Agent-readable comparison

Langdock vs AlpineAI / SwissGPT

Name: Langdock vs AlpineAI / SwissGPT: 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 29 criteria with sourced findings for both products, including 29 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
AlpineAI / SwissGPT source checks: 2026-10-21 to 2026-10-26. Website: https://alpineai.swiss
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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

AlpineAI names Mistral Large 3 as its primary model and says it operates all models itself in Switzerland.

Availability: generally-available · Delivery: native
Scope: surfaces=AlpineAI platform browser client; version=not specified; plan=Standard and Premium, up to 9 licences; Enterprise from 10 licences. Current healthcare, public-administration and university offer.; add_ons=none stated; deployment_mode=not specified; region=Switzerland infrastructure; contract permits CH/EEA and conditional third-country processing; optional external web search; os=not specified.

Limitations

The FAQ does not enumerate all models, expose a per-chat picker, explain routing visibility or map multimodal inputs to models.

providers Which model providers are available? [partial]: Mistral is the named current provider. Other providers are not enumerated. Sources: swissgpt:swissgpt:product.
current_models Which current models are selectable on this plan? [partial]: Mistral Large 3 is named as the primary model; this does not establish a user-selectable catalogue. Sources: swissgpt:swissgpt:product.
user_choice Can users pick the model per chat? [unknown]: Can users pick the model per chat? Unknown. The FAQ does not enumerate all models, expose a per-chat picker, explain routing visibility or map multimodal inputs to models.
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. The FAQ does not enumerate all models, expose a per-chat picker, explain routing visibility or map multimodal inputs to models.
multimodal_input Which models accept images, audio or files? [unknown]: Which models accept images, audio or files? Unknown. The FAQ does not enumerate all models, expose a per-chat picker, explain routing visibility or map multimodal inputs to models.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:product.

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.

AlpineAI / SwissGPT

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.

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.

AlpineAI / SwissGPT

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.

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

AlpineAI says it hosts open models on its own Swiss hardware.

Limitations

Customer-hosted chat and embedding routes, supported runtimes and their feature parity are not documented in the reviewed current offer.

self_hosted_chat Can chat use a customer-hosted model? [unknown]: Can chat use a customer-hosted model? Unknown. Customer-hosted chat and embedding routes, supported runtimes and their feature parity are not documented in the reviewed current offer.
self_hosted_embeddings Can retrieval use customer-hosted embeddings? [unknown]: Can retrieval use customer-hosted embeddings? Unknown. Customer-hosted chat and embedding routes, supported runtimes and their feature parity are not documented in the reviewed current offer.
feature_parity Which features fail with self-hosted models? [unknown]: Which features fail with self-hosted models? Unknown. Customer-hosted chat and embedding routes, supported runtimes and their feature parity are not documented in the reviewed current offer.
vendor_hosted_open_models Does the vendor host open-weight models in EU/CH? [supported]: The vendor identifies Mistral Large 3 as its current primary open model, operated on AlpineAI-owned hardware in Switzerland without foreign model APIs. Sources: swissgpt:swissgpt:product.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:product.

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.

AlpineAI / SwissGPT

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.

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

Document upload is advertised for assistants and chat.

Limitations

The published 50-document/100 MB assistant limit does not define per-file and per-chat limits. OCR, embedded images, formula/table fidelity and full-file versus chunked processing need technical documentation or the shared upload fixture.

formats Which formats are accepted? [partial]: PDF, Word, text and Excel are named across the product and sector pages. This is not an exhaustive format matrix. Sources: swissgpt:swissgpt:product, swissgpt:swissgpt:university.
limits What size and count limits apply per file and chat? [unknown]: What size and count limits apply per file and chat? Unknown. The published 50-document/100 MB assistant limit does not define per-file and per-chat limits. OCR, embedded images, formula/table fidelity and full-file versus chunked processing need technical documentation or the shared upload fixture.
ocr Are scanned PDFs read? [unknown]: Are scanned PDFs read? Unknown. The published 50-document/100 MB assistant limit does not define per-file and per-chat limits. OCR, embedded images, formula/table fidelity and full-file versus chunked processing need technical documentation or the shared upload fixture.
spreadsheets Are Excel tables read with structure intact? [unknown]: Are Excel tables read with structure intact? Unknown. The published 50-document/100 MB assistant limit does not define per-file and per-chat limits. OCR, embedded images, formula/table fidelity and full-file versus chunked processing need technical documentation or the shared upload fixture.
full_vs_chunked Is the whole file used or only retrieved parts, and does the user see which? [unknown]: Is the whole file used or only retrieved parts, and does the user see which? Unknown. The published 50-document/100 MB assistant limit does not define per-file and per-chat limits. OCR, embedded images, formula/table fidelity and full-file versus chunked processing need technical documentation or the shared upload fixture.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:product, swissgpt:swissgpt:university.

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

Standard and Premium include document-backed assistants with published collection limits.

Limitations

User/group/organisation sharing and Enterprise collection limits are not specified. The wording does not clearly distinguish per-file from aggregate 100 MB.

persistent_collections Can users keep document collections across chats? [supported]: Assistants retain their own reference-document workspace for later questions. Sources: swissgpt:swissgpt:product.
sharing_scope Can collections be shared with users, groups or the whole organisation? [unknown]: Can collections be shared with users, groups or the whole organisation? Unknown. User/group/organisation sharing and Enterprise collection limits are not specified. The wording does not clearly distinguish per-file from aggregate 100 MB.
size_limits What are the collection limits? [partial]: Standard has 2 assistants and Premium 5; each is listed as 50 documents / max. 100 MB. Enterprise limits are not published. Sources: swissgpt:swissgpt:university.
assistant_binding Can collections be bound to an assistant? [supported]: Users place documents in an assistant workspace and questions use those sources. Sources: swissgpt:swissgpt:product.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:product, swissgpt:swissgpt:university.

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

Enterprise sector pages name production REST integrations with eGeKo and five healthcare systems. A public standard connector matrix for M365, Google, Atlassian and on-premise sources remains unverified.

Limitations

The production integration names are vendor claims on the sector pages, not a tested connector inventory.
Individual integrations require the Enterprise package from 10 licences; no API account, customer deployment or fixture was accessed.

