Agent-readable comparison

Open WebUI vs TypingMind / TypingMind Teams

Name: Open WebUI vs TypingMind / TypingMind Teams: 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 46 criteria with sourced findings for both products, including 46 that a second agent cross-checked for both. 50 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
TypingMind / TypingMind Teams source checks: 2026-10-21 to 2026-10-26. Website: https://www.typingmind.com
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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

Teams is a customer-key multi-provider chat interface, with dated additions and explicit model selection.

Availability: generally-available · Delivery: native
Scope: surfaces=TypingMind Teams SaaS chat and Admin Panel; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=TypingMind Teams SaaS; Starter, Growth and Professional prerequisites stated per answer; Business quote not obtained; add_ons=Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services; deployment_mode=multi-tenant-saas; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

Limitations

Documented findings only; unestablished atomic questions remain explicit gaps.

providers Which model providers are available? [supported]: Teams admin key setup lists OpenAI, Anthropic, Google, OpenRouter, DeepInfra, DeepSeek, Groq, Mistral, Moonshot, Perplexity, xAI and Z.ai, plus custom providers. Sources: typingmind:typingmind:set-up-api-keys.
current_models Which current models are selectable on this plan? [partial]: The dated October changelog records Gemini 4 Argon and Muse Wonder on October 14 and Claude Haiku 5.5, Mistral Large 4 and Nano Banana 2.1 on October 9. Actual availability depends on enabled endpoint and customer account; a complete Teams tenant model catalogue was not observed. Sources: typingmind:typingmind:release, typingmind:typingmind:set-up-api-keys.
user_choice Can users pick the model per chat? [supported]: Users select an available model for a chat; Teams administrators choose which models are exposed. Sources: typingmind:typingmind:manage-ai-models, typingmind:typingmind:restrict-model-access.
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? The first-party Teams documentation, pricing, legal pages and dated changelog retrieved on 2026-10-21 do not establish this detail; no account or bounded fixture was used.
multimodal_input Which models accept images, audio or files? [partial]: Document upload, vision-capable model image input and transcription are documented as separate routes; the docs do not provide a complete per-model Teams image/audio/file matrix. Sources: typingmind:typingmind:chat-with-documents, typingmind:typingmind:voice.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:set-up-api-keys, typingmind:typingmind:release, typingmind:typingmind:manage-ai-models, typingmind:typingmind:restrict-model-access, typingmind:typingmind:chat-with-documents, typingmind:typingmind:voice.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

Dated model additions are public; release lag and removal guarantees remain unestablished.

Limitations

Documented findings only; unestablished atomic questions remain explicit gaps.

release_lag_days What was the lag for each of the last three major releases, per provider? [unknown]: What was the lag for each of the last three major releases, per provider? No matched first-party provider release dates for the last three releases, fixed deprecation-notice period or version-retention guarantee was retrieved.
changelog Is there a dated public model changelog? [supported]: The public changelog dates model and Teams feature releases through October 14, 2026 in the retrieved page. Sources: typingmind:typingmind:release.
deprecation_notice How much notice is given before a model is removed? [unknown]: How much notice is given before a model is removed? No matched first-party provider release dates for the last three releases, fixed deprecation-notice period or version-retention guarantee was retrieved.
version_pinning Can an admin keep an older model version? [partial]: Customer custom-model endpoint configuration can name a provider model or deployment, but a contractual right to retain discontinued SaaS wrappers or provider versions is not established. Sources: typingmind:typingmind:manage-ai-models, typingmind:typingmind:azure-openai.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:release, typingmind:typingmind:manage-ai-models, typingmind:typingmind:azure-openai.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

Teams uses customer provider keys; its Custom Admin documentation also describes Claude via the customer AWS Bedrock account.

Availability: generally-available · Delivery: native
Scope: surfaces=TypingMind Teams SaaS chat and Admin Panel, Commercial self-hosted TypingMind Teams server; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=Teams SaaS Starter/Growth/Professional custom-model setup; Bedrock Custom Admin route has no verified exact tier mapping. Separate Teams self-host licence for private endpoint configuration.; add_ons=Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services; deployment_mode=not specified; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

Limitations

Bedrock is documented for Custom Admin; no all-tier, all-Claude-model or self-host Bedrock entitlement is inferred. Provider-route feature parity was not tested.

own_api_keys Can the customer use its own provider API keys? [supported]: Admins preset the organization’s provider keys. End users cannot supply separate personal keys in the Teams chat UI. Sources: typingmind:typingmind:set-up-api-keys.
own_cloud_contract Can it use its own Azure OpenAI, Bedrock or Vertex deployment? [partial]: Teams documents Azure OpenAI custom-model setup. Its AWS Bedrock guide explicitly applies to TypingMind Custom Admin at custom.typingmind.com/manage and configures Claude via Bedrock using the customer AWS keys, region and approved model access. Exact Bedrock tier/current-model coverage and Vertex support remain unknown. Sources: typingmind:typingmind:r2-teams-custom-models, typingmind:typingmind:r3-custom-admin-bedrock, typingmind:typingmind:r2-plan-matrix.
custom_endpoint Can an admin add any OpenAI-compatible endpoint? [partial]: Teams Admin Panel supports Add Custom Model, naming Azure OpenAI, Hugging Face and Ollama. This does not establish an arbitrary-endpoint compatibility guarantee. Separately, commercial Teams self-host operators can enable otherwise-blocked private/localhost custom endpoints; connectivity and model feature parity were not tested. Sources: typingmind:typingmind:r2-teams-custom-models, typingmind:typingmind:r2-plan-matrix, typingmind:typingmind:get-started-with-self-host-installation-instruct.
byo_pricing Does BYO change the licence price? [supported]: Teams subscription excludes API usage and requires customer keys; BYO is the standard paid model route, not an evidenced licence discount. Sources: typingmind:typingmind:pricing, typingmind:typingmind:set-up-api-keys.
byo_restrictions Which features stop working with BYO? [partial]: Capabilities depend on the selected model and provider API supporting files, tool use and related features; there is no complete feature-by-provider parity matrix. Sources: typingmind:typingmind:manage-ai-models, typingmind:typingmind:toolbox.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:set-up-api-keys, typingmind:typingmind:r2-teams-custom-models, typingmind:typingmind:r3-custom-admin-bedrock, typingmind:typingmind:r2-plan-matrix, typingmind:typingmind:get-started-with-self-host-installation-instruct, typingmind:typingmind:pricing, typingmind:typingmind:manage-ai-models, typingmind:typingmind:toolbox.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

Customer model endpoints are supported; optional self-host knowledge uses documented OpenAI embeddings.

Availability: generally-available · Delivery: native
Scope: surfaces=TypingMind personal browser app and PWA, TypingMind Teams SaaS chat and Admin Panel, Commercial self-hosted TypingMind Teams server; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=Personal app local-model guides; Teams SaaS custom-model setup on Starter/Growth/Professional; separate annual commercial Teams self-host package; add_ons=Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services; deployment_mode=not specified; region=Personal browser/local network; US/EU Teams SaaS; customer-selected self-host placement and external API routes; os=not specified.

Limitations

Documented findings only; unestablished atomic questions remain explicit gaps.

self_hosted_chat Can chat use a customer-hosted model? [partial]: Personal typingmind.com has Ollama and LM Studio guides. Teams-specific Admin Panel instructions independently name Ollama custom models, but do not establish the personal local-connection procedure for Teams SaaS. Commercial Teams self-host can explicitly enable private endpoints; no hosted-to-local connectivity fixture was run. Sources: typingmind:typingmind:r2-teams-custom-models, typingmind:typingmind:r2-plan-matrix, typingmind:typingmind:ollama, typingmind:typingmind:lmstudio, typingmind:typingmind:get-started-with-self-host-installation-instruct.
self_hosted_embeddings Can retrieval use customer-hosted embeddings? [partial]: The optional KB module in the separately quoted annual Teams self-host package requires an OpenAI embeddings key and PostgreSQL pgvector. A customer-hosted embedding substitution is unverified. This is separate from personal local chat models. Sources: typingmind:typingmind:get-started-with-self-host-installation-instruct, typingmind:typingmind:cloud-host-vs-self-host.
feature_parity Which features fail with self-hosted models? [partial]: Toolbox needs a model capable of calling tools; other multimodal capabilities depend on the custom model. Complete parity and failure behaviour are undocumented. Sources: typingmind:typingmind:toolbox, typingmind:typingmind:manage-ai-models.
vendor_hosted_open_models Does the vendor host open-weight models in EU/CH? [unknown]: Does the vendor host open-weight models in EU/CH? No vendor-hosted open-weight EU/CH model service, supported embedding substitution or full self-host-model parity matrix was established.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:r2-teams-custom-models, typingmind:typingmind:r2-plan-matrix, typingmind:typingmind:ollama, typingmind:typingmind:lmstudio, typingmind:typingmind:get-started-with-self-host-installation-instruct, typingmind:typingmind:cloud-host-vs-self-host, typingmind:typingmind:toolbox, typingmind:typingmind:manage-ai-models.

MOD-05 Model control and usage limits

Judgment rule: Record admin allow-lists per group, default models, restrictions on which models may see which data, and per-user rate or fair-use limits. Test one restriction with two users in different groups. Record limits as enforced stops, warnings or undocumented fair use.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

Professional administrators govern model access and configurable consumption limits.

Availability: generally-available · Delivery: native
Scope: surfaces=TypingMind Teams SaaS chat and Admin Panel; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=Teams Professional for governance; customer-configured limits; add_ons=Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services; deployment_mode=multi-tenant-saas; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

Limitations

Documented findings only; unestablished atomic questions remain explicit gaps.

model_allowlist_by_group Can admins limit models per group? [supported]: Admins restrict model availability by user group; the limits guide still points availability controls to the legacy model-limits section. Sources: typingmind:typingmind:restrict-model-access, typingmind:typingmind:usage-limits.
data_bound_models Can admins restrict which models receive connector or knowledge content? [partial]: Admins configure the models available to agents and their knowledge access. No content-classification or connector-label-based model egress rule was established. Sources: typingmind:typingmind:roles-and-permissions, typingmind:typingmind:connect-knowledge-base-to-your-ai-agents.
default_model Can admins set the default model? [unknown]: No Teams administrator control setting the default model for new chats was established. The October multi-model finalization default is a different feature; the plan matrix and model-management documents do not resolve this atom.
user_limits What per-user message or token limits apply, and are they published? [supported]: Reusable limit groups configure message, character and token limits per time period, across users/groups, models, agents and plugins. Published examples are admin settings, not plan-wide quotas. Sources: typingmind:typingmind:usage-limits.
limit_behaviour What happens when a limit is reached? [partial]: Users see a configurable limitation notice and can inspect details. Exact block, downgrade, overshoot and reset semantics at exhaustion were not established. Sources: typingmind:typingmind:usage-limits.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:restrict-model-access, typingmind:typingmind:usage-limits, typingmind:typingmind:roles-and-permissions, typingmind:typingmind:connect-knowledge-base-to-your-ai-agents.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

Document text can be attached to chat; full-context training files and RAG are distinct.

Limitations

Documented findings only; unestablished atomic questions remain explicit gaps.

formats Which formats are accepted? [supported]: The chat guide lists PDF, Markdown, CSV, XLSX, TXT, DOCX, JSON and HTML. Images require a suitable vision model. Sources: typingmind:typingmind:chat-with-documents.
limits What size and count limits apply per file and chat? [partial]: Chat uploads are bounded by the selected model’s context, but a numeric per-chat file-count/size limit was not established. The separate KB documents 50MB uploads. Sources: typingmind:typingmind:chat-with-documents, typingmind:typingmind:how-knowledge-base-works-in-typingmind-team.
ocr Are scanned PDFs read? [unknown]: Are scanned PDFs read? No scanned-PDF OCR accuracy, spreadsheet-preservation fixture or numerical ordinary-chat upload matrix was established.
spreadsheets Are Excel tables read with structure intact? [partial]: XLSX and CSV are accepted; Toolbox executes local Python/JavaScript analysis. Preservation of merged cells, formula results and workbook structure was not tested. Sources: typingmind:typingmind:chat-with-documents, typingmind:typingmind:toolbox.
full_vs_chunked Is the whole file used or only retrieved parts, and does the user see which? [supported]: Ordinary chat document text enters chat context and can later leave the model window; agent training files are injected into system context, while KB access retrieves relevant chunks. These are separate modes. Sources: typingmind:typingmind:chat-with-documents, typingmind:typingmind:training-files-vs-knowledge-base.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:chat-with-documents, typingmind:typingmind:how-knowledge-base-works-in-typingmind-team, typingmind:typingmind:toolbox, typingmind:typingmind:training-files-vs-knowledge-base.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

Growth and above provide a tagged organization KB bound to agents; the technical guide still labels it Early Access.

