)? [unknown]: A public DPA and on-premises architecture describe confidentiality and access controls, but no profession-specific secrecy template or professional-body guidance was located. The compliance page describes Microsoft M453/M744/M329 in a financial-services context; those banking/FINMA disclosures belong to DATA-06 and do not establish the missing professional-secrecy contract.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:dpa, unique-ai:unique-ai:onpremsecurity, unique-ai:unique-ai:compliance.

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.

Langdock

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.

Unique AI

Agent cross-checked Support: partial

Applicable current platform pricing unit, list tariff, included usage and overages remain unknown. A separately documented Single-Tenant SEE consumption/engineering charge is retained; legacy sales-conversation terms are excluded.

Availability: generally-available · Delivery: native
Scope: surfaces=Unique AI Chat and administration, Unique API and Python SDK; version=not specified; plan=Contracted Unique AI platform; platform subscription and separately enabled Single-Tenant SEE availability and deployment/provider configuration depend on the customer agreement; add_ons=SEE scope only where contracted; deployment_mode=not specified; region=Vendor currency and applicable invoicing terms not established for the platform; SEE guide separately quotes indicative CHF consumption; os=not specified.

Limitations

The SEE cost finding is scoped only to that Single-Tenant integration. It does not price the platform subscription or all modules.
The 2023 sales-conversation ToS is excluded as evidence of current Unique AI commercial terms; no sales quote or private contract was requested.

pricing_unit What is the pricing unit? [unknown]: No applicable current platform MSA/order form or tariff establishing seat, active-user, platform or usage pricing units was retrieved. The public 18 October 2023 ToS defines a sales-conversation intelligence service, so its subscription/Order Form clauses are not applied to current Unique AI.
list_prices What are list prices per plan, with date and currency? [unknown]: No applicable current platform list tariff, tier names or primary invoicing currency was retrieved from platform/contract documentation or targeted first-party search.
included_usage What usage is included? [unknown]: No applicable current platform agreement specifying included model tokens, storage or module allowances was publicly retrieved.
add_ons Which features cost extra? [partial]: Single-Tenant SEE passes through Azure consumption without markup; guide observes CHF20-50/month/environment, not a fixed quote, with initial engineering at agreed rates. Other module charges are unpublished. Sources: unique-ai:unique-ai:security-export.
overage What do usage beyond limits and premium models cost? [unknown]: No applicable current platform overage or premium-model sales tariff was retrieved. Cost-management model estimates are not substituted for a customer sales tariff.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:security-export, unique-ai:unique-ai:review2-governance, unique-ai:unique-ai:review2-terms-admin.

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.

Langdock

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.

Unique AI

Agent cross-checked Support: partial

ALM-14 shared cost assumptions v1.4, 2026-10-21. Public enterprise pricing is insufficient for the required 200/1,000/5,000-user annual totals.

Limitations

ALM-14 shared cost assumptions v1.4, 2026-10-21. Horizon 12 months, list prices excluding VAT, no invented discounts. Mix 60% light at 100 messages/user/month, 30% regular at 400, 10% power at 1,500. Where model usage is separately billed, each message has 3,000 input and 600 output tokens, giving 990k input plus 198k output per user/month. At 200/1,000/5,000 users this is 198m/990m/4.95bn input and 39.6m/198m/990m output per month. All three seat counts require an unpublished enterprise/custom price; no quote was requested. CHF and EUR ex-VAT totals, fixed charges, variable charges and add-ons remain unknown. FX dated 2026-10-20: EUR 1 = CHF 0.9237 and USD 1.1215; CHF to EUR divide by 0.9237, USD to EUR divide by 1.1215, source ECB. No numeric conversion or proxy model tariff is applied because there is no applicable public enterprise base/usage rate.

cost_200 Year-one cost at 200 users? [unknown]: ALM-14 shared cost assumptions v1.4, 2026-10-21. Horizon 12 months, list prices excluding VAT, no invented discounts. Mix 60% light at 100 messages/user/month, 30% regular at 400, 10% power at 1,500. Where model usage is separately billed, each message has 3,000 input and 600 output tokens, giving 990k input plus 198k output per user/month. At 200/1,000/5,000 users this is 198m/990m/4.95bn input and 39.6m/198m/990m output per month. All three seat counts require an unpublished enterprise/custom price; no quote was requested. CHF and EUR ex-VAT totals, fixed charges, variable charges and add-ons remain unknown. FX dated 2026-10-20: EUR 1 = CHF 0.9237 and USD 1.1215; CHF to EUR divide by 0.9237, USD to EUR divide by 1.1215, source ECB. No numeric conversion or proxy model tariff is applied because there is no applicable public enterprise base/usage rate.
cost_1000 Year-one cost at 1,000 users? [unknown]: ALM-14 shared cost assumptions v1.4, 2026-10-21. Horizon 12 months, list prices excluding VAT, no invented discounts. Mix 60% light at 100 messages/user/month, 30% regular at 400, 10% power at 1,500. Where model usage is separately billed, each message has 3,000 input and 600 output tokens, giving 990k input plus 198k output per user/month. At 200/1,000/5,000 users this is 198m/990m/4.95bn input and 39.6m/198m/990m output per month. All three seat counts require an unpublished enterprise/custom price; no quote was requested. CHF and EUR ex-VAT totals, fixed charges, variable charges and add-ons remain unknown. FX dated 2026-10-20: EUR 1 = CHF 0.9237 and USD 1.1215; CHF to EUR divide by 0.9237, USD to EUR divide by 1.1215, source ECB. No numeric conversion or proxy model tariff is applied because there is no applicable public enterprise base/usage rate.
cost_5000 Year-one cost at 5,000 users? [unknown]: ALM-14 shared cost assumptions v1.4, 2026-10-21. Horizon 12 months, list prices excluding VAT, no invented discounts. Mix 60% light at 100 messages/user/month, 30% regular at 400, 10% power at 1,500. Where model usage is separately billed, each message has 3,000 input and 600 output tokens, giving 990k input plus 198k output per user/month. At 200/1,000/5,000 users this is 198m/990m/4.95bn input and 39.6m/198m/990m output per month. All three seat counts require an unpublished enterprise/custom price; no quote was requested. CHF and EUR ex-VAT totals, fixed charges, variable charges and add-ons remain unknown. FX dated 2026-10-20: EUR 1 = CHF 0.9237 and USD 1.1215; CHF to EUR divide by 0.9237, USD to EUR divide by 1.1215, source ECB. No numeric conversion or proxy model tariff is applied because there is no applicable public enterprise base/usage rate.
variable_share Which part depends on usage? [unknown]: ALM-14 shared cost assumptions v1.4, 2026-10-21. Horizon 12 months, list prices excluding VAT, no invented discounts. Mix 60% light at 100 messages/user/month, 30% regular at 400, 10% power at 1,500. Where model usage is separately billed, each message has 3,000 input and 600 output tokens, giving 990k input plus 198k output per user/month. At 200/1,000/5,000 users this is 198m/990m/4.95bn input and 39.6m/198m/990m output per month. All three seat counts require an unpublished enterprise/custom price; no quote was requested. CHF and EUR ex-VAT totals, fixed charges, variable charges and add-ons remain unknown. FX dated 2026-10-20: EUR 1 = CHF 0.9237 and USD 1.1215; CHF to EUR divide by 0.9237, USD to EUR divide by 1.1215, source ECB. No numeric conversion or proxy model tariff is applied because there is no applicable public enterprise base/usage rate.
unknown_parts Which costs could not be priced? [supported]: Subscription/order pricing, usage billing, provider contracts, deployment operation, connectors, execution, training and support charges are not publicly priced. SEE consumption example alone cannot price the platform. Sources: unique-ai:unique-ai:terms, unique-ai:unique-ai:platform, unique-ai:unique-ai:security-export.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:terms, unique-ai:unique-ai:platform, unique-ai:unique-ai:security-export, unique-ai:unique-ai: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.

Langdock

Agent cross-checked Support: partial

A seven-day self-serve business trial is advertised without a card.

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.

Unique AI

Agent cross-checked Support: partial

The public route is demo/evaluation by arrangement; self-service trial conditions were not established.