microsoft_365 Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected? [unknown]: Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected? Unknown. The current FAQ does not identify shipped SharePoint, OneDrive, Outlook-search, Teams, Google, Atlassian or on-prem-source connectors, their consent scopes or maintainers. The Outlook add-in is recorded under WORK-02. Rechecked 2026-10-26 in AlpineAI product, public-administration and healthcare feature/licence FAQs and Security page. No extra technical/admin documentation was identified in official links or targeted first-party searches; no account fixture was run.
google_workspace Which Google sources are connected? [unknown]: Which Google sources are connected? Unknown. The current FAQ does not identify shipped SharePoint, OneDrive, Outlook-search, Teams, Google, Atlassian or on-prem-source connectors, their consent scopes or maintainers. The Outlook add-in is recorded under WORK-02. Rechecked 2026-10-26 in AlpineAI product, public-administration and healthcare feature/licence FAQs and Security page. No extra technical/admin documentation was identified in official links or targeted first-party searches; no account fixture was run.
atlassian Confluence and Jira? [unknown]: Confluence and Jira? Unknown. The current FAQ does not identify shipped SharePoint, OneDrive, Outlook-search, Teams, Google, Atlassian or on-prem-source connectors, their consent scopes or maintainers. The Outlook add-in is recorded under WORK-02. Rechecked 2026-10-26 in AlpineAI product, public-administration and healthcare feature/licence FAQs and Security page. No extra technical/admin documentation was identified in official links or targeted first-party searches; no account fixture was run.
other_systems Which other business systems? [partial]: The public-administration FAQ names eGeKo as an integration in production. The healthcare FAQ names Axenita, Aeskulap, Ines, Logival and Mediway as production integrations through the AlpineAI REST API. Individual integrations are part of Enterprise from 10 licences and planned with the customer IT team. Public consent scopes, per-system configuration and a self-service connector matrix are not supplied. Sources: swissgpt:swissgpt:public-pricing-20261026, swissgpt:swissgpt:health-pricing-20261026.
on_prem_sources Can on-prem file shares or databases be connected? [unknown]: Can on-prem file shares or databases be connected? Unknown. The current FAQ does not identify shipped SharePoint, OneDrive, Outlook-search, Teams, Google, Atlassian or on-prem-source connectors, their consent scopes or maintainers. The Outlook add-in is recorded under WORK-02. Rechecked 2026-10-26 in AlpineAI product, public-administration and healthcare feature/licence FAQs and Security page. No extra technical/admin documentation was identified in official links or targeted first-party searches; no account fixture was run.
connector_provider Who builds and maintains each connector? [partial]: AlpineAI plans custom Enterprise integrations with the institution IT team. The university FAQ mentions expanding prebuilt connectors without naming them. Sources: swissgpt:swissgpt:university.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: swissgpt:swissgpt:university, swissgpt:swissgpt:public-pricing-20261026, swissgpt:swissgpt:health-pricing-20261026, swissgpt:swissgpt:product-20261026, swissgpt:swissgpt:security-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.

AlpineAI / SwissGPT

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.

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.

AlpineAI / SwissGPT

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.

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

The vendor describes source citations in Listener transcript search; retrieval accuracy was not tested.

Limitations

No shared corpus was loaded. Citation correctness, cross-language retrieval, refusal behaviour and observed question-set accuracy remain unmeasured.

citations Are answers linked to specific sources? [partial]: The Listener FAQ advertises full-text search with source references over transcribed recordings. General document-RAG citation coverage is unspecified. Sources: swissgpt:swissgpt:product.
citation_accuracy Do the cited passages support the answer? [unknown]: Do the cited passages support the answer? Unknown. No shared corpus was loaded. Citation correctness, cross-language retrieval, refusal behaviour and observed question-set accuracy remain unmeasured.
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 was loaded. Citation correctness, cross-language retrieval, refusal behaviour and observed question-set accuracy remain unmeasured.
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 was loaded. Citation correctness, cross-language retrieval, refusal behaviour and observed question-set accuracy remain unmeasured.
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 was loaded. Citation correctness, cross-language retrieval, refusal behaviour and observed question-set accuracy remain unmeasured.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:product.

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.

AlpineAI / SwissGPT

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.

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

Users can create document-backed assistants and use prompt templates.

Limitations

Creator restrictions, sharing boundaries, versioning, tool configuration and an organisation-managed directory are not established in the public pages.

create_assistants Can users create assistants with instructions, knowledge and tools? [partial]: Users create workspaces with their own reference documents; configurable instructions and external tools are not described. Sources: swissgpt:swissgpt:product.
creator_permissions Can admins limit who creates them? [unknown]: Can admins limit who creates them? Unknown. Creator restrictions, sharing boundaries, versioning, tool configuration and an organisation-managed directory are not established in the public pages.
sharing_scope Can assistants be shared with users, groups or everyone? [unknown]: Can assistants be shared with users, groups or everyone? Unknown. Creator restrictions, sharing boundaries, versioning, tool configuration and an organisation-managed directory are not established in the public pages.
catalogue Is there an internal assistant directory? [partial]: Premium adds preconfigured assistants; an organisation directory is not established. Sources: swissgpt:swissgpt:product.
prompt_library Are shared prompt templates available? [partial]: Chat includes prompt templates for recurring tasks; shared-team template administration is not specified. Sources: swissgpt:swissgpt:product.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:product.

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.

AlpineAI / SwissGPT

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.

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

Web search is included but requires organisation activation and user consent; queries can leave AlpineAI infrastructure.

Limitations

Group-specific controls, a multi-step research/report mode and general web citation behaviour are not documented.

web_search Is web search available? [supported]: Included across licence models and optional at use time. Sources: swissgpt:swissgpt:product, swissgpt:swissgpt:terms.
admin_toggle Can admins disable it per organisation or group? [supported]: Administrator must enable the instance; can disable it instance-wide. Users consent per search and again for detected sensitive content. Sources: swissgpt:swissgpt:terms.
search_provider Which search provider handles queries, and where? [supported]: DPA Annex 3 names Brave Software, Inc., US, for Brave Search API; activated search sends query/chat content outside AlpineAI infrastructure. Sources: swissgpt:swissgpt:dpa, swissgpt:swissgpt:terms.
deep_research Is multi-step research with a report available? [unknown]: Is multi-step research with a report available? Unknown. Group-specific controls, a multi-step research/report mode and general web citation behaviour are not documented.
web_citations Are web sources cited? [unknown]: Are web sources cited? Unknown. Group-specific controls, a multi-step research/report mode and general web citation behaviour are not documented.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:product, swissgpt:swissgpt:terms, swissgpt:swissgpt:dpa.

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.

AlpineAI / SwissGPT

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.

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.

AlpineAI / SwissGPT

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.

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

A separate AlpineAI API platform is advertised. Custom application integrations are explicitly offered under Enterprise from 10 licences; standalone API entitlement remains unknown and new accounts are activated gradually.

Availability: generally-available · Delivery: native
Scope: surfaces=AlpineAI API platform; version=not specified; plan=Enterprise custom application integrations from 10 licences; standalone API tariff/entitlement not established; add_ons=Individually contracted integration; API account activation required; deployment_mode=not specified; region=API portal advertises Swiss processing; endpoint-specific processing and contractual entitlement unverified; os=not specified.

Limitations

Enterprise custom integration is documented; a universal API entitlement across chat licence tiers is not.
No authenticated endpoint documentation, API account, rate-limit data or governance fixture was accessed.

chat_api Is there an API for chat and assistants? [partial]: The product page describes requests/results through its separate API platform and explicitly places custom integrations in Enterprise. The public API landing page supports REST/SDK positioning but requires sign-in and gradual account activation. Specific chat/assistant endpoints, auth methods, standalone licensing and inclusion in Standard/Premium were not verified. Sources: swissgpt:swissgpt:review2-product, swissgpt:swissgpt:review2-api-access, swissgpt:swissgpt:university.
knowledge_api Can documents be loaded through an API? [unknown]: No unauthenticated document-ingestion endpoint reference was retrieved from the API portal; naming general integrations is not proof of an ingestion API.
api_governance Do audit, budgets and model rules apply to API use? [unknown]: The API landing page advertises monitoring of usage and costs, but scope of chat audit, budgets and model rules for API calls was not established without authenticated documentation.
mcp_server Does the product expose itself to other agents over MCP? [unknown]: No AlpineAI-provided MCP server exposing the product to external agents was documented in the retrieved product or API landing pages.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:review2-product, swissgpt:swissgpt:review2-api-access, swissgpt:swissgpt:university.