Availability: beta · Delivery: native
Scope: surfaces=TypingMind Teams SaaS chat and Admin Panel; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=Growth/Professional: RAG and tagged agent KB; Professional additionally supplies group/resource visibility restrictions; add_ons=Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services; deployment_mode=multi-tenant-saas; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

Limitations

Current plan matrix sells RAG in Growth/Professional, while the technical KB guide (updated2025-11-10) still labels it Early Access. No dated GA transition or tenant rollout was verified; findings retain beta/Early Access qualification.
No source-user permission fixture was run.

persistent_collections Can users keep document collections across chats? [supported]: The organization KB persists documents and connected data across conversations; this differs from temporary chat uploads and full-context agent training files. Sources: typingmind:typingmind:get-started-with-knowledge-base, typingmind:typingmind:training-files-vs-knowledge-base.
sharing_scope Can collections be shared with users, groups or the whole organisation? [partial]: Growth/Professional support tagged KB data bound to agents. Per-user/group agent restrictions require Professional governance; these restrictions do not establish per-document source ACL mirroring. Sources: typingmind:typingmind:connect-knowledge-base-to-your-ai-agents, typingmind:typingmind:restrict-ai-agents-access, typingmind:typingmind:r2-plan-matrix.
size_limits What are the collection limits? [supported]: The KB guide states 50MB per upload and one million included training characters with extra capacity purchasable; indexed chunks are about 3,000 words and retrieval is up to five chunks. Sources: typingmind:typingmind:how-knowledge-base-works-in-typingmind-team.
assistant_binding Can collections be bound to an assistant? [supported]: Knowledge Base Access in an agent selects tags identifying the accessible data. Sources: typingmind:typingmind:connect-knowledge-base-to-your-ai-agents.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:get-started-with-knowledge-base, typingmind:typingmind:training-files-vs-knowledge-base, typingmind:typingmind:connect-knowledge-base-to-your-ai-agents, typingmind:typingmind:restrict-ai-agents-access, typingmind:typingmind:r2-plan-matrix, typingmind:typingmind:how-knowledge-base-works-in-typingmind-team.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

Named knowledge integrations and extensible tools exist; broad source mentions lack enterprise permission detail.

Availability: beta · Delivery: native
Scope: surfaces=TypingMind Teams SaaS chat and Admin Panel, Commercial self-hosted TypingMind Teams server; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=Growth/Professional SaaS RAG; separate annual commercial Teams self-host licence with optional KB and customer-managed connector credentials; add_ons=Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services; deployment_mode=not specified; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

Limitations

Current plan matrix sells RAG in Growth/Professional, while the technical KB guide (updated2025-11-10) still labels it Early Access. No dated GA transition or tenant rollout was verified; findings retain beta/Early Access qualification.
A reachable self-host plugin endpoint is not a native file-share crawler.

microsoft_365 Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected? [partial]: The training-files comparison mentions OneDrive as a possible KB source; no retrieved setup guide establishes SharePoint, Outlook or Teams ingestion, permissions or maintenance. Sources: typingmind:typingmind:training-files-vs-knowledge-base.
google_workspace Which Google sources are connected? [partial]: Growth/Professional SaaS RAG names Google Drive. In the separate commercial Teams self-host package, external KB connectors require the operator’s OAuth configuration. Gmail and the full Workspace source set remain unverified. Sources: typingmind:typingmind:get-started-with-knowledge-base, typingmind:typingmind:setup-external-connectors-for-knowledge-base, typingmind:typingmind:r2-plan-matrix.
atlassian Confluence and Jira? [unknown]: Confluence and Jira? No first-party Confluence/Jira connector setup, complete M365 connector matrix or maintained on-prem file-share connector was established.
other_systems Which other business systems? [supported]: KB documentation names Notion and GitHub; admins select Notion pages/databases. Separate MCP/HTTP plugins can query other systems without proving a maintained KB connector. Sources: typingmind:typingmind:get-started-with-knowledge-base, typingmind:typingmind:connect-with-your-notion-pages, typingmind:typingmind:mcp.
on_prem_sources Can on-prem file shares or databases be connected? [partial]: Self-host operators can explicitly permit private custom-model/plugin/agent endpoints; custom database actions are described. A supported file-share crawler is not established. Sources: typingmind:typingmind:get-started-with-self-host-installation-instruct, typingmind:typingmind:overview.
connector_provider Who builds and maintains each connector? [partial]: TypingMind documents built-in KB setup; external self-host sources need operator-managed OAuth credentials and Firecrawl for web scraping. MCP servers and custom plugins have separate maintainers. Sources: typingmind:typingmind:setup-external-connectors-for-knowledge-base, typingmind:typingmind:mcp.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:training-files-vs-knowledge-base, typingmind:typingmind:get-started-with-knowledge-base, typingmind:typingmind:setup-external-connectors-for-knowledge-base, typingmind:typingmind:r2-plan-matrix, typingmind:typingmind:connect-with-your-notion-pages, typingmind:typingmind:mcp, typingmind:typingmind:get-started-with-self-host-installation-instruct, typingmind:typingmind:overview.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

Documented access control is by tagged knowledge and agent/group visibility; per-user source ACL enforcement is unproven.

Availability: beta · Delivery: native
Scope: surfaces=TypingMind Teams SaaS chat and Admin Panel; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=Growth/Professional RAG data/tag selection; Professional adds group-based resource restrictions; add_ons=Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services; deployment_mode=multi-tenant-saas; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

Limitations

Current plan matrix sells RAG in Growth/Professional, while the technical KB guide (updated2025-11-10) still labels it Early Access. No dated GA transition or tenant rollout was verified; findings retain beta/Early Access qualification.
No two-user source-permission or revocation fixture.

source_permissions_respected Are source permissions enforced per user? [unknown]: Are source permissions enforced per user? No two-user permission/revocation fixture, source ACL mirror, revocation SLA or Microsoft Purview-label enforcement documentation was retrieved. Do not equate agent access with source-user permissions.
enforcement_point Does the source system, a mirrored index or nothing enforce them? [partial]: Growth/Professional bind data tags to agents; Professional adds agent availability by user/group. This application-side mechanism does not establish synchronized source-user ACLs. Sources: typingmind:typingmind:connect-knowledge-base-to-your-ai-agents, typingmind:typingmind:restrict-ai-agents-access, typingmind:typingmind:r2-plan-matrix.
revocation_delay How quickly does a removed permission take effect? [unknown]: How quickly does a removed permission take effect? No two-user permission/revocation fixture, source ACL mirror, revocation SLA or Microsoft Purview-label enforcement documentation was retrieved. Do not equate agent access with source-user permissions.
admin_scope_controls Can admins exclude sites, folders or labels? [supported]: Admins choose the Notion pages/databases to ingest and select knowledge tags for each agent. Sources: typingmind:typingmind:connect-with-your-notion-pages, typingmind:typingmind:connect-knowledge-base-to-your-ai-agents.
sensitivity_labels Are Microsoft Purview or similar labels respected? [unknown]: Are Microsoft Purview or similar labels respected? No two-user permission/revocation fixture, source ACL mirror, revocation SLA or Microsoft Purview-label enforcement documentation was retrieved. Do not equate agent access with source-user permissions.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:connect-knowledge-base-to-your-ai-agents, typingmind:typingmind:restrict-ai-agents-access, typingmind:typingmind:r2-plan-matrix, typingmind:typingmind:connect-with-your-notion-pages.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

The KB indexes copies, refreshes connected content daily and uses selected SaaS or customer-hosted storage.

Availability: beta · Delivery: native
Scope: surfaces=TypingMind Teams SaaS chat and Admin Panel, Commercial self-hosted TypingMind Teams server; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=Growth/Professional SaaS RAG; separately quoted annual Teams self-host licence and optional PostgreSQL KB; add_ons=Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services; deployment_mode=not specified; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

Limitations

Current plan matrix sells RAG in Growth/Professional, while the technical KB guide (updated2025-11-10) still labels it Early Access. No dated GA transition or tenant rollout was verified; findings retain beta/Early Access qualification.
No synchronization/deletion latency fixture.

live_or_indexed Is content searched live or copied into an index? [supported]: RAG splits and embeds copied source text in a knowledge index; full-context training files and live custom tools are separate. Sources: typingmind:typingmind:training-files-vs-knowledge-base.
sync_interval How often does an index refresh? [supported]: The KB guide describes daily connected-source refresh; Notion initial sync takes a few minutes. Neither is a permission-revocation guarantee. Sources: typingmind:typingmind:how-knowledge-base-works-in-typingmind-team, typingmind:typingmind:connect-with-your-notion-pages.
deletion_propagation How quickly does a deleted document disappear? [unknown]: How quickly does a deleted document disappear? Deleted-document propagation and exact SaaS index/backup location were not established.
index_location Where is indexed content stored? [partial]: Opt-in EU SaaS uses Vercel/AWS EU resources; optional self-host KB uses the operator’s PostgreSQL pgvector database and blob configuration. Exact SaaS index, backup and telemetry placement is not itemized. Sources: typingmind:typingmind:eu-data-center, typingmind:typingmind:get-started-with-self-host-installation-instruct.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:training-files-vs-knowledge-base, typingmind:typingmind:how-knowledge-base-works-in-typingmind-team, typingmind:typingmind:connect-with-your-notion-pages, typingmind:typingmind:eu-data-center, typingmind:typingmind:get-started-with-self-host-installation-instruct, typingmind:typingmind:r2-plan-matrix, typingmind:typingmind:cloud-host-vs-self-host.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

Clickable source references are documented, but retrieval quality has no observed multilingual fixture.

Availability: beta · Delivery: native
Scope: surfaces=TypingMind Teams SaaS chat and Admin Panel; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=Growth/Professional SaaS RAG and reference display; model-followed instructions separate from retrieval guarantees; add_ons=Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services; deployment_mode=multi-tenant-saas; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

Limitations

Current plan matrix sells RAG in Growth/Professional, while the technical KB guide (updated2025-11-10) still labels it Early Access. No dated GA transition or tenant rollout was verified; findings retain beta/Early Access qualification.
No shared multilingual/citation-accuracy fixture.

citations Are answers linked to specific sources? [supported]: Admins may enable reference display for knowledge responses so users can follow source links. Sources: typingmind:typingmind:get-started-with-knowledge-base.
citation_accuracy Do the cited passages support the answer? [unknown]: Do the cited passages support the answer? No shared German/French/English question set, source-support check, cross-language retrieval test or measured answer count was run.
cross_language Does a question in one language find documents in another? [unknown]: Does a question in one language find documents in another? No shared German/French/English question set, source-support check, cross-language retrieval test or measured answer count was run.
no_answer_behaviour Does it say when the corpus has no answer? [partial]: Admins can instruct the model to refrain from answering when knowledge is insufficient; the system-prompt guide gives an example. This is prompt configuration, not a tested no-answer guarantee. Sources: typingmind:typingmind:system-prompts-on-admin-panel.
observed_accuracy How many of the question set were answered correctly? [unknown]: How many of the question set were answered correctly? No shared German/French/English question set, source-support check, cross-language retrieval test or measured answer count was run.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

Persistent agent and global admin instructions are documented; named-tier cross-chat memory and its controls remain unknown.

Availability: generally-available · Delivery: native
Scope: surfaces=TypingMind Teams SaaS chat and Admin Panel; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=Teams SaaS Starter/Growth/Professional instructions and shared agents; exact commercial entitlement for non-project memory and its controls unverified; add_ons=Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services; deployment_mode=multi-tenant-saas; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

Limitations

Persistent instructions are distinct from learned cross-chat memory. The Memory guide and release do not establish its named-tier entitlement.

custom_instructions Can users set persistent instructions? [supported]: Persistent agent instructions and global admin instructions are documented; agents can include full-context training files. Sources: typingmind:typingmind:system-prompts-on-admin-panel, typingmind:typingmind:training-files-vs-knowledge-base.
cross_chat_memory Does the product remember facts across chats? [unknown]: The October 14 Teams release and Memory guide describe cross-chat memory, but no named Starter/Growth/Professional entitlement for that capability was established. The Growth/Professional Projects gate does not establish non-project memory availability.
user_memory_controls Can users view, edit and delete memories? [unknown]: The Memory guide describes saved-memory settings, but their named Teams tier entitlement and complete edit/delete behavior remain unverified. No personal-app control is inferred to be a Teams entitlement.
admin_memory_controls Can admins turn memory off? [unknown]: The October 14 Teams release describes an admin Memory switch, but the current plan matrix does not map it to a named tier. Organization-wide memory-control entitlement remains unknown.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:system-prompts-on-admin-panel, typingmind:typingmind:training-files-vs-knowledge-base, typingmind:typingmind:release, typingmind:typingmind:memory, typingmind:typingmind:r2-plan-matrix.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: supported

Teams admins publish agents and prompts, with delegated creation permissions and group access.

Availability: generally-available · Delivery: native
Scope: surfaces=TypingMind Teams SaaS chat and Admin Panel; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=Starter/Growth/Professional shared agents and prompts; Growth/Professional RAG; Professional delegated roles and resource visibility; add_ons=Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services; deployment_mode=multi-tenant-saas; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

create_assistants Can users create assistants with instructions, knowledge and tools? [supported]: All SaaS tiers include shared agents and configured models/plugins; tagged RAG knowledge requires Growth/Professional. Sources: typingmind:typingmind:build-a-shared-ai-agent-collection, typingmind:typingmind:training-files-vs-knowledge-base, typingmind:typingmind:r2-plan-matrix.
creator_permissions Can admins limit who creates them? [supported]: Professional custom roles delegate AI Agent management separately from other Admin Panel permissions. Sources: typingmind:typingmind:roles-and-permissions, typingmind:typingmind:r2-plan-matrix.
sharing_scope Can assistants be shared with users, groups or everyone? [supported]: All tiers publish shared agent collections; Professional adds per-user/group resource restrictions. Sources: typingmind:typingmind:build-a-shared-ai-agent-collection, typingmind:typingmind:restrict-ai-agents-access, typingmind:typingmind:r2-plan-matrix.
catalogue Is there an internal assistant directory? [supported]: The shared agent collection is displayed in the team chat UI. Sources: typingmind:typingmind:build-a-shared-ai-agent-collection.
prompt_library Are shared prompt templates available? [supported]: All SaaS tiers provide a shared prompt library; Professional adds per-user prompt visibility controls. Sources: typingmind:typingmind:build-a-shared-prompt-library, typingmind:typingmind:r2-plan-matrix.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:build-a-shared-ai-agent-collection, typingmind:typingmind:training-files-vs-knowledge-base, typingmind:typingmind:r2-plan-matrix, typingmind:typingmind:roles-and-permissions, typingmind:typingmind:restrict-ai-agents-access, typingmind:typingmind:build-a-shared-prompt-library.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

Built-in plugins and custom HTTP/JavaScript/MCP tools are available; authentication varies by connector.