Limitations

No permanent business free tier or self-serve trial with duration/card/seat/SSO/connector/admin entitlements was located. No sales contact, login or fixture account was used.

free_tier Is there a free tier for business use? [unknown]: Is there a free tier for business use? Unknown. No permanent business free tier or self-serve trial with duration/card/seat/SSO/connector/admin entitlements was located. No sales contact, login or fixture account was used.
self_serve_trial Is a self-serve business trial available? [unknown]: Is a self-serve business trial available? Unknown. No permanent business free tier or self-serve trial with duration/card/seat/SSO/connector/admin entitlements was located. No sales contact, login or fixture account was used.
trial_scope Do trials include SSO, connectors and admin features? [unknown]: Do trials include SSO, connectors and admin features? Unknown. No permanent business free tier or self-serve trial with duration/card/seat/SSO/connector/admin entitlements was located. No sales contact, login or fixture account was used.
sales_gate Does meaningful evaluation require sales contact? [partial]: Current platform CTA requests a demo; public baseline ToS says Unique may offer evaluation at its discretion. This does not prove every meaningful evaluation is sales-gated. Sources: unique-ai:unique-ai:platform, unique-ai:unique-ai:terms.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:platform, unique-ai:unique-ai:terms.

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.

Langdock

Agent cross-checked Support: partial

Monthly/annual contract defaults and EUR invoices are public; some pricing representations conflict.

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.

Unique AI

Agent cross-checked Support: partial

Current platform minimums, term, cancellation and local invoicing remain unknown because the applicable agreement was not publicly retrieved. Current documentation makes legal contracts available on request; legacy sales-conversation renewal clauses are excluded.

Availability: generally-available · Delivery: native
Scope: surfaces=Unique AI Chat and administration, Unique API and Python SDK; version=not specified; plan=Contracted Unique AI platform; platform commercial agreement; actual agreement not inspected availability and deployment/provider configuration depend on the customer agreement; add_ons=none stated; deployment_mode=not specified; region=CHF/EUR invoicing and legal entity for a specific platform contract unverified; os=not specified.

Limitations

No current customer agreement or sales quote was requested. Contract availability on request does not establish price, term or cancellation conditions.

minimum_commitment What seat or spend minimum applies? [unknown]: No current platform seat/spend minimum was established from the public contract-access and platform pages.
contract_length What contract lengths are offered? [unknown]: No applicable current Unique AI agreement establishing subscription duration, renewal term or notice period was retrieved. The 2023 sales-conversation service term is not applied.
cancellation How can the contract be cancelled or reduced? [unknown]: Current Unique AI cancellation, refund, seat-reduction and nonrenewal rules were not retrieved. The 30-day renewal notice and quantity restrictions from the sales-conversation ToS are excluded.
local_invoicing Can it be invoiced in CHF or EUR from a European entity? [unknown]: CHF/EUR invoice currency, billing entity and local invoicing eligibility for a current platform contract were not established.
transparency_class Is pricing transparent, partial, quote-only or unknown? [partial]: The current governance framework says legal contracts and end-user T&Cs are available on request. No applicable public platform list tariff or complete commercial agreement was retrieved. This records an access/transparency gap, not a price or a customer-specific commitment. Sources: unique-ai:unique-ai:review2-governance, unique-ai:unique-ai:review2-terms-admin.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:review2-governance, unique-ai:unique-ai:review2-terms-admin.

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.

Langdock

Agent cross-checked Support: partial

Commercial platform rights are proprietary and time-limited.

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.

Unique AI

Agent cross-checked Support: partial

The public reference repository uses restricted Unique License v1, while the Python SDK has an explicit MIT exception. Hosted platform component terms and enterprise-edition boundaries remain unverified.

Availability: source-only · Delivery: native
Scope: surfaces=Unique API and Python SDK, Unique AI Chat and administration; version=Unique-AG/ai commit afa596c9b4b0231895ff70f44029a9a525f746e9; plan=Public reference-code and Python SDK licences; current contracted Unique AI client/server/connector agreement remains unavailable; add_ons=none stated; deployment_mode=not specified; region=Public Unique License v1 specifies Swiss law and Zurich venue; this is not a hosted-service residency claim; os=not specified.

Limitations

The MIT exception applies to unique_sdk, not every directory or the hosted platform.
Root reference-code terms are not substituted for customer platform branding, seat or enterprise-edition conditions.
The 2023 sales-conversation service ToS remains excluded.

licence_type Which licence applies to each component? [partial]: The public Unique-AG/ai repository at afa596c9b4b0231895ff70f44029a9a525f746e9 defaults to Unique License v1, which restricts commercial use, distribution and modification without written approval. The unique_sdk directory is an explicit MIT exception, confirmed by LICENSE and package metadata. This is a component-level source-available/MIT distinction; current hosted client/server/connector customer terms and a full dependency inventory remain unknown. Sources: unique-ai:unique-ai:reference-licence-20261026, unique-ai:unique-ai:unique-licence-v1-20261026, unique-ai:unique-ai:sdk-licence-20261026, unique-ai:unique-ai:sdk-package-20261026.
branding_restrictions Do licence terms restrict branding or user counts? [partial]: Unique License v1 requires written approval to modify or redistribute covered reference code; the MIT SDK exception requires retention of copyright/licence notices. A current hosted-platform white-label/logo-removal obligation or a numerical user cap is not established by these public component licences. Sources: unique-ai:unique-ai:reference-licence-20261026, unique-ai:unique-ai:unique-licence-v1-20261026, unique-ai:unique-ai:sdk-licence-20261026.
enterprise_features_closed Are enterprise features in a separate closed edition? [unknown]: Current closed/open enterprise-edition boundaries were not established from an applicable component licence inventory. Public SDK/repository availability is not proof of the whole platform licence. Rechecked 2026-10-26 in Unique AI governance framework: contract access, Terms and Conditions Administration. No current customer MSA, quote, private schedule or gated contract was requested. The differently scoped 2023 sales-conversation ToS remains excluded.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: unique-ai:unique-ai:review2-governance, unique-ai:unique-ai:review2-terms-admin, unique-ai:unique-ai:reference-licence-20261026, unique-ai:unique-ai:unique-licence-v1-20261026, unique-ai:unique-ai:sdk-licence-20261026, unique-ai:unique-ai:sdk-package-20261026, unique-ai:unique-ai:review2-governance-20261026, unique-ai:unique-ai:review2-terms-admin-20261026.

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.

Langdock

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.

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.

Unique AI

Agent cross-checked Support: partial

Authorised content/report export exists, but full assistant/knowledge portability is unverified.

Limitations

Reusable assistant/prompt and full knowledge/source exports, complete machine-readable state and current AI termination window remain unverified. No admin export fixture was run.

chat_export Can admins export all chats? [partial]: Detailed interaction export includes user prompts/answers over a chosen period with privacy settings. Completeness across files, agent state and all historical chats was not tested. Sources: unique-ai:unique-ai:analytics.
assistant_export Can assistants and prompts be exported in a reusable format? [unknown]: Can assistants and prompts be exported in a reusable format? Unknown. Reusable assistant/prompt and full knowledge/source exports, complete machine-readable state and current AI termination window remain unverified. No admin export fixture was run.
knowledge_export Can knowledge bases and their sources be exported? [unknown]: Can knowledge bases and their sources be exported? Unknown. Reusable assistant/prompt and full knowledge/source exports, complete machine-readable state and current AI termination window remain unverified. No admin export fixture was run.
export_format Are formats documented and machine-readable? [partial]: Model usage CSV and detailed analytics exports are documented. DPA promises return in existing format, not a universal reusable assistant/knowledge format. Sources: unique-ai:unique-ai:cost, unique-ai:unique-ai:analytics, unique-ai:unique-ai:dpa.
post_termination_window How long can data be retrieved after termination? [partial]: Baseline ToS 11.4 offers recorded-call download/export on written request within 30 days; that does not establish a chat/assistant/KB exit window. DPA return is within reasonable time. Sources: unique-ai:unique-ai:terms, unique-ai:unique-ai:dpa.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:analytics, unique-ai:unique-ai:cost, unique-ai:unique-ai:dpa, unique-ai:unique-ai:terms.