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

The FAQ lists web and iOS/Android access.

Availability: generally-available · Delivery: native
Scope: surfaces=AlpineAI platform browser client, AlpineAI iOS and Android apps; version=not specified; plan=Standard and Premium, up to 9 licences; Enterprise from 10 licences. Current healthcare, public-administration and university offer.; add_ons=none stated; deployment_mode=not specified; region=Switzerland; mobile clients on user devices; os=iOS, Android.

Limitations

Desktop OS support is only package-dependent in AGB 2.1. Browser extension, MDM/Intune deployment and mobile parity are not documented.

web Is a full web client available? [supported]: Works in Chrome, Firefox, Safari or Edge on internet-connected computers and mobile devices. Sources: swissgpt:swissgpt:product.
desktop_apps Windows and macOS apps? [unknown]: Windows and macOS apps? Unknown. Desktop OS support is only package-dependent in AGB 2.1. Browser extension, MDM/Intune deployment and mobile parity are not documented.
mobile_apps iOS and Android apps with SSO? [partial]: iOS and Android apps are advertised; company SSO in those apps was not verified. Sources: swissgpt:swissgpt:product.
browser_extension Is there a browser extension or sidebar? [unknown]: Is there a browser extension or sidebar? Unknown. Desktop OS support is only package-dependent in AGB 2.1. Browser extension, MDM/Intune deployment and mobile parity are not documented.
managed_deployment Can IT deploy and configure clients through MDM? [unknown]: Can IT deploy and configure clients through MDM? Unknown. Desktop OS support is only package-dependent in AGB 2.1. Browser extension, MDM/Intune deployment and mobile parity are not documented.
client_feature_gaps Which features are missing on mobile? [unknown]: Which features are missing on mobile? Unknown. Desktop OS support is only package-dependent in AGB 2.1. Browser extension, MDM/Intune deployment and mobile parity are not documented.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:product.

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

Standard and Premium include an Outlook add-in for reading, drafting and translating email.

Availability: generally-available · Delivery: official-integration
Scope: surfaces=AlpineAI Outlook add-in; version=not specified; plan=Standard and Premium; Enterprise packaging unspecified; add_ons=none stated; deployment_mode=not specified; region=Content processed on AlpineAI hardware in Switzerland; os=not specified.

Limitations

Word, Excel, PowerPoint, Teams and Google application integrations are not specified. Outlook add-in consent and compatibility requirements remain unverified.

word_excel_powerpoint Does it work inside Word, Excel and PowerPoint? [unknown]: Does it work inside Word, Excel and PowerPoint? Unknown. Word, Excel, PowerPoint, Teams and Google application integrations are not specified. Outlook add-in consent and compatibility requirements remain unverified.
outlook Does it work inside Outlook? [supported]: Add-in summarises messages/threads, drafts replies and translates within Outlook. The FAQ describes Get Add-Ins installation. Sources: swissgpt:swissgpt:product.
teams Is there a Teams app or bot? [unknown]: Is there a Teams app or bot? Unknown. Word, Excel, PowerPoint, Teams and Google application integrations are not specified. Outlook add-in consent and compatibility requirements remain unverified.
google_workspace_apps Does it work inside Docs, Sheets or Gmail? [unknown]: Does it work inside Docs, Sheets or Gmail? Unknown. Word, Excel, PowerPoint, Teams and Google application integrations are not specified. Outlook add-in consent and compatibility requirements remain unverified.
licence_prerequisites Which licences or consents are needed? [partial]: Included with Standard and Premium. Microsoft licence/version prerequisites and tenant consent requirements are not stated. Sources: swissgpt:swissgpt:product.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:product.

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

The platform and Outlook add-in offer drafting, summaries and translations.

Limitations

Whole-document layout preservation, a dedicated translation engine, company glossaries, formality and de-CH controls were not specified or tested.

document_translation Can whole documents be translated with formatting kept? [unknown]: Can whole documents be translated with formatting kept? Unknown. Whole-document layout preservation, a dedicated translation engine, company glossaries, formality and de-CH controls were not specified or tested.
translation_engine Which engine translates? [unknown]: Which engine translates? Unknown. Whole-document layout preservation, a dedicated translation engine, company glossaries, formality and de-CH controls were not specified or tested.
glossaries Are company glossaries supported? [unknown]: Are company glossaries supported? Unknown. Whole-document layout preservation, a dedicated translation engine, company glossaries, formality and de-CH controls were not specified or tested.
formality_and_variants Can formality and regional variants (de-CH) be set? [unknown]: Can formality and regional variants (de-CH) be set? Unknown. Whole-document layout preservation, a dedicated translation engine, company glossaries, formality and de-CH controls were not specified or tested.
writing_tools Are dedicated rewrite and proofreading tools available? [partial]: The FAQ advertises drafting and replying to email, summaries and translations into Swiss national languages and English. Proofreading controls are not detailed. Sources: swissgpt:swissgpt:product.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:product.

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.

AlpineAI / SwissGPT

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

Premium Listener records audio, transcribes Swiss German and creates minutes or summaries.

Availability: generally-available · Delivery: native
Scope: surfaces=AlpineAI platform browser client, AlpineAI iOS and Android apps; version=not specified; plan=Premium Listener; Enterprise inclusion per order; add_ons=none stated; deployment_mode=not specified; region=Audio processing on AlpineAI-owned hardware in Switzerland; os=not specified.

Limitations

Read-aloud and live bidirectional voice conversation are undocumented; recognition quality was not independently tested.

dictation Can users dictate prompts? [partial]: Listener records dictation through the microphone and accepts existing audio files. Direct dictation into a chat prompt was not established. Sources: swissgpt:swissgpt:product.
read_aloud Can answers be read aloud? [unknown]: Can answers be read aloud? Unknown. Read-aloud and live bidirectional voice conversation are undocumented; recognition quality was not independently tested.
voice_conversation Is a live voice mode available? [unknown]: Is a live voice mode available? Unknown. Read-aloud and live bidirectional voice conversation are undocumented; recognition quality was not independently tested.
meeting_summaries Are meetings transcribed and summarised? [supported]: Advertises complete transcripts and structured minutes, summaries, key facts and to-dos; recordings process on AlpineAI hardware in Switzerland. Sources: swissgpt:swissgpt:product.
swiss_german_speech Is Swiss German speech recognised? [supported]: Vendor claims Swiss German and other dialect recognition, with transcript output in German, English, French or Italian. Sources: swissgpt:swissgpt:product.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:product.

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.

AlpineAI / SwissGPT

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-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.