Availability: generally-available · Delivery: native
Scope: surfaces=TypingMind Teams SaaS chat and Admin Panel, TypingMind personal browser app and PWA; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=Teams Starter/Growth/Professional plugins and remote MCP; Professional group restrictions; personal Private MCP Connector route separate; add_ons=Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services; deployment_mode=not specified; region=Remote server/provider regions depend on configuration; personal local MCP is not a verified Teams local route; os=not specified.

Limitations

Documented findings only; unestablished atomic questions remain explicit gaps.

builtin_tools Which tools are built in? [supported]: Documented tools include Toolbox, web/deep research, image generation and voice services; optional third-party API keys may be required. Sources: typingmind:typingmind:toolbox, typingmind:typingmind:deep-research, typingmind:typingmind:image, typingmind:typingmind:voice.
custom_actions Can admins add API actions? [supported]: Custom actions can be implemented as JavaScript, HTTP actions or MCP integrations. Sources: typingmind:typingmind:overview.
mcp_client Can it use remote MCP servers, and with what admin control? [partial]: Teams pricing lists MCP integration and the MCP guide explicitly gives Team OAuth callbacks and per-user/per-chat sessions for remote HTTP MCP. The Private MCP Connector and local terminal-command procedure are explicitly personal-app routes; Teams local MCP support is unverified. Sources: typingmind:typingmind:mcp, typingmind:typingmind:pricing, typingmind:typingmind:r2-plan-matrix.
tool_auth Do tools act as the user or as a shared account? [partial]: Teams remote MCP supports user OAuth and per-user sessions; separately configured plugins may use shared keys. The personal Private MCP Connector is not claimed for Teams. Sources: typingmind:typingmind:mcp, typingmind:typingmind:deep-research, typingmind:typingmind:r2-plan-matrix.
tool_approval Can admins approve or block tools, and can users confirm actions before they run? [partial]: Professional admins restrict plugin visibility/usage by group. The MCP guide allows tools to be disabled individually; a mandatory per-action side-effect confirmation policy and Teams local connector are unverified. Sources: typingmind:typingmind:restrict-plugin-access, typingmind:typingmind:mcp, typingmind:typingmind:r2-plan-matrix.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:toolbox, typingmind:typingmind:deep-research, typingmind:typingmind:image, typingmind:typingmind:voice, typingmind:typingmind:overview, typingmind:typingmind:mcp, typingmind:typingmind:pricing, typingmind:typingmind:r2-plan-matrix, typingmind:typingmind:restrict-plugin-access.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

Deep Research is a configurable search/read/report plugin with separate provider accounts.

Availability: generally-available · Delivery: native
Scope: surfaces=TypingMind Teams SaaS chat and Admin Panel; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=Teams plugin access on Starter/Growth/Professional; Professional for group availability/limits; add_ons=Customer SerpAPI and Firecrawl keys; model API charges; deployment_mode=multi-tenant-saas; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

Limitations

Documented findings only; unestablished atomic questions remain explicit gaps.

web_search Is web search available? [supported]: The Deep Research plugin performs iterative web search and page reading. Sources: typingmind:typingmind:deep-research.
admin_toggle Can admins disable it per organisation or group? [supported]: Professional admins restrict the research/search plugin to selected user groups through Plugin Access and Limits. Sources: typingmind:typingmind:restrict-plugin-access, typingmind:typingmind:r2-plan-matrix.
search_provider Which search provider handles queries, and where? [partial]: This plugin requires SerpAPI for search and Firecrawl for page retrieval; processing countries for queries/content were not established. Sources: typingmind:typingmind:deep-research.
deep_research Is multi-step research with a report available? [supported]: The plugin plans and iterates search/reading into a report, within its documented two-minute execution bound. Sources: typingmind:typingmind:deep-research.
web_citations Are web sources cited? [partial]: The research plugin produces a sourced report, but link completeness and citation accuracy were not independently checked. Sources: typingmind:typingmind:deep-research.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:deep-research, typingmind:typingmind:restrict-plugin-access, typingmind:typingmind:r2-plan-matrix.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

The documented automation layer uses agents and plugins rather than an established visual scheduling system.

Availability: generally-available · Delivery: native
Scope: surfaces=TypingMind Teams SaaS chat and Admin Panel, TypingMind Teams REST API; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=Teams plugins/agents on Starter/Growth/Professional; Professional external REST API integration; add_ons=Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services; deployment_mode=multi-tenant-saas; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

Limitations

Documented findings only; unestablished atomic questions remain explicit gaps.

workflow_builder Is there a workflow or chain builder? [partial]: Docs describe composing AI interactions with JavaScript/HTTP/MCP plugins and business automation examples. A visual DAG/chain builder was not established. Sources: typingmind:typingmind:overview.
scheduled_tasks Can prompts or assistants run on a schedule? [unknown]: Can prompts or assistants run on a schedule? No native recurring scheduler, durable workflow engine or supported event trigger setup was established.
event_triggers Can external events start a workflow? [partial]: Professional external REST integration lets an external application call a Teams chat/agent API. This is a developer invocation route, not an established native managed trigger engine. Sources: typingmind:typingmind:api-integration-overview, typingmind:typingmind:r2-plan-matrix.
builder_audience Is building aimed at business users, IT or developers? [supported]: Team users use shared agents; technical builders configure JavaScript/HTTP plugins and credentials. Professional custom roles delegate administration, and its API supports developer integrations. Sources: typingmind:typingmind:overview, typingmind:typingmind:roles-and-permissions, typingmind:typingmind:r2-plan-matrix.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:overview, typingmind:typingmind:api-integration-overview, typingmind:typingmind:r2-plan-matrix, typingmind:typingmind:roles-and-permissions.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

Multi-step tool workflows exist; universal side-effect confirmation and run controls remain unproven.

Limitations

Documented findings only; unestablished atomic questions remain explicit gaps.

agent_mode Is there an agent mode for multi-step tasks? [supported]: The Deep Research plugin repeatedly searches/reads, and automation docs describe tool-driven multistep business actions. Sources: typingmind:typingmind:deep-research, typingmind:typingmind:overview.
visible_steps Are steps and tool calls shown? [partial]: The research workflow is described as iterative search and page reading, but a complete visible execution trace for all agents/tools was not established. Sources: typingmind:typingmind:deep-research.
side_effect_confirmation Must the user confirm actions with side effects? [unknown]: Must the user confirm actions with side effects? No bounded run verified visible traces, stop behaviour, rollback or mandatory side-effect confirmation for all custom tools.
stop_control Can the user stop a running task? [unknown]: Can the user stop a running task? No bounded run verified visible traces, stop behaviour, rollback or mandatory side-effect confirmation for all custom tools.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:deep-research, typingmind:typingmind:overview.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

The Teams REST API creates chat/agent responses with governed api-users.

Availability: generally-available · Delivery: native
Scope: surfaces=TypingMind Teams REST API; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=Teams Professional API integration; add_ons=Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services; deployment_mode=not specified; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

Limitations

Documented findings only; unestablished atomic questions remain explicit gaps.

chat_api Is there an API for chat and assistants? [supported]: Teams REST endpoints produce model or agent responses, including configured plugins, KB and MCP capabilities. Sources: typingmind:typingmind:api-integration-overview.
knowledge_api Can documents be loaded through an API? [unknown]: Can documents be loaded through an API? The retrieved API overview did not establish a supported knowledge-upload API or an MCP server exposing TypingMind itself.
api_governance Do audit, budgets and model rules apply to API use? [partial]: An API key creates an api-user subject to the same user restrictions and usage limits. Complete audit coverage, currency budgets and all API routes were not established. Sources: typingmind:typingmind:api-integration-overview.
mcp_server Does the product expose itself to other agents over MCP? [unknown]: Does the product expose itself to other agents over MCP? The retrieved API overview did not establish a supported knowledge-upload API or an MCP server exposing TypingMind itself.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:api-integration-overview.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

The primary client is a browser app; installable PWAs are documented separately from native apps.

Availability: generally-available · Delivery: native
Scope: surfaces=TypingMind Teams SaaS chat and Admin Panel, TypingMind personal browser app and PWA; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=Teams SaaS Starter/Growth/Professional browser chat; PWA installation findings only for personal typingmind.com (licence feature gates separate); add_ons=Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services; deployment_mode=not specified; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

Limitations

Documented findings only; unestablished atomic questions remain explicit gaps.

web Is a full web client available? [supported]: Teams supplies a branded browser chat interface and separate Admin Panel. Sources: typingmind:typingmind:typingmind-vs-typingmind-team.
desktop_apps Windows and macOS apps? [partial]: The personal typingmind.com app has browser-PWA installation instructions for Windows/macOS; this is not evidence of a Teams native desktop app or Teams PWA deployment entitlement. Sources: typingmind:typingmind:install, typingmind:typingmind:r2-personal-bulk-licence.
mobile_apps iOS and Android apps with SSO? [partial]: Personal typingmind.com can be added to iOS/Android home screens as a browser PWA. Teams Professional SSO is a separate entitlement; no Teams installable mobile client or mobile SSO fixture was verified. Sources: typingmind:typingmind:install, typingmind:typingmind:r2-personal-bulk-licence, typingmind:typingmind:r2-plan-matrix.
browser_extension Is there a browser extension or sidebar? [unknown]: Is there a browser extension or sidebar? No MDM packaging/configuration, supported browser sidebar/extension or mobile feature-parity matrix was established.
managed_deployment Can IT deploy and configure clients through MDM? [unknown]: Can IT deploy and configure clients through MDM? No MDM packaging/configuration, supported browser sidebar/extension or mobile feature-parity matrix was established.
client_feature_gaps Which features are missing on mobile? [unknown]: Which features are missing on mobile? No MDM packaging/configuration, supported browser sidebar/extension or mobile feature-parity matrix was established.

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.

TypingMind / TypingMind Teams

No public information found Support: not-published

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

WORK-03 Translation and writing

Judgment rule: Record document translation preserving layout, the translation engine (LLM or dedicated such as DeepL), glossaries, formality control, supported languages including Swiss German conventions (no ß), and rewriting/proofreading tools. Translate the shared German contract into French and Italian and record layout and glossary results.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

Configurable model instructions support writing workflows; dedicated translation fidelity is unestablished.

Limitations

Documented findings only; unestablished atomic questions remain explicit gaps.

document_translation Can whole documents be translated with formatting kept? [unknown]: Can whole documents be translated with formatting kept? No whole-document formatting-preserving translation fixture, company glossary engine or Swiss language-quality test was retrieved.
translation_engine Which engine translates? [partial]: Writing/translation prompts are handled by the customer-selected LLM; no separate translation engine or formatting-preserving document pipeline was established. Sources: typingmind:typingmind:manage-ai-models, typingmind:typingmind:system-prompts-on-admin-panel.
glossaries Are company glossaries supported? [unknown]: Are company glossaries supported? No whole-document formatting-preserving translation fixture, company glossary engine or Swiss language-quality test was retrieved.
formality_and_variants Can formality and regional variants (de-CH) be set? [partial]: Global and agent instructions can specify tone and language, but no dedicated de-CH/formality switch or quality guarantee was established. Sources: typingmind:typingmind:system-prompts-on-admin-panel.
writing_tools Are dedicated rewrite and proofreading tools available? [partial]: Shared prompts and marketing-writing workflows support rewriting tasks; a dedicated proofreading interface and correction-quality fixture were not established. Sources: typingmind:typingmind:build-a-shared-prompt-library, typingmind:typingmind:ad-creative-generator.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:manage-ai-models, typingmind:typingmind:system-prompts-on-admin-panel, typingmind:typingmind:build-a-shared-prompt-library, typingmind:typingmind:ad-creative-generator.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

GPT Image generation and editing use customer API credentials and controllable plugins.

Availability: generally-available · Delivery: native
Scope: surfaces=TypingMind Teams SaaS chat and Admin Panel; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=Teams plugin access on Starter/Growth/Professional; Professional for group-based image-plugin governance; add_ons=Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services; deployment_mode=multi-tenant-saas; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

Limitations

Documented findings only; unestablished atomic questions remain explicit gaps.

image_generation Can users generate images, with which models? [supported]: The GPT Image 2.5 plugin documents image generation through the customer’s OpenAI API. Sources: typingmind:typingmind:image.
image_editing Can users edit uploaded images? [supported]: The October 2 changelog says GPT Image editing accepts any image in a chat, including attachments and artifact images. Sources: typingmind:typingmind:release, typingmind:typingmind:image.
admin_control Can admins restrict image generation? [partial]: Professional admins restrict the image plugin by user group. Coverage of every provider-native image route remains unverified. Sources: typingmind:typingmind:restrict-plugin-access, typingmind:typingmind:r2-plan-matrix.
usage_terms What usage rights apply to output? [partial]: The Terms say users own their content, subject to provider terms. No independent clearance of third-party rights or all model-provider output licences was performed. Sources: typingmind:typingmind:terms-of-service.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:image, typingmind:typingmind:release, typingmind:typingmind:restrict-plugin-access, typingmind:typingmind:r2-plan-matrix, typingmind:typingmind:terms-of-service.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

Dictation, read-aloud and audio-summary workflows are documented; live meetings and Swiss German quality are unknown.