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.

Langdock

Agent cross-checked Support: partial

Berlin vendor support, public status history and a 99% monthly availability term are documented.

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.

Unique AI

Agent cross-checked Support: partial

Enterprise support and a public multitenant status page are available; response times are contracted.

Limitations

Guaranteed DE/FR/IT support, numeric hours/response times, dedicated uptime/credits and complete incident-history export were not established.

support_channels Which support channels are available on each plan? [supported]: Enterprise email and three-layer dedicated support escalation through customer team, CS and engineering. Hours/responses depend on SLA; extended-hours contract is extra. Sources: unique-ai:unique-ai:support.
support_languages Is support available in German, French or Italian? [unknown]: Is support available in German, French or Italian? Unknown. Guaranteed DE/FR/IT support, numeric hours/response times, dedicated uptime/credits and complete incident-history export were not established.
regional_presence Is there a DACH or Swiss entity, team or partner? [supported]: Unique AI AG lists Zürich, Unique Germany GmbH Berlin, plus UK/US/Singapore entities. Sources: unique-ai:unique-ai:contact.
uptime_sla Is there an uptime SLA with credits? [partial]: Support docs defer hours and response times to SLA contract; no public uptime/credit schedule was obtained. Baseline terms only promise commercially reasonable availability efforts. Sources: unique-ai:unique-ai:support, unique-ai:unique-ai:terms.
status_page Is there a public status page with history? [supported]: status.prod.unique.app publicly shows component/uptime history. Support docs scope it to multitenant accounts, not every dedicated environment. Sources: unique-ai:unique-ai:support, unique-ai:unique-ai:status.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:support, unique-ai:unique-ai:contact, unique-ai:unique-ai:terms, unique-ai:unique-ai:status.

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.

Langdock

Agent cross-checked Support: partial

Rollout support starts at 250 licences; public learning material and champion guidance are available.

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.

Unique AI

Agent cross-checked Support: partial

The vendor markets forward-deployed delivery and structured training; inclusion and cost remain unpriced.

Limitations

Champion/adoption programme structure, training languages, included versus professional-service fees and onboarding hours are not published.

onboarding_service Is guided onboarding included? [partial]: Homepage markets embedded forward-deployed experts helping business/IT ship use cases; exact licence-included rollout scope is contracted. Sources: unique-ai:unique-ai:homepage.
user_training Is end-user training offered, in which languages? [partial]: Vendor homepage describes structured programmes teaching users to use/build/scale; current languages and course entitlement are not specified. Sources: unique-ai:unique-ai:homepage.
use_case_library Are role-based use cases and templates provided? [supported]: Public documentation has finance-role workflows, Chat/Conduct guidance, configurable Suggested Prompts and agent examples. Sources: unique-ai:unique-ai:platform, unique-ai:unique-ai:agent, unique-ai:unique-ai:conduct.
adoption_programme Is there a champion or adoption programme? [unknown]: Is there a champion or adoption programme? Unknown. Champion/adoption programme structure, training languages, included versus professional-service fees and onboarding hours are not published.
service_cost Which services cost extra? [unknown]: Which services cost extra? Unknown. Champion/adoption programme structure, training languages, included versus professional-service fees and onboarding hours are not published.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: unique-ai:unique-ai:platform, unique-ai:unique-ai:homepage, unique-ai:unique-ai:agent, unique-ai:unique-ai:conduct.