AlpineAI / SwissGPT

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-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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

Terms specify a German and English interface; language quality was not observed.

Limitations

No authenticated German/French/Italian UI review, WCAG conformance statement or German admin-interface specification was located.

ui_languages Which UI languages are offered? [partial]: AGB 2.1 explicitly names German and English UI. Sector pages advertise processing of Swiss national languages and English; that does not establish French/Italian UI coverage. Sources: swissgpt:swissgpt:terms.
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 German/French/Italian UI review, WCAG conformance statement or German admin-interface specification was located.
accessibility_statement Is there a WCAG conformance statement? [unknown]: Is there a WCAG conformance statement? Unknown. No authenticated German/French/Italian UI review, WCAG conformance statement or German admin-interface specification was located.
admin_ui_languages Is the admin interface available in German? [unknown]: Is the admin interface available in German? Unknown. No authenticated German/French/Italian UI review, WCAG conformance statement or German admin-interface specification was located.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:terms.

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.

AlpineAI / SwissGPT

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.

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.

AlpineAI / SwissGPT

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.

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.

AlpineAI / SwissGPT

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.

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.

AlpineAI / SwissGPT

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.

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.

AlpineAI / SwissGPT

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.

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.

AlpineAI / SwissGPT

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.

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

Web search has a sensitive-content consent step; general PII/DLP handling is unverified.

Limitations

Custom patterns, external DLP integration, detection coverage and filter location are not documented; no AHV/IBAN fixture was used.

pii_detection Is personal data detected in prompts and files? [partial]: AGB 2.5 says the system can detect potentially sensitive search-query content; it does not specify personal-data types or uploaded-file detection. Sources: swissgpt:swissgpt:terms.
pii_action Is it redacted, masked, blocked or only warned? [partial]: Detected potentially sensitive web-search content requires renewed user consent before transmission. Redaction or blocking is not established. Sources: swissgpt:swissgpt:terms.
custom_patterns Can admins add custom patterns or terms? [unknown]: Can admins add custom patterns or terms? Unknown. Custom patterns, external DLP integration, detection coverage and filter location are not documented; no AHV/IBAN fixture was used.
dlp_integration Does it integrate with an existing DLP product? [unknown]: Does it integrate with an existing DLP product? Unknown. Custom patterns, external DLP integration, detection coverage and filter location are not documented; no AHV/IBAN fixture was used.
filter_location Where does filtering run? [unknown]: Where does filtering run? Unknown. Custom patterns, external DLP integration, detection coverage and filter location are not documented; no AHV/IBAN fixture was used.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:terms.

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.

AlpineAI / SwissGPT

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.

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

Swiss RIZ application hosting is consistently described. Green/RZO Swiss inference is a vendor security-page statement; a current contracted inference-site schedule is unverified because the July DPA does not list RZO. Storage, inference, support and optional search are scoped separately.

Availability: generally-available · Delivery: native
Scope: surfaces=AlpineAI platform browser client, AlpineAI API platform; version=Public infrastructure page and DPA Annex 3 dated 10 July 2026; no tenant contract inspected; plan=Current AlpineAI sector offer; contract-specific residency and secret-data supplement conditional on signature; add_ons=none stated; deployment_mode=not specified; region=Advertised Swiss application hosting; current contracted inference map unverified; DPA CH/EEA with conditional third-country processing and optional external search; os=not specified.

Limitations

RZO is described as colocation, not as a foreign model API. Its absence from the July annex is not evidence of overseas inference or unauthorised processing.
The currently contracted complete inference-site list, per-index/log/telemetry locations and exhaustive staff access countries remain unknown.

storage_region Where are chats, files and indexes stored? [partial]: The security page describes application/data storage on AlpineAI hardware at two Swiss RIZ sites. July DPA Annex 3 independently lists RIZ CH for platform hosting and support. Separate per-index/log topology and a tenant-specific deployment schedule were not established. Sources: swissgpt:swissgpt:review2-security, swissgpt:swissgpt:review2-dpa.
inference_region Where do model calls run, per provider? [unknown]: The security page names Swiss Green and RZO GPU colocation on AlpineAI-owned/operated hardware without logical access by site operators. July DPA Annex 3 names Green and expressly describes pure colocation, but omits RZO. No newer public annex or contract-specific RZO authorisation was retrieved. The currently contracted complete inference-site map is therefore unknown; the marketing statement is not a verified current contract commitment.
backups_logs_region Where are backups, logs and telemetry? [partial]: July DPA Annex 3 lists cloudscale.ch CH for backup; Annex 2 describes daily offsite backups. This dated schedule does not establish every current log/telemetry or backup location. Sources: swissgpt:swissgpt:review2-dpa.
support_access_region From where can vendor staff access data? [partial]: The dated annex assigns RIZ CH to customer support and EU Atlassian/Custify to helpdesk/account functions. Physical staff access countries are not fully mapped. A separately signed secret-data supplement requires Swiss services where secret data is in plaintext. Sources: swissgpt:swissgpt:review2-dpa, swissgpt:swissgpt:secrecy.
swiss_hosting Is Swiss hosting available? [partial]: Swiss application hosting at RIZ is supported by both public sources. The full current inference-site inventory is withheld pending a current applicable schedule, so this is not an all-processing CH-residency assurance. Sources: swissgpt:swissgpt:review2-security, swissgpt:swissgpt:review2-dpa.
residency_plan Which plan or option provides residency? [partial]: DPA 1.5 permits CH/EEA processing with conditional third-country safeguards. Optional Brave search is separately listed with US processing. The secret-data supplement, only when signed and applicable, narrows plaintext services including APIs to Switzerland. A current tenant-specific inference schedule is still missing. Sources: swissgpt:swissgpt:review2-dpa, swissgpt:swissgpt:secrecy.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:review2-security, swissgpt:swissgpt:review2-dpa, swissgpt:swissgpt:secrecy.

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.

AlpineAI / SwissGPT

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.

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

The terms prohibit model training on customer inputs. API zero retention has a narrow signed secrecy-agreement scope.

Availability: generally-available · Delivery: native
Scope: surfaces=AlpineAI platform browser client, AlpineAI API platform; version=not specified; plan=Current hosted plans; zero retention only AI API services under signed secret-data supplement; add_ons=Signed supplementary agreement for legally secret data, where applicable; deployment_mode=not specified; region=CH for plaintext secret-data services; general DPA CH/EEA with conditional third countries; os=not specified.

