Agent-readable comparison

Open WebUI vs AlpineAI / SwissGPT

Name: Open WebUI 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 26 criteria with sourced findings for both products, including 26 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.

Open WebUI source checks: 2026-10-21 to 2026-10-26. Website: https://openwebui.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.

Open WebUI

Agent cross-checked Support: partial

Customers connect local servers and cloud model endpoints and choose models in chat. The available catalog depends on their endpoints and credentials.

Availability: generally-available · Delivery: native
Scope: surfaces=Customer-operated web application and server; version=Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60; plan=Standard self-hosted with original branding intact; Enterprise only where explicitly stated; add_ons=none stated; deployment_mode=on-premise; region=Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts; os=not specified.

Limitations

providers: Documented routes include OpenAI, Anthropic, Azure OpenAI, Mistral, DeepSeek and gateways such as OpenRouter; models must be enabled in the connected account. No endpoint was exercised.
current_models: Which current models are selectable on this plan? The provider guide contains example model names rather than an observed current endpoint catalog. Automatic routing and a current per-model modality matrix were not verified.
auto_routing: Does the product route between models automatically, and is the chosen model shown? The provider guide contains example model names rather than an observed current endpoint catalog. Automatic routing and a current per-model modality matrix were not verified.
multimodal_input: Vision and file context depend on the chosen model and configured extraction. No model-by-model audio/image acceptance matrix or fixture run was established.

providers Which model providers are available? [partial]: Documented routes include OpenAI, Anthropic, Azure OpenAI, Mistral, DeepSeek and gateways such as OpenRouter; models must be enabled in the connected account. No endpoint was exercised. Sources: open-webui:open-webui:provider, open-webui:open-webui:compat.
current_models Which current models are selectable on this plan? [unknown]: current_models: Which current models are selectable on this plan? The provider guide contains example model names rather than an observed current endpoint catalog. Automatic routing and a current per-model modality matrix were not verified.
user_choice Can users pick the model per chat? [supported]: Users select connected models in the chat selector and can compare several models. Sources: open-webui:open-webui:provider.
auto_routing Does the product route between models automatically, and is the chosen model shown? [unknown]: auto_routing: Does the product route between models automatically, and is the chosen model shown? The provider guide contains example model names rather than an observed current endpoint catalog. Automatic routing and a current per-model modality matrix were not verified.
multimodal_input Which models accept images, audio or files? [partial]: Vision and file context depend on the chosen model and configured extraction. No model-by-model audio/image acceptance matrix or fixture run was established. Sources: open-webui:open-webui:rag, open-webui:open-webui:extraction.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:provider, open-webui:open-webui:compat, open-webui:open-webui:rag, open-webui:open-webui:extraction.

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.

Open WebUI

Agent cross-checked Support: partial

Dated upstream releases are public. A measured three-release availability lag and model retirement notice remain unknown.

Limitations

release_lag_days: What was the lag for each of the last three major releases, per provider? No matched dates for the last three major provider releases and endpoint availability were collected; no binding model-removal notice period was found in the release and provider guides.
changelog: GitHub release notes are dated and sometimes mention model/protocol changes; they are not a complete provider model availability timeline.
deprecation_notice: How much notice is given before a model is removed? No matched dates for the last three major provider releases and endpoint availability were collected; no binding model-removal notice period was found in the release and provider guides.
version_pinning: An admin can list explicit provider model/deployment IDs and keep a chosen local model. Provider removal still controls remote model availability.

release_lag_days What was the lag for each of the last three major releases, per provider? [unknown]: release_lag_days: What was the lag for each of the last three major releases, per provider? No matched dates for the last three major provider releases and endpoint availability were collected; no binding model-removal notice period was found in the release and provider guides.
changelog Is there a dated public model changelog? [partial]: GitHub release notes are dated and sometimes mention model/protocol changes; they are not a complete provider model availability timeline. Sources: open-webui:open-webui:releases.
deprecation_notice How much notice is given before a model is removed? [unknown]: deprecation_notice: How much notice is given before a model is removed? No matched dates for the last three major provider releases and endpoint availability were collected; no binding model-removal notice period was found in the release and provider guides.
version_pinning Can an admin keep an older model version? [partial]: An admin can list explicit provider model/deployment IDs and keep a chosen local model. Provider removal still controls remote model availability. Sources: open-webui:open-webui:openai, open-webui:open-webui:provider.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:releases, open-webui:open-webui:openai, open-webui:open-webui:provider.

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.

Open WebUI

Agent cross-checked Support: partial

Customer-held keys, Azure deployments and compatible endpoints are documented. The standard software licence does not include provider usage.

Availability: generally-available · Delivery: native
Scope: surfaces=Customer-operated web application and server; version=Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60; plan=Standard self-hosted with original branding intact; Enterprise only where explicitly stated; add_ons=Customer provider accounts or separately operated compatible gateway; deployment_mode=on-premise; region=Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts; os=not specified.

Limitations

byo_restrictions: Compatibility and tools depend on the provider protocol and model. The sources do not promise identical functionality across all BYO endpoints.

own_api_keys Can the customer use its own provider API keys? [supported]: Administrators supply customer provider keys in Connections. Sources: open-webui:open-webui:openai, open-webui:open-webui:compat.
own_cloud_contract Can it use its own Azure OpenAI, Bedrock or Vertex deployment? [supported]: Azure OpenAI is documented using the customer Azure endpoint, deployment names and API key. Bedrock is also documented through a compatible route; Vertex contract behavior was not separately verified. Sources: open-webui:open-webui:openai, open-webui:open-webui:compat.
custom_endpoint Can an admin add any OpenAI-compatible endpoint? [supported]: Administrators can set an OpenAI-compatible base URL and credentials. Sources: open-webui:open-webui:compat.
byo_pricing Does BYO change the licence price? [supported]: Branding-intact standard use is free; external provider bills and optional Enterprise rights are separate. Sources: open-webui:open-webui:enterprise.
byo_restrictions Which features stop working with BYO? [partial]: Compatibility and tools depend on the provider protocol and model. The sources do not promise identical functionality across all BYO endpoints. Sources: open-webui:open-webui:compat, open-webui:open-webui:models.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:openai, open-webui:open-webui:compat, open-webui:open-webui:enterprise, open-webui:open-webui:models.

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.

Open WebUI

Agent cross-checked Support: partial

Ollama, llama.cpp and vLLM are documented local inference routes; local retrieval requires local embedding and extraction services.

Limitations

feature_parity: Local chat and RAG are possible. Tool reliability depends on model support, and online search, remote providers or cloud OCR require network access. No parity fixture was run.
vendor_hosted_open_models: Does the vendor host open-weight models in EU/CH? No first-party commitment to vendor-operated open-weight inference in EU or Switzerland was established in the deployment and provider guides.

self_hosted_chat Can chat use a customer-hosted model? [supported]: Chat can use customer-operated Ollama, llama.cpp or vLLM endpoints. Sources: open-webui:open-webui:provider.
self_hosted_embeddings Can retrieval use customer-hosted embeddings? [supported]: Retrieval can use local embedding models; the offline guide requires these assets to be downloaded before disconnecting. Sources: open-webui:open-webui:rag, open-webui:open-webui:offline.
feature_parity Which features fail with self-hosted models? [partial]: Local chat and RAG are possible. Tool reliability depends on model support, and online search, remote providers or cloud OCR require network access. No parity fixture was run. Sources: open-webui:open-webui:offline, open-webui:open-webui:memory.
vendor_hosted_open_models Does the vendor host open-weight models in EU/CH? [unknown]: vendor_hosted_open_models: Does the vendor host open-weight models in EU/CH? No first-party commitment to vendor-operated open-weight inference in EU or Switzerland was established in the deployment and provider guides.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:provider, open-webui:open-webui:rag, open-webui:open-webui:offline, open-webui:open-webui:memory.

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.

Open WebUI

Agent cross-checked Support: partial

User/group model grants are documented. Optional custom filters can limit request rates; built-in recurring token/message quotas and monetary budgets remain unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=Customer-operated web application and server; version=New extension/locale findings inspected at v0.12.4 / 33c1978d5bad52a31df75ea55143025dfad18d16; earlier accepted documented facts retained; plan=Standard self-hosted with original branding intact; Enterprise only where explicitly stated; add_ons=none stated; deployment_mode=on-premise; region=Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts; os=not specified.

Limitations

data_bound_models: Knowledge attached to a model scopes its retrieval, while user/resource grants control access. This does not establish a hard policy binding each source to an allowed outbound provider.
user_limits: What per-user message or token limits apply, and are they published? No configured quota or bounded two-user enforcement test was run; budget controls remain in progress on the public roadmap.
limit_behaviour: What happens when a limit is reached? No configured quota or bounded two-user enforcement test was run; budget controls remain in progress on the public roadmap.

model_allowlist_by_group Can admins limit models per group? [supported]: Private model grants can be assigned to users and groups. Permissions accumulate, so a second group may grant access. Sources: open-webui:open-webui:groups.
data_bound_models Can admins restrict which models receive connector or knowledge content? [partial]: Knowledge attached to a model scopes its retrieval, while user/resource grants control access. This does not establish a hard policy binding each source to an allowed outbound provider. Sources: open-webui:open-webui:knowledge, open-webui:open-webui:privacy.
default_model Can admins set the default model? [supported]: The groups guide documents default models per group. Sources: open-webui:open-webui:groups.
user_limits What per-user message or token limits apply, and are they published? [partial]: An optional official Filter example implements configurable requests per user per minute. It is customer-installed code with process-local counters, not an enabled recurring message/token allowance or monetary budget. No configured deployment was tested. Sources: open-webui:open-webui:r4-rate-limit-example, open-webui:open-webui:r4-filter-implementation.
limit_behaviour What happens when a limit is reached? [partial]: The optional rate-limit example rejects an inlet request by raising an exception at its per-minute threshold; the inspected backend propagates inlet failures. Distributed enforcement, persistent quota balances and monetary overshoot behavior remain unverified. Sources: open-webui:open-webui:r4-rate-limit-example, open-webui:open-webui:r4-filter-implementation.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: open-webui:open-webui:groups, open-webui:open-webui:knowledge, open-webui:open-webui:privacy, open-webui:open-webui:r4-rate-limit-example, open-webui:open-webui:r4-filter-implementation.

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.

Open WebUI

Agent cross-checked Support: partial

Documents can be attached and parsed for RAG or full-context injection. Scans depend on extraction configuration; spreadsheet fidelity was not tested.

Limitations

formats: PDF and common text/Office documents are documented; parser choice controls formats. Temporary browser-only extraction has DOCX limitations.
ocr: Scanned PDFs can use a configured OCR-capable engine. No scanned fixture was tested.
spreadsheets: Are Excel tables read with structure intact? The shared Excel/formula, scanned contract and long-document fixtures were not uploaded, so structure preservation and observed failures are unknown.

formats Which formats are accepted? [partial]: PDF and common text/Office documents are documented; parser choice controls formats. Temporary browser-only extraction has DOCX limitations. Sources: open-webui:open-webui:extraction, open-webui:open-webui:rag.
limits What size and count limits apply per file and chat? [supported]: Administrators configure maximum document MB, upload count and allowed extensions with RAG_FILE_MAX_SIZE, RAG_FILE_MAX_COUNT and RAG_ALLOWED_FILE_EXTENSIONS; these are instance settings rather than a universal vendor allowance. Sources: open-webui:open-webui:env.
ocr Are scanned PDFs read? [partial]: Scanned PDFs can use a configured OCR-capable engine. No scanned fixture was tested. Sources: open-webui:open-webui:extraction.
spreadsheets Are Excel tables read with structure intact? [unknown]: spreadsheets: Are Excel tables read with structure intact? The shared Excel/formula, scanned contract and long-document fixtures were not uploaded, so structure preservation and observed failures are unknown.
full_vs_chunked Is the whole file used or only retrieved parts, and does the user see which? [supported]: Users can select focused chunk retrieval or entire-document context; attached model knowledge has mode-specific behavior described in the guide. Sources: open-webui:open-webui:knowledge, open-webui:open-webui:rag.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:extraction, open-webui:open-webui:rag, open-webui:open-webui:env, open-webui:open-webui:knowledge.

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.

Open WebUI

Agent cross-checked Support: partial

Knowledge bases persist across chats and can attach to a model or conversation, with user/group/public sharing.

Limitations

size_limits: What are the collection limits? No fixed collection capacity was established; limits depend on operator configuration, storage and the selected database.

persistent_collections Can users keep document collections across chats? [supported]: Knowledge bases store reusable document collections across chats. Sources: open-webui:open-webui:knowledge.
sharing_scope Can collections be shared with users, groups or the whole organisation? [supported]: Private knowledge resources can grant read/write access to named users and groups, or be public within the instance. Sources: open-webui:open-webui:groups, open-webui:open-webui:knowledge.
size_limits What are the collection limits? [unknown]: size_limits: What are the collection limits? No fixed collection capacity was established; limits depend on operator configuration, storage and the selected database.
assistant_binding Can collections be bound to an assistant? [supported]: A model preset can bind one or more knowledge bases. Sources: open-webui:open-webui:models, open-webui:open-webui:knowledge.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:knowledge, open-webui:open-webui:groups, open-webui:open-webui:models.

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).

Open WebUI

Agent cross-checked Support: partial

Native file pickers and the separately operated official oikb companion provide different connector paths, including oikb Teams and Gmail sync. Source permission preservation remains untested.