Sources

AI Models | Langdock langdock:langdock:models
Public model table lists current text models and EUR metered prices.
Provider tables · vendor-claimed · Source date not stated · Retrieved 2026-10-21
Model Guide langdock:langdock:model-guide
Users select models or Auto routing; reasoning levels vary by model.
Selecting a Model, Auto and Thinking · documented · Source date not stated · Retrieved 2026-10-21
Unique LLM availability overview unique-ai:unique-ai:models
Lists contract-dependent provider/model availability, region SKUs, dated additions and retirements; CH Phoeniqs remains QA-only.
Per-client availability; Azure/LiteLLM/Phoeniqs matrices; Recent changes · documented · Source date 2026-10-12 · Retrieved 2026-10-21
Unique AI space configuration unique-ai:unique-ai:agent
Documents admin instructions, configured model/tools, knowledge binding, prompts and people/group Can chat/Can manage access.
Models; sources/tools; sharing; publishing · documented · Source date 2026-06-18 · Retrieved 2026-10-21
Unique AI Conduct unique-ai:unique-ai:conduct
Documents autonomous Python/Bash work, visible steps, approvals and stop, with per-chat files and restricted egress.
GA release 2026.40; execution UI; limitations · documented · Source date 2026-09-30 · Retrieved 2026-10-21
Unique release 2026.42 unique-ai:unique-ai:release42
Hosted release 14 October 2026 makes chat sharing and Context Memory GA, labels Scheduled Tasks experimental, changes protected-file ingestion and documents current model additions/migrations.
Release Overview; Chat Platform; RAG; Unique AI; Language Model · documented · Source date 2026-10-14 · Retrieved 2026-10-21
Product Changelog | Langdock langdock:langdock:changes
Dated releases document model additions, desktop apps and per-agent confirmations.
13 October 2026 model release; 15/10 September feature releases · documented · Source date not stated · Retrieved 2026-10-21
https://docs.langdock.com/en/admin/billing/pricing.md langdock:langdock:billing
Business covers up to 1000 users, BYOK separates model costs, workflows/API are metered and Enterprise is quoted.
Products, volume tiers, Enterprise and API · documented · Source date not stated · Retrieved 2026-10-21
https://docs.langdock.com/en/admin/byok/byok.md langdock:langdock:byok
BYOK replaces completion, embedding and image routes; missing model categories break relevant features.
Options, requirements, setup and usage export · documented · Source date not stated · Retrieved 2026-10-21
Setup Guides langdock:langdock:byok-routes
Named BYOK routes include cloud providers, Vercel Gateway and self-hosted OpenAI-compatible HTTPS endpoints.
Provider setup tabs and OpenAI-compatible endpoints · documented · Source date not stated · Retrieved 2026-10-21
Deep Research langdock:langdock:research
Deep Research creates cited public-web reports and has a 15-per-30-days cap for standard keys.
Model configuration, limitations and usage · documented · Source date not stated · Retrieved 2026-10-21
Custom LXM connection unique-ai:unique-ai:customllm
Documents operator-created external model endpoints, API/OAuth credentials and model groups.
Technical insight; Create and Connect; Security · documented · Source date 2026-05-07 · Retrieved 2026-10-21
Code Execution unique-ai:unique-ai:code
Documents Azure Responses API Python execution, downloadable outputs, no outbound internet and model/file restrictions.
Compatibility; output; limitations; governance · documented · Source date 2026-07-30 · Retrieved 2026-10-21
Compliance Layer 3.0 unique-ai:unique-ai:compliance
Describes FINMA/bank-secrecy/CH-DPA Microsoft amendments and deployment-specific assurance limitations.
Legal framework; FSI amendments; deployment feature matrix · documented · Source date 2026-05-27 · Retrieved 2026-10-21
Terms of Use | Langdock langdock:langdock:terms
Terms 2.1 prohibit training and describe provider-specific residency and retention agreements, proprietary use rights and contract defaults.
Sections 6/7/9/12/15/16/19 and Appendix 1 · documented · Source date not stated · Retrieved 2026-10-21
How to add your own models langdock:langdock:byok-models
Admins configure completion, image and embedding models, deployments, capability flags and USD accounting rates.
Custom model setup and deployment configuration · documented · Source date not stated · Retrieved 2026-10-21
Custom embedding models unique-ai:unique-ai:embeddings
Documents custom embedding endpoints, one model per organisation and mandatory re-embedding after model/dimension changes.
Setup; configuration; re-embedding · documented · Source date 2026-05-07 · Retrieved 2026-10-21
On-premises security architecture unique-ai:unique-ai:onpremsecurity
Documents full customer control and possible operation without Unique access, with customer models/infrastructure.
Overview; custom setup · documented · Source date 2026-05-08 · Retrieved 2026-10-21
IT operator documentation overview unique-ai:unique-ai:operators
Describes dedicated Unique-managed, customer-cloud and full air-gapped on-premise modes.
Supported deployment models · documented · Source date not stated · Retrieved 2026-10-21
Code Execution unique-ai:unique-ai:review2-code
The page allows selected Knowledge Base files to be preloaded with additionalUploadedDocuments. Its compatibility list includes Azure and LiteLLM OpenAI Responses-capable IDs despite Azure-only introduction/limitations. Azure sandbox controls are not proof of the LiteLLM execution region.
Functionality; Limitations; All available models; Security & Governance; additionalUploadedDocuments · documented · Source date 2026-07-30 · Retrieved 2026-10-21
Unique LLM availability overview unique-ai:unique-ai:review2-models
The model catalogue separates provider routes, region/SKU choices and QA-only Swiss Phoeniqs. It is a technical availability inventory, not a complete legal subprocessor schedule.
Provider and region matrices; Phoeniqs Model Service; recent changes · documented · Source date 2026-10-12 · Retrieved 2026-10-21
Pricing Plans | Langdock langdock:langdock:pricing
Business headline prices, annual discounts, workflow packages and Governance promotion are public.
Chat & Agents, price breakdown, add-ons and API · vendor-claimed · Source date not stated · Retrieved 2026-10-21
Workspace Settings langdock:langdock:workspace
Workspace settings define retention, model defaults, EU-only default enablement, analytics and product controls.
Product Settings, Models, Analytics and Customizations · documented · Source date not stated · Retrieved 2026-10-21
Usage Limits langdock:langdock:limits
Five-hour and weekly usage windows trigger extra usage or a fallback; spam protection caps 250 messages per three hours.
Usage windows and exhaustion · documented · Source date not stated · Retrieved 2026-10-21
Extra Usage langdock:langdock:extra
Extra usage has workspace/plan/user caps and fallback behavior with possible final-response overshoot.
Enabling extra usage, spend limits and API exceptions · documented · Source date not stated · Retrieved 2026-10-21
Model usage and cost management unique-ai:unique-ai:cost
Documents off-by-default estimated usage dashboards and enforced daily company/group/user model-call limits.
Beta flags; daily limits; cost calculation; CSV · documented · Source date 2026-07-21 · Retrieved 2026-10-21
Which file types does Langdock support? langdock:langdock:files
Supported files have different type-specific size limits and processing restrictions.
Format/size tables and processing limits · documented · Source date not stated · Retrieved 2026-10-21
What are the file limits in the chat and in agents? langdock:langdock:file-count
Web message uploads allow 50 files, mobile five; agent knowledge and knowledge bases have separate limits.
Chat and agent attachment limits · documented · Source date not stated · Retrieved 2026-10-21
Knowledge Basics langdock:langdock:retrieval
Direct file previews differ from semantic search over 2000-character chunks, returning up to 50 passages.
Direct context and embedding search · documented · Source date not stated · Retrieved 2026-10-21
Upload and Chat limits unique-ai:unique-ai:files
Specifies 512 MB/file, 30 files/batch, default forced retrieval for selected uploads and configurable expiry.
Production limits; retrieval; expiry · documented · Source date 2026-06-28 · Retrieved 2026-10-21
Supported file types unique-ai:unique-ai:filetypes
Lists common Office/PDF/text formats and general ingestion limitations that differ from the newer chat-specific limits.
Types; exceptions; ingestion quality · documented · Source date 2026-05-09 · Retrieved 2026-10-21
Unique file ingestion administration unique-ai:unique-ai:file-ingestion-20261026
Base ingestion lacks scanned-PDF OCR. MDI supports image-based PDFs; Docling has partial support. MDI must be provisioned and enabled per folder or chat Space, and the guide distinguishes experimental image-content extraction and deprecated agentic ingestion.
Ingestion overview capability table; Enable MDI; Enable MDI for Upload in Chat · documented · Source date not stated · Retrieved 2026-10-26
Knowledge bases langdock:langdock:knowledge
Persistent shareable knowledge bases accept up to 1000 text documents, search chunks and attach to agents.
Creation, sharing, limits and agent use · documented · Source date not stated · Retrieved 2026-10-21
Agent Configuration langdock:langdock:agents
Agents combine instructions, files, folders, models, actions, skills and subagents, with optional source-access restrictions.
Agent configuration, knowledge and source restriction · documented · Source date not stated · Retrieved 2026-10-21