Limitations

Ordinary-chat/provider retention and general staff-review practice outside the signed secret-data scope are not documented. DPA anonymised-data use must be read alongside the narrower no-training clause.

vendor_training Does the vendor train on customer content? [supported]: AGB 4.4 says customer inputs do not feed back into language-model development. DPA 2.4 separately permits anonymisation and use for service/product development; this is not a blanket prohibition on every secondary use. Sources: swissgpt:swissgpt:terms, swissgpt:swissgpt:dpa.
provider_training Do model providers train on it under this product's contracts? [partial]: Vendor says models run on AlpineAI hardware without foreign model APIs; a separate third-party model-provider training contract is not established. Sources: swissgpt:swissgpt:product.
provider_retention How long do model providers keep prompts, including for abuse monitoring? [partial]: Signed secrecy agreement forbids storing/logging AI API input and output for secret data. Ordinary web-chat and general API retention periods are unspecified. Sources: swissgpt:swissgpt:secrecy.
zero_retention Is zero data retention available, and on which plan? [supported]: Available contractually for AI API services processing legally secret data when the supplementary agreement is signed. It is not a general chat-history promise. Sources: swissgpt:swissgpt:secrecy.
human_review Can provider staff review content? [supported]: For secret data under the signed supplement, plaintext access needs individual approval, unavoidable BCM emergency or a binding Swiss order; staff abuse monitoring with plaintext access is forbidden. Sources: swissgpt:swissgpt:secrecy.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:terms, swissgpt:swissgpt:dpa, swissgpt:swissgpt:product, swissgpt:swissgpt:secrecy.

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

The DPA requires deletion after contract end with a backup-cycle exception.

Limitations

Default chat/file/index/log periods, customer retention settings, permanent user deletion and the backup-cycle deadline are not specified.

default_retention What is retained and for how long by default? [unknown]: What is retained and for how long by default? Unknown. Default chat/file/index/log periods, customer retention settings, permanent user deletion and the backup-cycle deadline are not specified.
admin_retention Can admins set retention periods? [unknown]: Can admins set retention periods? Unknown. Default chat/file/index/log periods, customer retention settings, permanent user deletion and the backup-cycle deadline are not specified.
user_deletion Can users delete their chats and files permanently? [unknown]: Can users delete their chats and files permanently? Unknown. Default chat/file/index/log periods, customer retention settings, permanent user deletion and the backup-cycle deadline are not specified.
contract_end_deletion What is deleted at contract end, and when? [partial]: DPA 9.1 requires deletion of provided customer data on termination. Backup copies delete on restoration and ultimately as backup cycles expire; no cycle duration is given. AGB 7.5 offers written confirmation on request with legal-retention exceptions. Sources: swissgpt:swissgpt:dpa, swissgpt:swissgpt:terms.

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

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

A public July 2026 DPA annex lists operational suppliers and contract notification/transfer terms. It is a dated source, not proof of the complete current provider list: RZO appears only on the security page and its current contractual status remains unknown.

Availability: generally-available · Delivery: native
Scope: surfaces=AlpineAI platform browser client, AlpineAI API platform; version=DPA Annex 3 dated 10 July 2026; re-retrieved 21 October 2026; plan=AlpineAI platform contracts; current tenant-specific supplier schedule not inspected; add_ons=none stated; deployment_mode=not specified; region=Dated annex CH/EU/US supplier locations; current complete country/supplier schedule unverified; os=not specified.

Limitations

No current complete provider/country schedule or RZO-specific authorisation was retrieved; no inference is made that RZO is approved, unauthorised or a separate model provider.
Ultimate ownership and supplier-specific US transfer instruments remain unknown.

subprocessor_list Is a dated sub-processor list published? [partial]: A public Annex 3 dated 10 July 2026 is downloadable through /avv/. It includes RIZ hosting/support and Green colocation. The security page additionally names RZO. No updated public annex, RZO approval notice or tenant-specific schedule was obtained, so completeness/current applicability is unknown. Sources: swissgpt:swissgpt:review2-dpa, swissgpt:swissgpt:review2-security.
subprocessor_countries Which countries do sub-processors operate in? [partial]: The dated annex lists CH data locations for RIZ, Green, cloudscale, accounting and IT operations; EU for helpdesk/payments/customer success; US for CRM and opt-in Brave search. Green is described as rack/power/network colocation without logical access, not model-provider API processing. These are the annex entries, not an exhaustive current content-processing country map. Sources: swissgpt:swissgpt:review2-dpa.
change_notification Are customers notified of sub-processor changes? [supported]: DPA 7.3 requires text notice of intended additions/replacements and gives 14 days for an objection supported by an important reason. No customer-specific change notice was inspected. Sources: swissgpt:swissgpt:review2-dpa.
parent_jurisdiction Which jurisdiction governs the vendor and its parent? [partial]: The contracting entity is AlpineAI AG in Davos, Switzerland; ultimate parent/beneficial-owner jurisdiction was not established. Sources: swissgpt:swissgpt:imprint, swissgpt:swissgpt:terms.
transfer_mechanism Which transfer mechanism applies to non-EU/CH processing? [partial]: DPA 1.5 conditions third-country processing on prior written notice and adequate safeguards such as SCCs or adequacy. It does not map a particular transfer instrument to each US supplier. Sources: swissgpt:swissgpt:review2-dpa.
government_access_policy Is there a published government-access or transparency policy? [supported]: DPA 2.1 requires notice of legally mandated processing unless prohibited. The separately signed secret-data supplement adds Swiss-order notice, challenge assistance and minimal disclosure, within its Swiss secret-data scope. Sources: swissgpt:swissgpt:review2-dpa, swissgpt:swissgpt:secrecy.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:review2-dpa, swissgpt:swissgpt:review2-security, swissgpt:swissgpt:imprint, swissgpt:swissgpt:terms, swissgpt:swissgpt:secrecy.

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

Public DPA and secrecy supplement address Swiss data protection and professional/official secrecy.

Limitations

DPA negotiability, EU AI Act provider/deployer documents and a FINMA-specific pack are not provided in the reviewed public materials.

dpa Is a DPA available, and is it negotiable? [partial]: A public DPA applies to individuals without AlpineAI signature; companies may obtain a countersigned copy. Negotiation rights are not established. Sources: swissgpt:swissgpt:dpa.
revdsg_gdpr Does the DPA cover revDSG and GDPR? [supported]: DPA expressly cites Art. 9 Swiss DSG and Art. 28 GDPR and defines controller/processor roles. Sources: swissgpt:swissgpt:dpa.
governing_law Which law and court govern the contract? [supported]: DPA 11.4 specifies Swiss law and exclusive Zürich jurisdiction; AGB 11.4 preserves AlpineAI rights to sue elsewhere. Sources: swissgpt:swissgpt:dpa, swissgpt:swissgpt:terms.
ai_act_materials Is EU AI Act documentation provided? [unknown]: Is EU AI Act documentation provided? Unknown. DPA negotiability, EU AI Act provider/deployer documents and a FINMA-specific pack are not provided in the reviewed public materials.
sector_materials Are FINMA or other sector materials provided? [partial]: Public signed supplement covers legally secret data including official/professional secrecy, CH plaintext services and annual assurance evidence. No FINMA-specific outsourcing dossier was located. Sources: swissgpt:swissgpt:secrecy.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:dpa, swissgpt:swissgpt:terms, swissgpt:swissgpt:secrecy.

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

AlpineAI claims ISO 27001:2022 and VDSZ issued by SQS; certificates were not inspected.