Availability: generally-available · Delivery: official-integration
Scope: surfaces=Customer-operated web application and server; version=Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60; plan=Standard self-hosted with original branding intact; Enterprise only where explicitly stated; add_ons=Microsoft/Google application registration for native file pickers, Separately deployed official oikb, Open WebUI 0.9.6+ and a user API key, Source credentials: Teams tenant/client/secret; Gmail Google credentials and the optional gmail extra; deployment_mode=on-premise; region=Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts; os=not specified.

Limitations

Teams/Gmail are oikb companion connectors, not native per-user live file pickers.
Operator setup, source credentials and source-specific consent are required; permissions after indexing/revocation were not tested.

microsoft_365 Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected? [partial]: Native OneDrive for Business/SharePoint pickers require delegated application permissions and admin consent. Separately, oikb lists SharePoint and Teams; Teams uses TEAMS_TENANT_ID, TEAMS_CLIENT_ID and TEAMS_CLIENT_SECRET. This is a companion sync path. Outlook, exact Teams consent scopes and source-ACL preservation were not verified. Sources: open-webui:open-webui:onedrive, open-webui:open-webui:sync-connectors-r2.
google_workspace Which Google sources are connected? [partial]: The native Drive picker imports selected files. Separately, official oikb lists Google Drive and Gmail using GOOGLE_APPLICATION_CREDENTIALS; Gmail has an optional installation extra. Mailbox delegation/consent scope and continuing source-ACL preservation were not tested. Sources: open-webui:open-webui:rag, open-webui:open-webui:sync-connectors-r2.
atlassian Confluence and Jira? [partial]: Official companion oikb lists Confluence and Jira. Its separate credentials, runtime and source-specific configuration are required; source-permission sync was not verified. Sources: open-webui:open-webui:sync.
other_systems Which other business systems? [partial]: oikb lists GitHub, Notion, Slack and S3 among its sources; these are copied-content integrations rather than native per-user live search. Sources: open-webui:open-webui:sync.
on_prem_sources Can on-prem file shares or databases be connected? [supported]: A local folder can be mirrored using directory sync or the separate oikb tool. Sources: open-webui:open-webui:knowledge, open-webui:open-webui:sync.
connector_provider Who builds and maintains each connector? [supported]: Open WebUI documents the native file pickers and maintains the official, separately installed oikb companion. MCP/OpenAPI connectors depend on their own maintainers and credentials. Sources: open-webui:open-webui:onedrive, open-webui:open-webui:rag, open-webui:open-webui:sync-connectors-r2, open-webui:open-webui:mcp.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:onedrive, open-webui:open-webui:sync-connectors-r2, open-webui:open-webui:rag, open-webui:open-webui:sync, open-webui:open-webui:knowledge, open-webui:open-webui: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.

Open WebUI

Agent cross-checked Support: partial

Open WebUI knowledge-resource grants are documented. Enforcement of the original enterprise source permissions after copying has not passed the required test.

Limitations

source_permissions_respected: Are source permissions enforced per user? No two-user restricted-document, grant/revoke or Purview-label fixture was run. Knowledge-resource ACLs and file-picker consent do not establish continuing source permission enforcement or revocation delay.
enforcement_point: Open WebUI resource grants govern access to its knowledge bases. Microsoft delegated permission limits the picker at import time; continuing source-system checks for the copied content were not established.
revocation_delay: How quickly does a removed permission take effect? No two-user restricted-document, grant/revoke or Purview-label fixture was run. Knowledge-resource ACLs and file-picker consent do not establish continuing source permission enforcement or revocation delay.
admin_scope_controls: Admins choose knowledge grants and which collections a model uses. Source site/folder/label exclusion and label propagation need connector-specific verification.
sensitivity_labels: Are Microsoft Purview or similar labels respected? No two-user restricted-document, grant/revoke or Purview-label fixture was run. Knowledge-resource ACLs and file-picker consent do not establish continuing source permission enforcement or revocation delay.

source_permissions_respected Are source permissions enforced per user? [unknown]: source_permissions_respected: Are source permissions enforced per user? No two-user restricted-document, grant/revoke or Purview-label fixture was run. Knowledge-resource ACLs and file-picker consent do not establish continuing source permission enforcement or revocation delay.
enforcement_point Does the source system, a mirrored index or nothing enforce them? [partial]: Open WebUI resource grants govern access to its knowledge bases. Microsoft delegated permission limits the picker at import time; continuing source-system checks for the copied content were not established. Sources: open-webui:open-webui:groups, open-webui:open-webui:onedrive.
revocation_delay How quickly does a removed permission take effect? [unknown]: revocation_delay: How quickly does a removed permission take effect? No two-user restricted-document, grant/revoke or Purview-label fixture was run. Knowledge-resource ACLs and file-picker consent do not establish continuing source permission enforcement or revocation delay.
admin_scope_controls Can admins exclude sites, folders or labels? [partial]: Admins choose knowledge grants and which collections a model uses. Source site/folder/label exclusion and label propagation need connector-specific verification. Sources: open-webui:open-webui:knowledge, open-webui:open-webui:groups.
sensitivity_labels Are Microsoft Purview or similar labels respected? [unknown]: sensitivity_labels: Are Microsoft Purview or similar labels respected? No two-user restricted-document, grant/revoke or Purview-label fixture was run. Knowledge-resource ACLs and file-picker consent do not establish continuing source permission enforcement or revocation delay.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:groups, open-webui:open-webui:onedrive, open-webui:open-webui:knowledge.

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.

Open WebUI

Agent cross-checked Support: partial

Uploaded knowledge is copied into an operator-selected index. Manual directory sync or a separate daemon updates it.

Limitations

sync_interval: Directory sync runs when invoked; oikb offers scheduled/on-demand synchronization. No universal connector interval or SLA applies.
deletion_propagation: Directory sync removes files missing from the local manifest during cleanup. Elapsed propagation time was not measured.

live_or_indexed Is content searched live or copied into an index? [supported]: Uploaded documents are parsed and indexed; an experimental external-vector-source mode queries a pre-existing customer index without re-ingestion. Sources: open-webui:open-webui:rag, open-webui:open-webui:knowledge.
sync_interval How often does an index refresh? [partial]: Directory sync runs when invoked; oikb offers scheduled/on-demand synchronization. No universal connector interval or SLA applies. Sources: open-webui:open-webui:knowledge, open-webui:open-webui:sync.
deletion_propagation How quickly does a deleted document disappear? [partial]: Directory sync removes files missing from the local manifest during cleanup. Elapsed propagation time was not measured. Sources: open-webui:open-webui:knowledge.
index_location Where is indexed content stored? [supported]: The operator selects the database or external vector source and its deployment location; there is no fixed vendor region for this self-hosted scope. Sources: open-webui:open-webui:rag, open-webui:open-webui:privacy.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:rag, open-webui:open-webui:knowledge, open-webui:open-webui:sync, open-webui:open-webui:privacy.

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.

Open WebUI

Agent cross-checked Support: partial

Citations are documented; citation accuracy and multilingual retrieval outcomes are untested.

Limitations

citation_accuracy: Do the cited passages support the answer? The shared DE/FR/EN corpus and factual/no-answer question set were not run. No citation-link accuracy, cross-language result, refusal rate or numerical accuracy is claimed.
cross_language: Does a question in one language find documents in another? The shared DE/FR/EN corpus and factual/no-answer question set were not run. No citation-link accuracy, cross-language result, refusal rate or numerical accuracy is claimed.
no_answer_behaviour: Does it say when the corpus has no answer? The shared DE/FR/EN corpus and factual/no-answer question set were not run. No citation-link accuracy, cross-language result, refusal rate or numerical accuracy is claimed.
observed_accuracy: How many of the question set were answered correctly? The shared DE/FR/EN corpus and factual/no-answer question set were not run. No citation-link accuracy, cross-language result, refusal rate or numerical accuracy is claimed.

citations Are answers linked to specific sources? [supported]: RAG answers can include source references; chunk metadata may add details such as page numbers. Sources: open-webui:open-webui:rag.
citation_accuracy Do the cited passages support the answer? [unknown]: citation_accuracy: Do the cited passages support the answer? The shared DE/FR/EN corpus and factual/no-answer question set were not run. No citation-link accuracy, cross-language result, refusal rate or numerical accuracy is claimed.
cross_language Does a question in one language find documents in another? [unknown]: cross_language: Does a question in one language find documents in another? The shared DE/FR/EN corpus and factual/no-answer question set were not run. No citation-link accuracy, cross-language result, refusal rate or numerical accuracy is claimed.
no_answer_behaviour Does it say when the corpus has no answer? [unknown]: no_answer_behaviour: Does it say when the corpus has no answer? The shared DE/FR/EN corpus and factual/no-answer question set were not run. No citation-link accuracy, cross-language result, refusal rate or numerical accuracy is claimed.
observed_accuracy How many of the question set were answered correctly? [unknown]: observed_accuracy: How many of the question set were answered correctly? The shared DE/FR/EN corpus and factual/no-answer question set were not run. No citation-link accuracy, cross-language result, refusal rate or numerical accuracy is claimed.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:rag.

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.

Open WebUI

Agent cross-checked Support: partial

Users can manage persistent memory and admins can disable or group-restrict it.

Limitations

custom_instructions: Model presets provide persistent system instructions and users can save instructions as memory. A separate personal-instructions setting was not inspected here.

custom_instructions Can users set persistent instructions? [partial]: Model presets provide persistent system instructions and users can save instructions as memory. A separate personal-instructions setting was not inspected here. Sources: open-webui:open-webui:models, open-webui:open-webui:memory.
cross_chat_memory Does the product remember facts across chats? [supported]: User-scoped memories carry facts and preferences between conversations. Sources: open-webui:open-webui:memory.
user_memory_controls Can users view, edit and delete memories? [supported]: Settings permits adding, editing and deleting memories. Sources: open-webui:open-webui:memory.
admin_memory_controls Can admins turn memory off? [supported]: Global and per-group switches disable memory access and server-side context use. Sources: open-webui:open-webui:memory.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:models, open-webui:open-webui:memory.

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.

Open WebUI

Agent cross-checked Support: supported

Model presets are reusable assistants combining instructions, a base model, knowledge and tools.

create_assistants Can users create assistants with instructions, knowledge and tools? [supported]: The Models workspace creates presets with instructions, knowledge, tools, skills and parameters. Sources: open-webui:open-webui:models.
creator_permissions Can admins limit who creates them? [supported]: Workspace permission toggles control who can create resources. Sources: open-webui:open-webui:permissions.
sharing_scope Can assistants be shared with users, groups or everyone? [supported]: Model grants may target users, groups or public instance visibility. Sources: open-webui:open-webui:groups, open-webui:open-webui:models.
catalogue Is there an internal assistant directory? [supported]: The Models workspace lists available presets and model selectors expose those the user can access. Sources: open-webui:open-webui:models.
prompt_library Are shared prompt templates available? [supported]: Workspace prompt permissions cover creating and sharing reusable prompt resources. Sources: open-webui:open-webui:permissions.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:models, open-webui:open-webui:permissions, open-webui:open-webui:groups.

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.

Open WebUI

Agent cross-checked Support: partial

Native/custom tools and MCP are documented. The optional interactive Tool Permissions approval mode is experimental and off by default; automations and channel replies bypass it.

Availability: beta · Delivery: native
Scope: surfaces=Customer-operated web application and server; version=Current Tools/MCP documentation retrieved 2026-10-21; beta availability qualifies the optional experimental approval mode, not all tool integrations; plan=Standard self-hosted with original branding intact; Enterprise only where explicitly stated; add_ons=Optional separately operated MCP/OpenAPI tool servers or stdio bridge; deployment_mode=on-premise; region=Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts; os=not specified.

Limitations

The row uses beta for the experimental approval subfeature; ordinary tool integrations are documented separately.
Approval is opt-in for interactive chats and is bypassed in automations/channel replies; no mandatory side-effect policy was established.

builtin_tools Which tools are built in? [supported]: Knowledge, memory, web and other built-in tool categories are configured per model. Sources: open-webui:open-webui:models.
custom_actions Can admins add API actions? [supported]: Admins can install Python tools or connect OpenAPI tool servers. Sources: open-webui:open-webui:tools.
mcp_client Can it use remote MCP servers, and with what admin control? [supported]: The dedicated current guide documents admin-configured Streamable HTTP MCP. Local stdio requires a separately deployed bridge such as mcpo. Sources: open-webui:open-webui:mcp, open-webui:open-webui:tools.
tool_auth Do tools act as the user or as a shared account? [supported]: Configured modes include bearer credentials and user OAuth/OAuth 2.1; the resulting access depends on the server and granted scopes. Sources: open-webui:open-webui:mcp.
tool_approval Can admins approve or block tools, and can users confirm actions before they run? [partial]: Admins control tool access and may enable experimental Tool Permissions (off by default). Interactive users can select Ask for approval with sequential Allow/Deny prompts; Full access remains the default. Automations and channel replies always use full access. A mandatory policy for every side effect and an external-call boundary fixture were not verified. Sources: open-webui:open-webui:approvals-r2, open-webui:open-webui:groups.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:models, open-webui:open-webui:tools, open-webui:open-webui:mcp, open-webui:open-webui:approvals-r2, open-webui:open-webui:groups.

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.

Open WebUI

Agent cross-checked Support: partial

Search and multi-step page research are documented and require an external search provider or local metasearch deployment.