Knowledge scope permissions unique-ai:unique-ai:kbpermissions
Describes query filtering by user/group scopes, but older SharePoint permission statements differ from the newer connector guide.
Scopes; source integration limits · documented · Source date 2026-05-07 · Retrieved 2026-10-21
Folder Sync langdock:langdock:sync
Daily folder sync supports SharePoint, OneDrive, Drive and Confluence, with real-time user access checks.
Setup, permission checks, sync behavior and owner removal · documented · Source date not stated · Retrieved 2026-10-21
Integration Directory langdock:langdock:integrations
The native directory lists Microsoft, Google, Atlassian, CRM, BI, vector search, DeepL and audio integrations.
Native integration directory · documented · Source date not stated · Retrieved 2026-10-21
Model Context Protocol (MCP) langdock:langdock:mcp
MCP clients support Streamable HTTP/SSE and several authentication types; new tools do not require confirmation by default.
Transports, authentication and tool confirmation · documented · Source date not stated · Retrieved 2026-10-21
SharePoint connector unique-ai:unique-ai:sharepoint
Documents periodic indexed sync, optional content-and-permissions mode, site selection and absent label-level detection.
Modes; permission sync; limitations · documented · Source date 2026-07-06 · Retrieved 2026-10-21
Confluence connector unique-ai:unique-ai:confluence
Documents Cloud/Data Center content sync without source-permission synchronisation.
Requirements; sync; limitations · documented · Source date 2026-06-28 · Retrieved 2026-10-21
Unique platform overview unique-ai:unique-ai:platform-overview-20261026
The platform architecture names Google Drive and Salesforce among knowledge sources, alongside SharePoint/OneDrive, Confluence and Teams/Outlook. It does not provide per-connector consent, rollout or price entitlements.
Connectors and Knowledge Sources diagram · documented · Source date not stated · Retrieved 2026-10-26
Unique release 2026.40 unique-ai:unique-ai:release40-20261026
GA HTML dashboards can list, enable and sign in to MCP connectors, with Salesforce and Yahoo Finance named examples. Contract/module enablement and personal connection state still apply.
Hosted September 30 2026; Chat Experience, GA HTML connector dashboards · documented · Source date 2026-09-30 · Retrieved 2026-10-26
Sensitivity Label Policy langdock:langdock:labels
A request-enabled Purview label policy filters supported integrations, with documented actions and upload exceptions.
Availability, enforcement, exceptions and unsupported areas · documented · Source date not stated · Retrieved 2026-10-21
Manage Action Access langdock:langdock:actions
Admins share integrations and actions with users/groups/API keys; native core actions cannot be disabled.
Access settings and native-action exception · documented · Source date not stated · Retrieved 2026-10-21
Permission cache timing unique-ai:unique-ai:permissioncache
Describes usual subsecond internal permission propagation without a hard upper bound, and stale rules after a missed broadcast.
Expected timing; degraded scenarios · documented · Source date 2026-09-22 · Retrieved 2026-10-21
Single-tenant key management unique-ai:unique-ai:keys
Explains why client-held keys are unavailable across all Single Tenant data stores and directs full key control to self-hosting.
Big picture; BYOK/CYOK/HYOK; storage locations · documented · Source date 2026-05-27 · Retrieved 2026-10-21
Retention and deletion at Unique unique-ai:unique-ai:retention
Documents no training, Azure abuse-monitoring opt-out, post-termination retention and backup exceptions.
Hosted-only scope; Azure provider retention; deletion; encryption · documented · Source date 2026-05-04 · Retrieved 2026-10-21
Basic Chat functionalities langdock:langdock:chat
Chat supports model selection and governed tools; memory, deep research and agent tool conditions differ.
Model selector and tool availability · documented · Source date not stated · Retrieved 2026-10-21
Account Settings langdock:langdock:account
Account settings include five UI languages, personal controls and temporary 72-hour Support sharing.
Preferences, shared chats, custom instructions and memory · documented · Source date not stated · Retrieved 2026-10-21
Memory langdock:langdock:memory
Memory works in regular chats only, with a 50-memory cap and view/edit/delete controls.
Availability, management and limits · documented · Source date not stated · Retrieved 2026-10-21
Context Memory in Unique AI Chat unique-ai:unique-ai:memory
Documents private per-user cross-chat memory, edit/disable controls and an explicit warning that disabling does not delete the stored profile.
Private profile; edit and disable; web-search restriction · documented · Source date 2026-09-15 · Retrieved 2026-10-21
Roles and extra permissions langdock:langdock:roles
System roles, up to five custom roles and delegated group permissions are configurable.
System roles, custom roles and group permissions · documented · Source date not stated · Retrieved 2026-10-21
Unique AI Chat unique-ai:unique-ai:chat
Describes the user chat workspace and configurable tools.
Features and access · documented · Source date 2026-09-03 · Retrieved 2026-10-21
Access role concept unique-ai:unique-ai:roles
Defines identity, application, space and knowledge-scope permissions, including delegated management roles.
Four access layers · documented · Source date 2026-05-07 · Retrieved 2026-10-21
MCP tools for spaces unique-ai:unique-ai:mcp
Describes feature-flagged beta MCP clients with organisation and per-space connector/tool controls.
Beta warning; flags; selective tool enablement · documented · Source date 2026-05-21 · Retrieved 2026-10-21
MCP Hub security governance unique-ai:unique-ai:hub
Documents per-user token routing, approved origin restrictions and tool-call correlation; some DLP/elicitation pipeline measures are planned.
Authentication; governance; planned request pipeline · documented · Source date 2026-08-26 · Retrieved 2026-10-21
Deep Research tool unique-ai:unique-ai:deepresearch
Documents experimental research/report engine, with separate external OpenAI-engine data flows and limited current tools.
Experimental warning; engines; user flow · documented · Source date 2026-05-09 · Retrieved 2026-10-21
Web Search langdock:langdock:web
Web search returns inspectable citations and has a separate open-URL tool.
Search behavior and source inspection · documented · Source date not stated · Retrieved 2026-10-21
Web Search tool unique-ai:unique-ai:websearch
Documents multiple search engines, source citations and experimental query review/screening; conversation context may leave through queries.
Modes; engines; external-query warning · documented · Source date 2026-05-20 · Retrieved 2026-10-21
Introduction to Workflows langdock:langdock:workflows
Workflows chain agents, integrations and logic with form, schedule and event triggers after admin activation.
Introduction and activation · documented · Source date not stated · Retrieved 2026-10-21
Python SDK documentation unique-ai:unique-ai:sdk
Documents SDK/public API access and customer-operated modules with event-driven webhook integration.
Public API; webhook verification; personal/app keys · documented · Source date 2026-05-08 · Retrieved 2026-10-21
Scheduled Tasks unique-ai:unique-ai:scheduled
Documents off-by-default recurring tasks running with user permissions; unattended approvals/questions can stop a run.
Beta warning; task settings; runs and limits · documented · Source date 2026-10-12 · Retrieved 2026-10-21
Human in the Loop langdock:langdock:hitl
Workflow runs can pause for editor approval or per-action confirmation.
Approval and action confirmation · documented · Source date not stated · Retrieved 2026-10-21
Excel Add-in langdock:langdock:excel
The Excel add-in reads and writes workbooks with default edit confirmation and named version prerequisites.
Install, workbook operations and edit permissions · documented · Source date not stated · Retrieved 2026-10-21
Outlook Add-in langdock:langdock:outlook-rev2
The Outlook add-in requires workspace-admin access and Exchange Online; edits ask by default and sending requires an explicit requested and confirmed action.
Installation and Exchange Online prerequisites; edit permissions; HTTP200 Markdown re-read2026-10-21 · documented · Source date not stated · Retrieved 2026-10-21
Langdock for Outlook, by Langdock GmbH langdock:langdock:outlook-marketplace
Vendor listing offers the add-in to every paid Langdock plan and trials, with draft review before sending.
Overview and eligibility sentence · vendor-claimed · Source date not stated · Retrieved 2026-10-21
Outlook Add-in langdock:langdock:outlook-rev2-20261026
The Outlook add-in requires workspace-admin access and Exchange Online; edits ask by default and sending requires an explicit requested and confirmed action.
Installation and Exchange Online prerequisites; edit permissions; HTTP200 Markdown re-read2026-10-21 · documented · Source date not stated · Retrieved 2026-10-26
Pricing Plans | Langdock langdock:langdock:pricing-20261026
Business headline prices, annual discounts, workflow packages and Governance promotion are public.
Chat & Agents, price breakdown, add-ons and API · vendor-claimed · Source date not stated · Retrieved 2026-10-26
Product Changelog | Langdock langdock:langdock:changes-20261026
Dated releases document model additions, desktop apps and per-agent confirmations.
13 October 2026 model release; 15/10 September feature releases · documented · Source date not stated · Retrieved 2026-10-26