Limitations

Documented findings only; unestablished atomic questions remain explicit gaps.

dictation Can users dictate prompts? [supported]: Dictation uses browser speech recognition or customer OpenAI Whisper, Groq or Azure transcription credentials; Teams admins configure keys. Sources: typingmind:typingmind:voice.
read_aloud Can answers be read aloud? [supported]: Browser speech, ElevenLabs or OpenAI TTS reads answers aloud with playback/autoplay controls. Sources: typingmind:typingmind:tts.
voice_conversation Is a live voice mode available? [unknown]: Is a live voice mode available? No full-duplex live voice mode, Swiss German audio fixture or native meeting-attendance integration was established.
meeting_summaries Are meetings transcribed and summarised? [partial]: The meeting-summarizer workflow uses recorded audio transcription and LLM summaries; Whisper upload is capped at 25MB. No live meeting bot or diarization quality test was established. Sources: typingmind:typingmind:meeting-summarizer, typingmind:typingmind:voice.
swiss_german_speech Is Swiss German speech recognised? [unknown]: Is Swiss German speech recognised? No full-duplex live voice mode, Swiss German audio fixture or native meeting-attendance integration was established.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:voice, typingmind:typingmind:tts, typingmind:typingmind:meeting-summarizer.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: supported

Toolbox executes code locally and produces charts and Office documents; Growth includes Canvas.

Availability: generally-available · Delivery: native
Scope: surfaces=TypingMind Teams SaaS chat and Admin Panel; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=Teams Growth/Professional for Canvas; Toolbox on tool-capable models with separate API usage; add_ons=Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services; deployment_mode=multi-tenant-saas; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

data_analysis Can it analyse spreadsheets with executed code? [supported]: Toolbox runs Python/JavaScript in the browser, including tabular analysis libraries. Network is disabled by default; analysis is not a vendor EU code-execution guarantee. Sources: typingmind:typingmind:toolbox.
charts Can it produce charts? [supported]: Toolbox supports chart generation with Plotly and Bokeh. Sources: typingmind:typingmind:toolbox.
office_file_output Can it create Word, Excel or PowerPoint files? [supported]: Toolbox creates/edits documents, spreadsheets, presentations and PDFs, including Office formats. Sources: typingmind:typingmind:toolbox.
canvas_editing Is there a document or canvas editor for iterating on output? [supported]: The Teams plan comparison lists Canvas and Artifacts for Growth and Professional. Sources: typingmind:typingmind:compare-typingmind-team-plans.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:toolbox, typingmind:typingmind:compare-typingmind-team-plans.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

Shared agents and prompt libraries are documented, but collaborative project/chat boundaries are not established.

Limitations

Documented findings only; unestablished atomic questions remain explicit gaps.

share_chats Can chats be shared inside the organisation? [unknown]: Can chats be shared inside the organisation? No Teams-specific shared-chat recipient ACL/redaction guarantee, simultaneous multi-person AI conversation or source-permission sharing fixture was established.
team_spaces Are shared projects or workspaces available? [partial]: Teams share an agent catalogue and prompt library; project-scoped memory is documented. Shared project membership and cross-user workspace semantics were not established. Sources: typingmind:typingmind:build-a-shared-ai-agent-collection, typingmind:typingmind:build-a-shared-prompt-library, typingmind:typingmind:release.
group_chat Can several people chat together with the AI? [unknown]: Can several people chat together with the AI? No Teams-specific shared-chat recipient ACL/redaction guarantee, simultaneous multi-person AI conversation or source-permission sharing fixture was established.
share_permission_boundary Does sharing respect the recipient's access to sources? [unknown]: Does sharing respect the recipient's access to sources? No Teams-specific shared-chat recipient ACL/redaction guarantee, simultaneous multi-person AI conversation or source-permission sharing fixture was established.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

Multilingual capability is advertised without a verified DACH UI or accessibility matrix.

Limitations

Documented findings only; unestablished atomic questions remain explicit gaps.

ui_languages Which UI languages are offered? [partial]: Teams plan documentation advertises a multilingual chat interface and a public translation collaboration project exists. A complete current language list was not established. Sources: typingmind:typingmind:compare-typingmind-team-plans, typingmind:typingmind:translations.
dach_language_quality Are German, French and Italian UIs complete and natural? [unknown]: Are German, French and Italian UIs complete and natural? No complete German/French/Italian UI review, German Admin Panel guarantee, WCAG conformance statement or assistive-technology fixture was retrieved.
accessibility_statement Is there a WCAG conformance statement? [unknown]: Is there a WCAG conformance statement? No complete German/French/Italian UI review, German Admin Panel guarantee, WCAG conformance statement or assistive-technology fixture was retrieved.
admin_ui_languages Is the admin interface available in German? [unknown]: Is the admin interface available in German? No complete German/French/Italian UI review, German Admin Panel guarantee, WCAG conformance statement or assistive-technology fixture was retrieved.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:compare-typingmind-team-plans, typingmind:typingmind:translations.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

Teams Professional provides SAML SSO and OAuth/OIDC options.

Availability: generally-available · Delivery: native
Scope: surfaces=TypingMind Teams SaaS chat and Admin Panel; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=Teams Professional identity features; add_ons=Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services; deployment_mode=multi-tenant-saas; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

Limitations

Documented findings only; unestablished atomic questions remain explicit gaps.

sso_protocols Which SSO protocols and identity providers work? [supported]: SAML SSO accepts IdP metadata and multiple connections; OAuth/OIDC includes Microsoft, Google and custom provider configuration. Sources: typingmind:typingmind:sso, typingmind:typingmind:o-auth-2-0.
sso_plan Which plan includes SSO? [supported]: The plan comparison places SSO/OAuth and Directory Sync in Professional. Sources: typingmind:typingmind:compare-typingmind-team-plans.
mfa Can MFA be enforced? [partial]: The DPA security measures mention MFA and SSO; documented tenant-level enforcement settings and IdP MFA propagation were not verified. Sources: typingmind:typingmind:data-processing-agreement.
conditional_access Do Entra conditional-access policies apply? [unknown]: Do Entra conditional-access policies apply? No Entra conditional-access test or verified-domain capture/mandatory login policy was established.
domain_capture Can the company claim its email domain? [unknown]: Can the company claim its email domain? No Entra conditional-access test or verified-domain capture/mandatory login policy was established.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:sso, typingmind:typingmind:o-auth-2-0, typingmind:typingmind:compare-typingmind-team-plans, typingmind:typingmind:data-processing-agreement.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

Professional supports SCIM, group sync and JIT; OAuth revocation alone does not remove a seat.

Availability: generally-available · Delivery: native
Scope: surfaces=TypingMind Teams SaaS chat and Admin Panel; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=Teams Professional Directory Sync; distinguish SCIM suspension from OAuth revocation; add_ons=Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services; deployment_mode=multi-tenant-saas; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

Limitations

Documented findings only; unestablished atomic questions remain explicit gaps.

scim Is SCIM provisioning supported? [supported]: SCIM v2 creates, updates and suspends users from a compatible IdP. Sources: typingmind:typingmind:scim.
group_sync Are identity-provider groups synced? [supported]: Directory Sync assigns users to corresponding groups received from the identity provider. Sources: typingmind:typingmind:scim.
jit_provisioning Are users created at first login? [supported]: OAuth login can create a user on first sign-in and consumes an available seat; creation fails without a free seat. Sources: typingmind:typingmind:o-auth-2-0.
deprovisioning What happens to a removed user's data and shared assets? [partial]: SCIM suspends users; separate OAuth docs warn that revoking IdP authorization alone does not remove an existing user, requiring admin removal. Shared asset ownership, deletion and session-revocation timing are not established. Sources: typingmind:typingmind:scim, typingmind:typingmind:o-auth-2-0.
seat_assignment Can admins assign and reclaim seats? [partial]: Admins invite/manage users and JIT consumes purchased seats. Exact seat reclamation timing, licence proration and asset transfer were not established. Sources: typingmind:typingmind:invite-team-members, typingmind:typingmind:o-auth-2-0.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:scim, typingmind:typingmind:o-auth-2-0, typingmind:typingmind:invite-team-members.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

Custom admin roles and user groups provide delegated management and feature availability controls.

Availability: generally-available · Delivery: native
Scope: surfaces=TypingMind Teams SaaS chat and Admin Panel; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=Teams Professional custom roles, resource groups and usage limits; add_ons=Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services; deployment_mode=multi-tenant-saas; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

Limitations

Documented findings only; unestablished atomic questions remain explicit gaps.

admin_roles Which admin roles exist, and can admin rights be delegated? [supported]: Default Admin has highest permissions. Owners create custom roles for models, plugins, agents, reporting, billing, users, keys, KB and portal settings. Users may hold multiple roles; the former Content Moderator preset was removed. Sources: typingmind:typingmind:roles-and-permissions.
groups Can permissions be set per group? [supported]: User groups govern resource visibility and limits. Admin roles are assigned to individual members; assigning roles to groups is still described as coming soon. Sources: typingmind:typingmind:roles-and-permissions, typingmind:typingmind:create-and-manage-user-groups.
feature_toggles Which features can be switched on or off per group? [supported]: Professional provides model, agent and plugin group availability/usage controls through resource Access/Limit settings; the plan matrix separately lists per-user prompt visibility. CSS/themes are excluded from this permission finding. Sources: typingmind:typingmind:restrict-model-access, typingmind:typingmind:restrict-ai-agents-access, typingmind:typingmind:restrict-plugin-access, typingmind:typingmind:r2-plan-matrix.
multi_entity Can subsidiaries or departments be separated within one contract? [unknown]: Can subsidiaries or departments be separated within one contract? No multi-subsidiary legal/entity separation, independent subtenant keys or consolidated contract administration was established.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:roles-and-permissions, typingmind:typingmind:create-and-manage-user-groups, typingmind:typingmind:restrict-model-access, typingmind:typingmind:restrict-ai-agents-access, typingmind:typingmind:restrict-plugin-access, typingmind:typingmind:r2-plan-matrix.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

Teams analytics reports adoption and consumption, including identifiable user breakdowns.

Availability: generally-available · Delivery: native
Scope: surfaces=TypingMind Teams SaaS chat and Admin Panel; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=Teams Professional analytics; add_ons=Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services; deployment_mode=multi-tenant-saas; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

Limitations

Documented findings only; unestablished atomic questions remain explicit gaps.

adoption_dashboard Is there an adoption dashboard? [supported]: Dashboard counts active users, messages, conversations, characters and estimated tokens over a selected period. Sources: typingmind:typingmind:chatbot-analytics.
breakdowns Can usage be broken down by group, model, feature and assistant? [supported]: Reporting filters by user, group, model and agent; a complete per-feature cost map was not established. Sources: typingmind:typingmind:chatbot-analytics.
export Can usage data be exported? [partial]: Charts can be downloaded; a complete raw usage ledger export format was not established. Sources: typingmind:typingmind:chatbot-analytics.
privacy_modes Can per-person reporting be limited or pseudonymised? [unknown]: Can per-person reporting be limited or pseudonymised? No pseudonymised reporting mode or enforceable per-person aggregation threshold was established.

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

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

Admins can inspect estimated consumption and set token/message limits; monetary budgets are unestablished.

Availability: generally-available · Delivery: native
Scope: surfaces=TypingMind Teams SaaS chat and Admin Panel; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=Teams Professional; API charges billed directly by customer providers; add_ons=Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services; deployment_mode=multi-tenant-saas; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

Limitations

Documented findings only; unestablished atomic questions remain explicit gaps.

cost_visibility Can admins see cost or consumption per user and group? [partial]: Analytics shows estimated token and character usage per user/group/model/agent. Customer model bills remain external; reconciled currency cost is not established. Sources: typingmind:typingmind:chatbot-analytics.
budgets Can budgets be set per user or group? [partial]: Admins configure reusable token/message/character limits for users/groups and resources, rather than an evidenced currency-denominated budget. Sources: typingmind:typingmind:usage-limits.
budget_enforcement Does reaching a budget alert, block or downgrade? [partial]: Users are shown applicable limits, but hard monetary blocking, alerts, downgrade and in-flight overshoot semantics were not established. Sources: typingmind:typingmind:usage-limits.
chargeback Can costs be exported per cost centre? [unknown]: Can costs be exported per cost centre? No cost-centre chargeback ledger or exact monetary budget-enforcement documentation was retrieved.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:chatbot-analytics, typingmind:typingmind:usage-limits.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

Optional chat recording exposes prompts and answers to authorized admins with retention and JSON export.

Availability: generally-available · Delivery: native
Scope: surfaces=TypingMind Teams SaaS chat and Admin Panel; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=Teams Professional chat logs; logging must be enabled; add_ons=Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services; deployment_mode=multi-tenant-saas; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

Limitations

Documented findings only; unestablished atomic questions remain explicit gaps.

admin_events Are admin and security events logged? [unknown]: Are admin and security events logged? No first-party security/admin event catalogue, legal hold or eDiscovery workflow was established.
content_logging Can prompts and answers be retained for compliance, and is it configurable? [supported]: Record all chats is opt-in and off by default; authorized Admin Panel roles can view saved user prompts and model responses. Sources: typingmind:typingmind:view-and-export-user-chat-logs, typingmind:typingmind:export-chat-logs, typingmind:typingmind:roles-and-permissions.
siem_export Can logs stream to a SIEM or be exported? [partial]: An API exports recorded chats as JSON, last 100 matching conversations per request with date filtering. Native SIEM streaming and complete audit-event export were not established. Sources: typingmind:typingmind:export-chat-logs.
ediscovery Are eDiscovery and legal hold supported? [unknown]: Are eDiscovery and legal hold supported? No first-party security/admin event catalogue, legal hold or eDiscovery workflow was established.
log_retention How long are logs kept? [partial]: Admins set chat retention and old records are permanently deleted. A default duration and separate admin/security log retention were not established. Sources: typingmind:typingmind:view-and-export-user-chat-logs.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:view-and-export-user-chat-logs, typingmind:typingmind:export-chat-logs, typingmind:typingmind:roles-and-permissions.

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.

TypingMind / TypingMind Teams

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-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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

Global instructions can govern chat behaviour, but policy acceptance and violation reporting remain unknown.