Limitations

No issuer certificate or full report was obtained. ISO/VDSZ validity and scope, SOC 2 type/period, C5 and independent penetration-test summary remain unverified.

iso_27001 ISO 27001 with scope and validity? [partial]: Vendor identifies AlpineAI AG, SQS and ISO 27001:2022. Certificate scope and validity were not retrieved, so this remains vendor-claimed. Sources: swissgpt:swissgpt:security.
soc2 SOC 2 type, period and covered service? [unknown]: SOC 2 type, period and covered service? Unknown. No issuer certificate or full report was obtained. ISO/VDSZ validity and scope, SOC 2 type/period, C5 and independent penetration-test summary remain unverified.
c5 BSI C5 attestation? [unknown]: BSI C5 attestation? Unknown. No issuer certificate or full report was obtained. ISO/VDSZ validity and scope, SOC 2 type/period, C5 and independent penetration-test summary remain unverified.
other_certifications Which other certificates (27701, 42001, TISAX)? [partial]: Vendor claims VDSZ, issued by SQS. No certificate number, scope or expiry was retrieved. Sources: swissgpt:swissgpt:security.
report_access How can customers obtain reports? [supported]: DPA 6.1 permits documentary assurance such as ISO records/internal audits; signed secret-data supplement promises annual certification/report covering the processing without extra charge. Sources: swissgpt:swissgpt:dpa, swissgpt:swissgpt:secrecy.
pentest Are independent penetration test summaries available? [partial]: DPA Annex 2 promises regular penetration testing; independence and a public summary are not established. Sources: swissgpt:swissgpt:dpa.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:security, swissgpt:swissgpt:dpa, swissgpt:swissgpt:secrecy.

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

The vendor describes AES-256 at rest, TLS in transit and isolation on its own hardware.

Limitations

Customer-managed or customer-held keys, key location, customer private connectivity and technical tenant-isolation model remain unspecified.

encryption_at_rest Is data encrypted at rest? [supported]: Security page names AES-256 at rest and TLS between clients and platform; DPA Annex 2 requires encryption. Sources: swissgpt:swissgpt:security, swissgpt:swissgpt:dpa.
customer_managed_keys Can the customer manage or hold the keys? [unknown]: Can the customer manage or hold the keys? Unknown. Customer-managed or customer-held keys, key location, customer private connectivity and technical tenant-isolation model remain unspecified.
private_networking Is private connectivity or IP restriction available? [partial]: GPU partners are described as VPN-only infrastructure. A customer Private Link, VPN or IP allow-list option is not established. Sources: swissgpt:swissgpt:security.
tenant_isolation How are customers separated in shared SaaS? [partial]: Vendor claims isolated/private-cloud environments and least-privilege RBAC. Exact shared-SaaS tenant separation and single-tenancy guarantees are not documented. Sources: swissgpt:swissgpt:security.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:security, swissgpt:swissgpt:dpa.

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

AlpineAI publishes a separate bilateral undertaking for Swiss official, professional and other statutory secret data. It binds staff and subcontractors, restricts plaintext access and requires Swiss plaintext services when signed. Plan eligibility, any supplement fee and German § 203 coverage remain unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=AlpineAI platform browser client, AlpineAI API platform; version=Supplement printed 30 March 2026; plan=AlpineAI platform under a signed main contract and supplementary secrecy agreement; eligible plan tiers unpublished; add_ons=Signed supplementary secrecy agreement; price unpublished; deployment_mode=not specified; region=Swiss statutory secrecy; services exposing secret data in plaintext, including APIs, exclusively in Switzerland; os=not specified.

Limitations

The supplement is conditional on both signatures and processing Swiss legally secret data. Its Swiss Art. 320 ff. reference is not evidence of a German § 203 agreement or a legal suitability assessment for a particular profession.
Plan eligibility, any supplement fee, executed customer agreements and the actual downstream staff/subcontractor agreements remain unverified.

secrecy_undertaking Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff? [supported]: The public two-party signature template supplements the platform main contract and DPA. It takes effect on the last signature and only while the customer processes data subject to Swiss official, professional or other statutory secrecy (example: Art. 320 ff. Swiss StGB). Section 3 requires equivalent contractual obligations for AlpineAI staff who may access plaintext. This establishes a published undertaking for signature, not an inspected executed customer agreement or an express German § 203 instrument. Sources: swissgpt:swissgpt:secrecy.
subprocessor_coverage Does the undertaking extend to its sub-processors, and is that documented? [supported]: Section 3 requires AlpineAI to impose at least equivalent contractual obligations on its subcontractors and staff who may access secret data in plaintext. The DPA safeguards also apply to secret data, with the stronger secrecy supplement taking priority. Actual downstream signed agreements were not public and were not inspected. Sources: swissgpt:swissgpt:secrecy.
secrecy_offering Is it a dedicated offering or add-on, and on which plan? [partial]: The security page offers corporate customers an additional secrecy agreement; the public template is separate from the main contract and DPA and requires both parties to sign. No named eligible package, paid add-on tariff or general supplement fee was established. The annual assurance evidence is promised without extra cost, which does not establish that the agreement itself is free. Sources: swissgpt:swissgpt:security, swissgpt:swissgpt:secrecy.
content_access Who can access content in plain text: vendor staff, sub-processors, model providers? [supported]: Under the signed supplement, AlpineAI and subcontractor staff may access plaintext only on a need-to-know basis plus individual prior customer approval, an unavoidable urgent business-continuity emergency, or a binding Swiss authority order. AlpineAI must take reasonable measures to prevent third-party plaintext access. AI API inputs and outputs must not be stored or logged, human abuse monitoring with plaintext access is prohibited, and plaintext services including APIs must remain in Switzerland. The security page separately says AlpineAI operates the models and colocation providers have no logical access to systems or data. These are contract terms and vendor disclosures, not a hands-on verification of every data flow. Sources: swissgpt:swissgpt:secrecy, swissgpt:swissgpt:security.
secrecy_documentation Is the offering publicly documented (contract template, data-flow description, professional-body guidance)? [supported]: A public two-page contract template, printed 30 March 2026, sets scope, precedence, secrecy duties, staff/subcontractor flow-down, plaintext access, Swiss processing, API retention and signature blocks. Section 3 also promises annual assurance evidence covering secret-data processing at no extra cost and a customer audit right at customer expense. The security page explains the supplementary agreement. No executed customer contract was inspected. Sources: swissgpt:swissgpt:secrecy, swissgpt:swissgpt:security.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:secrecy, swissgpt:swissgpt:security.

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

Prices differ by sector and billing period; Enterprise is quoted from 10 licences.