Limitations

search_provider: Provider choice includes external search services and self-operated options. The actual provider region and query processing contract depend on the chosen service.
deep_research: Native function calling can perform repeated search and URL fetching. No bounded research-report task was exercised.

web_search Is web search available? [supported]: Admins configure web search and users can enable it in a chat. Sources: open-webui:open-webui:web.
admin_toggle Can admins disable it per organisation or group? [supported]: Feature permissions grant web search per group; global configuration can turn it off. Sources: open-webui:open-webui:permissions, open-webui:open-webui:web.
search_provider Which search provider handles queries, and where? [partial]: Provider choice includes external search services and self-operated options. The actual provider region and query processing contract depend on the chosen service. Sources: open-webui:open-webui:web, open-webui:open-webui:offline.
deep_research Is multi-step research with a report available? [partial]: Native function calling can perform repeated search and URL fetching. No bounded research-report task was exercised. Sources: open-webui:open-webui:agent-search.
web_citations Are web sources cited? [supported]: Retrieved web sources are exposed as conversation references/citations. Sources: open-webui:open-webui:agent-search.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:web, open-webui:open-webui:permissions, open-webui:open-webui:offline, open-webui:open-webui:agent-search.

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.

Open WebUI

Agent cross-checked Support: partial

Recurring prompts execute on the operator’s server. Developer extensions can add chains; a business workflow builder was not established.

Limitations

workflow_builder: Is there a workflow or chain builder? The automation, tool and webhook documentation did not establish a complete business workflow builder or incoming email/form event trigger contract.
event_triggers: Can external events start a workflow? The automation, tool and webhook documentation did not establish a complete business workflow builder or incoming email/form event trigger contract.
builder_audience: Schedules use a user-facing editor; custom Python tools and integrations require technical operators. No general no-code multi-system workflow designer was verified.

workflow_builder Is there a workflow or chain builder? [unknown]: workflow_builder: Is there a workflow or chain builder? The automation, tool and webhook documentation did not establish a complete business workflow builder or incoming email/form event trigger contract.
scheduled_tasks Can prompts or assistants run on a schedule? [supported]: Automations support hourly/daily/weekly/monthly and RRULE schedules, manual runs, pause and execution history. Sources: open-webui:open-webui:automation.
event_triggers Can external events start a workflow? [partial]: A token-validated channel webhook publishes a message-created event that configured Python Event functions can handle. Developers must supply the downstream workflow logic; an incoming email/form connector or no-code multi-system workflow contract was not established. Sources: open-webui:open-webui:r4-incoming-channel-webhook, open-webui:open-webui:r4-event-dispatch.
builder_audience Is building aimed at business users, IT or developers? [partial]: Schedules use a user-facing editor; custom Python tools and integrations require technical operators. No general no-code multi-system workflow designer was verified. Sources: open-webui:open-webui:automation, open-webui:open-webui:tools.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: open-webui:open-webui:automation, open-webui:open-webui:tools, open-webui:open-webui:r4-incoming-channel-webhook, open-webui:open-webui:r4-event-dispatch.

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.

Open WebUI

Agent cross-checked Support: partial

Native tool calls and optional Open Terminal support agent tasks. Interactive tool approval is experimental and off by default, and never gates scheduled automations or channel replies.

Availability: beta · Delivery: native
Scope: surfaces=Customer-operated web application and server; version=Current Tools/Open Terminal documentation retrieved 2026-10-21; beta availability qualifies optional experimental approvals; plan=Standard self-hosted with original branding intact; Enterprise only where explicitly stated; add_ons=Optional separately deployed Open Terminal; Terminals orchestration is a separate component with unverified pinned licence terms; deployment_mode=on-premise; region=Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts; os=not specified.

Limitations

Beta availability refers to optional experimental approvals; the documented native tool mode is separate.
Automations and channel replies always use full access.
No gather-documents, draft-summary and propose-email fixture or background cancellation test was run.

agent_mode Is there an agent mode for multi-step tasks? [supported]: Tool-capable models can use knowledge and external tools; separately connected Open Terminal adds file and command execution. Sources: open-webui:open-webui:models, open-webui:open-webui:terminal.
visible_steps Are steps and tool calls shown? [supported]: Interactive tool calls display their results and, when experimental Ask for approval is enabled, pending/allowed/denied state. Sources: open-webui:open-webui:approvals-r2.
side_effect_confirmation Must the user confirm actions with side effects? [partial]: Experimental Tool Permissions is disabled by default and users must select Ask for approval. Full access executes immediately; automations and channel replies always bypass approval. The documented control is not a mandatory confirmation policy for every side effect. Sources: open-webui:open-webui:approvals-r2.
stop_control Can the user stop a running task? [partial]: In an interactive reply waiting for approval, Stop finalizes the reply and denies pending calls. This is a pending-call control; cancellation of background tasks and effects already executed was not tested. Sources: open-webui:open-webui:approvals-r2.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:models, open-webui:open-webui:terminal, open-webui:open-webui:approvals-r2.

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.

Open WebUI

Agent cross-checked Support: partial

Authenticated APIs cover chat, models and knowledge ingestion; product RBAC applies to API users.

Limitations

api_governance: API users use their account permissions; optional audit capture can log requests. Enforced spend budgets and full API/UI parity were not demonstrated.
mcp_server: Does the product expose itself to other agents over MCP? No supported native MCP server exposing the whole product was established in the API and MCP-client guides.

chat_api Is there an API for chat and assistants? [supported]: OpenAI-compatible chat completion and model management endpoints accept API keys or session JWTs. Sources: open-webui:open-webui:api.
knowledge_api Can documents be loaded through an API? [supported]: File upload and knowledge attachment are documented APIs. Sources: open-webui:open-webui:api, open-webui:open-webui:knowledge.
api_governance Do audit, budgets and model rules apply to API use? [partial]: API users use their account permissions; optional audit capture can log requests. Enforced spend budgets and full API/UI parity were not demonstrated. Sources: open-webui:open-webui:api, open-webui:open-webui:hardening.
mcp_server Does the product expose itself to other agents over MCP? [unknown]: mcp_server: Does the product expose itself to other agents over MCP? No supported native MCP server exposing the whole product was established in the API and MCP-client guides.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:api, open-webui:open-webui:knowledge, open-webui:open-webui:hardening.

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.

Open WebUI

Agent cross-checked Support: partial

The web/PWA client is complemented by a separate native Desktop distribution for macOS, Windows and Linux. Desktop is explicitly Early Alpha; SSO/MDM and cross-client parity were not tested.

Availability: beta · Delivery: native
Scope: surfaces=Customer-operated web application and server, Open WebUI Desktop native distribution (Early Alpha); version=Web/PWA documentation retrieved 2026-10-21; Desktop v0.0.20 / 601137c5dec2967cfe173a6bf071fbbb460852be (released 2026-05-06, labelled Early Alpha); plan=Customer-operated web/PWA plus the separately packaged Open WebUI Desktop distribution; production Quick Start recommends Docker or Python; add_ons=none stated; deployment_mode=on-premise; region=Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts; os=Windows, macOS, Linux, iOS (PWA), Android (PWA).

Limitations

Beta availability reflects the Early Alpha desktop distribution; the browser/PWA route is separate.
Native mobile clients, corporate SSO, MDM/Intune deployment and client parity were not tested.

web Is a full web client available? [supported]: The deployed server supplies the full browser client; Quick Start also links the separate desktop distribution. Sources: open-webui:open-webui:desktop-quickstart-r2.
desktop_apps Windows and macOS apps? [partial]: Open WebUI Desktop v0.0.20 provides native macOS (Apple Silicon/Intel), Windows (x64/ARM64) and Linux installers. It can run locally without Docker or connect to an existing server. It is labelled Early Alpha; first launch requires internet. Enterprise SSO and managed rollout were not tested. Sources: open-webui:open-webui:desktop-readme-r2, open-webui:open-webui:desktop-release-r2, open-webui:open-webui:desktop-quickstart-r2.
mobile_apps iOS and Android apps with SSO? [partial]: Android browsers and iOS Safari can install the PWA. Native mobile app-store clients and mobile company-SSO/MDM behavior were not verified. Sources: open-webui:open-webui:pwa-r2.
browser_extension Is there a browser extension or sidebar? [unknown]: browser_extension: Is there a browser extension or sidebar? No first-party managed MDM/Intune deployment policy or Office/browser sidebar extension was established in the client guide.
managed_deployment Can IT deploy and configure clients through MDM? [unknown]: managed_deployment: Can IT deploy and configure clients through MDM? No first-party managed MDM/Intune deployment policy or Office/browser sidebar extension was established in the client guide.
client_feature_gaps Which features are missing on mobile? [partial]: PWA notifications need the app to remain open. Desktop is Early Alpha and Quick Start recommends Docker/Python for production; no desktop/mobile feature-parity or enterprise SSO matrix was verified. Sources: open-webui:open-webui:pwa-r2, open-webui:open-webui:desktop-readme-r2, open-webui:open-webui:desktop-quickstart-r2.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:desktop-quickstart-r2, open-webui:open-webui:desktop-readme-r2, open-webui:open-webui:desktop-release-r2, open-webui:open-webui:pwa-r2.

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.

Open WebUI

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

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.

Open WebUI

Agent cross-checked Support: partial

AI editing is documented in Notes. Dedicated layout-preserving translation and glossary behavior remain unknown.

Limitations

document_translation: Can whole documents be translated with formatting kept? No DE-to-FR/IT contract translation fixture, de-CH/formality acceptance test, company glossary or layout-preserving translator was verified in the Notes and document guides.
translation_engine: Notes sends rewrite requests to the selected model. A dedicated translation service or whole-document translation workflow was not established.
glossaries: Are company glossaries supported? No DE-to-FR/IT contract translation fixture, de-CH/formality acceptance test, company glossary or layout-preserving translator was verified in the Notes and document guides.
formality_and_variants: Can formality and regional variants (de-CH) be set? No DE-to-FR/IT contract translation fixture, de-CH/formality acceptance test, company glossary or layout-preserving translator was verified in the Notes and document guides.

document_translation Can whole documents be translated with formatting kept? [unknown]: document_translation: Can whole documents be translated with formatting kept? No DE-to-FR/IT contract translation fixture, de-CH/formality acceptance test, company glossary or layout-preserving translator was verified in the Notes and document guides.
translation_engine Which engine translates? [partial]: Notes sends rewrite requests to the selected model. A dedicated translation service or whole-document translation workflow was not established. Sources: open-webui:open-webui:notes.
glossaries Are company glossaries supported? [unknown]: glossaries: Are company glossaries supported? No DE-to-FR/IT contract translation fixture, de-CH/formality acceptance test, company glossary or layout-preserving translator was verified in the Notes and document guides.
formality_and_variants Can formality and regional variants (de-CH) be set? [unknown]: formality_and_variants: Can formality and regional variants (de-CH) be set? No DE-to-FR/IT contract translation fixture, de-CH/formality acceptance test, company glossary or layout-preserving translator was verified in the Notes and document guides.
writing_tools Are dedicated rewrite and proofreading tools available? [supported]: The Notes editor supports AI rewriting and improving selected text. Sources: open-webui:open-webui:notes.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:notes.

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.

Open WebUI

Agent cross-checked Support: partial

Configured image engines generate and edit uploaded images, subject to feature permissions.

Limitations

usage_terms: What usage rights apply to output? Output rights and actual per-image costs depend on the chosen image service and were not established as a single Open WebUI entitlement.

image_generation Can users generate images, with which models? [supported]: OpenAI, Gemini, ComfyUI and AUTOMATIC1111 are documented engine routes; exact models are operator-configured. Sources: open-webui:open-webui:images.
image_editing Can users edit uploaded images? [supported]: The usage guide documents uploaded-image edits and multi-image compositing with an enabled editing engine. Sources: open-webui:open-webui:image-usage.
admin_control Can admins restrict image generation? [supported]: Global image configuration, feature permission and model capability govern availability. Sources: open-webui:open-webui:image-usage.
usage_terms What usage rights apply to output? [unknown]: usage_terms: What usage rights apply to output? Output rights and actual per-image costs depend on the chosen image service and were not established as a single Open WebUI entitlement.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:images, open-webui:open-webui:image-usage.

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.

Open WebUI

Agent cross-checked Support: partial

Dictation, read-aloud and voice conversation use configured audio services. Swiss German recognition and a meeting workflow were not tested.

Limitations

meeting_summaries: Are meetings transcribed and summarised? No meeting-transcription fixture or Swiss German speech evaluation was run. Audio location depends on the chosen browser, local, Azure or other provider engine.
swiss_german_speech: Is Swiss German speech recognised? No meeting-transcription fixture or Swiss German speech evaluation was run. Audio location depends on the chosen browser, local, Azure or other provider engine.

dictation Can users dictate prompts? [supported]: Audio configuration supports speech-to-text for prompts. Sources: open-webui:open-webui:env.
read_aloud Can answers be read aloud? [supported]: Standard voice reads replies using the configured TTS engine, including browser options. Sources: open-webui:open-webui:voice.
voice_conversation Is a live voice mode available? [supported]: Standard STT/TTS voice mode and separately configured realtime API calls are documented. Sources: open-webui:open-webui:voice.
meeting_summaries Are meetings transcribed and summarised? [unknown]: meeting_summaries: Are meetings transcribed and summarised? No meeting-transcription fixture or Swiss German speech evaluation was run. Audio location depends on the chosen browser, local, Azure or other provider engine.
swiss_german_speech Is Swiss German speech recognised? [unknown]: swiss_german_speech: Is Swiss German speech recognised? No meeting-transcription fixture or Swiss German speech evaluation was run. Audio location depends on the chosen browser, local, Azure or other provider engine.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:env, open-webui:open-webui:voice.

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.

Open WebUI

Agent cross-checked Support: partial

Optional Open Terminal runs analysis code and creates artifacts; Notes provides document editing.