Availability: generally-available · Delivery: native
Scope: surfaces=TypingMind Teams SaaS chat and Admin Panel; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=Teams SaaS global instructions; Professional for group/resource plugin restrictions; add_ons=Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services; deployment_mode=multi-tenant-saas; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

Limitations

Documented findings only; unestablished atomic questions remain explicit gaps.

org_instructions Can admins set organisation-wide instructions? [supported]: Admins set hidden global system instructions, few-shot examples and post-message reminders across chats and agents. Sources: typingmind:typingmind:system-prompts-on-admin-panel.
usage_notice Can users be required to accept a usage policy? [unknown]: Can users be required to accept a usage policy? No mandatory policy-acceptance record, enforcement-grade content filter or admin policy-hit report was established.
content_filters Are content filters configurable? [partial]: Admins configure model-followed instructions; Professional separately restricts plugin availability by group. Neither establishes deterministic PII/content filtering or a policy-enforcement engine. Sources: typingmind:typingmind:system-prompts-on-admin-panel, typingmind:typingmind:restrict-plugin-access, typingmind:typingmind:r2-plan-matrix.
violation_reporting Are policy hits visible to admins? [unknown]: Are policy hits visible to admins? No mandatory policy-acceptance record, enforcement-grade content filter or admin policy-hit report was established.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:system-prompts-on-admin-panel, typingmind:typingmind:restrict-plugin-access, typingmind:typingmind:r2-plan-matrix.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

EU SaaS storage is optional; inference, tools and support are separate residency questions.

Availability: generally-available · Delivery: native
Scope: surfaces=TypingMind Teams SaaS chat and Admin Panel, Commercial self-hosted TypingMind Teams server; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=TypingMind Teams SaaS; Starter, Growth and Professional prerequisites stated per answer; Business quote not obtained; add_ons=Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services; deployment_mode=not specified; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

Limitations

Documented findings only; unestablished atomic questions remain explicit gaps.

storage_region Where are chats, files and indexes stored? [partial]: Teams offers US and opt-in EU instances. The EU guide names Vercel web hosting and AWS database resources; exact file/index/backup components are not fully enumerated. Sources: typingmind:typingmind:eu-data-center, typingmind:typingmind:privacy-policy.
inference_region Where do model calls run, per provider? [supported]: The EU guide explicitly warns model calls may go outside the EU. Customers can choose an EU Azure endpoint or private/local model; this is not an all-provider EU inference promise. Sources: typingmind:typingmind:eu-data-center.
backups_logs_region Where are backups, logs and telemetry? [unknown]: Where are backups, logs and telemetry? Backup, telemetry, support-access country matrix and contractual Swiss-only end-to-end processing were not established.
support_access_region From where can vendor staff access data? [partial]: The DPA identifies the processor at a Da Nang, Vietnam address and requires need-to-know confidentiality; actual operational staff access countries and restrictions were not established. Sources: typingmind:typingmind:data-processing-agreement.
swiss_hosting Is Swiss hosting available? [partial]: Customer self-host can run on operator-selected infrastructure, but no vendor-operated Swiss SaaS region or complete CH-only processing undertaking was established. Sources: typingmind:typingmind:selfhost, typingmind:typingmind:get-started-with-self-host-installation-instruct.
residency_plan Which plan or option provides residency? [supported]: The EU instance is an account/instance choice for Teams SaaS. Self-host is a separate quoted annual commercial licence, not the personal licence. Sources: typingmind:typingmind:eu-data-center, typingmind:typingmind:selfhost.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:eu-data-center, typingmind:typingmind:privacy-policy, typingmind:typingmind:data-processing-agreement, typingmind:typingmind:selfhost, typingmind:typingmind:get-started-with-self-host-installation-instruct.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

Teams offers multitenant SaaS and a separate commercial self-host package; offline operation is not established.

Availability: generally-available · Delivery: native
Scope: surfaces=TypingMind Teams SaaS chat and Admin Panel, Commercial self-hosted TypingMind Teams server; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=TypingMind Teams SaaS; Starter, Growth and Professional prerequisites stated per answer; Business quote not obtained; add_ons=Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services; deployment_mode=not specified; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

Limitations

Marketing language about data staying on customer infrastructure must be read with model, embedding, licence and update egress requirements.

multi_tenant_saas Is a shared SaaS offered? [supported]: The privacy policy explicitly describes Teams as server-stored multitenant SaaS, unlike the default local-storage personal app. Sources: typingmind:typingmind:privacy-policy.
dedicated_instance Is a dedicated single-tenant instance offered, from what size? [partial]: Self-host permits one customer-operated instance with five included users. A separate vendor-operated dedicated SaaS service and its minimum were not established. Sources: typingmind:typingmind:selfhost.
customer_cloud Can it run in the customer's own cloud account, from what size? [supported]: A quoted self-host licence runs the NodeJS service, MySQL, optional PostgreSQL KB and blob store in the customer’s cloud account. Sources: typingmind:typingmind:selfhost, typingmind:typingmind:get-started-with-self-host-installation-instruct.
on_premise Can the whole platform run on customer infrastructure, from what size? [supported]: The self-host package can run on customer infrastructure with Docker/NodeJS and required databases; five users and one instance are included under the annual quote. Sources: typingmind:typingmind:selfhost.
air_gapped Can it run without internet access? [partial]: The self-host FAQ lists external model requests plus update and licence checks. Private models reduce model egress, while the optional KB guide still requires OpenAI embeddings. A supported air-gapped licence was not established. Sources: typingmind:typingmind:selfhost, typingmind:typingmind:get-started-with-self-host-installation-instruct.
mode_feature_gaps Which features are missing outside SaaS? [supported]: Self-host releases lag cloud by approximately one to three weeks; optional KB needs additional infrastructure, external OAuth setup and OpenAI embeddings. SLA/dedicated support is a separate paid option. Sources: typingmind:typingmind:selfhost, typingmind:typingmind:setup-external-connectors-for-knowledge-base, typingmind:typingmind:get-started-with-self-host-installation-instruct.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:privacy-policy, typingmind:typingmind:selfhost, typingmind:typingmind:get-started-with-self-host-installation-instruct, typingmind:typingmind:setup-external-connectors-for-knowledge-base.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

TypingMind asserts no vendor training; customer provider contracts control training and retention.

Limitations

Documented findings only; unestablished atomic questions remain explicit gaps.

vendor_training Does the vendor train on customer content? [supported]: The published policy says TypingMind does not use conversations for AI training. This is a vendor policy assertion, not an independently verified contract-wide audit. Sources: typingmind:typingmind:data-usage-and-model-training-policy.
provider_training Do model providers train on it under this product's contracts? [partial]: Teams uses customer provider keys and direct customer provider contracts. The policy summarizes provider-specific training defaults; this pass did not verify every provider contract or free/paid API variant. Sources: typingmind:typingmind:set-up-api-keys, typingmind:typingmind:data-usage-and-model-training-policy.
provider_retention How long do model providers keep prompts, including for abuse monitoring? [partial]: The policy discusses provider-dependent abuse monitoring, retention and paid/unpaid distinctions; no uniform current retention duration applies to every customer-selected route. Sources: typingmind:typingmind:data-usage-and-model-training-policy.
zero_retention Is zero data retention available, and on which plan? [partial]: A customer may select a provider/endpoint with suitable terms, but no TypingMind-wide ZDR entitlement, plan or complete exception matrix was established. Sources: typingmind:typingmind:data-usage-and-model-training-policy, typingmind:typingmind:eu-data-center.
human_review Can provider staff review content? [partial]: TypingMind’s provider summary says OpenAI authorized employees may review API data for abuse/legal compliance. Its Gemini section distinguishes paid no-training from unpaid improvement use and says human reviewers may read/annotate/process inputs and outputs for quality improvement. These are qualified vendor summaries, not verified terms for every customer paid/unpaid endpoint, ZDR approval or actual account. Sources: typingmind:typingmind:data-usage-and-model-training-policy.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:data-usage-and-model-training-policy, typingmind:typingmind:set-up-api-keys, typingmind:typingmind:eu-data-center.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

Admins control recorded chat retention; termination deletion/return is contractual without a fixed public completion window.

Availability: generally-available · Delivery: native
Scope: surfaces=TypingMind Teams SaaS chat and Admin Panel; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=Teams Professional for admin chat recording/retention; general service privacy/DPA rights separate from personal/local history; add_ons=Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services; deployment_mode=multi-tenant-saas; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

Limitations

Documented findings only; unestablished atomic questions remain explicit gaps.

default_retention What is retained and for how long by default? [partial]: Professional admin chat recording is off by default; that is separate from user-visible history and personal browser storage. The privacy policy separately mentions90-day unpaid-account inactivity deletion with warning; a paid Teams history lifetime is not specified. Sources: typingmind:typingmind:export-chat-logs, typingmind:typingmind:privacy-policy, typingmind:typingmind:r2-plan-matrix.
admin_retention Can admins set retention periods? [supported]: Professional chat-log settings set recorded-chat retention, with permanent deletion of older records. No personal/local or backup deletion interval is inferred. Sources: typingmind:typingmind:view-and-export-user-chat-logs, typingmind:typingmind:r2-plan-matrix.
user_deletion Can users delete their chats and files permanently? [partial]: The privacy policy provides data-erasure rights; immediate permanent deletion across Teams files, backups and logs by the user UI was not established. Sources: typingmind:typingmind:privacy-policy.
contract_end_deletion What is deleted at contract end, and when? [partial]: The DPA permits customer-choice deletion or return and certification on request, subject to legal retention; a fixed completion deadline and self-serve export window are not specified. Sources: typingmind:typingmind:data-processing-agreement.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:export-chat-logs, typingmind:typingmind:privacy-policy, typingmind:typingmind:r2-plan-matrix, typingmind:typingmind:view-and-export-user-chat-logs, typingmind:typingmind:data-processing-agreement.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

A public DPA lists processors and transfer measures; vendor legal jurisdiction differs from hosting region.

Limitations

Documented findings only; unestablished atomic questions remain explicit gaps.

subprocessor_list Is a dated sub-processor list published? [partial]: DPA Appendix II publishes a subprocessor list; no standalone dated list revision was visible in the retrieved document. Sources: typingmind:typingmind:data-processing-agreement.
subprocessor_countries Which countries do sub-processors operate in? [supported]: The list includes AWS US/Germany, Render US, Vercel US/EU, US services including Sentry/Axiom/Customer.io/Stripe/HelpScout/Mailgun and Paddle US/UK. EU storage does not remove these separate vendor paths. Sources: typingmind:typingmind:data-processing-agreement.
change_notification Are customers notified of sub-processor changes? [supported]: DPA 7.8 says the processor will endeavor to give 30 days’ notice of additions/replacements, with 15 days for objections; preserve the qualified notice wording. Sources: typingmind:typingmind:data-processing-agreement.
parent_jurisdiction Which jurisdiction governs the vendor and its parent? [partial]: Terms identify Typing Technology Co Ltd with Singapore governing law; the DPA gives a Vietnam processor address. Parent ownership/jurisdiction and actual staff locations were not independently established. Sources: typingmind:typingmind:terms-of-service, typingmind:typingmind:data-processing-agreement.
transfer_mechanism Which transfer mechanism applies to non-EU/CH processing? [supported]: DPA 7.9 and its SCC appendix provide EU transfer safeguards, subject to actual processing configuration; a Swiss-specific addendum was not established. Sources: typingmind:typingmind:data-processing-agreement.
government_access_policy Is there a published government-access or transparency policy? [partial]: The privacy policy allows disclosures for authorized legal requests; no separate transparency report or detailed government-request policy was retrieved. Sources: typingmind:typingmind:privacy-policy.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:data-processing-agreement, typingmind:typingmind:terms-of-service, typingmind:typingmind:privacy-policy.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

A public GDPR DPA and Singapore-law business terms are available; Swiss and sector-specific undertakings remain gaps.

Limitations

Documented findings only; unestablished atomic questions remain explicit gaps.

dpa Is a DPA available, and is it negotiable? [partial]: A public fillable GDPR Article 28 DPA names the processor, security measures and SCCs. Whether bespoke negotiation is available was not established. Sources: typingmind:typingmind:data-processing-agreement.
revdsg_gdpr Does the DPA cover revDSG and GDPR? [partial]: The DPA expressly addresses GDPR and SCCs; explicit revised Swiss FADP/revDSG coverage was not established. Sources: typingmind:typingmind:data-processing-agreement.
governing_law Which law and court govern the contract? [supported]: The September 17, 2026 Terms use Singapore law, with SIAC English-language business arbitration; the DPA SCC appendix separately uses EU exporter-state law/forum where applicable. Sources: typingmind:typingmind:terms-of-service, typingmind:typingmind:data-processing-agreement.
ai_act_materials Is EU AI Act documentation provided? [unknown]: Is EU AI Act documentation provided? No EU AI Act compliance package, FINMA outsourcing materials or dedicated professional-secrecy agreement was retrieved.
sector_materials Are FINMA or other sector materials provided? [unknown]: Are FINMA or other sector materials provided? No EU AI Act compliance package, FINMA outsourcing materials or dedicated professional-secrecy agreement was retrieved.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:data-processing-agreement, typingmind:typingmind:terms-of-service.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

The self-host page claims SOC 2 Type II. A report with auditor, period and covered-service scope was not retrieved, and other attestations remain unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=Commercial self-hosted TypingMind Teams server; version=Public self-host page retrieved 2026-10-26; no certificate verified; plan=Commercial Teams self-host marketing assurance claim; no customer report or SaaS certificate scope inferred; add_ons=Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services; deployment_mode=not specified; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

Limitations

Vendor assertion only. No independently verified report, certificate scope or validity was accessed; trust.typingmind.com returned HTTP 403.

iso_27001 ISO 27001 with scope and validity? [unknown]: ISO 27001 with scope and validity? Trust Center access returned HTTP 403. The retrieved DPA security appendix is not an ISO/SOC/C5 certificate. Issuer, service scope, validity/report period, report-access process and independent penetration-test summary were not retrieved.
soc2 SOC 2 type, period and covered service? [partial]: The vendor advertises SOC 2 Type II on the Teams self-host page. Auditor, report period, covered entity/service and applicability to a customer-operated deployment are unverified. Sources: typingmind:typingmind:r4-soc2-selfhost-claim.
c5 BSI C5 attestation? [unknown]: BSI C5 attestation? Trust Center access returned HTTP 403. The retrieved DPA security appendix is not an ISO/SOC/C5 certificate. Issuer, service scope, validity/report period, report-access process and independent penetration-test summary were not retrieved.
other_certifications Which other certificates (27701, 42001, TISAX)? [unknown]: Which other certificates (27701, 42001, TISAX)? Trust Center access returned HTTP 403. The retrieved DPA security appendix is not an ISO/SOC/C5 certificate. Issuer, service scope, validity/report period, report-access process and independent penetration-test summary were not retrieved.
report_access How can customers obtain reports? [unknown]: How can customers obtain reports? Trust Center access returned HTTP 403. The retrieved DPA security appendix is not an ISO/SOC/C5 certificate. Issuer, service scope, validity/report period, report-access process and independent penetration-test summary were not retrieved.
pentest Are independent penetration test summaries available? [unknown]: Are independent penetration test summaries available? Trust Center access returned HTTP 403. The retrieved DPA security appendix is not an ISO/SOC/C5 certificate. Issuer, service scope, validity/report period, report-access process and independent penetration-test summary were not retrieved.

Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-25. Sources: typingmind:typingmind:r4-soc2-selfhost-claim.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

Encryption and private self-host infrastructure are documented without a SaaS customer-key guarantee.

Availability: generally-available · Delivery: native
Scope: surfaces=TypingMind Teams SaaS chat and Admin Panel, Commercial self-hosted TypingMind Teams server, TypingMind personal browser app and PWA; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=Teams SaaS US/EU storage; separately quoted annual Teams self-host network controls; personal local-key claims explicitly separate; add_ons=Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services; deployment_mode=not specified; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

Limitations

Teams OpenAI route: server requests using centrally configured admin keys. Personal direct-browser/local-key assertions are not inherited by Teams.
The generic policy versus Teams FAQ scope discrepancy remains visible pending policy clarification.

encryption_at_rest Is data encrypted at rest? [partial]: The EU guide says stored information is encrypted; exact cipher, key ownership and component coverage were not established. Personal optional cloud encryption is a different surface. Sources: typingmind:typingmind:eu-data-center, typingmind:typingmind:privacy-policy.
customer_managed_keys Can the customer manage or hold the keys? [unknown]: Can the customer manage or hold the keys? No Teams SaaS customer-managed/held encryption-key option or complete private-connectivity configuration was established.
private_networking Is private connectivity or IP restriction available? [partial]: Self-host permits customer network placement; localhost/private custom endpoints require ALLOW_UNSAFE_USER_ENDPOINTS. SaaS private links, IP allowlisting and private model routing were not established. Sources: typingmind:typingmind:get-started-with-self-host-installation-instruct.
tenant_isolation How are customers separated in shared SaaS? [partial]: The privacy policy calls Teams multitenant; logical isolation implementation and independent tenant-boundary testing were not established. Sources: typingmind:typingmind:privacy-policy.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:eu-data-center, typingmind:typingmind:privacy-policy, typingmind:typingmind:get-started-with-self-host-installation-instruct, typingmind:typingmind:r2-teams-server-route.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

General GDPR confidentiality and configurable admin/model access are documented; a specific §203 or Art321 undertaking is unverified.

Availability: generally-available · Delivery: native
Scope: surfaces=TypingMind Teams SaaS chat and Admin Panel, Commercial self-hosted TypingMind Teams server; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=Teams SaaS Professional chat governance and separately quoted self-host licence; ordinary public DPA; add_ons=Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services; deployment_mode=not specified; region=US/EU SaaS or customer self-host placement; customer provider contracts separate; os=not specified.

Limitations

DPA confidentiality, direct provider contracts and self-host placement alone do not establish professional-secrecy suitability.
No legal suitability or compliance conclusion.

secrecy_undertaking Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff? [unknown]: DPA7.4(c) limits personnel access and requires confidentiality/statutory duties. No signed/signon §203 StGB or Art321 StGB professional-secrecy undertaking was retrieved; ordinary GDPR confidentiality is not treated as that agreement.
subprocessor_coverage Does the undertaking extend to its sub-processors, and is that documented? [unknown]: DPA7.8(d)-(e) requires substantially equivalent data-protection obligations and allows a redacted subprocessor agreement on request. A dedicated professional-secrecy undertaking flowing to subprocessors was not established.
secrecy_offering Is it a dedicated offering or add-on, and on which plan? [unknown]: No specific professional-secrecy package/add-on or SaaS/self-host plan entitlement was established. Customer-operated infrastructure and the commercial self-host licence do not by themselves prove that undertaking.
content_access Who can access content in plain text: vendor staff, sub-processors, model providers? [partial]: SaaS authorized personnel may access data only as needed under the DPA; customer admins with chat-log permission may inspect recorded prompts/answers when logging is enabled. Selected customer API providers process content; self-host placement changes operator access but model/embedding/blob routes remain relevant. A complete plaintext support/subprocessor/provider human-access matrix was not retrieved. Sources: typingmind:typingmind:dpa-confidentiality, typingmind:typingmind:view-and-export-user-chat-logs, typingmind:typingmind:roles-and-permissions, typingmind:typingmind:set-up-api-keys, typingmind:typingmind:get-started-with-self-host-installation-instruct.
secrecy_documentation Is the offering publicly documented (contract template, data-flow description, professional-body guidance)? [unknown]: Public DPA, security appendix, processor list and self-host data-flow guides were retrieved. Targeted first-party search did not establish a professional-secrecy contract template, DE/CH-specific data-flow addendum or professional-body guidance.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:dpa-confidentiality, typingmind:typingmind:view-and-export-user-chat-logs, typingmind:typingmind:roles-and-permissions, typingmind:typingmind:set-up-api-keys, typingmind:typingmind:get-started-with-self-host-installation-instruct.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

Teams subscriptions, personal one-time licences and self-host annual quotes are separate cost structures.

Availability: generally-available · Delivery: native
Scope: surfaces=TypingMind Teams SaaS chat and Admin Panel, Commercial self-hosted TypingMind Teams server, TypingMind personal browser app and PWA; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=Teams SaaS Starter/Growth/Professional/quoted Business; separate annual Teams self-host quote; personal Standard/Extended/Premium one-time licences and separate bulk pack; add_ons=Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services; deployment_mode=not specified; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

Limitations

Documented findings only; unestablished atomic questions remain explicit gaps.

pricing_unit What is the pricing unit? [supported]: Teams SaaS uses recurring instance/seats billing; commercial Teams self-host is an annual quoted licence per instance. Personal one-time licences, including the separate shareable bulk pack, do not establish a Teams administration entitlement. Sources: typingmind:typingmind:pricing, typingmind:typingmind:cloud-host-vs-self-host, typingmind:typingmind:r2-personal-bulk-licence.
list_prices What are list prices per plan, with date and currency? [supported]: As retrieved October 21, annual-selected landing cards display USD83/166/249 per month Starter/Growth/Professional (Professional crossed-out USD499). The documentation’s monthly table lists USD99/199/299 plus USD8/additional user/month. Business starts USD18,700/year by quote; conditional “as low as USD4/user/month” is not a universal rate. Sources: typingmind:typingmind:pricing, typingmind:typingmind:compare-typingmind-team-plans.
included_usage What usage is included? [supported]: All SaaS tiers include five users and unlimited configured models/agents/plugins/prompts, excluding provider API usage. One million KB training characters belongs to the Growth/Professional RAG guide, still labeled Early Access; no Starter KB allowance is inferred. Sources: typingmind:typingmind:r2-plan-matrix, typingmind:typingmind:how-knowledge-base-works-in-typingmind-team.
add_ons Which features cost extra? [supported]: Additional seats, KB character capacity, model APIs and third-party plugin services are separate; self-host SLA/dedicated support is an add-on. Sources: typingmind:typingmind:pricing, typingmind:typingmind:selfhost, typingmind:typingmind:deep-research.
overage What do usage beyond limits and premium models cost? [partial]: Model usage is billed by the customer’s chosen provider. No unified TypingMind premium-model tariff applies; extra KB capacity and Business/self-host scope require current checkout or quote. Sources: typingmind:typingmind:pricing, typingmind:typingmind:set-up-api-keys.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:pricing, typingmind:typingmind:cloud-host-vs-self-host, typingmind:typingmind:r2-personal-bulk-licence, typingmind:typingmind:compare-typingmind-team-plans, typingmind:typingmind:r2-plan-matrix, typingmind:typingmind:how-knowledge-base-works-in-typingmind-team, typingmind:typingmind:selfhost, typingmind:typingmind:deep-research, typingmind:typingmind:set-up-api-keys.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

A conditional Professional monthly licence-plus-BYOK floor is calculable; Business and self-host totals remain unknown.

Availability: generally-available · Delivery: native
Scope: surfaces=TypingMind Teams SaaS chat and Admin Panel; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=Conditional documented Professional monthly list route; not a large-scale quote; add_ons=Model usage proxy; other add-ons unknown; deployment_mode=multi-tenant-saas; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

Limitations

Known price floor plus explicitly unpriced parts; no complete year-one TCO or negotiated price claim.

cost_200 Year-one cost at 200 users? [partial]: ALM-14 shared cost assumptions v1.4, 2026-10-21: 12 months ex VAT, 60% light100/30% regular400/10% power1500 messages per user/month, hence330; 3000 input+600 output tokens/message. Conditional undiscounted Teams Professional monthly route USD299 + USD8*(N−5) monthly, not the annual promotion or a Business quote. Direct-provider BYOK proxy gpt-6-luna, reasoning effort none, Standard short context USD0.10 input/USD0.50 output per million; no cache => USD2.376/user/year. ECB2026-10-20 EUR1=USD1.1215=CHF0.9237; USD/EUR divide1.1215, EUR/CHF multiply0.9237. For200 users: licence USD22,308 + model proxy USD475.20 = from USD22,783.20 / EUR20,314.94 / CHF18,764.91 + unknown components. Not a 200-seat quote. Sources: typingmind:typingmind:compare-typingmind-team-plans, typingmind:typingmind:pricing, typingmind:typingmind:openai-price, typingmind:typingmind:openai-model, typingmind:typingmind:fx.
cost_1000 Year-one cost at 1,000 users? [partial]: Same assumptions:1000 users licence USD99,108 + model USD2,376 = from USD101,484 / EUR90,489.52 / CHF83,585.17 + unknown components. Scale entitlement and negotiated Business alternative unverified. Sources: typingmind:typingmind:compare-typingmind-team-plans, typingmind:typingmind:pricing, typingmind:typingmind:openai-price, typingmind:typingmind:openai-model, typingmind:typingmind:fx.
cost_5000 Year-one cost at 5,000 users? [partial]: Same assumptions:5000 users licence USD483,108 + model USD11,880 = from USD494,988 / EUR441,362.46 / CHF407,686.51 + unknown components. Scale entitlement and Business alternative unverified. Sources: typingmind:typingmind:compare-typingmind-team-plans, typingmind:typingmind:pricing, typingmind:typingmind:openai-price, typingmind:typingmind:openai-model, typingmind:typingmind:fx.
variable_share Which part depends on usage? [supported]: The disclosed model proxy contributes USD2.376/user/year. Actual provider model mix, tools, images, audio, embeddings, cached/context tokens and regional API uplifts change usage. This proxy is a comparison assumption, not a vendor default or invoice. Sources: typingmind:typingmind:set-up-api-keys, typingmind:typingmind:openai-price, typingmind:typingmind:openai-model.
unknown_parts Which costs could not be priced? [supported]: Unknown: large-scale SaaS entitlement/Business quote, current checkout promotion terms, extra KB capacity, connectors/search/plugin bills, embeddings, support/implementation and optional regional processing uplift. Self-host annual commercial licence/support quote plus MySQL, optional PostgreSQL/blob/network infrastructure and operator effort are unpriced; no zero-licence OSS assumption applies. Sources: typingmind:typingmind:pricing, typingmind:typingmind:selfhost, typingmind:typingmind:get-started-with-self-host-installation-instruct, typingmind:typingmind:deep-research.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:compare-typingmind-team-plans, typingmind:typingmind:pricing, typingmind:typingmind:openai-price, typingmind:typingmind:openai-model, typingmind:typingmind:fx, typingmind:typingmind:set-up-api-keys, typingmind:typingmind:selfhost, typingmind:typingmind:get-started-with-self-host-installation-instruct, typingmind:typingmind:deep-research.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

Teams SaaS has a self-serve trial; self-host evaluation is a separate sales-gated route.

Limitations

Documented findings only; unestablished atomic questions remain explicit gaps.

free_tier Is there a free tier for business use? [partial]: The cloud offer advertises a time-limited trial rather than a documented permanent free business tier. Personal free-use rights do not supply Teams governance. Sources: typingmind:typingmind:pricing, typingmind:typingmind:typingmind-vs-typingmind-team.
self_serve_trial Is a self-serve business trial available? [supported]: The cloud-vs-self-host comparison offers a 14-day self-serve cloud trial with no upfront payment. Sources: typingmind:typingmind:cloud-host-vs-self-host.
trial_scope Do trials include SSO, connectors and admin features? [partial]: The trial provides cloud evaluation; exact trial entitlements for SSO, SCIM, connectors and API quotas were not independently established. Sources: typingmind:typingmind:cloud-host-vs-self-host.
sales_gate Does meaningful evaluation require sales contact? [supported]: Cloud starts self-serve; Business and annual self-host require a quote, and self-host has no free trial. Sources: typingmind:typingmind:pricing, typingmind:typingmind:selfhost, typingmind:typingmind:cloud-host-vs-self-host.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:pricing, typingmind:typingmind:typingmind-vs-typingmind-team, typingmind:typingmind:cloud-host-vs-self-host, typingmind:typingmind:selfhost.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

Cloud supports monthly/annual subscriptions; self-host is annual and commercial.