Limitations

Enterprise rates, VAT treatment, university monthly-toggle verification, model/search quotas, overage prices and integration charges are not established. Do not treat the annual default shown by text extraction as monthly billing.

pricing_unit What is the pricing unit? [supported]: Standard/Premium price per individual user licence. Enterprise package starts at 10 licences. Sources: swissgpt:swissgpt:public-pricing, swissgpt:swissgpt:health-pricing, swissgpt:swissgpt:university.
list_prices What are list prices per plan, with date and currency? [partial]: As retrieved 2026-10-21: administration Standard/Premium CHF 79/89 per user/month with monthly billing, CHF 74/80 per month with annual billing. Healthcare CHF 89/99 monthly or CHF 80/90 per month annual. University page displays annual CHF 74/80; monthly amounts were not independently toggled. Tax inclusion is not stated clearly, so no ex-VAT conversion is asserted. Sources: swissgpt:swissgpt:public-pricing, swissgpt:swissgpt:health-pricing, swissgpt:swissgpt:university.
included_usage What usage is included? [partial]: Standard has chat/search, uploads, Outlook and 2 assistants; Premium adds Listener, prebuilt assistants and 5 assistants, each listed at 50 documents / max. 100 MB. General inference/search token allowances are not published. Sources: swissgpt:swissgpt:university.
add_ons Which features cost extra? [partial]: Premium adds Listener and preconfigured assistants; Enterprise covers custom integrations. AGB 2.3 permits charges for new major functionality; numeric integration/service fees are unspecified. Sources: swissgpt:swissgpt:university, swissgpt:swissgpt:terms.
overage What do usage beyond limits and premium models cost? [unknown]: What do usage beyond limits and premium models cost? Unknown. Enterprise rates, VAT treatment, university monthly-toggle verification, model/search quotas, overage prices and integration charges are not established. Do not treat the annual default shown by text extraction as monthly billing.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:public-pricing, swissgpt:swissgpt:health-pricing, swissgpt:swissgpt:university, swissgpt:swissgpt:terms.

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

ALM-14 shared cost assumptions v1.4, 2026-10-21. The required 200, 1,000 and 5,000-seat annual scenarios cannot be priced from the public individual plans.

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]: Enterprise applies from 10 licences and is quote-only; fixed package, usage, integrations, service charges and tax treatment remain unknown. No sales quote was requested. Sources: swissgpt:swissgpt:university.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:university, swissgpt:swissgpt: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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

Sector pages offer online free tests; Enterprise evaluation scope is not published.

Limitations

A permanent business free tier, trial duration/card requirements, Enterprise SSO/admin/connector coverage and fixture access are not established.

free_tier Is there a free tier for business use? [unknown]: Is there a free tier for business use? Unknown. A permanent business free tier, trial duration/card requirements, Enterprise SSO/admin/connector coverage and fixture access are not established.
self_serve_trial Is a self-serve business trial available? [partial]: Standard/Premium pages link free testing through Stripe and AGB 3.1 allows self-registration. Trial duration, card requirement and quotas were not verified. Sources: swissgpt:swissgpt:university, swissgpt:swissgpt:terms.
trial_scope Do trials include SSO, connectors and admin features? [unknown]: Do trials include SSO, connectors and admin features? Unknown. A permanent business free tier, trial duration/card requirements, Enterprise SSO/admin/connector coverage and fixture access are not established.
sales_gate Does meaningful evaluation require sales contact? [partial]: Individual plans can be purchased by self-registration; the Enterprise integration offer routes to consultation. No account or sales contact was used. Sources: swissgpt:swissgpt:university, swissgpt:swissgpt:terms.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:university, swissgpt:swissgpt: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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

Small plans renew monthly or yearly; Enterprise starts at 10 licences with quoted terms.

Limitations

Seat-reduction/downgrade timing, future price-change rules, EUR invoicing and complete Enterprise commitments are not specified.

minimum_commitment What seat or spend minimum applies? [supported]: Standard/Premium cover up to 9 individual licences; Enterprise starts at 10. Sources: swissgpt:swissgpt:university.
contract_length What contract lengths are offered? [supported]: AGB 3.1 defaults to one calendar month or twelve months with renewal for the same term; an order may set other terms. Sources: swissgpt:swissgpt:terms.
cancellation How can the contract be cancelled or reduced? [partial]: Either party may cancel for term end through the platform where available or support; prepaid fees are not refunded. Downgrade rules are not specified. Sources: swissgpt:swissgpt:terms.
local_invoicing Can it be invoiced in CHF or EUR from a European entity? [partial]: Prices are displayed in CHF and AlpineAI AG is Swiss. Standard offers use credit card; invoices can be offered case by case with 14-day payment. EUR invoicing is unverified. Sources: swissgpt:swissgpt:terms, swissgpt:swissgpt:public-pricing.
transparency_class Is pricing transparent, partial, quote-only or unknown? [supported]: Partially specified individual-sector prices; quote-only Enterprise from 10 licences. Public prices do not establish tax or all usage/service charges. Sources: swissgpt:swissgpt:university, swissgpt:swissgpt:public-pricing, swissgpt:swissgpt:health-pricing.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:university, swissgpt:swissgpt:terms, swissgpt:swissgpt:public-pricing, swissgpt:swissgpt:health-pricing.

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

Terms grant a contractual right to use a proprietary platform.

Limitations

Component licences, branding or user-count restrictions beyond purchased licences, and a separate enterprise source edition are not published. No public implementation repository was identified.

licence_type Which licence applies to each component? [supported]: AGB 4.1-4.3 grants non-exclusive, non-transferable access during the contract and reserves platform software, algorithms, documentation and branding rights to AlpineAI. Open-model use is separate. Sources: swissgpt:swissgpt:terms.
branding_restrictions Do licence terms restrict branding or user counts? [unknown]: Do licence terms restrict branding or user counts? Unknown. Component licences, branding or user-count restrictions beyond purchased licences, and a separate enterprise source edition are not published. No public implementation repository was identified.
enterprise_features_closed Are enterprise features in a separate closed edition? [unknown]: Are enterprise features in a separate closed edition? Unknown. Component licences, branding or user-count restrictions beyond purchased licences, and a separate enterprise source edition are not published. No public implementation repository was identified.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:terms.

VEN-06 Data export and exit

Judgment rule: Record admin export of chats, assistants, knowledge bases, prompts and audit logs, formats, export completeness, user self-export, and what survives contract end. Run an admin export on a trial. Exported chats alone do not make assistants and knowledge portable.

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.

AlpineAI / SwissGPT

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.

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

Support uses a service portal and email fallback; terms promise 99% availability.

Limitations

DE/FR/IT support guarantees, support hours, response times, SLA credits and an official public status/incident history were not located.

support_channels Which support channels are available on each plan? [supported]: Service Desk/email is listed in sector plans. AGB 9.2 requires support-portal tickets, with email when the portal is technically unreachable. Sources: swissgpt:swissgpt:university, swissgpt:swissgpt:terms.
support_languages Is support available in German, French or Italian? [unknown]: Is support available in German, French or Italian? Unknown. DE/FR/IT support guarantees, support hours, response times, SLA credits and an official public status/incident history were not located.
regional_presence Is there a DACH or Swiss entity, team or partner? [supported]: AlpineAI AG lists a Davos, Switzerland address. Sources: swissgpt:swissgpt:imprint.
uptime_sla Is there an uptime SLA with credits? [partial]: AGB 9.1 promises 99% availability during the licence term with planned/urgent maintenance exceptions. No credit schedule or response-time commitment was located. Sources: swissgpt:swissgpt:terms.
status_page Is there a public status page with history? [unknown]: Is there a public status page with history? Unknown. DE/FR/IT support guarantees, support hours, response times, SLA credits and an official public status/incident history were not located.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:university, swissgpt:swissgpt:terms, swissgpt:swissgpt:imprint.

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.