Availability: generally-available · Delivery: native
Scope: surfaces=Customer-operated web application and server; version=Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60; plan=Standard self-hosted with original branding intact; Enterprise only where explicitly stated; add_ons=Separately operated Open Terminal and document libraries; Enterprise Terminals optional; deployment_mode=on-premise; region=Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts; os=not specified.

Limitations

office_file_output: The runtime can process Office files and create downloadable files through code and installed packages. Editable DOCX/XLSX/PPTX output was not verified with the shared fixture.

data_analysis Can it analyse spreadsheets with executed code? [supported]: Open Terminal documents spreadsheet/CSV inspection and code-based data analysis on the separately deployed runtime. Sources: open-webui:open-webui:terminal.
charts Can it produce charts? [supported]: Its data-analysis workflow includes generated charts and report artifacts. Sources: open-webui:open-webui:terminal.
office_file_output Can it create Word, Excel or PowerPoint files? [partial]: The runtime can process Office files and create downloadable files through code and installed packages. Editable DOCX/XLSX/PPTX output was not verified with the shared fixture. Sources: open-webui:open-webui:terminal.
canvas_editing Is there a document or canvas editor for iterating on output? [supported]: Notes offers a rich text and Markdown editor with AI rewrites. Sources: open-webui:open-webui:notes.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:terminal, open-webui:open-webui:notes.

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.

Open WebUI

Agent cross-checked Support: partial

Chats, shared resources and multi-person channels are documented. Recipient source-access boundaries were not tested.

Limitations

team_spaces: Groups organize shared models/knowledge and channels organize collaboration. This is not evidence of separate legal-entity tenancy.
share_permission_boundary: Does sharing respect the recipient's access to sources? No colleague-in-another-group chat-sharing fixture was run; transcript sharing may reveal already included content independently of original source access.

share_chats Can chats be shared inside the organisation? [supported]: Chat sharing is a configurable permission and users can manage shared chats. Sources: open-webui:open-webui:permissions, open-webui:open-webui:export.
team_spaces Are shared projects or workspaces available? [partial]: Groups organize shared models/knowledge and channels organize collaboration. This is not evidence of separate legal-entity tenancy. Sources: open-webui:open-webui:groups, open-webui:open-webui:channels.
group_chat Can several people chat together with the AI? [supported]: Channels support multiple members and AI participation. Sources: open-webui:open-webui:channels.
share_permission_boundary Does sharing respect the recipient's access to sources? [unknown]: share_permission_boundary: Does sharing respect the recipient's access to sources? No colleague-in-another-group chat-sharing fixture was run; transcript sharing may reveal already included content independently of original source access.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:permissions, open-webui:open-webui:export, open-webui:open-webui:groups, open-webui:open-webui:channels.

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.

Open WebUI

Agent cross-checked Support: partial

English, German, French and Italian locales are present in the pinned client. Completeness, naturalness and WCAG conformance are unknown.

Limitations

dach_language_quality: Are German, French and Italian UIs complete and natural? Locale registration is not a UI-quality test. No full German admin-screen walkthrough or WCAG conformance report was reviewed; broader i18n and accessibility remain roadmap topics.
accessibility_statement: Is there a WCAG conformance statement? Locale registration is not a UI-quality test. No full German admin-screen walkthrough or WCAG conformance report was reviewed; broader i18n and accessibility remain roadmap topics.
admin_ui_languages: Is the admin interface available in German? Locale registration is not a UI-quality test. No full German admin-screen walkthrough or WCAG conformance report was reviewed; broader i18n and accessibility remain roadmap topics.

ui_languages Which UI languages are offered? [supported]: The locale registry includes en-US/en-GB, de-DE, fr-FR and it-IT among other languages. Sources: open-webui:open-webui:i18n-pin.
dach_language_quality Are German, French and Italian UIs complete and natural? [unknown]: dach_language_quality: Are German, French and Italian UIs complete and natural? Locale registration is not a UI-quality test. No full German admin-screen walkthrough or WCAG conformance report was reviewed; broader i18n and accessibility remain roadmap topics.
accessibility_statement Is there a WCAG conformance statement? [unknown]: accessibility_statement: Is there a WCAG conformance statement? Locale registration is not a UI-quality test. No full German admin-screen walkthrough or WCAG conformance report was reviewed; broader i18n and accessibility remain roadmap topics.
admin_ui_languages Is the admin interface available in German? [partial]: The pinned German locale includes Admin Panel, user-management and settings labels. Full admin-screen translation coverage and naturalness were not observed; the public roadmap still lists full internationalization as planned. Sources: open-webui:open-webui:r4-german-admin-translations.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: open-webui:open-webui:i18n-pin, open-webui:open-webui:r4-german-admin-translations.

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.

Open WebUI

Agent cross-checked Support: partial

OAuth/OIDC, trusted-header and directory authentication are documented; standard self-hosting includes configuration access.

Limitations

conditional_access: The privacy guide recommends enforcing MFA, conditional access and device posture at the identity provider. No Entra sign-in fixture was run.
domain_capture: Can the company claim its email domain? Email-domain filtering settings do not establish enterprise domain ownership capture; this was not verified.

sso_protocols Which SSO protocols and identity providers work? [supported]: OAuth/OIDC includes Microsoft, Google and generic providers; trusted-header proxies and LDAP are documented. Direct SAML was not established. Sources: open-webui:open-webui:sso, open-webui:open-webui:roles.
sso_plan Which plan includes SSO? [supported]: The public self-hosted authentication configuration is available under standard use, with no separately listed SSO charge. Sources: open-webui:open-webui:sso, open-webui:open-webui:enterprise.
mfa Can MFA be enforced? [supported]: Admins can enable built-in authenticator-based MFA and choose whether OAuth may bypass it. Sources: open-webui:open-webui:mfa.
conditional_access Do Entra conditional-access policies apply? [partial]: The privacy guide recommends enforcing MFA, conditional access and device posture at the identity provider. No Entra sign-in fixture was run. Sources: open-webui:open-webui:privacy.
domain_capture Can the company claim its email domain? [unknown]: domain_capture: Can the company claim its email domain? Email-domain filtering settings do not establish enterprise domain ownership capture; this was not verified.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:sso, open-webui:open-webui:roles, open-webui:open-webui:enterprise, open-webui:open-webui:mfa, open-webui:open-webui:privacy.

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.

Open WebUI

Agent cross-checked Support: partial

SCIM and login-time identity groups are documented; content ownership after removing a user needs further verification.

Availability: generally-available · Delivery: native
Scope: surfaces=Customer-operated web application and server; version=SCIM bearer-token authentication rechecked at v0.12.4 / 33c1978d5bad52a31df75ea55143025dfad18d16 and current guide on 2026-10-26; other accepted identity facts retain their own cited versions; plan=Standard self-hosted with original branding intact; Enterprise only where explicitly stated; add_ons=none stated; deployment_mode=on-premise; region=Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts; os=not specified.

Limitations

deprovisioning: SCIM active=false maps ordinary users to pending and disconnects live sessions. Asset transfer and retained shared content were not fixture-tested.
seat_assignment: Administrators control user accounts and roles. Standard use has no paid per-seat licence assignment mechanism to price; Enterprise entitlements were not reviewed.
No user-selectable token-scope control was established from the current SCIM guide or pinned authentication path.

scim Is SCIM provisioning supported? [supported]: SCIM 2.0 provisions/deactivates users and manages groups when enabled through SCIM_ENABLED and authenticated with the configured SCIM_TOKEN bearer token. The documented configuration does not expose user-selectable token scopes. Sources: open-webui:open-webui:r7-scim-bearer-doc, open-webui:open-webui:r7-scim-bearer-code.
group_sync Are identity-provider groups synced? [supported]: OAuth group management syncs claims at sign-in; SCIM also manages memberships. Sources: open-webui:open-webui:sso, open-webui:open-webui:scim.
jit_provisioning Are users created at first login? [supported]: OAuth account creation and optional JIT group creation can be enabled. Sources: open-webui:open-webui:sso.
deprovisioning What happens to a removed user's data and shared assets? [partial]: SCIM active=false maps ordinary users to pending and disconnects live sessions. Asset transfer and retained shared content were not fixture-tested. Sources: open-webui:open-webui:scim.
seat_assignment Can admins assign and reclaim seats? [partial]: Administrators control user accounts and roles. Standard use has no paid per-seat licence assignment mechanism to price; Enterprise entitlements were not reviewed. Sources: open-webui:open-webui:roles, open-webui:open-webui:enterprise.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: open-webui:open-webui:scim, open-webui:open-webui:sso, open-webui:open-webui:roles, open-webui:open-webui:enterprise, open-webui:open-webui:r7-scim-bearer-doc, open-webui:open-webui:r7-scim-bearer-code.

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.

Open WebUI

Agent cross-checked Support: partial

Roles and additive groups provide feature and resource permissions; separate instances remain the documented stronger trust boundary.

Limitations

admin_roles: Admin, User and Pending are system roles. Admin access can be reduced by product flags, but a least-privilege delegated-admin role matrix was not established.
multi_entity: Groups can organize departments; the privacy guide recommends separate instances/databases/operators for distinct trust boundaries. A multi-entity commercial contract was not reviewed.

admin_roles Which admin roles exist, and can admin rights be delegated? [partial]: Admin, User and Pending are system roles. Admin access can be reduced by product flags, but a least-privilege delegated-admin role matrix was not established. Sources: open-webui:open-webui:roles.
groups Can permissions be set per group? [supported]: User/group resource grants and additive feature permissions are documented. Sources: open-webui:open-webui:groups.
feature_toggles Which features can be switched on or off per group? [supported]: Permissions cover web search, images, files, model creation, tools, knowledge, memories and other features. Sources: open-webui:open-webui:permissions.
multi_entity Can subsidiaries or departments be separated within one contract? [partial]: Groups can organize departments; the privacy guide recommends separate instances/databases/operators for distinct trust boundaries. A multi-entity commercial contract was not reviewed. Sources: open-webui:open-webui:groups, open-webui:open-webui:privacy.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:roles, open-webui:open-webui:groups, open-webui:open-webui:permissions, open-webui:open-webui:privacy.

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.

Open WebUI

Agent cross-checked Support: partial

Admin analytics provides user/model/group activity and token reports, with API export.

Limitations

breakdowns: User, model and group views are documented. Complete feature/assistant breakdowns were not established.
privacy_modes: Admins can disable analytics and product-level chat access. Pseudonymized reporting was not established; the default user table identifies users.

adoption_dashboard Is there an adoption dashboard? [supported]: The dashboard reports messages, chats, token usage and user activity by date range. Sources: open-webui:open-webui:analytics.
breakdowns Can usage be broken down by group, model, feature and assistant? [partial]: User, model and group views are documented. Complete feature/assistant breakdowns were not established. Sources: open-webui:open-webui:analytics.
export Can usage data be exported? [supported]: Analytics API endpoints can be exported into JSON or external BI tooling. Sources: open-webui:open-webui:analytics.
privacy_modes Can per-person reporting be limited or pseudonymised? [partial]: Admins can disable analytics and product-level chat access. Pseudonymized reporting was not established; the default user table identifies users. Sources: open-webui:open-webui:analytics, open-webui:open-webui:privacy.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:analytics, open-webui:open-webui:privacy.

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.

Open WebUI

Agent cross-checked Support: partial

Token usage supports cost estimation; enforced monetary budgets and cost-centre exports remain unverified.

Limitations

cost_visibility: Analytics exposes provider-reported input/output tokens by user/model/group; billed currency requires multiplying by external provider prices.
budgets: Can budgets be set per user or group? The analytics and roadmap sources were checked. Numeric user/group budgets, block/downgrade behavior and cost-centre chargeback exports were not established; a low-budget test was not run.
budget_enforcement: Does reaching a budget alert, block or downgrade? The analytics and roadmap sources were checked. Numeric user/group budgets, block/downgrade behavior and cost-centre chargeback exports were not established; a low-budget test was not run.
chargeback: Can costs be exported per cost centre? The analytics and roadmap sources were checked. Numeric user/group budgets, block/downgrade behavior and cost-centre chargeback exports were not established; a low-budget test was not run.

cost_visibility Can admins see cost or consumption per user and group? [partial]: Analytics exposes provider-reported input/output tokens by user/model/group; billed currency requires multiplying by external provider prices. Sources: open-webui:open-webui:analytics.
budgets Can budgets be set per user or group? [unknown]: budgets: Can budgets be set per user or group? The analytics and roadmap sources were checked. Numeric user/group budgets, block/downgrade behavior and cost-centre chargeback exports were not established; a low-budget test was not run.
budget_enforcement Does reaching a budget alert, block or downgrade? [unknown]: budget_enforcement: Does reaching a budget alert, block or downgrade? The analytics and roadmap sources were checked. Numeric user/group budgets, block/downgrade behavior and cost-centre chargeback exports were not established; a low-budget test was not run.
chargeback Can costs be exported per cost centre? [unknown]: chargeback: Can costs be exported per cost centre? The analytics and roadmap sources were checked. Numeric user/group budgets, block/downgrade behavior and cost-centre chargeback exports were not established; a low-budget test was not run.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:analytics.

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.

Open WebUI

Agent cross-checked Support: partial

Optional request logging can capture metadata or content and stream to operator log infrastructure. It is not a verified immutable compliance archive.