Outlook Add-in setup langdock:langdock:outlook-admin-20261026
Admins set Outlook add-in access to Nobody, Everyone or Specific members and groups; Outlook Email and Calendar integrations have separate access/scopes.
Availability and access settings · documented · Source date not stated · Retrieved 2026-10-26
Agent Configuration langdock:langdock:agents-20261026
Agents combine instructions, files, folders, models, actions, skills and subagents, with optional source-access restrictions.
Agent configuration, knowledge and source restriction · documented · Source date not stated · Retrieved 2026-10-26
Deep Research langdock:langdock:research-20261026
Deep Research creates cited public-web reports and has a 15-per-30-days cap for standard keys.
Model configuration, limitations and usage · documented · Source date not stated · Retrieved 2026-10-26
Human in the Loop langdock:langdock:hitl-20261026
Workflow runs can pause for editor approval or per-action confirmation.
Approval and action confirmation · documented · Source date not stated · Retrieved 2026-10-26
Model Context Protocol (MCP) langdock:langdock:mcp-20261026
MCP clients support Streamable HTTP/SSE and several authentication types; new tools do not require confirmation by default.
Transports, authentication and tool confirmation · documented · Source date not stated · Retrieved 2026-10-26
Excel Add-in langdock:langdock:excel-20261026
The Excel add-in reads and writes workbooks with default edit confirmation and named version prerequisites.
Install, workbook operations and edit permissions · documented · Source date not stated · Retrieved 2026-10-26
Scheduled Tasks unique-ai:unique-ai:review2-scheduled
Scheduled Chat/Conduct tasks offer Automatic or Manual approval. The newer release labels scheduling Experimental and feature-flagged; unattended automatic approval is not mandatory human confirmation.
At a glance; task Approval setting; unattended runs · documented · Source date 2026-10-12 · Retrieved 2026-10-21
Unique release 2026.42 unique-ai:unique-ai:review2-release42
Release 2026.42 makes Shared Chats GA, on by default per company with a per-Space toggle and preservation of explicit settings. Scheduled Tasks remain Experimental and feature-flagged.
Highlights; Chat Platform; Conduct scheduling flag · documented · Source date 2026-10-14 · Retrieved 2026-10-21
Langdock Agent MCP Server langdock:langdock:mcp-server
A public MCP endpoint exposes workspace agents under Agent API scope.
Endpoint, authentication and tools · documented · Source date not stated · Retrieved 2026-10-21
Knowledge Base MCP user guide unique-ai:unique-ai:mcpkb
Documents external-assistant search/read with user permissions, citations and optional KB scope restrictions.
Connecting; access; limitations · documented · Source date 2026-10-05 · Retrieved 2026-10-21
API model usage tracking unique-ai:unique-ai:api-usage
Documents public API/SDK model-call usage tracking; some other internal-service calls are outside scope and REST usage retrieval is planned.
Coverage; flags; limitations · documented · Source date not stated · Retrieved 2026-10-21
Enterprise Guide for Langdock Desktop langdock:langdock:desktop-rev2
Managed desktop rollout supports machine-wide Windows packages and signed/notarized macOS installers; these installation instructions do not change subscription entitlements.
Windows machine-wide MSIX/Intune; macOS PKG/DMG/Jamf/Kandji; HTTP200 Markdown re-read2026-10-21 · documented · Source date not stated · Retrieved 2026-10-21
Mobile App langdock:langdock:mobile-rev2
HTTP200 Markdown introduction links official Apple App Store and Google Play mobile clients.
Download routes · documented · Source date not stated · Retrieved 2026-10-21
Langdock Desktop langdock:langdock:desktop-product
Windows/macOS desktop clients use the same workspace and approved models as web.
Downloads and Q&A · vendor-claimed · Source date not stated · Retrieved 2026-10-21
Langdock Mobile langdock:langdock:mobile-product
Vendor mobile page offers iOS/Android clients using the workspace-approved models.
App Store/Google Play links and Q&A · vendor-claimed · Source date not stated · Retrieved 2026-10-21
How to use the Teams Bot langdock:langdock:teams
Teams has personal bot chats and channel threads with team participation.
Private chats, channels and admin install · documented · Source date not stated · Retrieved 2026-10-21
How to use the Teams Bot langdock:langdock:teams-20261026
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.
Installation note; Two Ways to Use the Teams Bot; Private Chat; Using Langdock in Channels; Limitations · documented · Source date not stated · Retrieved 2026-10-26
Document Editor langdock:langdock:editor
Document Editor replaces Canvas and exports Markdown, Word and PDF; imported Word/PDF cannot be edited directly there.
Editor, AI edits, export and limitations · documented · Source date not stated · Retrieved 2026-10-21
Translator space unique-ai:unique-ai:translation
Documents beta Office-file/text translation with glossary pre/postprocessing and potential layout disruption.
Beta; glossary; document types; limitations · documented · Source date 2026-05-06 · Retrieved 2026-10-21
Image Generation langdock:langdock:images
Chat invokes configured image-generation models with a user model selector.
Generating images and model choice · documented · Source date not stated · Retrieved 2026-10-21
Voice administration unique-ai:unique-ai:voice
Requires Azure AI Speech Services and describes potential public/backbone audio routing.
Dependencies; networking; limitations · documented · Source date 2026-05-07 · Retrieved 2026-10-21
Unique data processing addendum unique-ai:unique-ai:dpa
Public DPA covers hosted chat/recordings, lists Microsoft, Swiss storage, return/deletion, confidentiality and ten-year audit-log retention.
Sections 2-3, 6-7; Appendices A-B; July 2025 footer · documented · Source date not stated · Retrieved 2026-10-21
Using Voice unique-ai:unique-ai:voice-user
Documents prompt dictation with EN/DE/FR/IT, immediate audio discard and dialect/recognition limitations.
Prompt dictation; privacy note; supported languages · documented · Source date not stated · Retrieved 2026-10-21
Using Langdock for Data Analysis langdock:langdock:analysis
Tabular analysis produces charts and downloadable spreadsheet and document formats.
Analysis procedure and outputs · documented · Source date not stated · Retrieved 2026-10-21
Projects langdock:langdock:projects
Shared projects expose all project chats/files to members and can be shared with users/groups, not the whole workspace.
Project sharing and permissions · documented · Source date not stated · Retrieved 2026-10-21
https://docs.langdock.com/en/admin/security/saml/saml.md langdock:langdock:saml
SAML 2.0 requires a verified domain; MFA comes from the IdP rather than standalone Langdock MFA.
Checklist, supported IdPs, external authentication and MFA · documented · Source date not stated · Retrieved 2026-10-21
Single sign-on setup unique-ai:unique-ai:sso
Documents Zitadel SSO across deployment types, group claims and automatic SAML account creation/update.
Entra ID OIDC; SAML; managed-tenant setup · documented · Source date 2026-05-07 · Retrieved 2026-10-21
https://docs.langdock.com/en/admin/security/scim/scim.md langdock:langdock:scim
SCIM 2.0 supports Entra provisioning after SAML setup and domain verification.
Overview and prerequisites · documented · Source date not stated · Retrieved 2026-10-21
https://docs.langdock.com/en/admin/security/scim/entra.md langdock:langdock:scim-entra
Entra target actions control provisioning/deactivation and group synchronization.
Target Object Actions and optional group synchronization · documented · Source date not stated · Retrieved 2026-10-21
Unassign Agents langdock:langdock:leaver
Agents whose owner is deactivated keep functioning but cannot be edited until reassigned.
Unassigned agents and reassignment · documented · Source date not stated · Retrieved 2026-10-21
SCIM provisioning unique-ai:unique-ai:scim
Documents Unique SCIM endpoint/key for IdP user/group synchronisation.
Prerequisites and Entra setup · documented · Source date 2026-05-07 · Retrieved 2026-10-21
Usage Exports langdock:langdock:exports
Usage CSV exports span users, agents, keys, projects, models and workflows, with user-detail privacy controls.
Export data types, limits and user-level data · documented · Source date not stated · Retrieved 2026-10-21
Analytics interface unique-ai:unique-ai:analytics
Documents adoption reports, detailed chat/model/tool exports and randomised or stable pseudonymous identifiers.
Reports; anonymisation; detailed interactions · documented · Source date 2026-09-03 · Retrieved 2026-10-21
Usage and spend limits langdock:langdock:byok-limits
BYOK cost limits depend on configured prices and exclude backbone, workflows and workspace API usage.
Scope, unpriced models and spend limits · documented · Source date not stated · Retrieved 2026-10-21
Workflow limits langdock:langdock:workflow-limits
Workflow AI use has a separate workspace EUR limit and per-workflow USD limits that block new runs.
Spend limits and execution step cap · documented · Source date not stated · Retrieved 2026-10-21
Audit Logs API Overview langdock:langdock:audit
Audit events retain 90 days and are retrievable by a dedicated-scope admin API for SIEM ingestion.
Event schema, retention and prerequisites · documented · Source date not stated · Retrieved 2026-10-21
Export tool parameters and outputs langdock:langdock:compliance-rev2
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.