AlpineAI / SwissGPT

Agent cross-checked Support: partial

Sector offers describe guided rollout, workshops and a six-lesson e-learning course.

Limitations

Champion programmes, training languages, mandatory onboarding scope and separate professional-service charges are not published.

onboarding_service Is guided onboarding included? [partial]: University and healthcare pages offer implementation help and onsite team training; inclusion in licence price is not stated. Sources: swissgpt:swissgpt:university, swissgpt:swissgpt:health-pricing.
user_training Is end-user training offered, in which languages? [partial]: Six e-learning lessons and prompting/use-case workshops are offered; delivery languages are not specified. Sources: swissgpt:swissgpt:product, swissgpt:swissgpt:university.
use_case_library Are role-based use cases and templates provided? [supported]: Sector pages describe university, authority and healthcare use cases; Premium adds preconfigured assistants. Sources: swissgpt:swissgpt:university, swissgpt:swissgpt:product.
adoption_programme Is there a champion or adoption programme? [unknown]: Is there a champion or adoption programme? Unknown. Champion programmes, training languages, mandatory onboarding scope and separate professional-service charges are not published.
service_cost Which services cost extra? [unknown]: Which services cost extra? Unknown. Champion programmes, training languages, mandatory onboarding scope and separate professional-service charges are not published.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: swissgpt:swissgpt:university, swissgpt:swissgpt:health-pricing, swissgpt:swissgpt:product.

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
AlpineAI product and FAQ swissgpt:swissgpt:product
Describes browser and mobile access, Mistral Large 3 on AlpineAI hardware, document assistants, Outlook, Listener and Enterprise integrations.
Chat; Assistants; Listener; FAQs on models, Outlook, licences · vendor-claimed · Source date not stated · 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
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
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
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
AlpineAI universities swissgpt:swissgpt:university
Lists licence limits and Enterprise threshold, university integration process and onboarding.
Prices; Integration & Licenses; Features & Languages · vendor-claimed · Source date not stated · Retrieved 2026-10-21
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
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
AlpineAI product and FAQ swissgpt:swissgpt:product-20261026
Describes browser and mobile access, Mistral Large 3 on AlpineAI hardware, document assistants, Outlook, Listener and Enterprise integrations.
Chat; Assistants; Listener; FAQs on models, Outlook, licences · vendor-claimed · Source date not stated · Retrieved 2026-10-26
AlpineAI security and compliance swissgpt:swissgpt:security-20261026
Separates RIZ application hosting from Green and RZO inference and describes encryption, access restrictions and external-search opt-in.
Infrastructure; isolation; encryption; security FAQ · vendor-claimed · Source date not stated · Retrieved 2026-10-26
AlpineAI authorities and institutions swissgpt:swissgpt:public-pricing-20261026
Monthly billing is CHF 79 Standard or CHF 89 Premium per user; annual billing displays CHF 74 or CHF 80 per month; Enterprise is quoted from 10 licences.
Prices; pricing-toggle applyMode(monthly/yearly) and billing labels in delivered HTML · documented · Source date not stated · Retrieved 2026-10-26
AlpineAI healthcare swissgpt:swissgpt:health-pricing-20261026
Healthcare monthly billing is CHF 89 Standard or CHF 99 Premium per user; annual billing displays CHF 80 or CHF 90 per month.
Prices; pricing-toggle applyMode(monthly/yearly) and billing labels in delivered HTML · documented · Source date not stated · 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
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
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
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
AlpineAI general terms swissgpt:swissgpt:terms
Defines cloud licensing, no-training promise, web-search consent and quotas, subscription cancellation, 99 percent availability and Swiss law.
Sections 2.1-2.5, 3, 4, 7.5, 9 and 11 · documented · Source date 2026-05-25 · Retrieved 2026-10-21
AlpineAI data processing agreement swissgpt:swissgpt:dpa
Sets CH/EEA processing with a third-country exception, anonymised-data use, deletion and backup exception, safeguards and a dated subprocessor list.
Pages 1-4 sections 1.5, 2.4, 7, 9 and 11; pages 6-7 Annexes 2-3 · documented · Source date 2026-07-10 · 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
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
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
AlpineAI product and FAQ swissgpt:swissgpt:review2-product
The product page assigns Standard/Premium to assistants, not autonomous agents; it explicitly assigns custom integrations to Enterprise.
Integrations; Assistants & Agents; Operations & Licences · vendor-claimed · Source date not stated · Retrieved 2026-10-21
AlpineAI API platform swissgpt:swissgpt:review2-api-access
Public API portal redirects to authentication and states that access is limited with gradual account activation; no authenticated endpoint/entitlement documentation was accessed.
Authentication landing page; limited access notice · 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
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
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
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
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
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
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
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
AlpineAI supplementary agreement for secret data swissgpt:swissgpt:secrecy
When signed for legally secret data, requires Swiss plaintext services, restricted access and zero prompt/response retention for AI API services.
Printed version 30 March 2026; section 3 on both pages · documented · Source date 2026-03-30 · Retrieved 2026-10-21
AlpineAI security and compliance swissgpt:swissgpt:review2-security
Security page describes RIZ application hosting and Green/RZO inference as colocation on AlpineAI-owned/operated hardware, without logical access by site operators. This is a vendor infrastructure disclosure, not an updated DPA schedule.
Certified infrastructure; FAQ on storage and processing · vendor-claimed · Source date not stated · Retrieved 2026-10-21
AlpineAI data processing agreement swissgpt:swissgpt:review2-dpa
Re-retrieved July 10 Annex 3 lists RIZ hosting/support and Green pure colocation with no logical data access, plus CH/EU/US operational suppliers; RZO is not listed. No newer public schedule or RZO approval was retrieved.
Annex 3 page 7, dated 10 July 2026; section 1.5 and 7.3 · documented · Source date 2026-07-10 · 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
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
AlpineAI imprint swissgpt:swissgpt:imprint
Identifies AlpineAI AG at Obere Strasse 22b in Davos, Switzerland.
Address · documented · Source date not stated · 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
AlpineAI security and compliance swissgpt:swissgpt:security
Separates RIZ application hosting from Green and RZO inference and describes encryption, access restrictions and external-search opt-in.
Infrastructure; isolation; encryption; security FAQ · vendor-claimed · Source date not stated · 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
AlpineAI authorities and institutions swissgpt:swissgpt:public-pricing
Monthly billing is CHF 79 Standard or CHF 89 Premium per user; annual billing displays CHF 74 or CHF 80 per month; Enterprise is quoted from 10 licences.
Prices; pricing-toggle applyMode(monthly/yearly) and billing labels in delivered HTML · documented · Source date not stated · Retrieved 2026-10-21
AlpineAI healthcare swissgpt:swissgpt:health-pricing
Healthcare monthly billing is CHF 89 Standard or CHF 99 Premium per user; annual billing displays CHF 80 or CHF 90 per month.
Prices; pricing-toggle applyMode(monthly/yearly) and billing labels in delivered HTML · documented · Source date not stated · 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
ECB euro foreign exchange reference rates, 20 October 2026 swissgpt:swissgpt: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
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
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