Limitations

ediscovery: Are eDiscovery and legal hold supported? No eDiscovery/legal-hold contract or immutable retention/integrity model was verified.
log_retention: File rotation is configurable and operators own log storage and retention. No universal retention period or tamper-evident archive was established.

admin_events Are admin and security events logged? [supported]: Configured request logging can include authentication and administrative API paths. Sources: open-webui:open-webui:hardening.
content_logging Can prompts and answers be retained for compliance, and is it configurable? [supported]: REQUEST and REQUEST_RESPONSE levels add bodies, subject to path exclusions and a body-size cap; metadata-only capture is also available. Sources: open-webui:open-webui:hardening.
siem_export Can logs stream to a SIEM or be exported? [supported]: File or stdout output can feed an operator-managed log collector. Sources: open-webui:open-webui:hardening.
ediscovery Are eDiscovery and legal hold supported? [unknown]: ediscovery: Are eDiscovery and legal hold supported? No eDiscovery/legal-hold contract or immutable retention/integrity model was verified.
log_retention How long are logs kept? [partial]: File rotation is configurable and operators own log storage and retention. No universal retention period or tamper-evident archive was established. Sources: open-webui:open-webui:hardening, open-webui:open-webui:security.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:hardening, open-webui:open-webui:security.

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.

Open WebUI

Agent cross-checked Support: partial

Custom request filters provide an extension point for PII policies; a configured detection/redaction product and Swiss fixture result were not established.

Availability: generally-available · Delivery: manual-workaround
Scope: surfaces=Customer-operated web application and server; version=Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60; plan=Standard self-hosted with original branding intact; Enterprise only where explicitly stated; add_ons=none stated; deployment_mode=on-premise; region=Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts; os=not specified.

Limitations

pii_detection: Is personal data detected in prompts and files? The filter framework was reviewed, not a configured PII/DLP deployment. No AHV/IBAN/file fixture, Purview/Netskope connector or default detection coverage was verified.
pii_action: An installed custom Python filter can modify or reject requests before model processing. No built-in AHV/IBAN policy is claimed.
custom_patterns: Custom filter code can implement customer rules; ready-made managed pattern libraries were not verified.
dlp_integration: Does it integrate with an existing DLP product? The filter framework was reviewed, not a configured PII/DLP deployment. No AHV/IBAN/file fixture, Purview/Netskope connector or default detection coverage was verified.

pii_detection Is personal data detected in prompts and files? [unknown]: pii_detection: Is personal data detected in prompts and files? The filter framework was reviewed, not a configured PII/DLP deployment. No AHV/IBAN/file fixture, Purview/Netskope connector or default detection coverage was verified.
pii_action Is it redacted, masked, blocked or only warned? [partial]: An installed custom Python filter can modify or reject requests before model processing. No built-in AHV/IBAN policy is claimed. Sources: open-webui:open-webui:filter.
custom_patterns Can admins add custom patterns or terms? [partial]: Custom filter code can implement customer rules; ready-made managed pattern libraries were not verified. Sources: open-webui:open-webui:filter.
dlp_integration Does it integrate with an existing DLP product? [unknown]: dlp_integration: Does it integrate with an existing DLP product? The filter framework was reviewed, not a configured PII/DLP deployment. No AHV/IBAN/file fixture, Purview/Netskope connector or default detection coverage was verified.
filter_location Where does filtering run? [supported]: Python filters execute in the customer-operated backend unless their implementation calls an external service. Sources: open-webui:open-webui:filter.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:filter.

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.

Open WebUI

Agent cross-checked Support: partial

Model defaults, prompts, banners and custom filters can express policy. Recorded acceptance and violation reporting remain unknown.

Limitations

org_instructions: Admins can configure model/default system prompts; sources explicitly warn that instructions do not guarantee model behavior.
usage_notice: Banners can display policy text, but a required recorded acknowledgement was not established.
content_filters: Operators can install custom request/response filters. Actual policy enforcement depends on that code and configuration.
violation_reporting: Are policy hits visible to admins? The models, banner and filter guides did not establish an organization-wide violation dashboard or mandatory acceptable-use acknowledgement.

org_instructions Can admins set organisation-wide instructions? [partial]: Admins can configure model/default system prompts; sources explicitly warn that instructions do not guarantee model behavior. Sources: open-webui:open-webui:models, open-webui:open-webui:env.
usage_notice Can users be required to accept a usage policy? [partial]: Banners can display policy text, but a required recorded acknowledgement was not established. Sources: open-webui:open-webui:banners.
content_filters Are content filters configurable? [partial]: Operators can install custom request/response filters. Actual policy enforcement depends on that code and configuration. Sources: open-webui:open-webui:filter.
violation_reporting Are policy hits visible to admins? [unknown]: violation_reporting: Are policy hits visible to admins? The models, banner and filter guides did not establish an organization-wide violation dashboard or mandatory acceptable-use acknowledgement.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:models, open-webui:open-webui:env, open-webui:open-webui:banners, open-webui:open-webui:filter.

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.

Open WebUI

Agent cross-checked Support: partial

The operator chooses data locations; external services can receive prompts or documents independently of where Open WebUI is hosted.

Limitations

backups_logs_region: The operator controls backups and logging locations. A concrete installation and its telemetry/egress were not audited.
support_access_region: Operators and support recipients with host/database access can read data; there is no reviewed geographic enterprise support-access commitment.
swiss_hosting: An organization can deploy the self-hosted stack on Swiss infrastructure. This is not a bundled vendor-managed Swiss service or guaranteed Swiss inference.

storage_region Where are chats, files and indexes stored? [supported]: Chats, files and indexes reside in configured customer storage/database locations. No vendor-chosen region applies to this self-hosted instance. Sources: open-webui:open-webui:privacy.
inference_region Where do model calls run, per provider? [supported]: The selected provider endpoint runs inference; local, private or external endpoints must be scoped separately. Sources: open-webui:open-webui:provider, open-webui:open-webui:privacy.
backups_logs_region Where are backups, logs and telemetry? [partial]: The operator controls backups and logging locations. A concrete installation and its telemetry/egress were not audited. Sources: open-webui:open-webui:privacy.
support_access_region From where can vendor staff access data? [partial]: Operators and support recipients with host/database access can read data; there is no reviewed geographic enterprise support-access commitment. Sources: open-webui:open-webui:privacy.
swiss_hosting Is Swiss hosting available? [partial]: An organization can deploy the self-hosted stack on Swiss infrastructure. This is not a bundled vendor-managed Swiss service or guaranteed Swiss inference. Sources: open-webui:open-webui:privacy, open-webui:open-webui:quickstart.
residency_plan Which plan or option provides residency? [supported]: Self-hosting gives the operator infrastructure placement control under standard use; provider contracts and optional enterprise services are separate. Sources: open-webui:open-webui:privacy, open-webui:open-webui:enterprise.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:privacy, open-webui:open-webui:provider, open-webui:open-webui:quickstart, open-webui:open-webui:enterprise.

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.

Open WebUI

Agent cross-checked Support: partial

Customer-operated cloud and on-premise installs are documented, with offline operation requiring all dependencies to be local.

Limitations

multi_tenant_saas: Is a shared SaaS offered? A vendor-operated shared SaaS, dedicated managed instance and contractual minimum for managed service were not established in the enterprise and installation sources.
dedicated_instance: Is a dedicated single-tenant instance offered, from what size? A vendor-operated shared SaaS, dedicated managed instance and contractual minimum for managed service were not established in the enterprise and installation sources.

multi_tenant_saas Is a shared SaaS offered? [unknown]: multi_tenant_saas: Is a shared SaaS offered? A vendor-operated shared SaaS, dedicated managed instance and contractual minimum for managed service were not established in the enterprise and installation sources.
dedicated_instance Is a dedicated single-tenant instance offered, from what size? [unknown]: dedicated_instance: Is a dedicated single-tenant instance offered, from what size? A vendor-operated shared SaaS, dedicated managed instance and contractual minimum for managed service were not established in the enterprise and installation sources.
customer_cloud Can it run in the customer's own cloud account, from what size? [supported]: Docker/Python installs can run in customer infrastructure; no standard-use seat minimum is stated. Sources: open-webui:open-webui:quickstart, open-webui:open-webui:enterprise.
on_premise Can the whole platform run on customer infrastructure, from what size? [supported]: The complete application can run on customer servers with local inference/extraction services. Sources: open-webui:open-webui:quickstart, open-webui:open-webui:offline.
air_gapped Can it run without internet access? [supported]: The offline guide describes preparing cached models/assets and local services before disconnecting. Sources: open-webui:open-webui:offline.
mode_feature_gaps Which features are missing outside SaaS? [supported]: External model APIs, internet search, remote extraction and other online tools require network access; they are not made local by self-hosting the UI. Sources: open-webui:open-webui:offline.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:quickstart, open-webui:open-webui:enterprise, open-webui:open-webui:offline.

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.

Open WebUI

Agent cross-checked Support: partial

Self-hosting controls the application data path; training and retention obligations depend on the chosen external model contract.

Limitations

vendor_training: The self-hosted data path runs on customer infrastructure; this is architecture evidence, not a reviewed contractual no-training promise covering support or optional services.
provider_training: Do model providers train on it under this product's contracts? No executed provider agreement, abuse-monitoring retention, zero-retention entitlement or human-review policy was verified for a configured endpoint. Local inference is a separate deployment choice, not a blanket promise for cloud-connected use.
provider_retention: How long do model providers keep prompts, including for abuse monitoring? No executed provider agreement, abuse-monitoring retention, zero-retention entitlement or human-review policy was verified for a configured endpoint. Local inference is a separate deployment choice, not a blanket promise for cloud-connected use.
zero_retention: Is zero data retention available, and on which plan? No executed provider agreement, abuse-monitoring retention, zero-retention entitlement or human-review policy was verified for a configured endpoint. Local inference is a separate deployment choice, not a blanket promise for cloud-connected use.
human_review: Can provider staff review content? No executed provider agreement, abuse-monitoring retention, zero-retention entitlement or human-review policy was verified for a configured endpoint. Local inference is a separate deployment choice, not a blanket promise for cloud-connected use.

vendor_training Does the vendor train on customer content? [partial]: The self-hosted data path runs on customer infrastructure; this is architecture evidence, not a reviewed contractual no-training promise covering support or optional services. Sources: open-webui:open-webui:privacy, open-webui:open-webui:offline.
provider_training Do model providers train on it under this product's contracts? [unknown]: provider_training: Do model providers train on it under this product's contracts? No executed provider agreement, abuse-monitoring retention, zero-retention entitlement or human-review policy was verified for a configured endpoint. Local inference is a separate deployment choice, not a blanket promise for cloud-connected use.
provider_retention How long do model providers keep prompts, including for abuse monitoring? [unknown]: provider_retention: How long do model providers keep prompts, including for abuse monitoring? No executed provider agreement, abuse-monitoring retention, zero-retention entitlement or human-review policy was verified for a configured endpoint. Local inference is a separate deployment choice, not a blanket promise for cloud-connected use.
zero_retention Is zero data retention available, and on which plan? [unknown]: zero_retention: Is zero data retention available, and on which plan? No executed provider agreement, abuse-monitoring retention, zero-retention entitlement or human-review policy was verified for a configured endpoint. Local inference is a separate deployment choice, not a blanket promise for cloud-connected use.
human_review Can provider staff review content? [unknown]: human_review: Can provider staff review content? No executed provider agreement, abuse-monitoring retention, zero-retention entitlement or human-review policy was verified for a configured endpoint. Local inference is a separate deployment choice, not a blanket promise for cloud-connected use.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:privacy, open-webui:open-webui:offline.

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.

Open WebUI

Agent cross-checked Support: partial

Users can remove chats/files subject to permissions, and temporary-chat enforcement can avoid saving new conversations. Complete purge and contract-end schedules remain unverified.

Limitations

default_retention: Normal history persists in the operator’s database; temporary chats reduce saved history. A uniform default duration across chats, files, indexes, logs and backups was not established.
admin_retention: Operators control database and backup retention; enforced temporary-chat permissions stop saving new chats. A general time-based retention scheduler was not established.
user_deletion: Permissions allow chat deletion and file management removes files and related embeddings. Backup purge and irreversible-deletion timing were not verified.
contract_end_deletion: What is deleted at contract end, and when? No enterprise termination deletion deadline or deletion confirmation was reviewed.

default_retention What is retained and for how long by default? [partial]: Normal history persists in the operator’s database; temporary chats reduce saved history. A uniform default duration across chats, files, indexes, logs and backups was not established. Sources: open-webui:open-webui:privacy, open-webui:open-webui:quickstart.
admin_retention Can admins set retention periods? [partial]: Operators control database and backup retention; enforced temporary-chat permissions stop saving new chats. A general time-based retention scheduler was not established. Sources: open-webui:open-webui:privacy.
user_deletion Can users delete their chats and files permanently? [partial]: Permissions allow chat deletion and file management removes files and related embeddings. Backup purge and irreversible-deletion timing were not verified. Sources: open-webui:open-webui:permissions, open-webui:open-webui:rag.
contract_end_deletion What is deleted at contract end, and when? [unknown]: contract_end_deletion: What is deleted at contract end, and when? No enterprise termination deletion deadline or deletion confirmation was reviewed.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:privacy, open-webui:open-webui:quickstart, open-webui:open-webui:permissions, open-webui:open-webui:rag.

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.

Open WebUI

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

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.

Open WebUI

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

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.

Open WebUI

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 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).

Open WebUI

Agent cross-checked Support: partial

Encryption and private networking are operator responsibilities; product flags do not remove host-operator access.