Availability: generally-available · Delivery: native
Scope: surfaces=TypingMind Teams SaaS chat and Admin Panel, Commercial self-hosted TypingMind Teams server; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=Teams Starter/Growth/Professional monthly or annual SaaS; quoted Business and separate annual commercial Teams self-host; add_ons=Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services; deployment_mode=not specified; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

Limitations

Documented findings only; unestablished atomic questions remain explicit gaps.

minimum_commitment What seat or spend minimum applies? [supported]: Cloud plan cards and self-host licence include five users. Business advertises a USD18,700/year starting quote; no all-scenario minimum was established. Sources: typingmind:typingmind:pricing, typingmind:typingmind:selfhost.
contract_length What contract lengths are offered? [supported]: Cloud-host vs Self-host explicitly describes monthly SaaS and annual quoted self-host subscriptions; the current SaaS landing also offers annual billing. Teams Terms specify renewal of the agreed term. Sources: typingmind:typingmind:cloud-host-vs-self-host, typingmind:typingmind:pricing, typingmind:typingmind:terms-of-service.
cancellation How can the contract be cancelled or reduced? [partial]: Cloud billing settings manage subscriptions; Terms make fixed-term Teams/self-host fees generally nonrefundable. Exact mid-term seat-reduction proration and notice deadline were not established. Sources: typingmind:typingmind:manage-your-subscription, typingmind:typingmind:terms-of-service.
local_invoicing Can it be invoiced in CHF or EUR from a European entity? [unknown]: Can it be invoiced in CHF or EUR from a European entity? CHF/EUR invoicing from a European entity, tax handling and bespoke contract negotiation were not established.
transparency_class Is pricing transparent, partial, quote-only or unknown? [supported]: Partial: public small-plan SaaS seat pricing with separate API bills, quote-only Business and self-host, and unpriced optional support/knowledge services. Sources: typingmind:typingmind:pricing, typingmind:typingmind:selfhost.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:pricing, typingmind:typingmind:selfhost, typingmind:typingmind:cloud-host-vs-self-host, typingmind:typingmind:terms-of-service, typingmind:typingmind:manage-your-subscription.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

TypingMind is commercial proprietary software; self-host access is not an open-source licence.

Availability: generally-available · Delivery: native
Scope: surfaces=TypingMind personal browser app and PWA, TypingMind Teams SaaS chat and Admin Panel, Commercial self-hosted TypingMind Teams server; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=Commercial personal licence, separate bulk pack, Teams SaaS Starter/Growth/Professional and separate commercial Teams self-host licence; personal user/device allowance unverified; add_ons=Customer-paid model APIs; optional knowledge-base capacity and third-party plugin services; deployment_mode=not specified; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

Limitations

The personal user/device allowance is unknown. No five-user or one-user allowance is published as a reconciled finding; Teams and annual self-host seat rights remain separate.

licence_type Which licence applies to each component? [supported]: The personal app and Teams operate under commercial Terms/EULA. Self-host provides compiled/minified code in a private repository with no analysis, modification, resale, sharing or redistribution rights; white-box review is by arrangement. Sources: typingmind:typingmind:end-user-license-agreement, typingmind:typingmind:terms-of-service, typingmind:typingmind:selfhost.
branding_restrictions Do licence terms restrict branding or user counts? [partial]: Teams SaaS provides custom branding; the separate commercial Teams self-host licence includes one instance with five seats. Personal user/device allowance remains unknown because the generic five-device-or-user comparison conflicts with the one-user Terms. The separate bulk pack does not establish the default personal allowance. Sources: typingmind:typingmind:custom-branding, typingmind:typingmind:r2-plan-matrix, typingmind:typingmind:selfhost, typingmind:typingmind:terms-of-service, typingmind:typingmind:r2-personal-bulk-licence.
enterprise_features_closed Are enterprise features in a separate closed edition? [supported]: Teams administration is part of the commercial service; SSO/SCIM, analytics, roles, logs and API are in Professional rather than an open-source core edition. Sources: typingmind:typingmind:compare-typingmind-team-plans.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:end-user-license-agreement, typingmind:typingmind:terms-of-service, typingmind:typingmind:selfhost, typingmind:typingmind:custom-branding, typingmind:typingmind:r2-plan-matrix, typingmind:typingmind:r2-personal-bulk-licence, typingmind:typingmind:compare-typingmind-team-plans.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

Recorded Teams chats have a JSON API export; generic app exports do not prove full organizational portability.

Availability: generally-available · Delivery: native
Scope: surfaces=TypingMind Teams REST API, TypingMind Teams SaaS chat and Admin Panel, TypingMind personal browser app and PWA; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=Teams Professional recorded-chat API/export; separate personal app JSON backups (feature licence gate not mapped); add_ons=Professional chat recording enabled before export; authorized API key; deployment_mode=not specified; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

Limitations

Documented findings only; unestablished atomic questions remain explicit gaps.

chat_export Can admins export all chats? [partial]: Professional includes chat logs/data export and API integration. Authorized admins export recorded conversation JSON via the API, last100 matching conversations/request plus date filters; complete tenant history and pagination were not tested. Sources: typingmind:typingmind:export-chat-logs, typingmind:typingmind:r2-plan-matrix.
assistant_export Can assistants and prompts be exported in a reusable format? [partial]: The personal-app backup guide exports user agents, prompts/plugins/model settings as JSON. That is not evidence of bulk centrally managed Teams asset export; its personal feature gate is not mapped here. Sources: typingmind:typingmind:export-import-data.
knowledge_export Can knowledge bases and their sources be exported? [unknown]: Can knowledge bases and their sources be exported? A bulk reusable organization KB/source export and complete centrally managed agent/prompt export were not established.
export_format Are formats documented and machine-readable? [supported]: Professional recorded-chat API responses are JSON; the separate personal backup/import also uses JSON. Formats do not establish complete organization portability. Sources: typingmind:typingmind:export-chat-logs, typingmind:typingmind:export-import-data, typingmind:typingmind:r2-plan-matrix.
post_termination_window How long can data be retrieved after termination? [partial]: The DPA allows deletion/return at termination but does not publish a fixed retrieval grace period. Terms allow content deletion after termination. Sources: typingmind:typingmind:data-processing-agreement, typingmind:typingmind:terms-of-service.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:export-chat-logs, typingmind:typingmind:r2-plan-matrix, typingmind:typingmind:export-import-data, typingmind:typingmind:data-processing-agreement, typingmind:typingmind:terms-of-service.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

Email support is documented; self-host SLA is optional and public incident data was inaccessible.

Availability: generally-available · Delivery: native
Scope: surfaces=TypingMind Teams SaaS chat and Admin Panel, Commercial self-hosted TypingMind Teams server; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=Teams Starter/Growth/Professional public email support/material; separate quoted annual Teams self-host Enterprise Support add-on; add_ons=Commercial Teams self-host Enterprise Support (SLA/SLO/dedicated queue), separately quoted; deployment_mode=not specified; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

Limitations

Self-host support package is distinct from SaaS support/onboarding; no public numerical uptime/credit or adoption-service tariff established.

support_channels Which support channels are available on each plan? [supported]: Cloud plan comparison lists email support. Self-host dedicated support/SLA is a separate option; exact Business response targets were not established. Sources: typingmind:typingmind:compare-typingmind-team-plans, typingmind:typingmind:selfhost.
support_languages Is support available in German, French or Italian? [unknown]: Is support available in German, French or Italian? No German/French/Italian support commitment, DACH/Swiss support entity or public credit-bearing SLA terms were retrieved.
regional_presence Is there a DACH or Swiss entity, team or partner? [unknown]: Is there a DACH or Swiss entity, team or partner? No German/French/Italian support commitment, DACH/Swiss support entity or public credit-bearing SLA terms were retrieved.
uptime_sla Is there an uptime SLA with credits? [partial]: Self-host marketing offers a paid SLA/SLO/dedicated-support add-on; a public uptime percentage, credit schedule or standard SaaS SLA was not retrieved. Sources: typingmind:typingmind:selfhost.
status_page Is there a public status page with history? [partial]: A public status site loads but returned an error fetching status data in this pass, so history and measured availability are unknown. Sources: typingmind:typingmind:status.

VEN-08 Onboarding, training and adoption

Judgment rule: Record vendor-led onboarding, admin training, end-user training (live, e-learning, languages), use-case libraries, champion programmes, change-management materials and their cost. Distinguish included services from paid professional services and partner offerings.

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.

TypingMind / TypingMind Teams

Agent cross-checked Support: partial

Public setup guides and role examples exist; managed adoption services are not fully specified.

Availability: generally-available · Delivery: native
Scope: surfaces=TypingMind Teams SaaS chat and Admin Panel, Commercial self-hosted TypingMind Teams server; version=Public documentation and changelog retrieved 2026-10-21; no deployed tenant observed; plan=Teams Starter/Growth/Professional public email support/material; separate quoted annual Teams self-host Enterprise Support add-on; add_ons=Commercial Teams self-host Enterprise Support (SLA/SLO/dedicated queue), separately quoted; deployment_mode=not specified; region=US or opt-in EU SaaS storage; inference and tools depend on customer-selected providers; os=not specified.

Limitations

Self-host support package is distinct from SaaS support/onboarding; no public numerical uptime/credit or adoption-service tariff established.

onboarding_service Is guided onboarding included? [unknown]: Is guided onboarding included? No included guided-onboarding scope, multilingual training commitment or champion/adoption programme was established.
user_training Is end-user training offered, in which languages? [partial]: Public documentation teaches setup, use, agents and workflows. A contracted live user-training service and languages were not established. Sources: typingmind:typingmind:typingmind-vs-typingmind-team, typingmind:typingmind:overview.
use_case_library Are role-based use cases and templates provided? [supported]: The documentation provides marketing ad creation, meeting-summary and business automation examples and role/permission examples. Sources: typingmind:typingmind:ad-creative-generator, typingmind:typingmind:meeting-summarizer, typingmind:typingmind:overview, typingmind:typingmind:roles-and-permissions.
adoption_programme Is there a champion or adoption programme? [unknown]: Is there a champion or adoption programme? No included guided-onboarding scope, multilingual training commitment or champion/adoption programme was established.
service_cost Which services cost extra? [partial]: Self-host dedicated support/SLA is an optional extra; onboarding/training/adoption-program prices were not established. Sources: typingmind:typingmind:selfhost.

Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: typingmind:typingmind:typingmind-vs-typingmind-team, typingmind:typingmind:overview, typingmind:typingmind:ad-creative-generator, typingmind:typingmind:meeting-summarizer, typingmind:typingmind:roles-and-permissions, typingmind:typingmind:selfhost, typingmind:typingmind:pricing, typingmind:typingmind:cloud-host-vs-self-host.