Before You Start, parameters and conversation endpoints; HTTP200 Markdown re-read2026-10-21 · documented · Source date not stated · Retrieved 2026-10-21
Export tool parameters and outputs langdock:langdock:compliance-rev2-20261026
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.
Before You Start, parameters and conversation endpoints; HTTP200 Markdown re-read2026-10-21 · documented · Source date not stated · Retrieved 2026-10-26
Audit Logs API Overview langdock:langdock:audit-20261026
Audit events retain 90 days and are retrievable by a dedicated-scope admin API for SIEM ingestion.
Event schema, retention and prerequisites · documented · Source date not stated · Retrieved 2026-10-26
Workspace Settings langdock:langdock:workspace-20261026
Workspace settings define retention, model defaults, EU-only default enablement, analytics and product controls.
Product Settings, Models, Analytics and Customizations · documented · Source date not stated · Retrieved 2026-10-26
Audit logs unique-ai:unique-ai:audit
Defines privileged API event logging with self-service exclusions, deployment-specific retention and request-based export.
Scope; exclusions; default basic mode; retention and export · documented · Source date 2026-05-07 · Retrieved 2026-10-21
Security Events Export unique-ai:unique-ai:security-export
Documents Single-Tenant-only Azure Activity/Defender Event Hub export with seven-day replay, client-region selection and consumption cost.
Availability; delivered events; retention; cost · documented · Source date not stated · Retrieved 2026-10-21
Audit logs unique-ai:unique-ai:review2-audit
API audit-event guide specifies basic/verbose modes and MT 90-day/ST five-year operational retention. It does not reconcile those event classes to DPA audit logs or a customer-specific contractual override.
About audit logs; modes; Single and Multi Tenant Clients · documented · Source date 2026-05-07 · Retrieved 2026-10-21
Unique data processing addendum unique-ai:unique-ai:review2-dpa
The public July 2025 DPA specifies ten-year audit logs and CH storage, while Appendix A lists Microsoft and a client-chosen location. No signed current provider schedule, retention override or contract-precedence mapping was inspected.
Sections 3.15 and 6.1; Appendix A; July 2025 footer · documented · Source date not stated · Retrieved 2026-10-21
Retention and deletion at Unique unique-ai:unique-ai:review2-retention
Hosted-only policy separates ordinary post-termination content retention, recoverable files and backups and permits contract customisation. Its log/key statements are not reconciled to audit-event/DPA/key-management scopes.
Purpose; Data retention; Deletion after termination; Backups; Encryption in Place · documented · Source date 2026-05-04 · Retrieved 2026-10-21
Data leakage prevention integration unique-ai:unique-ai:dlp
Describes customer-operated HTTPS/DLP proxy and post-chat analytics scanning rather than a default native PII-redaction feature.
Proxy; analytics API; compatibility · documented · Source date 2026-05-07 · Retrieved 2026-10-21
Compliance Rules langdock:langdock:gov
Custom agent compliance checks produce pass/fail and severity results with per-rule analytics.
Rule operation, failures and analytics · documented · Source date not stated · Retrieved 2026-10-21
Single-tenant security architecture unique-ai:unique-ai:single
Documents separate Azure landing zone, network restrictions, retention and Unique-managed infrastructure keys.
Azure resources; SSO; encryption; monitoring · documented · Source date 2026-05-28 · Retrieved 2026-10-21
Terms and conditions administration unique-ai:unique-ai:policy
Documents first-login acceptance, custom terms under an MSA and version/agreement export through GraphQL.
First-login acceptance; MSA condition; API export · documented · Source date 2026-05-07 · Retrieved 2026-10-21
security langdock:langdock:security
Default Azure EU SaaS, managed dedicated from 2000 and customer-cloud/on-premise from 5000 seats are advertised.
Deployment, security, BYOK and certifications · vendor-claimed · Source date not stated · Retrieved 2026-10-21
Data Processing Agreement | Langdock langdock:langdock:dpa
DPA 2.1 defines third-country instructions, subprocessor notice and deletion/export rules, with an embedded provider table.
Sections 7-12 and Appendices 1/2 · documented · Source date not stated · Retrieved 2026-10-21
Single-tenant key management unique-ai:unique-ai:review2-keys
May 2026 key guide distinguishes imported customer-generated keys held by Unique from customer-exclusive key control via self-hosting. Its MT/ST CMK statement differs from the hosted retention page; actual MT configuration is unverified.
Infrastructure-only scope; PMK; BYOK/CYOK/HYOK; Summary · documented · Source date 2026-05-27 · Retrieved 2026-10-21
Single-tenant security architecture unique-ai:unique-ai:review2-single
Single-tenant guide documents separate landing zone, WAF/IP controls and Unique-managed encryption. Its 2048-bit RSA-HSM description differs from the hosted retention page; this does not establish an exact current key design.
Overview; Encryption; Data classification · documented · Source date 2026-05-28 · Retrieved 2026-10-21
Compliance Layer 3.0 unique-ai:unique-ai:review2-compliance
The deployment matrix documents CH North multitenant hosting and selectable single/client-hosted regions, with deployment-specific controls. These are options, not proof of a particular customer contract or current key configuration.
Digital Sovereignty; Feature overview matrix · documented · Source date 2026-05-27 · Retrieved 2026-10-21
Unique installation models unique-ai:unique-ai:install
Enumerates multi-tenant, single-tenant, customer-managed and on-premise deployments.
Overview · documented · Source date 2025-08-06 · Retrieved 2026-10-21
Terms of Use | Langdock langdock:langdock:terms-rev2
Microsoft Azure routes use Modified Abuse Monitoring, disabling provider prompt/output retention and human abuse review. Other provider/model routes require separate assessment.
Section9 and Appendix1 Microsoft Azure service terms · documented · Source date not stated · Retrieved 2026-10-21
Unique terms of service unique-ai:unique-ai:terms
Describes a sales-conversation service with Order Form subscription fees, nonrenewal notice, recording export and proprietary rights; applicability to the current AI MSA needs confirmation.
Sections 1-2, 4-6, 11, 17-18 · documented · Source date not stated · Retrieved 2026-10-21
How long are files saved in Langdock? langdock:langdock:retention
Deleted chats are immediately unavailable and unreferenced files are cleaned overnight; shared file references survive.
Retention by object type · documented · Source date not stated · Retrieved 2026-10-21
Chat data redaction and retention unique-ai:unique-ai:redaction
Documents scheduled clearing of chat content and workspace records, with separate upload/KB retention rules.
What is cleared; exclusions; administrator settings · documented · Source date 2026-10-18 · Retrieved 2026-10-21
Unique AI contact unique-ai:unique-ai:contact
Lists Unique AI AG in Zürich, Unique Germany GmbH in Berlin and other regional entities.
Office addresses · documented · Source date not stated · Retrieved 2026-10-21
Unique AI governance framework: contract access unique-ai:unique-ai:review2-governance
The current governance framework says legal contracts and end-user T&Cs are available on request; the public page does not expose platform subscription or component licence clauses.
Individual standards; Legal contracts; End-User Terms and Conditions · documented · Source date 2026-04-12 · Retrieved 2026-10-21
https://docs.langdock.com/en/admin/compliance-and-governance/legal-compliance.md langdock:langdock:legal
DPA applies automatically and a Professional Secrecy Addendum and certificates are linked from the Trust Center.
Legal and compliance links · documented · Source date not stated · Retrieved 2026-10-21
Unique AI trust centre unique-ai:unique-ai:trust
Describes CH Azure storage separately from globally routed inference and claims ISO/SOC assurances, with differing SOC types in the FAQ.
Enterprise security; compliance standards; FAQ · vendor-claimed · Source date not stated · Retrieved 2026-10-21
Unique ISO/IEC 42001 certificate unique-ai:unique-ai:iso42001
TÜV SÜD certificate covers development/deployment SaaS for financial services using pretrained foundation models or client-provided models, valid to 6 March 2028.
One page; registration 99 420 00001; scope and dates · certificate-verified · Source date 2025-03-07 · Retrieved 2026-10-21
Issuer: TÜV SÜD South Asia Private Limited. Scope: Unique AG, Stockerstr.34, Zurich. Development and deployment of SaaS for financial-services clients based on pretrained AI foundation models using Azure OpenAI or client-provided models, including client on-premise models.. Valid 2025-03-07 to 2028-03-06
ISO Certifications and current downloads unique-ai:unique-ai:review2-iso-docs
The ISO documentation links 2026 English/German ATTESTA ISO27001 and ISO9001 renewals, plus the 2025 ISO42001 certificate; ISO27001 SoA requires an NDA.
Certificate ISO27001; ISO9001; ISO42001; Statement of Applicability · documented · Source date 2026-08-05 · Retrieved 2026-10-21
Unique AG ISO27001 ATTESTA 2026 renewal unique-ai:unique-ai:review2-iso27001
Inspected ATTESTA ISO27001:2022 renewal for Unique AG, registration 223-06-018.I, issued 10 June 2026 after 4 June surveillance, valid until 31 May 2029. The certificate-linked public register lists the same number and expiry.
One-page 2026 English certificate; scope, registration, surveillance, printed expiry · certificate-verified · Source date 2026-06-10 · Retrieved 2026-10-21