Limitations

encryption_at_rest: The privacy guide recommends encrypted PostgreSQL volumes/backups or encrypted SQLite filesystems. SQLCipher is explicitly unsupported since v0.9.0. It is not automatic application-level encryption of all content.
customer_managed_keys: The customer can operate infrastructure encryption keys. A product HYOK/key-escrow protocol was not established.
tenant_isolation: How are customers separated in shared SaaS? Shared vendor SaaS tenant isolation was not established for the scoped customer-operated product.

encryption_at_rest Is data encrypted at rest? [partial]: The privacy guide recommends encrypted PostgreSQL volumes/backups or encrypted SQLite filesystems. SQLCipher is explicitly unsupported since v0.9.0. It is not automatic application-level encryption of all content. Sources: open-webui:open-webui:privacy.
customer_managed_keys Can the customer manage or hold the keys? [partial]: The customer can operate infrastructure encryption keys. A product HYOK/key-escrow protocol was not established. Sources: open-webui:open-webui:privacy.
private_networking Is private connectivity or IP restriction available? [supported]: The application and local services can run inside customer networks and disconnected environments; TLS/reverse-proxy setup remains operator work. Sources: open-webui:open-webui:privacy, open-webui:open-webui:offline.
tenant_isolation How are customers separated in shared SaaS? [unknown]: tenant_isolation: How are customers separated in shared SaaS? Shared vendor SaaS tenant isolation was not established for the scoped customer-operated product.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:privacy, open-webui:open-webui:offline.

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.

Open WebUI

Agent cross-checked Support: partial

The self-hosted content-access boundary is documented. A vendor secrecy undertaking under § 203 StGB or Art. 321 StGB, its staff/sub-processor coverage and any plan-specific offering remain unverified.

Availability: unknown · Delivery: unknown
Scope: surfaces=Customer-operated web application and server; version=Public documentation retrieved 2026-10-21; standard self-hosted server and separately described Enterprise support; plan=Standard branded self-hosted use; Enterprise licensing/support checked separately, with no professional-secrecy contract or add-on verified; add_ons=none stated; deployment_mode=on-premise; region=Customer-selected application/model infrastructure; no DE/CH secrecy-contract variant or vendor/support access jurisdiction verified; os=not specified.

Limitations

The secrecy undertaking, sub-processor coverage, offering and professional-secrecy-specific documentation remain unknown.
content_access: A concrete deployment, support-access grant, sub-processor permissions and model-provider staff access were not audited.
Technical data controls, a DPA, privacy wording and no-training statements do not establish the requested contractual undertaking. No legal compliance assessment is made.

secrecy_undertaking Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff? [unknown]: The public Enterprise, support, security and law-firm pages did not establish a signed or signable professional-secrecy undertaking binding Open WebUI staff. No § 203 StGB / Art. 321 StGB agreement was obtained; informational security guidance is not recorded as one. Sources: open-webui:open-webui:enterprise, open-webui:open-webui:secrecy-support.
subprocessor_coverage Does the undertaking extend to its sub-processors, and is that documented? [unknown]: No professional-secrecy undertaking or annex identifying covered sub-processors and their secrecy obligations was found in the reviewed public materials. Customer-selected hosting, model and support arrangements need their own document review.
secrecy_offering Is it a dedicated offering or add-on, and on which plan? [unknown]: Enterprise licensing and advisory support are documented, but their public descriptions did not establish a professional-secrecy package, paid add-on, eligible plan or contractual scope. No sales contact was made. Sources: open-webui:open-webui:enterprise, open-webui:open-webui:secrecy-support.
content_access Who can access content in plain text: vendor staff, sub-processors, model providers? [partial]: For self-hosted AI chats, Open WebUI documents the running application, live-query database administrators, host/backup operators and configured external model providers as part of the content-access boundary. Admin UI restrictions and at-rest encryption do not exclude those operators. The law-firm page says self-hosted data is not sent to Open WebUI as a managed service; vendor support grants, sub-processor staff permissions and provider human access were not verified for a concrete deployment. Sources: open-webui:open-webui:secrecy-access, open-webui:open-webui:secrecy-legal.
secrecy_documentation Is the offering publicly documented (contract template, data-flow description, professional-body guidance)? [unknown]: The law-firm page provides general deployment/privacy guidance and links US ABA materials. No product-scoped DE/CH secrecy contract template, staff/sub-processor annex or professional-body confirmation was located in the reviewed public pages or targeted searches. Sources: open-webui:open-webui:secrecy-legal.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:enterprise, open-webui:open-webui:secrecy-support, open-webui:open-webui:secrecy-access, open-webui:open-webui:secrecy-legal.

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.

Open WebUI

Agent cross-checked Support: partial

Branding-intact standard use is free; Enterprise and external infrastructure/model services cost separately.

Limitations

list_prices: Standard internal use is listed as Free on 2026-10-21. No numeric Enterprise tariff was published in the reviewed offer.
add_ons: Branding changes outside licence exceptions and enterprise-exclusive offerings such as Terminals require Enterprise rights; service rates were not established.
overage: External providers charge under their own accounts; no universal Open WebUI inference overage tariff applies to standard self-hosting.

pricing_unit What is the pricing unit? [supported]: Standard software use has no per-seat fee with original branding intact. Enterprise rights/support are separately licensed. Sources: open-webui:open-webui:enterprise.
list_prices What are list prices per plan, with date and currency? [partial]: Standard internal use is listed as Free on 2026-10-21. No numeric Enterprise tariff was published in the reviewed offer. Sources: open-webui:open-webui:enterprise.
included_usage What usage is included? [supported]: A software licence does not supply model inference or hosting; customers configure those services. Sources: open-webui:open-webui:enterprise, open-webui:open-webui:provider.
add_ons Which features cost extra? [partial]: Branding changes outside licence exceptions and enterprise-exclusive offerings such as Terminals require Enterprise rights; service rates were not established. Sources: open-webui:open-webui:enterprise, open-webui:open-webui:terms.
overage What do usage beyond limits and premium models cost? [partial]: External providers charge under their own accounts; no universal Open WebUI inference overage tariff applies to standard self-hosting. Sources: open-webui:open-webui:provider, open-webui:open-webui:enterprise.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:enterprise, open-webui:open-webui:provider, open-webui:open-webui:terms.

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.

Open WebUI

Agent cross-checked Support: partial

ALM-14 shared cost assumptions v1.4, 2026-10-21: zero standard licence plus a disclosed Swiss infrastructure/operations and direct-BYO-model budget. Annual CHF/EUR figures are floors plus named unknown costs.

Availability: generally-available · Delivery: native
Scope: surfaces=Customer-operated web application and server; version=Public documentation retrieved 2026-10-21; inspected code pinned to v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60; plan=Standard self-hosted with original branding intact; Enterprise only where explicitly stated; add_ons=Analyst-selected direct OpenAI API proxy, not a bundled model, Assumed operations staffing; optional commercial services excluded; deployment_mode=customer-cloud; region=Azure Switzerland North for the reference application infrastructure; standard OpenAI API inference has no Swiss/EU residency assumption; os=not specified.

Limitations

ALM-14 shared cost assumptions v1.4, 2026-10-21 are analyst inputs, not vendor sizing or an uptime promise.
The budget is a floor because named infrastructure and service costs are unpriced.

cost_200 Year-one cost at 200 users? [partial]: ALM-14 shared cost assumptions v1.4, 2026-10-21. 200 users, 12 months excluding VAT: from CHF 34778.28 / EUR 37651.06 plus unpriced items. Includes zero standard-software licence, reference infrastructure EUR 4749.26, operations CHF 30000.00, and BYO model usage USD 475.20. This is an assumption-based budget floor, not a vendor quote or validated capacity plan. Sources: open-webui:open-webui:enterprise, open-webui:open-webui:cost-vm, open-webui:open-webui:cost-pg, open-webui:open-webui:cost-fx, open-webui:open-webui:cost-model, open-webui:open-webui:cost-effort.
cost_1000 Year-one cost at 1,000 users? [partial]: ALM-14 shared cost assumptions v1.4, 2026-10-21. 1,000 users, 12 months excluding VAT: from CHF 88600.40 / EUR 95919.02 plus unpriced items. Includes zero standard-software licence, reference infrastructure EUR 12605.23, operations CHF 75000.00, and BYO model usage USD 2376.00. This is an assumption-based budget floor, not a vendor quote or validated capacity plan. Sources: open-webui:open-webui:enterprise, open-webui:open-webui:cost-vm, open-webui:open-webui:cost-pg, open-webui:open-webui:cost-fx, open-webui:open-webui:cost-model, open-webui:open-webui:cost-effort.
cost_5000 Year-one cost at 5,000 users? [partial]: ALM-14 shared cost assumptions v1.4, 2026-10-21. 5,000 users, 12 months excluding VAT: from CHF 189541.24 / EUR 205197.83 plus unpriced items. Includes zero standard-software licence, reference infrastructure EUR 32214.49, operations CHF 150000.00, and BYO model usage USD 11880.00. This is an assumption-based budget floor, not a vendor quote or validated capacity plan. Sources: open-webui:open-webui:enterprise, open-webui:open-webui:cost-vm, open-webui:open-webui:cost-pg, open-webui:open-webui:cost-fx, open-webui:open-webui:cost-model, open-webui:open-webui:cost-effort.
variable_share Which part depends on usage? [partial]: Shared mix is 60% light at 100, 30% regular at 400 and 10% power at 1,500 messages/user/month, or 330 weighted messages. Each message is 3,000 input and 600 output tokens. Direct BYO proxy is gpt-6-luna, reasoning effort none, Standard short-context uncached rates USD 0.10/0.50 per million input/output tokens. It costs USD 2.376/user/year before optional tools, embedding, caching or regional processing. This proxy is an analyst assumption, not the product default. Sources: open-webui:open-webui:cost-model, open-webui:open-webui:cost-effort.
unknown_parts Which costs could not be priced? [partial]: Unpriced additions are file/object storage beyond the assumed 500 GB PostgreSQL storage, VM OS/data disks, backup excess, egress/load balancers, Redis or additional database services, high availability, embeddings, OCR, search, audio/images, integration work and optional commercial services. Open WebUI Enterprise, branding rights outside standard exceptions and Terminals production licences are quote-only. The shared VM/PG sizes have not been load-tested and do not replace each product’s documented runtime dependencies. Sources: open-webui:open-webui:cost-vm, open-webui:open-webui:cost-pg, open-webui:open-webui:enterprise.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:enterprise, open-webui:open-webui:cost-vm, open-webui:open-webui:cost-pg, open-webui:open-webui:cost-fx, open-webui:open-webui:cost-model, open-webui:open-webui:cost-effort.

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.

Open WebUI

Agent cross-checked Support: partial

Standard self-installation permits evaluation without sales contact; Enterprise rights and services have a separate sales path.

Limitations

self_serve_trial: Docker/Python self-installation is available without a licence payment or trial clock; it is an install path rather than a vendor-operated business trial.
sales_gate: Standard self-install evaluation is possible without sales. Enterprise licensing is offered to registered entities via the sales path.

free_tier Is there a free tier for business use? [supported]: The current enterprise page permits free standard use with branding intact, including organizations. Sources: open-webui:open-webui:enterprise.
self_serve_trial Is a self-serve business trial available? [partial]: Docker/Python self-installation is available without a licence payment or trial clock; it is an install path rather than a vendor-operated business trial. Sources: open-webui:open-webui:quickstart, open-webui:open-webui:enterprise.
trial_scope Do trials include SSO, connectors and admin features? [supported]: Self-hosted authentication, administration and knowledge features can be configured for evaluation with the customer’s own infrastructure and credentials. Sources: open-webui:open-webui:quickstart, open-webui:open-webui:sso, open-webui:open-webui:knowledge.
sales_gate Does meaningful evaluation require sales contact? [partial]: Standard self-install evaluation is possible without sales. Enterprise licensing is offered to registered entities via the sales path. Sources: open-webui:open-webui:enterprise.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:enterprise, open-webui:open-webui:quickstart, open-webui:open-webui:sso, open-webui:open-webui:knowledge.

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.

Open WebUI

Agent cross-checked Support: partial

Standard-use licence terms are public; Enterprise pricing and negotiated contract details remain quote-only.

Limitations

minimum_commitment: No paid standard-use seat commitment is listed. The 50-user rolling window is a branding exception, not a cap on branded deployment size; Enterprise is available to registered entities.
contract_length: What contract lengths are offered? Enterprise duration, monthly/annual billing, cancellation, price-change clauses and CHF/EUR invoicing from a European entity were not established.
cancellation: How can the contract be cancelled or reduced? Enterprise duration, monthly/annual billing, cancellation, price-change clauses and CHF/EUR invoicing from a European entity were not established.
local_invoicing: Can it be invoiced in CHF or EUR from a European entity? Enterprise duration, monthly/annual billing, cancellation, price-change clauses and CHF/EUR invoicing from a European entity were not established.

minimum_commitment What seat or spend minimum applies? [partial]: No paid standard-use seat commitment is listed. The 50-user rolling window is a branding exception, not a cap on branded deployment size; Enterprise is available to registered entities. Sources: open-webui:open-webui:license-pin, open-webui:open-webui:enterprise.
contract_length What contract lengths are offered? [unknown]: contract_length: What contract lengths are offered? Enterprise duration, monthly/annual billing, cancellation, price-change clauses and CHF/EUR invoicing from a European entity were not established.
cancellation How can the contract be cancelled or reduced? [unknown]: cancellation: How can the contract be cancelled or reduced? Enterprise duration, monthly/annual billing, cancellation, price-change clauses and CHF/EUR invoicing from a European entity were not established.
local_invoicing Can it be invoiced in CHF or EUR from a European entity? [unknown]: local_invoicing: Can it be invoiced in CHF or EUR from a European entity? Enterprise duration, monthly/annual billing, cancellation, price-change clauses and CHF/EUR invoicing from a European entity were not established.
transparency_class Is pricing transparent, partial, quote-only or unknown? [supported]: Standard-use licence is disclosed; Enterprise price and service terms are quote-only in the reviewed public offer. Sources: open-webui:open-webui:enterprise.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:license-pin, open-webui:open-webui:enterprise.