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
Set up API Keys typingmind:typingmind:set-up-api-keys
Teams admins preset customer provider keys; end users cannot enter their own key in the chat interface.
Set up API Keys · documented · Source date not stated · Retrieved 2026-10-21
Manage AI Models typingmind:typingmind:manage-ai-models
The app has a per-chat model selector and configurable model endpoints; provider examples are not a complete current catalogue.
Manage AI Models · documented · Source date not stated · Retrieved 2026-10-21
TypingMind changelog typingmind:typingmind:release
Dated releases include Teams memory administration, new models, browser-local code and office outputs, and GPT Image editing.
2026-10-14 Memory for Teams and new models; 2026-10-13 Toolbox; 2026-10-02 image editing · documented · Source date 2026-10-14 · Retrieved 2026-10-21
Restrict Model access typingmind:typingmind:restrict-model-access
Teams admins restrict available models by user group.
Restrict Model access · documented · Source date not stated · Retrieved 2026-10-21
Chat with documents typingmind:typingmind:chat-with-documents
Uploads accept PDF, Markdown, CSV, XLSX, TXT, DOCX, JSON and HTML, with document text added as chat context.
Chat with documents · documented · Source date not stated · Retrieved 2026-10-21
Voice input typingmind:typingmind:voice
Browser speech recognition or customer OpenAI, Groq and Azure transcription keys enable dictation; uploaded Whisper recordings have a 25MB limit.
Transcription models and Teams configuration · documented · 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
Azure OpenAI typingmind:typingmind:azure-openai
A customer Azure OpenAI endpoint and deployment can be configured.
Azure OpenAI · documented · Source date not stated · 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
TypingMind Teams pricing typingmind:typingmind:pricing
Annual selected prices display USD83/166/249 per month for Starter/Growth/Professional, five users, USD8 extra seats; Business starts USD18,700/year.
Annual selector, plan cards, Add-ons and Business card · documented · Source date not stated · Retrieved 2026-10-21
Self-host installation instructions typingmind:typingmind:get-started-with-self-host-installation-instruct
A NodeJS service needs MySQL 8, optional PostgreSQL 16 pgvector KB, OpenAI embeddings and S3-compatible blobs; private endpoints are blocked by default.
Self-host installation instructions · documented · Source date not stated · Retrieved 2026-10-21
Toolbox typingmind:typingmind:toolbox
A free built-in plugin executes Python and JavaScript locally in the browser with network disabled by default and creates Office/PDF files and charts.
Local execution, network control and file capabilities · documented · Source date not stated · Retrieved 2026-10-21
Teams API Keys Setup typingmind:typingmind:r2-teams-custom-models
Teams-specific instructions name Azure OpenAI, Hugging Face and Ollama custom-model setup in the Admin Panel; this is distinct from personal local-server guides.
Use with other models; Add Custom Model in Admin Panel · documented · Source date not stated · Retrieved 2026-10-21
Compare Teams Plans typingmind:typingmind:r2-plan-matrix
All SaaS tiers list custom models and shared resources; Growth adds RAG/projects; Professional adds roles, restrictions, logs and external API integration.
Full Feature Comparison · documented · Source date not stated · Retrieved 2026-10-21
AWS Bedrock Anthropic typingmind:typingmind:r3-custom-admin-bedrock
The Custom Admin route configures Claude via Bedrock with customer AWS access/secret keys, region and approved model access; current model and commercial tier coverage are not enumerated.
Custom Admin restriction and steps 2-4, including custom.typingmind.com/manage · 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
Ollama typingmind:typingmind:ollama
A customer Ollama model endpoint can be added; network accessibility must be configured.
Ollama · documented · Source date not stated · Retrieved 2026-10-21
LM Studio typingmind:typingmind:lmstudio
Customer local LM Studio can supply an OpenAI-compatible model endpoint.
LM Studio · documented · Source date not stated · Retrieved 2026-10-21
Cloud host vs self host typingmind:typingmind:cloud-host-vs-self-host
SaaS has a self-serve 14-day trial; self-host has no free trial and carries a quoted annual licence and update/support conditions.
Cloud host vs self host · 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
Usage limits typingmind:typingmind:usage-limits
Reusable limit groups cover messages, characters and tokens by period, applicable globally or to users, groups, models, agents and plugins.
Usage limits · documented · Source date not stated · Retrieved 2026-10-21
Connect Knowledge Base to your AI Agents typingmind:typingmind:connect-knowledge-base-to-your-ai-agents
Tagged knowledge is assigned to agents through Knowledge Base Access.
Connect Knowledge Base to your AI Agents · documented · Source date not stated · Retrieved 2026-10-21
Roles and Permissions typingmind:typingmind:roles-and-permissions
Owners delegate granular Admin Panel permissions through custom roles; group-role assignment is described as coming soon.
Roles and Permissions · documented · Source date not stated · Retrieved 2026-10-21
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
How Knowledge Base works in TypingMind Team typingmind:typingmind:how-knowledge-base-works-in-typingmind-team
The early-access KB uses RAG, about 3,000-word chunks and up to five retrieved chunks, 50MB uploads and daily source refresh.
Early Access; indexing; limits and refresh · documented · Source date 2025-11-10 · Retrieved 2026-10-21
Training Files vs Knowledge Base typingmind:typingmind:training-files-vs-knowledge-base
Agent training-file text is injected into system context; the separate KB retrieves chunks and advertises multiple source integrations.
Training Files vs Knowledge Base · documented · Source date not stated · Retrieved 2026-10-21
Get started with Knowledge Base typingmind:typingmind:get-started-with-knowledge-base
Admins add documents or connected sources, tag data, bind tags to agents and optionally show clickable references.
Get started with Knowledge Base · documented · Source date not stated · Retrieved 2026-10-21
Restrict AI Agents access typingmind:typingmind:restrict-ai-agents-access
Agent access and usage can be limited for groups.
Restrict AI Agents access · documented · 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
Connect with Notion pages typingmind:typingmind:connect-with-your-notion-pages
Admins select Notion pages/databases for an instance, with initial sync taking a few minutes.
Connect with Notion pages · documented · Source date not stated · Retrieved 2026-10-21
Self-host external knowledge connectors typingmind:typingmind:setup-external-connectors-for-knowledge-base
Optional self-host KB external connectors need separate OAuth configuration and Firecrawl for web scraping.
Self-host external knowledge connectors · documented · Source date not stated · Retrieved 2026-10-21
LLM Automated Workflows overview typingmind:typingmind:overview
JavaScript, HTTP and MCP plugins can perform multi-step business actions; example flows are not evidence of a scheduler.
LLM Automated Workflows overview · documented · Source date not stated · Retrieved 2026-10-21
MCP in TypingMind typingmind:typingmind:mcp
The client connects remote HTTP or local-command MCP servers, supports OAuth and individual tool controls, and separates Teams sessions per user/chat.
Remote and local connectors; Teams sessions; tool control · documented · Source date not stated · Retrieved 2026-10-21
EU data center typingmind:typingmind:eu-data-center
EU instances use Vercel and AWS EU storage but model API calls may leave the EU.
EU data center · documented · Source date not stated · Retrieved 2026-10-21
System Prompts on Admin Panel typingmind:typingmind:system-prompts-on-admin-panel
Global system instructions, few-shot examples and post-message reminders apply across chats and agents.
System Prompts on Admin Panel · documented · Source date not stated · Retrieved 2026-10-21
Memory typingmind:typingmind:memory
Users can enable memory globally or for an agent/project and inspect saved memories.
Memory · documented · Source date not stated · Retrieved 2026-10-21
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
Build a Shared AI Agent collection typingmind:typingmind:build-a-shared-ai-agent-collection
Admins create an agent collection exposed in the team chat interface and control group access.
Build a Shared AI Agent collection · documented · Source date not stated · Retrieved 2026-10-21
Build a Shared Prompt Library typingmind:typingmind:build-a-shared-prompt-library
Admins can publish reusable prompts to the team interface.
Build a Shared Prompt Library · 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
Restrict Plugin access typingmind:typingmind:restrict-plugin-access
Plugins can be made available or unavailable to specified user groups.
Restrict Plugin access · documented · Source date not stated · Retrieved 2026-10-21
Deep Research plugin typingmind:typingmind:deep-research
A multi-step search/read/report plugin requires customer SerpAPI and Firecrawl keys and has a two-minute execution limit.
Requirements and operation · documented · Source date not stated · Retrieved 2026-10-21
GPT Image 2.5 plugin typingmind:typingmind:image
The plugin generates and edits images using the customer OpenAI API route.
Image generation, editing and API key · 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
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
API integration overview typingmind:typingmind:api-integration-overview
REST chat/agent API uses API-key-associated api-users subject to user restrictions and usage limits.
API integration overview · documented · Source date not stated · Retrieved 2026-10-21
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
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
TypingMind vs TypingMind Team typingmind:typingmind:typingmind-vs-typingmind-team
The personal app and Teams with an Admin Panel, managed users and centrally preset keys are separate offerings.
TypingMind vs TypingMind Team · documented · Source date not stated · Retrieved 2026-10-21
Install TypingMind app typingmind:typingmind:install
Installation uses browser PWA technology; browser storage remains separate and this does not establish native app-store clients.
PWA installation on Windows, Mac, iOS and Android · documented · Source date not stated · Retrieved 2026-10-21
TypingMind personal licence checkout typingmind:typingmind:r2-personal-bulk-licence
Personal licences normally cover five devices for one user; a separate shareable Bulk License is offered, without establishing a Teams Admin Panel entitlement.
How many devices/users? and Team/Bulk License FAQ; self-host FAQ · vendor-claimed · 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
Ad creative generator workflow typingmind:typingmind:ad-creative-generator
Public examples include marketing automation built with AI and plugins.
Ad creative generator workflow · 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
Terms of Service typingmind:typingmind:terms-of-service
Typing Technology Co Ltd contracts under Singapore law and business SIAC arbitration; Teams renews and self-host code has restricted licence rights.
Sections 1, 4-6, 13 and 16 · documented · Source date 2026-09-17 · 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
Text to speech typingmind:typingmind:tts
Answers can be read aloud using browser speech, ElevenLabs or OpenAI TTS.
Browser, ElevenLabs and OpenAI options · documented · Source date not stated · Retrieved 2026-10-21
Meeting summarizer workflow typingmind:typingmind:meeting-summarizer
The guide offers an audio-transcription and summarisation workflow, not a demonstrated meeting bot.
Meeting summarizer workflow · documented · Source date not stated · Retrieved 2026-10-21
Compare TypingMind Team plans typingmind:typingmind:compare-typingmind-team-plans
The comparison lists monthly USD99/199/299, five users plus USD8 additional users, Growth knowledge and Professional identity/governance.
Compare TypingMind Team plans · 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
Translation collaboration typingmind:typingmind:translations
A translation project exists, but the retrieved page does not establish completeness of German, French, Italian or Admin Panel translations.
Multilingual app translation project · documented · Source date not stated · Retrieved 2026-10-21
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
Single Sign-On (SSO) typingmind:typingmind:sso
SAML identity-provider metadata, entity ID and reply URL are configured in Teams.
SAML configuration and multiple connections · documented · Source date not stated · Retrieved 2026-10-21
OAuth 2.0 typingmind:typingmind:o-auth-2-0
OAuth/OIDC supports built-in Microsoft and Google logins and JIT seats; revoking IdP authorization alone does not remove the user.
OAuth 2.0 · documented · Source date not stated · Retrieved 2026-10-21
Data Processing Agreement typingmind:typingmind:data-processing-agreement
The public GDPR processor form includes confidentiality, subprocessor flow-down, SCC transfers and customer-choice deletion or return.
Clauses 7.4, 7.8-7.10 and Appendices I-IV · 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
Directory Sync (SCIM v2) typingmind:typingmind:scim
SCIM sync creates and suspends users, updates profiles and assigns corresponding groups from the IdP.
Create, update, suspend users and groups · documented · Source date not stated · Retrieved 2026-10-21
Invite team members typingmind:typingmind:invite-team-members
Teams admins invite members to the instance and manage seats.
Invite team members · documented · Source date not stated · Retrieved 2026-10-21
Create and manage user groups typingmind:typingmind:create-and-manage-user-groups
Groups control access and are usable for limits and analytics.
Create and manage user groups · documented · Source date not stated · Retrieved 2026-10-21
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
Chatbot analytics typingmind:typingmind:chatbot-analytics
Reporting covers active users, messages, conversations, estimated tokens and characters, with model/agent/group/user breakdowns and chart downloads.
Chatbot analytics · 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
View and export user chat logs typingmind:typingmind:view-and-export-user-chat-logs
Opt-in Record all chats exposes user prompts and responses to authorized admins and configurable retention permanently deletes old records.
View and export user chat logs · documented · Source date not stated · Retrieved 2026-10-21
Export chat logs typingmind:typingmind:export-chat-logs
Chat logging is off by default; the API exports JSON conversation content and dates, limited to the last 100 matching conversations per request.
Export chat logs · 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
TypingMind Teams Self Host typingmind:typingmind:selfhost
Commercial self-host requires an annual quote, includes five users, uses compiled/minified code, checks licence/updates externally and can use customer model endpoints.
Technical requirements, licensing, network, updates and pricing FAQ · documented · Source date not stated · Retrieved 2026-10-21
Privacy policy typingmind:typingmind:privacy-policy
The policy distinguishes personal local storage from Teams multitenant server storage, and lists inactive unpaid account deletion.
Storage scope, API keys and section on account deletion · documented · Source date 2026-09-19 · Retrieved 2026-10-21
Data Usage and Model Training Policy typingmind:typingmind:data-usage-and-model-training-policy
The vendor says it does not train on conversations; customers contract directly with model providers and their retention/training terms vary.
TypingMind role and provider API comparison · vendor-claimed · Source date not stated · Retrieved 2026-10-21
TypingMind Teams self-host typingmind:typingmind:r4-soc2-selfhost-claim
The self-host marketing page claims SOC 2 Type II; no auditor, reporting period, covered legal entity or report was retrieved. This is a vendor claim rather than verified attestation.
Maximum security, SOC 2 Type II badge; updates and licence checks · vendor-claimed · Source date not stated · Retrieved 2026-10-26
TypingMind Teams pricing FAQ typingmind:typingmind:r2-teams-server-route
The Teams-specific FAQ says users do not see the key and OpenAI requests are sent from the Teams server.
Do my users see my OpenAI API key? · 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
TypingMind DPA confidentiality typingmind:typingmind:dpa-confidentiality
Staff have need-to-know confidentiality duties and subprocessor contracts carry substantially the same data-protection obligations; a specific professional-secrecy agreement is not established.
7.4(c),7.8(d)-(e); AppendixII andIII · 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
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
OpenAI API pricing typingmind:typingmind:openai-price
gpt-6-luna Standard input is USD0.10 and output USD0.50 per million tokens, excluding cache and optional regional uplifts.
Standard short-context gpt-6-luna row · documented · Source date not stated · Retrieved 2026-10-21
GPT-6 Luna model documentation typingmind:typingmind:openai-model
Reasoning effort none is the lowest option; the shared cost proxy does not use reasoning tokens.
Reasoning effort and API support · documented · Source date not stated · Retrieved 2026-10-21
ECB reference exchange rates typingmind:typingmind:fx
EUR1 equals USD1.1215 and CHF0.9237.
Cube time=2026-10-20 · 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
Manage your subscription typingmind:typingmind:manage-your-subscription
Cloud customers manage the recurring subscription through billing settings.
Manage your subscription · 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
End User License Agreement typingmind:typingmind:end-user-license-agreement
The software is commercially licensed with restrictions on redistribution and modification.
End User License Agreement · documented · Source date not stated · Retrieved 2026-10-21
Custom branding typingmind:typingmind:custom-branding
Teams supports instance logo, theme and branded presentation within its commercial licence.
Custom branding · 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
Export and import data typingmind:typingmind:export-import-data
User app settings export/import chats, prompts, plugins, folders, agents and model settings as JSON.
Export and import data · documented · Source date not stated · Retrieved 2026-10-21
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
TypingMind status typingmind:typingmind:status
The status site loaded a status shell but reported an error fetching data; incident history and measured uptime were not retrieved.
Public status shell · documented · Source date not stated · Retrieved 2026-10-21