Issuer: ATTESTA Schweizer Zertifizierungsgesellschaft AG. Scope: Unique AG, Stockerstrasse 34, 8002 Zürich: development, operation, trading and distribution of software and provision of IT/information-technology services; ISO27001:2022 information security management. Valid from an unstated date to 2029-05-31
Unique AG ISO9001 ATTESTA 2026 renewal unique-ai:unique-ai:review2-iso9001
Inspected ATTESTA ISO9001:2015 renewal for Unique AG, registration 223-06-017.Q, issued 10 June 2026 after 4 June surveillance, valid until 31 May 2029. The certificate-linked public register lists the same number and expiry.
One-page 2026 English certificate; scope, registration, surveillance, printed expiry · certificate-verified · Source date 2026-06-10 · Retrieved 2026-10-21
Issuer: ATTESTA Schweizer Zertifizierungsgesellschaft AG. Scope: Unique AG, Stockerstrasse 34, 8002 Zürich: development, operation, trading and distribution of software and provision of IT/information-technology services; ISO9001:2015 quality management. Valid from an unstated date to 2029-05-31
Certificate-linked public register: Unique AG unique-ai:unique-ai:review2-iso-register
Public certificate-linked register lookup for Unique AG lists registrations 223-06-018.I and 223-06-017.Q, Zurich, software/IT scope and expiry 31 May 2029. Standard/status text fields are blank; certificate PDFs supply the standards.
Unique AG result rows; registration, scope, expiry · documented · Source date not stated · Retrieved 2026-10-21
SOC2 Type2: chronology and report access unique-ai:unique-ai:review2-soc
The dedicated SOC page explains Type1 in December 2023 followed by Type2 in January 2025; audit report and certificate are available only on request after NDA. Auditor, service scope and actual reporting period were not publicly inspected.
SOC2 Type2 timeline; Certificates/report access · vendor-claimed · Source date 2026-04-12 · Retrieved 2026-10-21
IP Restrictions langdock:langdock:ip
CIDR allowlists immediately block unauthorized network access when enabled.
Prerequisites and enforcement · documented · Source date not stated · Retrieved 2026-10-21
Pricing Plans | Langdock langdock:langdock:pricing-rev2
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.
Business/Enterprise cards; price breakdown; product add-ons · vendor-claimed · Source date not stated · Retrieved 2026-10-21
Terms and Conditions Administration unique-ai:unique-ai:review2-terms-admin
Current platform T&C administration refers to a customer MSA and gated admin export; it does not publish the vendor platform agreement or determine subscription/IP/branding clauses.
Overview; MSA exceptions; Modifying/Exporting Terms and Conditions · documented · Source date 2026-05-08 · Retrieved 2026-10-21
ECB historical euro reference rates, 20 October 2026 langdock:langdock:ecb-fx
ECB2026-10-20 reference rates:EUR1=USD1.1215=CHF0.9237, implying USD1=EUR0.89166206.
Cube time=2026-10-20, USD and CHF currency entries · documented · Source date 2026-10-20 · Retrieved 2026-10-21
Unique AI platform unique-ai:unique-ai:platform
Markets a modular finance platform with governed connectors, frontend, financial agents and APIs.
Frontend, financial agents, MCP Hub; deployment section · vendor-claimed · Source date not stated · Retrieved 2026-10-21
ECB euro foreign exchange reference rates, 20 October 2026 unique-ai:unique-ai:ecb-fx
ECB records EUR 1 = USD 1.1215 and CHF 0.9237 on 20 October 2026; derived USD to EUR is 1/1.1215 and CHF to EUR is 1/0.9237.
Cube time="2026-10-20": USD and CHF · documented · Source date 2026-10-20 · Retrieved 2026-10-21
Unique AI governance framework: contract access unique-ai:unique-ai:review2-governance-20261026
The current governance framework says legal contracts and end-user T&Cs are available on request; the public page does not expose platform subscription or component licence clauses.
Individual standards; Legal contracts; End-User Terms and Conditions · documented · Source date 2026-04-12 · Retrieved 2026-10-26
Unique public reference repository licence unique-ai:unique-ai:reference-licence-20261026
The public repository defaults to Unique License v1 unless an explicit licence says otherwise; commercial use, distribution and modifications require prior approval. The default is restricted source-available, not an OSI open-source licence.
LICENSE, repository-wide disclaimer and exceptions · documented · Source date not stated · Retrieved 2026-10-26
Unique License v1 unique-ai:unique-ai:unique-licence-v1-20261026
The published full licence permits personal noncommercial use and requires prior written approval for commercial use, distribution and modification, with separate component-licence exceptions. Swiss law and Zurich venue are specified.
Grant, Restrictions, Open Source Components, Governing Law · documented · Source date 2024-09-24 · Retrieved 2026-10-26
Unique Python SDK MIT licence unique-ai:unique-ai:sdk-licence-20261026
The Python SDK directory has an explicit MIT licence permitting commercial use and modification subject to notice requirements; this exception does not license the hosted platform.
unique_sdk/LICENSE, explicit component exception · documented · Source date not stated · Retrieved 2026-10-26
Unique SDK package metadata unique-ai:unique-ai:sdk-package-20261026
At the pinned October 23 repository commit, unique_sdk package metadata declares MIT, consistent with its component licence. Repository/package version is not treated as the hosted release date.
project name/version and licence · documented · Source date not stated · Retrieved 2026-10-26
Terms and Conditions Administration unique-ai:unique-ai:review2-terms-admin-20261026
Current platform T&C administration refers to a customer MSA and gated admin export; it does not publish the vendor platform agreement or determine subscription/IP/branding clauses.
Overview; MSA exceptions; Modifying/Exporting Terms and Conditions · documented · Source date 2026-05-08 · Retrieved 2026-10-26
Agent Migration Guide langdock:langdock:migration
Agent API export/import preserves selected configuration; files/skills and some fields require separate migration.
Prerequisites, exported settings and field mapping · documented · Source date not stated · Retrieved 2026-10-21
Data Processing Agreement | Langdock langdock:langdock:dpa-20261026
DPA 2.1 defines third-country instructions, subprocessor notice and deletion/export rules, with an embedded provider table.
Sections 7-12 and Appendices 1/2 · documented · Source date not stated · Retrieved 2026-10-26
Agent Migration Guide langdock:langdock:migration-20261026
Agent API export/import preserves selected configuration; files/skills and some fields require separate migration.
Prerequisites, exported settings and field mapping · documented · Source date not stated · Retrieved 2026-10-26
Knowledge bases langdock:langdock:knowledge-20261026
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.
Create a Knowledge base and add documents, API upload; Share search access; Convert a Knowledge base to a folder · documented · Source date not stated · Retrieved 2026-10-26
Usage Exports langdock:langdock:exports-20261026
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.
Accessing Usage Exports; Export Limits; Export Data Structure; Usage Exports; Data Retention · documented · Source date not stated · Retrieved 2026-10-26
Rollout Playbook langdock:langdock:playbook
Dedicated rollout support/workshops start at 250 licences and include a champion approach.
Programme qualification and rollout phases · documented · Source date not stated · Retrieved 2026-10-21
status langdock:langdock:status
The public status page covers the app, APIs, Workflows and Integrations with history.
Components and history · documented · Source date not stated · Retrieved 2026-10-21
Terms of Use | Langdock langdock:langdock:terms-20261026
Terms 2.1 prohibit training and describe provider-specific residency and retention agreements, proprietary use rights and contract defaults.
Sections 6/7/9/12/15/16/19 and Appendix 1 · documented · Source date not stated · Retrieved 2026-10-26
Langdock imprint and contact point langdock:langdock:imprint-20261026
Users and authorities can contact support@langdock.com in German and English; the imprint identifies Langdock GmbH in Berlin.
Contact Point for Users and Authorities · documented · Source date not stated · Retrieved 2026-10-26
status langdock:langdock:status-20261026
The public status page covers the app, APIs, Workflows and Integrations with history.
Components and history · documented · Source date not stated · Retrieved 2026-10-26
Enterprise support unique-ai:unique-ai:support
Provides public multitenant status link, enterprise email and a contract-specific dedicated support model.
Contact; dedicated support model; hours · documented · Source date not stated · Retrieved 2026-10-21
Unique public system status unique-ai:unique-ai:status
Public status page displays service/API/collector components and historical uptime panels; dedicated environments are outside the documented status scope.
Component and 90-day uptime panels · documented · Source date not stated · Retrieved 2026-10-21
Langdock Workshops langdock:langdock:training
Official workshop recordings/slides cover chat, skills, integrations, agents and workflows.
Workshop catalogue · documented · Source date not stated · Retrieved 2026-10-21
Unique AI finance platform unique-ai:unique-ai:homepage
Markets embedded experts and structured training programmes for finance users and IT.
Forward-Deployed Engineers and training section · vendor-claimed · Source date not stated · Retrieved 2026-10-21