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.

Open WebUI

Agent cross-checked Support: partial

The core server at v0.12.3 uses a licence with branding restrictions. The separate Desktop v0.0.20 repository distributes GNU AGPL v3. Terminals and proprietary Enterprise component terms remain unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=Customer-operated web application and server, Open WebUI Desktop native distribution (Early Alpha); version=Core v0.12.3 / 91ea4e3421d1d8069f13d4a463fcb5986d94ea60; Desktop v0.0.20 / 601137c5dec2967cfe173a6bf071fbbb460852be; plan=Pinned core server and Desktop component licences only; no executed Enterprise agreement or pinned Terminals licence verified; add_ons=none stated; deployment_mode=on-premise; region=Customer-selected infrastructure country; external inference, extraction, search and support locations require separate configuration and contracts; os=not specified.

Limitations

The claim follows pinned component licence texts and excludes unverified Enterprise/Terminals feature-licensing assertions.
No executed branding exception or proprietary Enterprise agreement was reviewed.

licence_type Which licence applies to each component? [partial]: Core v0.12.3 is distributed under the Open WebUI License with branding conditions, so its source availability has restrictions. The separate Desktop v0.0.20 LICENSE is GNU AGPL version 3. Other component licences were not established by these two texts. Sources: open-webui:open-webui:license-pin, open-webui:open-webui:desktop-license-r2.
branding_restrictions Do licence terms restrict branding or user counts? [supported]: Core LICENSE clause 4 restricts branding changes, with exceptions for no more than 50 natural-person users in a rolling 30 days, specific prior written permission, or an executed Enterprise licence expressly permitting changes. It does not impose a 50-user cap on branded use. This answer follows that pinned text, not the FAQ contribution qualifier. Sources: open-webui:open-webui:license-pin.
enterprise_features_closed Are enterprise features in a separate closed edition? [unknown]: The core text mentions an Enterprise branding-permission exception but does not establish a separate closed edition or Terminals production terms. No relevant pinned Terminals component licence or executed Enterprise contract was reviewed; those details remain unknown.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:license-pin, open-webui:open-webui:desktop-license-r2.

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.

Open WebUI

Agent cross-checked Support: partial

User chats, admin chat records and model definitions have machine-readable export paths. Knowledge ZIP export converts source files to text.

Limitations

assistant_export: Models have JSON export/import and sync APIs. Full portability of all bound tools, skills, external secrets and shared prompts was not tested.
knowledge_export: Admins can export a knowledge base as ZIP containing .txt conversions. Original binary fidelity and full index/configuration restoration were not established.
post_termination_window: How long can data be retrieved after termination? No admin export fixture or Enterprise post-termination retrieval period was tested/reviewed; customer-owned backups remain the operator’s responsibility.

chat_export Can admins export all chats? [supported]: Users export their history as JSON. The pinned admin all/db route returns database chat records if ENABLE_ADMIN_EXPORT is enabled. Sources: open-webui:open-webui:export, open-webui:open-webui:chats-pin.
assistant_export Can assistants and prompts be exported in a reusable format? [partial]: Models have JSON export/import and sync APIs. Full portability of all bound tools, skills, external secrets and shared prompts was not tested. Sources: open-webui:open-webui:api.
knowledge_export Can knowledge bases and their sources be exported? [partial]: Admins can export a knowledge base as ZIP containing .txt conversions. Original binary fidelity and full index/configuration restoration were not established. Sources: open-webui:open-webui:knowledge.
export_format Are formats documented and machine-readable? [supported]: Chat/model JSON schemas and APIs and knowledge text ZIP output are documented. Sources: open-webui:open-webui:export, open-webui:open-webui:api, open-webui:open-webui:knowledge.
post_termination_window How long can data be retrieved after termination? [unknown]: post_termination_window: How long can data be retrieved after termination? No admin export fixture or Enterprise post-termination retrieval period was tested/reviewed; customer-owned backups remain the operator’s responsibility.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:export, open-webui:open-webui:chats-pin, open-webui:open-webui:api, open-webui:open-webui:knowledge.

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.

Open WebUI

Agent cross-checked Support: partial

Enterprise support advertises dedicated channels, account management and engineering office hours; public response/credit terms were not established.

Limitations

support_languages: Is support available in German, French or Italian? DE/FR/IT support coverage, support hours/time zone, CH/DACH contracting/partner presence and a product status-history page were not established in the support/enterprise and roadmap pass.
regional_presence: Is there a DACH or Swiss entity, team or partner? DE/FR/IT support coverage, support hours/time zone, CH/DACH contracting/partner presence and a product status-history page were not established in the support/enterprise and roadmap pass.
uptime_sla: The support page refers to negotiated SLAs, but publishes no reviewed uptime percentage, response commitment or service-credit schedule.
status_page: Is there a public status page with history? DE/FR/IT support coverage, support hours/time zone, CH/DACH contracting/partner presence and a product status-history page were not established in the support/enterprise and roadmap pass.

support_channels Which support channels are available on each plan? [supported]: Enterprise customers can obtain dedicated support channels and an account manager; community development/support uses public GitHub and community channels. Sources: open-webui:open-webui:support, open-webui:open-webui:roadmap.
support_languages Is support available in German, French or Italian? [unknown]: support_languages: Is support available in German, French or Italian? DE/FR/IT support coverage, support hours/time zone, CH/DACH contracting/partner presence and a product status-history page were not established in the support/enterprise and roadmap pass.
regional_presence Is there a DACH or Swiss entity, team or partner? [unknown]: regional_presence: Is there a DACH or Swiss entity, team or partner? DE/FR/IT support coverage, support hours/time zone, CH/DACH contracting/partner presence and a product status-history page were not established in the support/enterprise and roadmap pass.
uptime_sla Is there an uptime SLA with credits? [partial]: The support page refers to negotiated SLAs, but publishes no reviewed uptime percentage, response commitment or service-credit schedule. Sources: open-webui:open-webui:support.
status_page Is there a public status page with history? [unknown]: status_page: Is there a public status page with history? DE/FR/IT support coverage, support hours/time zone, CH/DACH contracting/partner presence and a product status-history page were not established in the support/enterprise and roadmap pass.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:support, open-webui:open-webui:roadmap.

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.

Open WebUI

Agent cross-checked Support: partial

Enterprise guidance includes onboarding and engineering advice. Paid hands-on implementation and training terms need separate scoping.

Limitations

onboarding_service: Enterprise account management advertises onboarding guidance, with package inclusion and cost unspecified.
user_training: Is end-user training offered, in which languages? No vendor training languages/curriculum, champion programme or priced change-management package was established.
use_case_library: Documentation provides assistant examples and Open Terminal use cases. A full workforce training/adoption curriculum was not established.
adoption_programme: Is there a champion or adoption programme? No vendor training languages/curriculum, champion programme or priced change-management package was established.
service_cost: Enterprise support is separately arranged; the team describes guidance rather than implementation services and recommends a systems integrator or internal team for hands-on work. Public rates were not established.

onboarding_service Is guided onboarding included? [partial]: Enterprise account management advertises onboarding guidance, with package inclusion and cost unspecified. Sources: open-webui:open-webui:support.
user_training Is end-user training offered, in which languages? [unknown]: user_training: Is end-user training offered, in which languages? No vendor training languages/curriculum, champion programme or priced change-management package was established.
use_case_library Are role-based use cases and templates provided? [partial]: Documentation provides assistant examples and Open Terminal use cases. A full workforce training/adoption curriculum was not established. Sources: open-webui:open-webui:models, open-webui:open-webui:terminal.
adoption_programme Is there a champion or adoption programme? [unknown]: adoption_programme: Is there a champion or adoption programme? No vendor training languages/curriculum, champion programme or priced change-management package was established.
service_cost Which services cost extra? [partial]: Enterprise support is separately arranged; the team describes guidance rather than implementation services and recommends a systems integrator or internal team for hands-on work. Public rates were not established. Sources: open-webui:open-webui:support.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: open-webui:open-webui:support, open-webui:open-webui:models, open-webui:open-webui:terminal.

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

Connect local and cloud models open-webui:open-webui:provider
Administrators connect model endpoints; the selected endpoint determines inference location, including for attached context.
How it works; Cloud Providers; Local Servers · documented · Source date not stated · Retrieved 2026-10-21
OpenAI-compatible providers open-webui:open-webui:compat
The guide documents compatible cloud gateways and local inference servers, with provider-specific capability differences.
Provider configuration and provider examples · documented · Source date not stated · Retrieved 2026-10-21
Retrieval augmented generation open-webui:open-webui:rag
Document retrieval uses configured embeddings and chunks or full context, with citations and a Google Drive file picker.
Embedding support; Citations; Google Drive integration; per-file retrieval mode · documented · Source date not stated · Retrieved 2026-10-21
Document extraction open-webui:open-webui:extraction
Configurable extraction engines can process scanned documents; browser-only temporary extraction has format limitations.
Available extraction methods; temporary chat limitation · 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
OpenAI and Azure OpenAI connections open-webui:open-webui:openai
Customers configure their own OpenAI keys or Azure endpoint, deployment IDs and API version.
Azure OpenAI tab; Advanced Configuration · documented · Source date not stated · Retrieved 2026-10-21
Open WebUI release notes open-webui:open-webui:releases
Dated releases document shipped changes, including v0.12.3 Drive scope reduction and encrypted private-channel chats.
v0.12.3, 2026-10-16; v0.12.2; v0.12.1 · documented · Source date 2026-10-16 · Retrieved 2026-10-21
Models workspace open-webui:open-webui:models
Model presets combine instructions, model, knowledge, tools and skills, with access grants and saved versions.
Presets; Access; Builtin Tools; System prompts · documented · Source date not stated · Retrieved 2026-10-21
Open WebUI for enterprise open-webui:open-webui:enterprise
Branding-intact internal use is free; enterprise branding rights, support and exclusive offerings require a separate licence.
Licence requirements; Deployment; Support · documented · Source date not stated · Retrieved 2026-10-21
Memory and personalization open-webui:open-webui:memory
Users manage persistent memories; administrators can disable the feature or restrict groups, including server-side use.
Manual management; Administrative controls; Privacy · documented · Source date not stated · Retrieved 2026-10-21
Run Open WebUI offline open-webui:open-webui:offline
Disconnected operation requires prepared local models, embeddings and extraction; internet APIs and tools remain external dependencies.
Local prerequisites; disabled online functionality; verification · documented · Source date not stated · Retrieved 2026-10-21
Knowledge bases and document chat open-webui:open-webui:knowledge
Persistent knowledge bases support scoped access, model attachment, incremental directory sync and admin text-file ZIP export.
Retrieval modes; Sharing; Syncing; Export; API · documented · Source date not stated · Retrieved 2026-10-21
Groups open-webui:open-webui:groups
User and group grants control resources; permissions accumulate across groups rather than deny access.
Additive permissions; Resource Access; Nested Groups · documented · Source date not stated · Retrieved 2026-10-21
Chat data privacy and encryption open-webui:open-webui:privacy
The deployer controls storage, encryption, logs, backups and provider connections; product admin restrictions do not prevent host-operator access.
Controls by concern; encryption; operators; model providers · documented · Source date not stated · Retrieved 2026-10-21
Open WebUI v0.12.4 filter implementation open-webui:open-webui:r4-filter-implementation
The backend dispatches installed filter handlers with user context and propagates inlet failures. It does not itself provide a configured recurring quota or managed PII policy.
process_filter_function; process_filter_functions; inlet exception propagation · source-inspected · Source date 2026-10-25 · Retrieved 2026-10-26
Commit 33c1978d5bad52a31df75ea55143025dfad18d16, path backend/open_webui/utils/filter.py
Open WebUI filter functions open-webui:open-webui:r4-rate-limit-example
The official optional Python example counts requests per user and raises at its configurable per-minute threshold. This sample uses in-process state and is not an enabled product-wide quota or monetary budget.
Example: Rate Limiting for All Requests · documented · Source date not stated · Retrieved 2026-10-26
Environment variable configuration open-webui:open-webui:env
Administrators configure document limits, accepted extensions, audio engines and instance settings.
RAG_FILE_MAX_SIZE; RAG_FILE_MAX_COUNT; RAG_ALLOWED_FILE_EXTENSIONS; audio; system prompt · 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
OneDrive and SharePoint open-webui:open-webui:onedrive
Users attach Microsoft files through a delegated file picker; the guide requires tenant app registration and admin consent.
Work/school app registration; delegated API permissions; admin consent · documented · Source date not stated · Retrieved 2026-10-21
Knowledge base sync, oikb open-webui:open-webui:sync
The separate official CLI and daemon copies sources into Open WebUI knowledge bases and propagates changes during sync.
Overview; connectors; scheduling; incremental sync · documented · Source date not stated · Retrieved 2026-10-21
Model Context Protocol open-webui:open-webui:mcp
Native remote MCP is administrator-configured Streamable HTTP with shared credentials or user OAuth modes.
Streamable HTTP; Why admins only; Authentication modes · documented · Source date not stated · Retrieved 2026-10-21
oikb connector credentials and deployment boundary open-webui:open-webui:sync-connectors-r2
The separate official oikb program lists Teams and Gmail with source credentials; it writes into knowledge bases using an Open WebUI user API key.
Install; Sources and connectors: SharePoint, Microsoft Teams, Google Drive, Gmail; Access is your access · 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
Permissions open-webui:open-webui:permissions
Feature and resource permissions cover models, knowledge, prompts, tools, search, images, files and memories.
Workspace and feature permission tables · documented · Source date not stated · Retrieved 2026-10-21
Tools open-webui:open-webui:tools
Tools may run through Python, OpenAPI or MCP, and an optional approval mode stops calls until the user allows or denies them.
Native tools and OpenAPI; Tool call approval · documented · Source date not stated · Retrieved 2026-10-21
Open WebUI experimental tool permissions open-webui:open-webui:approvals-r2
Tool Permissions is experimental and disabled by default; interactive approvals can wait, but automations and channel replies always use full access.
Tool Approval: ENABLE_TOOL_PERMISSIONS, Full access, Ask for approval, Stop, saved/temporary chats and exceptions · documented · Source date not stated · Retrieved 2026-10-21
Web search open-webui:open-webui:web
Search uses an administrator-configured provider and can add external sources to a conversation.
Enabling and using web search; providers · documented · Source date not stated · Retrieved 2026-10-21
Agentic web search and URL fetching open-webui:open-webui:agent-search
Tool-capable models can repeatedly search and fetch pages, with results and citations in the conversation.
Native function calling; search and fetch tools · 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
Automations open-webui:open-webui:automation
Recurring prompts run on the customer server through the normal chat pipeline and remain private to their owner.
Schedules; Access Control; Runtime behavior · documented · Source date not stated · Retrieved 2026-10-21
Open WebUI v0.12.4 event dispatch open-webui:open-webui:r4-event-dispatch
Configured Event functions receive published system events and can run developer-written handlers. Event payload field sanitization is not a general prompt/file PII detection service.
build_event; dispatch_event_functions; EventFunctionSink · source-inspected · Source date 2026-10-25 · Retrieved 2026-10-26
Commit 33c1978d5bad52a31df75ea55143025dfad18d16, path backend/open_webui/events.py
Open WebUI v0.12.4 channel webhooks open-webui:open-webui:r4-incoming-channel-webhook
A token-validated incoming webhook creates a channel message and publishes MESSAGE_CREATED with source channel_webhook. A configured Event handler can respond to this external input; no no-code workflow engine is implied.
post_webhook_message, lines 2283-2361 · source-inspected · Source date 2026-10-25 · Retrieved 2026-10-26
Commit 33c1978d5bad52a31df75ea55143025dfad18d16, path backend/open_webui/routers/channels.py
Open Terminal open-webui:open-webui:terminal
The separately deployed Open Terminal gives agents file, shell and code tools, including analysis and chart creation.
Agent loop; Data analysis; Document processing · documented · Source date not stated · Retrieved 2026-10-21
API endpoints open-webui:open-webui:api
Authenticated APIs expose chat, tool use, file ingestion, knowledge attachment and model configuration export.
Authentication; chat completions; tools; files; models export · documented · Source date not stated · Retrieved 2026-10-21
Hardening Open WebUI open-webui:open-webui:hardening
Optional request logging has configurable bodies, path exclusions, file rotation and stdout output; deployment operators own log handling.
Audit logging; output; path filtering; reverse proxy · 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
Open WebUI Desktop installation route open-webui:open-webui:desktop-quickstart-r2
Quick Start links the native desktop distribution as a route without Docker/manual setup and recommends Docker or Python for production.
Desktop App section and production-install note · documented · Source date not stated · Retrieved 2026-10-21
Open WebUI Desktop v0.0.20 documentation open-webui:open-webui:desktop-readme-r2
The pinned Desktop README labels the app Early Alpha, lists macOS/Windows/Linux installers and describes local execution or a connection to an existing server.
Early Alpha; Download table; How It Works; System Requirements · documented · Source date not stated · Retrieved 2026-10-21
Open WebUI Desktop v0.0.20 release assets open-webui:open-webui:desktop-release-r2
The 2026-05-06 release includes macOS and Windows x64/ARM64 installers plus Linux packages; its notes describe a Linux blank-webview fix.
published_at; assets[].name; release body · documented · Source date 2026-05-06 · Retrieved 2026-10-21
Open WebUI browser PWA installation open-webui:open-webui:pwa-r2
The web interface can also be installed as a desktop/mobile browser PWA; PWA notifications require it to stay open.
Desktop browser installation; Android; iOS; notification limitation · documented · Source date not stated · Retrieved 2026-10-21
Notes open-webui:open-webui:notes
Notes provide rich text and Markdown editing with AI rewrites and full-content attachment to chats.
Rich editor; AI editing · documented · Source date not stated · Retrieved 2026-10-21
Image generation open-webui:open-webui:images
Image providers include OpenAI, Gemini, ComfyUI and AUTOMATIC1111.
Provider list · documented · Source date not stated · Retrieved 2026-10-21
Generate and edit images in chat open-webui:open-webui:image-usage
Image generation and editing require configured providers, feature permissions and model capability toggles.
Availability conditions; Editing; Compositing · documented · Source date not stated · Retrieved 2026-10-21
Voice mode open-webui:open-webui:voice
Voice mode combines configured STT and TTS or a separately configured OpenAI-compatible realtime service.
Standard mode; Realtime calls; Audio settings · documented · Source date not stated · Retrieved 2026-10-21
Channels open-webui:open-webui:channels
Channels support multi-person collaboration and AI participation, with channel access controls.
Shared channels and direct messages · documented · Source date not stated · Retrieved 2026-10-21
Import and export open-webui:open-webui:export
Users export their conversation history in documented JSON and can import compatible records.
Exporting all chats; JSON schema · documented · Source date not stated · Retrieved 2026-10-21
Open WebUI locale registration open-webui:open-webui:i18n-pin
The pinned client registers English, German, French and Italian interface locales; this does not establish translation quality.
src/lib/i18n/locales/languages.json, en-US, de-DE, fr-FR, it-IT entries · source-inspected · Source date not stated · Retrieved 2026-10-21
Commit 91ea4e3421d1d8069f13d4a463fcb5986d94ea60, path src/lib/i18n/locales/languages.json
Open WebUI v0.12.4 German translations open-webui:open-webui:r4-german-admin-translations
The distributed German translation file includes administrator and user-management labels. This establishes partial German admin localization, not completeness, naturalness or accessibility conformance.
Admin Panel, Admin, Add User, Change User Role and settings entries · source-inspected · Source date 2026-10-25 · Retrieved 2026-10-26
Commit 33c1978d5bad52a31df75ea55143025dfad18d16, path src/lib/i18n/locales/de-DE/translation.json
Roles open-webui:open-webui:roles
Admins can manage the system and normally bypass resource grants; environment controls can restrict product-level chat access.
Admin; User; Pending; privacy controls · documented · Source date not stated · Retrieved 2026-10-21
SSO, OAuth, OIDC and trusted header open-webui:open-webui:sso
OAuth/OIDC providers and trusted authentication proxies support account creation and login-time group synchronization.
Provider setup; OAuth group management; account creation · documented · Source date not stated · Retrieved 2026-10-21
Two-factor sign-in open-webui:open-webui:mfa
Built-in authenticator-based sign-in can be required, with explicit configuration for OAuth bypass.
Administrative configuration; OAuth bypass · documented · Source date not stated · Retrieved 2026-10-21
SCIM 2.0 support open-webui:open-webui:scim
SCIM provisions users and groups; deactivation maps ordinary accounts to pending and ends live connections.
Overview; User Operations; Deprovisioning; Group Operations · documented · Source date not stated · Retrieved 2026-10-21
Open WebUI SCIM bearer authentication recheck open-webui:open-webui:r7-scim-bearer-doc
The guide configures SCIM through environment variables, including SCIM_ENABLED and SCIM_TOKEN bearer authentication. It documents no user-selectable token-scope control; account visibility rules are distinct from token scopes.
Configuration; Environment Variables; SCIM API Configuration; Security Considerations · documented · Source date not stated · Retrieved 2026-10-26
Open WebUI v0.12.4 SCIM authentication open-webui:open-webui:r7-scim-bearer-code
The pinned authentication function checks Bearer header format, whether SCIM is enabled, and a constant-time comparison with the configured SCIM_TOKEN. The inspected authentication path exposes no per-token selectable scopes.
get_scim_auth, lines 251-297 · source-inspected · Source date 2026-10-25 · Retrieved 2026-10-26
Commit 33c1978d5bad52a31df75ea55143025dfad18d16, path backend/open_webui/routers/scim.py
Analytics open-webui:open-webui:analytics
Admin analytics reports messages and provider-reported tokens by users, models and groups and exposes an export API.
User and model tables; Group filters; Export; Privacy · documented · Source date not stated · Retrieved 2026-10-21
Enterprise security open-webui:open-webui:security
The page describes deployment controls and states that compliance responsibility remains with the deploying organization.
Regulatory frameworks; data governance · documented · Source date not stated · Retrieved 2026-10-21
Filter functions open-webui:open-webui:filter
Administrators can install custom Python filters in the model request path; behavior depends on the installed filter.
Filter lifecycle and extension examples · documented · Source date not stated · Retrieved 2026-10-21
Customizable banners open-webui:open-webui:banners
Admins can display instance banners; a banner is not evidence of a mandatory recorded policy acknowledgement.
Configuration and dismissible banners · documented · Source date not stated · Retrieved 2026-10-21
Quick start open-webui:open-webui:quickstart
The software is self-installable with Docker or Python and keeps state in customer-controlled storage.
Docker; pip; data volume · 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
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
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
Open WebUI chat data access boundary open-webui:open-webui:secrecy-access
The privacy guide identifies application, infrastructure operators and configured model providers as content-access trust boundaries; admin UI controls do not remove infrastructure access.
Who Can Read Chat Data?; What Encryption Protects; informational-content disclaimer · documented · Source date not stated · Retrieved 2026-10-21
Open WebUI for law firms open-webui:open-webui:secrecy-legal
The law-firm page describes customer-operated storage/routing and links technical guidance and US ABA materials; it is general product guidance.
Materials for risk, KM, security, and legal ops review; FAQ: confidential matter information and uploaded files · vendor-claimed · Source date not stated · Retrieved 2026-10-21
Open WebUI enterprise support open-webui:open-webui:secrecy-support
Enterprise support describes advisory engineering access, dedicated channels and SLAs, with contractual commitments dependent on applicable terms.
Support Capabilities; Consulting Topics; For Procurement & Legal; informational-content disclaimer · documented · Source date not stated · Retrieved 2026-10-21
Terminals orchestrator open-webui:open-webui:terms
The separate per-user terminal orchestration layer requires an Open WebUI Enterprise licence for production.
Prerequisites; Licensing · documented · 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
Azure Retail Prices, Switzerland North Linux VMs open-webui:open-webui:cost-vm
EUR hourly PAYG rates retrieved 2026-10-21 are 0.2226, 0.4453 and 0.8905 for D4s, D8s and D16s v5 respectively.
Consumption; Virtual Machines Dsv5 Series; Standard_D4s_v5/D8s_v5/D16s_v5 · documented · Source date not stated · Retrieved 2026-10-21
Azure Retail Prices, PostgreSQL Flexible Server open-webui:open-webui:cost-pg
EUR hourly PAYG GP compute is 0.2288, 0.4576 and 0.9152 for 2/4/8 vCore; storage is EUR 0.1325 per GB-month.
General Purpose Ddsv5 Series Compute, 2/4/8 vCore; Flex Server Storage · documented · Source date not stated · Retrieved 2026-10-21
ECB euro reference rate history open-webui:open-webui:cost-fx
The 2026-10-20 reference rates are EUR 1 = USD 1.1215 and CHF 0.9237.
Cube time=2026-10-20; USD and CHF · documented · Source date 2026-10-20 · Retrieved 2026-10-21
OpenAI API pricing open-webui:open-webui:cost-model
Standard gpt-6-luna API price is USD 0.10 per million input tokens and USD 0.50 per million output tokens; caching, batch and regional premiums are separate.
Standard, short-context gpt-6-luna row · documented · Source date not stated · Retrieved 2026-10-21
GPT-6 Luna model documentation open-webui:open-webui:cost-effort
The model accepts reasoning effort none, the lowest documented effort, and lists the same standard text-token rates.
Reasoning effort and text-token pricing · documented · Source date not stated · 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
Open WebUI v0.12.3 licence open-webui:open-webui:license-pin
The pinned licence preserves notices and restricts branding changes, with exceptions for up to 50 rolling-30-day users, prior written permission or enterprise permission.
LICENSE, clauses 1-4; prior-licence reservation · documented · Source date not stated · Retrieved 2026-10-21
Open WebUI Desktop v0.0.20 licence open-webui:open-webui:desktop-license-r2
The separately packaged Desktop repository distributes GNU AGPL version 3 licence text at its v0.0.20 revision.
LICENSE heading and GNU Affero General Public License version 3 text · documented · Source date not stated · Retrieved 2026-10-21
Open WebUI admin chat export implementation open-webui:open-webui:chats-pin
The admin-only all/db route returns chat records when ENABLE_ADMIN_EXPORT is enabled.
backend/open_webui/routers/chats.py, get_all_user_chats_in_db, lines 1113-1117 · source-inspected · Source date not stated · Retrieved 2026-10-21
Commit 91ea4e3421d1d8069f13d4a463fcb5986d94ea60, path backend/open_webui/routers/chats.py
Support and SLAs open-webui:open-webui:support
Enterprise support advertises account management and engineering guidance, while hands-on implementation remains with the customer or integrator.
Account manager; Office hours; Consulting; guidance scope · documented · Source date not stated · Retrieved 2026-10-21
Open WebUI roadmap open-webui:open-webui:roadmap
Budget controls, broader localization and accessibility appear on an undated roadmap and are not treated as shipped guarantees.
In progress; Planned · documented · Source date not stated · Retrieved 2026-10-21