--- schema_version: 1 rubric_version: "1.1" kind: pair canonical_url: "https://onaihq.com/compare/agents/mistral-vibe-vs-onai/" data_url: "https://onaihq.com/compare/agents/mistral-vibe-vs-onai/data.json" generated_at: 2026-10-27 last_checked_at: 2026-10-26 last_cross_checked_at: 2026-10-26 next_check_at: 2026-12-20 publisher: "onAI" --- # Mistral Vibe vs 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. > Mistral Vibe lifecycle: sunset. The legacy hosted Chat tab and its Chat Agents are being removed progressively as accounts migrate to unified Vibe Work. Enterprise migration began October 1, 2026 with an approximately six-month administrator window; no fixed final end date was published in the inspected release. Scope: Legacy hosted Vibe Chat tab and Chat-created Agents only; not Vibe Work, Vibe Code, Mistral API or customer-deployed models. Continuation: Vibe Work continues with Skills; the rename preserves accounts, plans and conversations. Checked 2026-10-21; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-release-notes, mistral-vibe:mistral-vibe:m-legacy-agents, mistral-vibe:mistral-vibe:m-rename. This comparison has 16 criteria with sourced findings for both products, including 13 that a second agent cross-checked for both. 45 criteria have a sourced finding for at least one product, and 44 carry a statement by onAI. "Sourced" findings passed publication validation: they are scoped, fresh and cite public resolved sources. "Agent cross-checked" findings also received a separate agent source pass, not necessarily a hands-on test. "Stated by onAI" marks the publisher's own statements about its product (evidence type vendor-statement), which cite no third-party source. Humans approve the rubric, templates and generator; they do not review every finding. It does not declare a winner. A missing sourced finding is not evidence that a capability is absent. - Mistral Vibe source checks: 2026-10-21 to 2026-10-26. - onAI source checks: 2026-10-21 to 2026-10-26. - Canonical HTML: https://onaihq.com/compare/agents/mistral-vibe-vs-onai/ - Machine-readable JSON: https://onaihq.com/compare/agents/mistral-vibe-vs-onai/data.json - Methodology: https://onaihq.com/compare/agents/methodology/ ## Models ### MOD-01: Model catalogue and providers Judgment rule: List each available model by provider and plan, including reasoning, fast and multimodal variants. Record whether the user picks the model, the product routes automatically, or both. A provider counts only if at least one of its current models is selectable on the scoped plan. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Hosted Work exposes task-oriented Fast/Think behavior; a complete current per-plan named chat-model catalogue was not established. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Migrated Team and Enterprise hosted Work; no arbitrary named-model picker entitlement asserted; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - providers: Mistral powers core Vibe; images use Black Forest Labs and voice uses Voxtral. Named selectable core-chat models per plan were not established. - current_models: The API model list and pricing recommendations do not establish current models selectable in hosted Work/Chat for each plan. Search on 2026-10-26: https://mistral.ai/products/vibe/, https://docs.mistral.ai/vibe/work/image-generation.md, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer. - user_choice: The September 22 hosted release explicitly covers migrating Free, Pro, Teams and Enterprise accounts and documents Fast/Think choice in unified Work. These are reasoning modes, not arbitrary provider/model selection. - auto_routing: Work chooses tools automatically, but model-routing rules and display of the chosen model were not established. Search on 2026-10-26: https://mistral.ai/products/vibe/, https://docs.mistral.ai/vibe/work/image-generation.md, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer. - multimodal_input: Work accepts document/image and audio context; exact model-by-model capabilities were not established. - providers — Which model providers are available? [partial]: Mistral powers core Vibe; images use Black Forest Labs and voice uses Voxtral. Named selectable core-chat models per plan were not established. Sources: mistral-vibe:mistral-vibe:m-home-20261026, mistral-vibe:mistral-vibe:m-image-20261026. - current_models — Which current models are selectable on this plan? [unknown]: The API model list and pricing recommendations do not establish current models selectable in hosted Work/Chat for each plan. Search on 2026-10-26: https://mistral.ai/products/vibe/, https://docs.mistral.ai/vibe/work/image-generation.md, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer. - user_choice — Can users pick the model per chat? [partial]: The September 22 hosted release explicitly covers migrating Free, Pro, Teams and Enterprise accounts and documents Fast/Think choice in unified Work. These are reasoning modes, not arbitrary provider/model selection. Sources: mistral-vibe:mistral-vibe:m-release-notes-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026. - auto_routing — Does the product route between models automatically, and is the chosen model shown? [unknown]: Work chooses tools automatically, but model-routing rules and display of the chosen model were not established. Search on 2026-10-26: https://mistral.ai/products/vibe/, https://docs.mistral.ai/vibe/work/image-generation.md, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer. - multimodal_input — Which models accept images, audio or files? [partial]: Work accepts document/image and audio context; exact model-by-model capabilities were not established. Sources: mistral-vibe:mistral-vibe:m-files-20261026. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-home-20261026, mistral-vibe:mistral-vibe:m-image-20261026, mistral-vibe:mistral-vibe:m-release-notes-20261026, mistral-vibe:mistral-vibe:m-files-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026 #### onAI Verification status: Agent cross-checked (agent-cross-checked) Support: partial The public page offers user-selectable Claude, GPT, Gemini, Grok and Mistral families. Exact chat model versions, automatic routing and per-model input capabilities are not established. Availability: unknown Delivery: native Scope: surfaces=onAI browser workspace; version=Public page retrieved 2026-10-21; plan=Per seat and Flat price public offers; exact model entitlements unspecified; add_ons=none stated; deployment_mode=not specified; region=Unspecified by source; os=not specified. Limitations: - Model-family marketing is not a tested model inventory or a release-lag measurement. - providers — Which model providers are available? [supported]: The vendor names Anthropic, OpenAI, Google, xAI and Mistral AI model families; current selectable provider inventory was not observed. Sources: onai:public-models-display-20261026. - current_models — Which current models are selectable on this plan? [partial]: The page names Claude, GPT, Gemini, Grok and Mistral families, but supplies no complete versioned chat-model list per plan. Sources: onai:public-models-display-20261026. - user_choice — Can users pick the model per chat? [supported]: Employees choose a model for a task within the administrator-approved set. Sources: onai:public-models-display-20261026. - auto_routing — Does the product route between models automatically, and is the chosen model shown? [unknown]: The public model section does not establish automatic routing or disclosure of its selected model; no app fixture was run. - multimodal_input — Which models accept images, audio or files? [unknown]: Public chat-model copy does not map image, audio or file input to named model versions. Image Studio is a separate capability. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: onai:public-models-display-20261026 ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Public product and model changelogs exist; Vibe model lag and version-pinning remain unverified. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - Remaining atomic gaps: release_lag_days, deprecation_notice, version_pinning. - release_lag_days — What was the lag for each of the last three major releases, per provider? [unknown]: Unknown. The API/model lifecycle pages cannot establish hosted Vibe chat release lag, notice guarantees or admin model pinning; no three-release app availability dataset was obtained. - changelog — Is there a dated public model changelog? [supported]: Mistral publishes dated model/API changes and separate shipped Vibe/Admin release notes. Sources: mistral-vibe:mistral-vibe:m-releases, mistral-vibe:mistral-vibe:m-release-notes. - deprecation_notice — How much notice is given before a model is removed? [unknown]: Unknown. The API/model lifecycle pages cannot establish hosted Vibe chat release lag, notice guarantees or admin model pinning; no three-release app availability dataset was obtained. - version_pinning — Can an admin keep an older model version? [unknown]: Unknown. The API/model lifecycle pages cannot establish hosted Vibe chat release lag, notice guarantees or admin model pinning; no three-release app availability dataset was obtained. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-releases, mistral-vibe:mistral-vibe:m-release-notes #### onAI Verification status: Stated by onAI (stated-by-vendor) Support: stated Evidence type: vendor-statement; asserted 2026-10-23; no third-party source. We enable new models shortly after their release. ### 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. #### Mistral Vibe Verification status: No public information found (not-published) Support: not-published We found no public information on this. A missing finding is not evidence that the product lacks the capability. #### onAI Verification status: Stated by onAI (stated-by-vendor) Support: stated Evidence type: vendor-statement; asserted 2026-10-23; no third-party source. Your own provider contracts and API keys (for example Azure, OpenRouter) are possible on request. ### 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. #### Mistral Vibe Verification status: No public information found (not-published) Support: not-published We found no public information on this. A missing finding is not evidence that the product lacks the capability. #### onAI Verification status: Stated by onAI (stated-by-vendor) Support: stated Evidence type: vendor-statement; asserted 2026-10-23; no third-party source. With on-premises, local models can be connected (for example via Ollama). ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Vibe publishes relative plan allowances and some fixed limits; per-group model policies remain open. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - Remaining atomic gaps: model_allowlist_by_group, data_bound_models, default_model. - model_allowlist_by_group — Can admins limit models per group? [unknown]: Unknown. Admin Workspace/tool controls were checked, but an enforced group-to-model allowlist, data-to-model rule or admin default chat model was not established. - data_bound_models — Can admins restrict which models receive connector or knowledge content? [unknown]: Unknown. Admin Workspace/tool controls were checked, but an enforced group-to-model allowlist, data-to-model rule or admin default chat model was not established. - default_model — Can admins set the default model? [unknown]: Unknown. Admin Workspace/tool controls were checked, but an enforced group-to-model allowlist, data-to-model rule or admin default chat model was not established. - user_limits — What per-user message or token limits apply, and are they published? [partial]: The page gives relative multipliers and Team Flash Answers at 200/day versus Pro 150/day. An exhaustive exact Work limit table was not established. Sources: mistral-vibe:mistral-vibe:m-pricing. - limit_behaviour — What happens when a limit is reached? [partial]: Library processing exhaustion pauses new uploads while existing content stays usable; paid API/Code usage can stop or consume prepaid PAYG. Sources: mistral-vibe:mistral-vibe:m-libraries, mistral-vibe:mistral-vibe:m-subscription. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-pricing, mistral-vibe:mistral-vibe:m-libraries, mistral-vibe:mistral-vibe:m-subscription #### onAI Verification status: Stated by onAI (stated-by-vendor) Support: stated Evidence type: vendor-statement; asserted 2026-10-22; no third-party source. Admins decide per group which models are allowed. ## 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Work accepts documents, tables, images and recordings; documentation does not replace a file-fidelity test. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - Remaining atomic gaps: limits, full_vs_chunked. - formats — Which formats are accepted? [supported]: PDF, Word, PowerPoint, Excel/CSV/ODS/Numbers, common images/text/code and email formats are listed. Sources: mistral-vibe:mistral-vibe:m-files. - limits — What size and count limits apply per file and chat? [unknown]: Unknown. The 100 MB/100-file limits are for Libraries; exact per-chat file byte/count limits were not established and were not copied across. - ocr — Are scanned PDFs read? [partial]: Work describes extracting text from scanned-page images; complete multi-page scanned-PDF fidelity was not tested. Sources: mistral-vibe:mistral-vibe:m-files. - spreadsheets — Are Excel tables read with structure intact? [partial]: Excel/CSV analysis and paid spreadsheet editing are documented; formulas/structure were not tested against the shared workbook. Sources: mistral-vibe:mistral-vibe:m-files, mistral-vibe:mistral-vibe:m-sheets. - full_vs_chunked — Is the whole file used or only retrieved parts, and does the user see which? [unknown]: Unknown. Files persist for the chat and Libraries are indexed, but exact full-file versus chunk selection and user-visible coverage were not verified. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-files, mistral-vibe:mistral-vibe:m-sheets #### onAI Verification status: Stated by onAI (stated-by-vendor) Support: stated Evidence type: vendor-statement; asserted 2026-10-23; no third-party source. Upload PDF, Word, Excel and other files directly in the chat and ask about them. ### 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. #### Mistral Vibe Verification status: No public information found (not-published) Support: not-published We found no public information on this. A missing finding is not evidence that the product lacks the capability. #### onAI Verification status: Stated by onAI (stated-by-vendor) Support: stated Evidence type: vendor-statement; asserted 2026-10-23; no third-party source. Shared knowledge collections with access rights per group. ### 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). #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Named featured connectors and a third-party MCP directory connect external data and actions; current pricing labels connectors beta. Availability: beta Delivery: official-integration Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Team and Enterprise hosted Vibe Work after account migration; feature-specific beta/preview and Enterprise-only controls retained below; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - microsoft_365: Featured sources list Outlook, Outlook Calendar and SharePoint Search API. Separate OneDrive/Teams connector entitlements were not verified. - google_workspace: The guide names Gmail, Google Calendar and Google Drive in Work context; exact Google Drive setup scope was not fully verified. - on_prem_sources: Custom MCP can point at reachable tools, but a supported on-prem file-share/database connector with verified network prerequisites was not established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/connectors.md, https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/connectors/mcp-connectors.md. No additional scoped evidence established this answer. - microsoft_365 — Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected? [partial]: Featured sources list Outlook, Outlook Calendar and SharePoint Search API. Separate OneDrive/Teams connector entitlements were not verified. Sources: mistral-vibe:mistral-vibe:m-connectors-20261026. - google_workspace — Which Google sources are connected? [partial]: The guide names Gmail, Google Calendar and Google Drive in Work context; exact Google Drive setup scope was not fully verified. Sources: mistral-vibe:mistral-vibe:m-connectors-20261026, mistral-vibe:mistral-vibe:m-files-20261026. - atlassian — Confluence and Jira? [supported]: The featured Atlassian connector supports Confluence and Jira. Sources: mistral-vibe:mistral-vibe:m-connectors-20261026. - other_systems — Which other business systems? [supported]: Featured examples include Box, GitHub, Linear, Notion, Slack and Stripe; the remaining MCP directory is third-party. Sources: mistral-vibe:mistral-vibe:m-connectors-20261026, mistral-vibe:mistral-vibe:m-mcp-20261026. - on_prem_sources — Can on-prem file shares or databases be connected? [unknown]: Custom MCP can point at reachable tools, but a supported on-prem file-share/database connector with verified network prerequisites was not established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/connectors.md, https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/connectors/mcp-connectors.md. No additional scoped evidence established this answer. - connector_provider — Who builds and maintains each connector? [supported]: Featured integrations are Mistral-managed; custom/directory MCP servers are third-party/customer-operated and need admin setup. Sources: mistral-vibe:mistral-vibe:m-connectors-20261026, mistral-vibe:mistral-vibe:m-mcp-20261026. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-connectors-20261026, mistral-vibe:mistral-vibe:m-files-20261026, mistral-vibe:mistral-vibe:m-mcp-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026 #### onAI Verification status: Agent cross-checked (agent-cross-checked) Support: partial The vendor describes live Microsoft 365 access with specific delegated permissions. Other connector names are marketing leads with incomplete source and plan scope. Availability: unknown Delivery: native Scope: surfaces=onAI browser workspace; version=Public page retrieved 2026-10-21; plan=Microsoft 365 listed in Per seat and Flat price; optional Microsoft licences/permissions apply; add_ons=Optional existing Microsoft 365 Copilot licence for semantic search and meeting notes; deployment_mode=not specified; region=Source tenant region and model processing region depend on customer configuration; os=not specified. Limitations: - Microsoft 365 claims are vendor statements, not an observed tenant connection. Generic connector examples are not individually verified integrations. - microsoft_365 — Which M365 sources (SharePoint, OneDrive, Outlook, Teams) are connected? [supported]: The page lists SharePoint/OneDrive files, SharePoint pages/lists, Outlook mail/attachments, calendar, Teams chats, OneNote, To Do/Planner and directory. Channels and meeting transcripts require additional admin approval; semantic Copilot search/meeting notes require eligible Microsoft 365 Copilot licences. Sources: onai:public-m365-display-20261026, onai:public-m365-permissions-display-20261026. - google_workspace — Which Google sources are connected? [unknown]: The page’s Google sign-in is not a Google Drive/Gmail connector specification. No scoped Google Workspace data connector or trial was verified. - atlassian — Confluence and Jira? [partial]: The FAQ names Confluence as a standard-connector example without setup, plan or permission details. Jira availability is not established. Sources: onai:public-other-connectors-display-20261026. - other_systems — Which other business systems? [partial]: The FAQ names S3 and proprietary data sources through connectors or an API. No source-by-source catalogue for Notion, Box, Salesforce or ServiceNow was obtained. Sources: onai:public-other-connectors-display-20261026. - on_prem_sources — Can on-prem file shares or databases be connected? [unknown]: Custom database and on-premises hosting copy does not establish an operational file-share/database connector, network gateway or associated plan requirements. - connector_provider — Who builds and maintains each connector? [partial]: onAI says its Microsoft app supplies the Microsoft 365 connection and IT approves delegated permissions; no provider/maintenance contract is specified for the other example connectors. Sources: onai:public-m365-permissions-display-20261026. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: onai:public-m365-display-20261026, onai:public-m365-permissions-display-20261026, onai:public-other-connectors-display-20261026 ### KNOW-04: Permission-aware retrieval Judgment rule: Using two test users, verify that a restricted document in the fixture tenant is never cited or summarised for the user without access, including after a permission change. Record whether permissions are enforced at query time by the source system, mirrored into an index, or not enforced. Record the propagation delay of a revocation. #### Mistral Vibe Verification status: No public information found (not-published) Support: not-published We found no public information on this. A missing finding is not evidence that the product lacks the capability. #### onAI Verification status: Agent cross-checked (agent-cross-checked) Support: partial For Microsoft 365 the vendor claims per-user source permission checks at query time. Revocation delay, site exclusions and sensitivity-label behavior have not been tested. Availability: unknown Delivery: native Scope: surfaces=onAI browser workspace; version=Public page retrieved 2026-10-21; plan=Per seat; Flat price includes everything in Per seat. Microsoft 365 connector consent and source-account access required.; add_ons=Customer Microsoft account and required delegated consent; deployment_mode=not specified; region=Customer Microsoft tenant; receiving model region configured separately; os=not specified. Limitations: - Scope is the live Microsoft 365 connector. Native knowledge collection ACLs and copied/shared answers require separate checks. - Public pricing explicitly includes Microsoft 365 in Per seat and inherits it in Flat price. This establishes advertised plan scope, not a completed permission or deletion-propagation fixture. - source_permissions_respected — Are source permissions enforced per user? [supported]: The vendor says onAI makes delegated read-only requests as the signed-in user and Microsoft checks that person’s source access. No two-user restricted-folder fixture was run. Sources: onai:public-m365-permissions-display-20261026, onai:review-m365-boundaries-display-20261026. - enforcement_point — Does the source system, a mirrored index or nothing enforce them? [supported]: Microsoft is the stated enforcement point for live requests; the page says no mirrored Microsoft 365 library index is created. Sources: onai:public-m365-permissions-display-20261026, onai:review-m365-boundaries-display-20261026. - revocation_delay — How quickly does a removed permission take effect? [unknown]: No measured permission-revocation propagation interval is published and no revoke/grant fixture was run. - admin_scope_controls — Can admins exclude sites, folders or labels? [unknown]: The page lists optional source permissions and model restrictions but does not establish site/folder/label exclusion controls. - sensitivity_labels — Are Microsoft Purview or similar labels respected? [unknown]: No Microsoft Purview sensitivity-label handling specification or label fixture was obtained. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: onai:public-m365-permissions-display-20261026, onai:review-m365-boundaries-display-20261026, onai:review-plan-m365-display-20261026 ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Request-time featured connectors and indexed Knowledge Connectors are distinct; source deletions propagate after synchronization with no published interval. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Team and Enterprise hosted Vibe Work after account migration; feature-specific beta/preview and Enterprise-only controls retained below; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - sync_interval: No universal source-sync interval was established; live connectors and manually indexed Libraries must be distinguished. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/connectors.md, https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer. - deletion_propagation: The connected-tool help article says source file/folder/library deletion propagates to the Knowledge Connector index after synchronization. Disabling a Knowledge Connector removes access and schedules index deletion. No bounded propagation or purge time is stated. - index_location: Libraries state European cloud storage; exact country, backup and embedding-processing regions were not established. - live_or_indexed — Is content searched live or copied into an index? [supported]: Featured request-time connectors fetch live without a persistent connector index. Knowledge Connectors can separately index selected files, folders or libraries; uploaded Libraries persist their own content. Sources: mistral-vibe:mistral-vibe:m-connectors-20261026, mistral-vibe:mistral-vibe:m-libraries-20261026, mistral-vibe:mistral-vibe:connector-data-controls-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026. - sync_interval — How often does an index refresh? [unknown]: No universal source-sync interval was established; live connectors and manually indexed Libraries must be distinguished. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/connectors.md, https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer. - deletion_propagation — How quickly does a deleted document disappear? [partial]: The connected-tool help article says source file/folder/library deletion propagates to the Knowledge Connector index after synchronization. Disabling a Knowledge Connector removes access and schedules index deletion. No bounded propagation or purge time is stated. Sources: mistral-vibe:mistral-vibe:connector-data-controls-20261026. - index_location — Where is indexed content stored? [partial]: Libraries state European cloud storage; exact country, backup and embedding-processing regions were not established. Sources: mistral-vibe:mistral-vibe:m-libraries-20261026. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-connectors-20261026, mistral-vibe:mistral-vibe:m-libraries-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026, mistral-vibe:mistral-vibe:connector-data-controls-20261026 #### onAI Verification status: Agent cross-checked (agent-cross-checked) Support: partial Microsoft 365 is described as live retrieval without a second library index. Content read into a chat remains in that conversation, and no edit/delete timing was measured. Availability: unknown Delivery: native Scope: surfaces=onAI browser workspace; version=Public page retrieved 2026-10-21; plan=Per seat; Flat price includes everything in Per seat. Microsoft 365 connector consent and source-account access required.; add_ons=Microsoft delegated connector consent; deployment_mode=not specified; region=Source data in customer Microsoft tenant; chat storage per deployment; os=not specified. Limitations: - This is the Microsoft 365 sync model only. Uploaded knowledge collections use a separate storage/retrieval mechanism. - Public pricing explicitly includes Microsoft 365 in Per seat and inherits it in Flat price. This establishes advertised plan scope, not a completed permission or deletion-propagation fixture. - live_or_indexed — Is content searched live or copied into an index? [supported]: The vendor describes live Microsoft 365 reads, no copied library and no background synchronisation. This statement does not cover uploaded knowledge-base documents. Sources: onai:public-m365-permissions-display-20261026, onai:review-m365-boundaries-display-20261026. - sync_interval — How often does an index refresh? [supported]: The described Microsoft 365 route has no library-index sync job; source service search freshness still depends on Microsoft. Sources: onai:public-m365-permissions-display-20261026, onai:review-m365-boundaries-display-20261026. - deletion_propagation — How quickly does a deleted document disappear? [unknown]: No edit/delete fixture was run. The page says material already read stays in the user’s chat, so source deletion cannot be treated as retroactive chat erasure. Sources: onai:public-m365-permissions-display-20261026, onai:review-m365-boundaries-display-20261026. - index_location — Where is indexed content stored? [supported]: No separate onAI Microsoft 365 library index is claimed. Retrieved content is retained in the asking user’s chat; the precise chat-storage country is separately unverified. Sources: onai:public-m365-permissions-display-20261026, onai:review-m365-boundaries-display-20261026. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: onai:public-m365-permissions-display-20261026, onai:review-m365-boundaries-display-20261026, onai:review-plan-m365-display-20261026 ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Library answers document numbered footnotes; measured multilingual grounding quality remains unknown. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Team and Enterprise hosted Vibe Work after account migration; feature-specific beta/preview and Enterprise-only controls retained below; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - citation_accuracy: No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer. - cross_language: No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer. - no_answer_behaviour: No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer. - observed_accuracy: No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer. - citations — Are answers linked to specific sources? [supported]: Library responses use numbered footnotes to source passages and a Sources panel. Sources: mistral-vibe:mistral-vibe:m-libraries-20261026. - citation_accuracy — Do the cited passages support the answer? [unknown]: No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer. - cross_language — Does a question in one language find documents in another? [unknown]: No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer. - no_answer_behaviour — Does it say when the corpus has no answer? [unknown]: No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer. - observed_accuracy — How many of the question set were answered correctly? [unknown]: No shared DE/FR/EN corpus or question-set trial was run, so this quality outcome cannot be inferred from feature documentation. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/libraries.md, https://mistral.ai/pricing/, https://docs.mistral.ai/vibe/work/connectors.md. No additional scoped evidence established this answer. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-libraries-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026 #### onAI Verification status: Agent cross-checked (agent-cross-checked) Support: partial For Per seat and Flat price Microsoft 365 answers, the vendor describes numbered source citations. Grounding accuracy, abstention and cross-language retrieval remain unknown without the shared fixture. Availability: unknown Delivery: native Scope: surfaces=onAI browser workspace; version=Public page retrieved 2026-10-21; plan=Per seat; Flat price includes everything in Per seat. Microsoft 365 connector consent and source-account access required.; add_ons=Required Microsoft delegated consent and customer source-account access; deployment_mode=not specified; region=Customer Microsoft tenant; receiving model region depends on configuration; os=not specified. Limitations: - This record covers Microsoft 365 source citations on the two named public offers. No observed accuracy, link verification, abstention or cross-language retrieval result is claimed. - citations — Are answers linked to specific sources? [supported]: For Microsoft 365 answers included in Per seat and inherited by Flat price, the vendor describes numbered links to the original email, file or chat. The illustrated conversations are examples; citation accuracy was not observed. Sources: onai:review-plan-m365-display-20261026, onai:review-m365-boundaries-display-20261026. - citation_accuracy — Do the cited passages support the answer? [unknown]: No fixture or real source-linked answer was checked for passage support or link accuracy. - cross_language — Does a question in one language find documents in another? [unknown]: The DE/FR/EN question set was not run against a connected corpus; interface translation does not establish cross-language retrieval quality. - no_answer_behaviour — Does it say when the corpus has no answer? [unknown]: No no-answer corpus fixture was run; the public example does not establish reliable abstention. - observed_accuracy — How many of the question set were answered correctly? [unknown]: No observed question-set numerator, denominator, model/settings or repeat count is available. No accuracy percentage is invented. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: onai:review-m365-boundaries-display-20261026, onai:review-plan-m365-display-20261026 ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: supported Migrated Work uses personal Knowledge Base and persistent instructions, with user and admin controls. Availability: beta Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Migrated Team/Enterprise hosted Work; personal Knowledge Base public preview, organization/workspace controls as documented; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. - custom_instructions — Can users set persistent instructions? [supported]: Persistent account instructions specify role, tone and format; Projects can carry their own instructions. Sources: mistral-vibe:mistral-vibe:m-instructions-20261026, mistral-vibe:mistral-vibe:m-projects-20261026. - cross_chat_memory — Does the product remember facts across chats? [supported]: Work Knowledge Base retrieves saved knowledge across tasks; it replaces legacy Memories as accounts migrate. Sources: mistral-vibe:mistral-vibe:m-memory-20261026, mistral-vibe:mistral-vibe:m-release-notes-20261026. - user_memory_controls — Can users view, edit and delete memories? [supported]: Users can browse/edit/delete/export knowledge and disable its use; disabling does not erase saved entries. Sources: mistral-vibe:mistral-vibe:m-memory-20261026. - admin_memory_controls — Can admins turn memory off? [supported]: Admins can disable Knowledge and constrain sensitive-data saving at organization/Workspace scope. Sources: mistral-vibe:mistral-vibe:m-memory-20261026, mistral-vibe:mistral-vibe:m-adminvibe-20261026. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-instructions-20261026, mistral-vibe:mistral-vibe:m-projects-20261026, mistral-vibe:mistral-vibe:m-memory-20261026, mistral-vibe:mistral-vibe:m-release-notes-20261026, mistral-vibe:mistral-vibe:m-adminvibe-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026 #### onAI Verification status: Stated by onAI (stated-by-vendor) Support: stated Evidence type: vendor-statement; asserted 2026-10-23; no third-party source. Personal instructions that apply across all chats. ## 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Skills are the current reusable Work configuration; legacy Chat Agents remain migration-scoped. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration, Legacy Vibe Chat during enterprise migration; version=not specified; plan=Team/Enterprise Work Skills; legacy Chat Agents only during migration; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - creator_permissions: Admins govern Skills/features and may force-enable Workspace Skills; a separate per-user creator-role restriction was not fully verified. - create_assistants — Can users create assistants with instructions, knowledge and tools? [supported]: Work users create reusable Skills with instructions/resources. Legacy Chat Agents additionally bind instructions, tools and Libraries during migration. Sources: mistral-vibe:mistral-vibe:m-skills-20261026, mistral-vibe:mistral-vibe:m-legacy-agents-20261026. - creator_permissions — Can admins limit who creates them? [partial]: Admins govern Skills/features and may force-enable Workspace Skills; a separate per-user creator-role restriction was not fully verified. Sources: mistral-vibe:mistral-vibe:m-skills-20261026, mistral-vibe:mistral-vibe:m-adminvibe-20261026. - sharing_scope — Can assistants be shared with users, groups or everyone? [supported]: Skills can be personal or published to a Workspace; legacy Agents have individual/group/organization sharing. Sources: mistral-vibe:mistral-vibe:m-skills-20261026, mistral-vibe:mistral-vibe:m-legacy-agents-20261026. - catalogue — Is there an internal assistant directory? [supported]: The Skills interface distinguishes built-in, personal and Workspace Skills; Studio-published resources can appear in Work. Sources: mistral-vibe:mistral-vibe:m-skills-20261026. - prompt_library — Are shared prompt templates available? [supported]: Built-in Skills include research, extraction and onboarding, and custom Skills can encode reusable methods/templates. Sources: mistral-vibe:mistral-vibe:m-skills-20261026. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-skills-20261026, mistral-vibe:mistral-vibe:m-legacy-agents-20261026, mistral-vibe:mistral-vibe:m-adminvibe-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026, mistral-vibe:mistral-vibe:m-release-notes-20261026 #### onAI Verification status: Stated by onAI (stated-by-vendor) Support: stated Evidence type: vendor-statement; asserted 2026-10-23; no third-party source. Create your own assistants with instructions and knowledge and share them with your team. ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: supported Work provides native tools, custom remote MCP and explicit action controls. Availability: beta Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Team/Enterprise hosted Work; connectors/custom MCP beta; Studio workflow execution separately metered; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. - builtin_tools — Which tools are built in? [supported]: Tools include web/Open URL, Libraries, paid Code Interpreter, Canvas, image generation, Skills and connectors. Sources: mistral-vibe:mistral-vibe:m-files-20261026, mistral-vibe:mistral-vibe:m-web-20261026, mistral-vibe:mistral-vibe:m-interpreter-20261026. - custom_actions — Can admins add API actions? [supported]: Admins can add customer MCP tools; Studio developers can publish deterministic Workflows as callable assistants. Sources: mistral-vibe:mistral-vibe:m-mcp-20261026, mistral-vibe:mistral-vibe:m-workflows-20261026. - mcp_client — Can it use remote MCP servers, and with what admin control? [supported]: Custom HTTPS MCP servers support auto-detected no-auth, Bearer/Basic or OAuth 2.1 authentication and require administrator setup. Sources: mistral-vibe:mistral-vibe:m-mcp-20261026. - tool_auth — Do tools act as the user or as a shared account? [supported]: Featured tools use personal OAuth, with separate organization-level GitHub/Slack bot routes and MCP credentials. Sources: mistral-vibe:mistral-vibe:m-connectors-20261026, mistral-vibe:mistral-vibe:m-admincon-20261026, mistral-vibe:mistral-vibe:m-mcp-20261026. - tool_approval — Can admins approve or block tools, and can users confirm actions before they run? [supported]: Writes pause for Continue, Always allow or Decline; users can preauthorize a function, while admins can block/restrict tools. Sources: mistral-vibe:mistral-vibe:m-safety-20261026, mistral-vibe:mistral-vibe:m-admincon-20261026. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-files-20261026, mistral-vibe:mistral-vibe:m-web-20261026, mistral-vibe:mistral-vibe:m-interpreter-20261026, mistral-vibe:mistral-vibe:m-mcp-20261026, mistral-vibe:mistral-vibe:m-workflows-20261026, mistral-vibe:mistral-vibe:m-connectors-20261026, mistral-vibe:mistral-vibe:m-admincon-20261026, mistral-vibe:mistral-vibe:m-safety-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026 #### onAI Verification status: Stated by onAI (stated-by-vendor) Support: stated Evidence type: vendor-statement; asserted 2026-10-23; no third-party source. Tools and your own API actions (OpenAPI); MCP not yet. ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Live web search and a Deep Research Skill produce linked sources; exact search processing regions remain unspecified. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Migrated Team/Enterprise Work web search and Deep Research Skill; limits by plan; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - search_provider: AFP/AP supply news results. The general web-search backend and its query-processing region were not established. - deep_research: Deep Research is available as a Work Skill producing multi-source cited reports; exact plan limits need the pricing/account scope. - web_search — Is web search available? [supported]: Web search and Open URL retrieve current public information; login/paywalled pages have documented limitations. Sources: mistral-vibe:mistral-vibe:m-web-20261026. - admin_toggle — Can admins disable it per organisation or group? [supported]: Admins can disable Web Search and Deep Research per Workspace; group access can be assigned through Workspace membership. Sources: mistral-vibe:mistral-vibe:m-adminvibe-20261026, mistral-vibe:mistral-vibe:m-groups-20261026. - search_provider — Which search provider handles queries, and where? [partial]: AFP/AP supply news results. The general web-search backend and its query-processing region were not established. Sources: mistral-vibe:mistral-vibe:m-web-20261026. - deep_research — Is multi-step research with a report available? [partial]: Deep Research is available as a Work Skill producing multi-source cited reports; exact plan limits need the pricing/account scope. Sources: mistral-vibe:mistral-vibe:m-web-20261026, mistral-vibe:mistral-vibe:m-skills-20261026. - web_citations — Are web sources cited? [supported]: Web responses provide inline references and a Sources panel. Sources: mistral-vibe:mistral-vibe:m-web-20261026. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-web-20261026, mistral-vibe:mistral-vibe:m-adminvibe-20261026, mistral-vibe:mistral-vibe:m-groups-20261026, mistral-vibe:mistral-vibe:m-skills-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026, mistral-vibe:mistral-vibe:m-release-notes-20261026 #### onAI Verification status: Stated by onAI (stated-by-vendor) Support: stated Evidence type: vendor-statement; asserted 2026-10-23; no third-party source. Web search with cited sources; admins grant it to groups. ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Studio developers publish Workflows for Work use, with tier entitlement unspecified; time-based Work scheduling is public preview. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Team/Enterprise Work scheduling and workflow selection; Studio construction/hosting needs its own paid API or Enterprise entitlement; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - Time-based scheduling remains public preview. Studio workflow creation/hosting needs a separately eligible service plan; current scheduling is not event-triggered. - workflow_builder — Is there a workflow or chain builder? [supported]: Work does not build deterministic Workflows itself; Studio developers build and publish them for explicit selection in Work. Sources: mistral-vibe:mistral-vibe:m-workflows-20261026. - scheduled_tasks — Can prompts or assistants run on a schedule? [supported]: Public-preview schedules run once/daily/weekly/monthly/yearly; Free advertises up to five and paid plans fair-use conditions. Sources: mistral-vibe:mistral-vibe:m-schedule-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026. - event_triggers — Can external events start a workflow? [unsupported]: The scheduling guide states triggers are time-based for now; event triggers are prospective, without a dated commitment. Sources: mistral-vibe:mistral-vibe:m-schedule-20261026. - builder_audience — Is building aimed at business users, IT or developers? [supported]: Studio workflow construction targets developers; ordinary Work users select published workflows and schedule prompts. Sources: mistral-vibe:mistral-vibe:m-workflows-20261026, mistral-vibe:mistral-vibe:m-schedule-20261026. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-workflows-20261026, mistral-vibe:mistral-vibe:m-schedule-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026, mistral-vibe:mistral-vibe:m-release-notes-20261026 #### onAI Verification status: Agent cross-checked (agent-cross-checked) Support: partial The public site labels the native workflow engine coming soon and offers n8n/custom workflow services meanwhile. Stated by onAI (evidence type vendor-statement, asserted 2026-10-23): We build workflows and automations as a service; a self-service builder is in progress. Availability: unknown Delivery: official-integration Scope: surfaces=onAI browser workspace; version=Undated public homepage checked 2026-10-26; no native workflow release verified.; plan=Public n8n/custom-workflow service offer on request; plan entitlement unspecified. Native workflow engine described as coming soon.; add_ons=none stated; deployment_mode=not specified; region=Workflow deployment and processing regions are not specified in the cited public homepage section.; os=not specified. Limitations: - workflow_builder: The native engine is announced as coming soon, without a release date. The current offer describes n8n integration run by onAI, the customer or a partner; no native self-service chain builder is counted as released. - scheduled_tasks: No user-facing scheduled-prompt service, schedule limits or plan entitlement was verified. Internal background task machinery is insufficient evidence. Search on 2026-10-26: https://onaihq.com/, https://onaihq.com/sitemap.xml, https://onaihq.com/docs/. No additional scoped evidence established this answer. - event_triggers: No documented email/form/business-system trigger or executed workflow was obtained; outbound webhooks do not establish inbound workflow triggers. Search on 2026-10-26: https://onaihq.com/, https://onaihq.com/sitemap.xml, https://onaihq.com/docs/. No additional scoped evidence established this answer. - builder_audience: For the described n8n alternative, onAI, the customer or a partner may operate it, and onAI offers workflow construction on request. This does not specify a shipped native builder audience, schedule limits or event-trigger coverage. - The public homepage is undated and combines a future native engine with an on-request service alternative. No public deployment/version or Per seat/Flat price workflow entitlement was established. - workflow_builder — Is there a workflow or chain builder? [partial]: The native engine is announced as coming soon, without a release date. The current offer describes n8n integration run by onAI, the customer or a partner; no native self-service chain builder is counted as released. Sources: onai:onai:review-fix-public-workflow-scope-20261026. - scheduled_tasks — Can prompts or assistants run on a schedule? [unknown]: No user-facing scheduled-prompt service, schedule limits or plan entitlement was verified. Internal background task machinery is insufficient evidence. Search on 2026-10-26: https://onaihq.com/, https://onaihq.com/sitemap.xml, https://onaihq.com/docs/. No additional scoped evidence established this answer. - event_triggers — Can external events start a workflow? [unknown]: No documented email/form/business-system trigger or executed workflow was obtained; outbound webhooks do not establish inbound workflow triggers. Search on 2026-10-26: https://onaihq.com/, https://onaihq.com/sitemap.xml, https://onaihq.com/docs/. No additional scoped evidence established this answer. - builder_audience — Is building aimed at business users, IT or developers? [partial]: For the described n8n alternative, onAI, the customer or a partner may operate it, and onAI offers workflow construction on request. This does not specify a shipped native builder audience, schedule limits or event-trigger coverage. Sources: onai:onai:review-fix-public-workflow-scope-20261026. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: onai:onai:review-fix-public-workflow-scope-20261026 ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Work is documented as a supervised multi-step agent with task progress and optional preauthorization. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Team/Enterprise migrated Work agent execution and plan-included connectors; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - agent_mode: Work decomposes tasks and calls connectors/tools; no fixture execution or intervention count was observed. - agent_mode — Is there an agent mode for multi-step tasks? [partial]: Work decomposes tasks and calls connectors/tools; no fixture execution or intervention count was observed. Sources: mistral-vibe:mistral-vibe:m-safety-20261026. - visible_steps — Are steps and tool calls shown? [supported]: Longer tasks show todos, reasoning summaries and expandable tool inputs/outputs/status. Sources: mistral-vibe:mistral-vibe:m-safety-20261026. - side_effect_confirmation — Must the user confirm actions with side effects? [supported]: External create/update/send/delete actions request approval unless the user has Always allow enabled for that function. Sources: mistral-vibe:mistral-vibe:m-safety-20261026. - stop_control — Can the user stop a running task? [supported]: A stop button can interrupt work, but the guide warns that already-submitted external effects cannot be guaranteed stopped or undone. Sources: mistral-vibe:mistral-vibe:m-safety-20261026. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-safety-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026, mistral-vibe:mistral-vibe:m-release-notes-20261026 #### onAI Verification status: Stated by onAI (stated-by-vendor) Support: stated Evidence type: vendor-statement; asserted 2026-10-23; no third-party source. No separate autonomous agent mode; tools run in the normal chat. ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Studio/administration APIs are separate from the end-user Work chat; legacy Chat Agents explicitly lack API invocation. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - Remaining atomic gaps: knowledge_api, mcp_server. - chat_api — Is there an API for chat and assistants? [partial]: Legacy Chat-created Agents cannot be called programmatically; developers create separate Studio/API agents. A full hosted Work conversation API was not established. Sources: mistral-vibe:mistral-vibe:m-legacy-agents. - knowledge_api — Can documents be loaded through an API? [unknown]: Unknown. Studio/library APIs were not comprehensively retrieved to establish full Work knowledge ingestion/ACL parity. - api_governance — Do audit, budgets and model rules apply to API use? [partial]: Enterprise Admin APIs expose usage, groups and limits; parity with every Work tool/retention/permission policy was not tested. Sources: mistral-vibe:mistral-vibe:m-usage-api, mistral-vibe:mistral-vibe:m-provision. - mcp_server — Does the product expose itself to other agents over MCP? [unknown]: Unknown. Work is documented as an MCP client; a supported Work-as-MCP-server interface was not established. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-legacy-agents, mistral-vibe:mistral-vibe:m-usage-api, mistral-vibe:mistral-vibe:m-provision #### onAI Verification status: Stated by onAI (stated-by-vendor) Support: stated Evidence type: vendor-statement; asserted 2026-10-23; no third-party source. API for chat and document processing on request. ## 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Hosted Vibe is available on web and mobile; developer IDE/CLI routes have a different audience. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration, Vibe iOS/Android apps; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - Remaining atomic gaps: desktop_apps, browser_extension, managed_deployment, client_feature_gaps. - web — Is a full web client available? [supported]: The product and pricing pages list the hosted web app. Sources: mistral-vibe:mistral-vibe:m-home, mistral-vibe:mistral-vibe:m-pricing. - desktop_apps — Windows and macOS apps? [unknown]: Unknown. No standalone general-work Windows/macOS app was verified; CLI/IDE coding clients are recorded separately. - mobile_apps — iOS and Android apps with SSO? [partial]: iOS and Android apps are linked in the voice guide; company-SSO mobile behavior was not verified. Sources: mistral-vibe:mistral-vibe:m-voice. - browser_extension — Is there a browser extension or sidebar? [unknown]: Unknown. Vibe Code IDE extensions are documented, but a general browser extension/sidebar was not established. - managed_deployment — Can IT deploy and configure clients through MDM? [unknown]: Unknown. No MDM/Intune package and managed configuration contract was retrieved. - client_feature_gaps — Which features are missing on mobile? [unknown]: Unknown. No complete mobile/web parity matrix or mobile Enterprise SSO fixture was obtained. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-home, mistral-vibe:mistral-vibe:m-pricing, mistral-vibe:mistral-vibe:m-voice #### onAI Verification status: Agent cross-checked (agent-cross-checked) Support: partial The vendor offers a browser workspace requiring no installation. Native clients, extensions and managed deployment support remain unknown. Stated by onAI (evidence type vendor-statement, asserted 2026-10-22): An uncluttered interface without technical settings. At Manor, hundreds of employees use onAI every day. Availability: unknown Delivery: native Scope: surfaces=onAI browser workspace; version=Public page retrieved 2026-10-21; plan=Per seat and Flat price web workspace offers; add_ons=none stated; deployment_mode=not specified; region=Unspecified by source; os=Browser; operating system unspecified. Limitations: - Only browser access is established by public copy. No native-client absence is inferred from missing listings. - web — Is a full web client available? [supported]: The public AI Tools section describes the employee workspace running in a current browser with nothing to install. Sources: onai:public-web-client. - desktop_apps — Windows and macOS apps? [unknown]: No first-party Windows/macOS native client download, company-SSO support table or desktop fixture was located. - mobile_apps — iOS and Android apps with SSO? [unknown]: No iOS/Android native app listing or mobile SSO fixture was verified. A responsive website would not establish native apps. - browser_extension — Is there a browser extension or sidebar? [unknown]: No browser extension/sidebar release or installation instructions were located on the public product page or sitemap. - managed_deployment — Can IT deploy and configure clients through MDM? [unknown]: No MDM/Intune deployment package, policy guide or client configuration profile was obtained. - client_feature_gaps — Which features are missing on mobile? [unknown]: No matched desktop/mobile-browser/native-client fixture was run; no cross-client feature parity claim is made. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: onai:public-web-client ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Work accesses Outlook and Google services through connectors; embedded Office, Outlook or Teams add-ins remain unverified. Availability: unknown Delivery: unknown Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Team/Enterprise hosted Work with beta connectors; add_ons=none stated; deployment_mode=multi-tenant-saas; region=Source-account and connector route dependent; os=not specified. Limitations: - word_excel_powerpoint: The Work connector guide describes source retrieval/actions. It does not establish this editor/mail/Teams add-in or its separate licence/admin-consent requirements. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/voice-mode.md, https://mistral.ai/products/vibe/. No additional scoped evidence established this answer. - outlook: The featured Outlook connector reads/sends email and the Outlook Calendar connector manages events from Work. This does not establish an embedded Outlook add-in. - teams: The Work connector guide describes source retrieval/actions. It does not establish this editor/mail/Teams add-in or its separate licence/admin-consent requirements. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/voice-mode.md, https://mistral.ai/products/vibe/. No additional scoped evidence established this answer. - google_workspace_apps: Featured Gmail and Google Calendar tools act from Work. A Google Drive task example is documented; embedded Gmail/Docs/Sheets add-ons were not established. - licence_prerequisites: Featured connectors require an authorized source account and OAuth consent; custom remote MCP configuration requires an administrator. The complete source licence and tenant-admin consent matrix was not established. - word_excel_powerpoint — Does it work inside Word, Excel and PowerPoint? [unknown]: The Work connector guide describes source retrieval/actions. It does not establish this editor/mail/Teams add-in or its separate licence/admin-consent requirements. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/voice-mode.md, https://mistral.ai/products/vibe/. No additional scoped evidence established this answer. - outlook — Does it work inside Outlook? [partial]: The featured Outlook connector reads/sends email and the Outlook Calendar connector manages events from Work. This does not establish an embedded Outlook add-in. Sources: mistral-vibe:mistral-vibe:m-connectors-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026. - teams — Is there a Teams app or bot? [unknown]: The Work connector guide describes source retrieval/actions. It does not establish this editor/mail/Teams add-in or its separate licence/admin-consent requirements. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/vibe/work/voice-mode.md, https://mistral.ai/products/vibe/. No additional scoped evidence established this answer. - google_workspace_apps — Does it work inside Docs, Sheets or Gmail? [partial]: Featured Gmail and Google Calendar tools act from Work. A Google Drive task example is documented; embedded Gmail/Docs/Sheets add-ons were not established. Sources: mistral-vibe:mistral-vibe:m-connectors-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026. - licence_prerequisites — Which licences or consents are needed? [partial]: Featured connectors require an authorized source account and OAuth consent; custom remote MCP configuration requires an administrator. The complete source licence and tenant-admin consent matrix was not established. Sources: mistral-vibe:mistral-vibe:m-connectors-20261026, mistral-vibe:mistral-vibe:m-mcp-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-connectors-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026, mistral-vibe:mistral-vibe:m-mcp-20261026 #### onAI Verification status: Stated by onAI (stated-by-vendor) Support: stated Evidence type: vendor-statement; asserted 2026-10-23; no third-party source. Outlook and Excel add-ins in preparation; Microsoft 365 is connected live. ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Canvas supports instructed translation and rewriting; dedicated layout-preserving translation/glossary behavior remains untested. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - Remaining atomic gaps: document_translation, translation_engine, glossaries, formality_and_variants. - document_translation — Can whole documents be translated with formatting kept? [unknown]: Unknown. Canvas and legacy translation examples do not establish a dedicated translation engine, enforced glossary or tested format/de-CH fidelity; no contract translation fixture was run. - translation_engine — Which engine translates? [unknown]: Unknown. Canvas and legacy translation examples do not establish a dedicated translation engine, enforced glossary or tested format/de-CH fidelity; no contract translation fixture was run. - glossaries — Are company glossaries supported? [unknown]: Unknown. Canvas and legacy translation examples do not establish a dedicated translation engine, enforced glossary or tested format/de-CH fidelity; no contract translation fixture was run. - formality_and_variants — Can formality and regional variants (de-CH) be set? [unknown]: Unknown. Canvas and legacy translation examples do not establish a dedicated translation engine, enforced glossary or tested format/de-CH fidelity; no contract translation fixture was run. - writing_tools — Are dedicated rewrite and proofreading tools available? [supported]: Canvas offers inline rewrite/translate requests, direct edits and revisions; custom instructions set tone/style. Sources: mistral-vibe:mistral-vibe:m-files, mistral-vibe:mistral-vibe:m-instructions. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-files, mistral-vibe:mistral-vibe:m-instructions #### onAI Verification status: Stated by onAI (stated-by-vendor) Support: stated Evidence type: vendor-statement; asserted 2026-10-22; no third-party source. Translation with DeepL: documents with their layout, glossaries, formal or informal address. Plus adjusting style and tone. ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Work generates and edits images using Black Forest Labs, with Workspace controls and plan limits. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Team and Enterprise hosted Vibe Work after account migration; feature-specific beta/preview and Enterprise-only controls retained below; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - image_generation: The Work guide names Black Forest Labs as image provider; the exact current model revision was not established. - usage_terms: Commercial terms define generated-output rights subject to third-party content and usage restrictions; a model-specific image licence review was not completed. - image_generation — Can users generate images, with which models? [partial]: The Work guide names Black Forest Labs as image provider; the exact current model revision was not established. Sources: mistral-vibe:mistral-vibe:m-image-20261026. - image_editing — Can users edit uploaded images? [supported]: Users can refine generated images or upload an existing image and request changes. Sources: mistral-vibe:mistral-vibe:m-image-20261026. - admin_control — Can admins restrict image generation? [supported]: Administrators can disable Image Generation per Workspace. Sources: mistral-vibe:mistral-vibe:m-adminvibe-20261026. - usage_terms — What usage rights apply to output? [partial]: Commercial terms define generated-output rights subject to third-party content and usage restrictions; a model-specific image licence review was not completed. Sources: mistral-vibe:mistral-vibe:m-commercial-20261026. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-image-20261026, mistral-vibe:mistral-vibe:m-adminvibe-20261026, mistral-vibe:mistral-vibe:m-commercial-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026 #### onAI Verification status: Agent cross-checked (agent-cross-checked) Support: partial Image Studio advertises several image models, prompt-based editing and administrator controls. Its cost examples and commercial-use statement are vendor claims. Stated by onAI (evidence type vendor-statement, asserted 2026-10-22): The leading image models from OpenAI, Google, Black Forest Labs and xAI in one studio: one prompt to up to three models side by side, styles with automatic prompt enhancement, editing with up to ten reference images, cost shown before generating. Availability: unknown Delivery: native Scope: surfaces=onAI browser workspace; version=Public page retrieved 2026-10-21; plan=Image Studio listed in Per seat and Flat price; model entitlements unspecified; add_ons=none stated; deployment_mode=not specified; region=Provider dependent; EU-only optional tier described separately; os=not specified. Limitations: - Displayed prices and timings are illustrative UI examples, not a general price list or measured benchmark. No provider-specific output-rights contract was reviewed. - image_generation — Can users generate images, with which models? [supported]: The page lists GPT Image, Nano Banana Pro, Imagen 4 and FLUX.3, with up to three selected models per prompt and an estimated provider cost shown before generation. Exact version IDs and live plan entitlements were not tested. Sources: onai:public-images. - image_editing — Can users edit uploaded images? [supported]: The page describes editing an uploaded image or a previous result using a text instruction and shows image-editing models. Inpainting masks and per-model limits were not verified. Sources: onai:public-images. - admin_control — Can admins restrict image generation? [supported]: Administrators are said to choose image models and which users may use them; optional personal-data filtering is described. Sources: onai:public-images. - usage_terms — What usage rights apply to output? [partial]: The vendor says generated images may be used commercially. It does not supply model-specific output licences, indemnities or restrictions in this section. Sources: onai:public-image-rights. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: onai:public-image-rights, onai:public-images ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Voice transcription and uploaded meeting analysis are documented; live voice and Swiss German performance remain open. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration, Vibe iOS/Android apps; version=not specified; plan=All plans for dictation, explicitly stated by the Work voice guide; uploaded-meeting analysis unspecified plan; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - Remaining atomic gaps: read_aloud, voice_conversation, swiss_german_speech. - The general Work/Workspace documentation does not establish Team or Enterprise entitlement for every feature here. Unspecified-plan findings remain candidates; no plan inheritance is assumed. - dictation — Can users dictate prompts? [supported]: Web and iOS/Android voice transcribes a prompt for review or autosend; DE/FR/IT are listed languages. Sources: mistral-vibe:mistral-vibe:m-voice, mistral-vibe:mistral-vibe:m-voice-entitlement-correction. - read_aloud — Can answers be read aloud? [unknown]: Unknown. A supported end-user answer read-aloud control was not established in the retrieved Work voice guide. - voice_conversation — Is a live voice mode available? [unknown]: Unknown. The voice guide has a conversation-mode heading but does not provide sufficient behavior/plan detail to establish live bidirectional voice. - meeting_summaries — Are meetings transcribed and summarised? [partial]: Uploaded recordings can be transcribed and summarized with action items; a live meeting-bot integration was not established. Sources: mistral-vibe:mistral-vibe:m-files. - swiss_german_speech — Is Swiss German speech recognised? [unknown]: Unknown. No de-CH/Swiss German transcription evidence or fixture was obtained. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-voice, mistral-vibe:mistral-vibe:m-files, mistral-vibe:mistral-vibe:m-voice-entitlement-correction #### onAI Verification status: Stated by onAI (stated-by-vendor) Support: stated Evidence type: vendor-statement; asserted 2026-10-23; no third-party source. Voice input with transcription, and answers read aloud. ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Paid Work executes code, charts data and generates editable spreadsheet/slide artifacts. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - Hosted paid-plan documentation does not establish equivalent behavior in every private Enterprise deployment. - data_analysis — Can it analyse spreadsheets with executed code? [partial]: Code Interpreter executes Python/TypeScript in an isolated no-internet sandbox; workbook accuracy was not tested. Sources: mistral-vibe:mistral-vibe:m-interpreter. - charts — Can it produce charts? [supported]: The interpreter supports matplotlib/TypeScript charts from user data. Sources: mistral-vibe:mistral-vibe:m-interpreter. - office_file_output — Can it create Word, Excel or PowerPoint files? [partial]: Paid spreadsheets export XLSX and Canvas exports PowerPoint and tables; DOCX generation was not fully verified. Sources: mistral-vibe:mistral-vibe:m-sheets, mistral-vibe:mistral-vibe:m-files. - canvas_editing — Is there a document or canvas editor for iterating on output? [supported]: Canvas supports direct edits, inline AI requests, version navigation and file exports. Sources: mistral-vibe:mistral-vibe:m-files. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-interpreter, mistral-vibe:mistral-vibe:m-sheets, mistral-vibe:mistral-vibe:m-files #### onAI Verification status: Stated by onAI (stated-by-vendor) Support: stated Evidence type: vendor-statement; asserted 2026-10-23; no third-party source. Code execution (Python) for data analysis and charts. ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Workspaces and Projects scope context; share links are output snapshots, with recipient source-access behavior still untested. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Team and Enterprise hosted Vibe Work after account migration; feature-specific beta/preview and Enterprise-only controls retained below; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - team_spaces: Workspaces scope conversations/resources and access; Projects group task context. Collaborative project membership was not fully established. - group_chat: No simultaneous multi-person chat-with-AI workflow was established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/admin/workspaces/your-first-workspace.md, https://docs.mistral.ai/vibe/work/projects.md. No additional scoped evidence established this answer. - share_permission_boundary: No two-recipient sharing fixture established whether a shared output reveals content the recipient lacks in source systems. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/admin/workspaces/your-first-workspace.md, https://docs.mistral.ai/vibe/work/projects.md. No additional scoped evidence established this answer. - share_chats — Can chats be shared inside the organisation? [supported]: Canvas documentation describes sharing the full chat including Canvas content. Sources: mistral-vibe:mistral-vibe:m-files-20261026. - team_spaces — Are shared projects or workspaces available? [partial]: Workspaces scope conversations/resources and access; Projects group task context. Collaborative project membership was not fully established. Sources: mistral-vibe:mistral-vibe:m-workspace-20261026, mistral-vibe:mistral-vibe:m-projects-20261026. - group_chat — Can several people chat together with the AI? [unknown]: No simultaneous multi-person chat-with-AI workflow was established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/admin/workspaces/your-first-workspace.md, https://docs.mistral.ai/vibe/work/projects.md. No additional scoped evidence established this answer. - share_permission_boundary — Does sharing respect the recipient's access to sources? [unknown]: No two-recipient sharing fixture established whether a shared output reveals content the recipient lacks in source systems. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/files-and-canvas.md, https://docs.mistral.ai/admin/workspaces/your-first-workspace.md, https://docs.mistral.ai/vibe/work/projects.md. No additional scoped evidence established this answer. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-files-20261026, mistral-vibe:mistral-vibe:m-workspace-20261026, mistral-vibe:mistral-vibe:m-projects-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026 #### onAI Verification status: Stated by onAI (stated-by-vendor) Support: stated Evidence type: vendor-statement; asserted 2026-10-23; no third-party source. Share chats with colleagues by link. ### 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. #### Mistral Vibe Verification status: No public information found (not-published) Support: not-published We found no public information on this. A missing finding is not evidence that the product lacks the capability. #### onAI Verification status: Stated by onAI (stated-by-vendor) Support: stated Evidence type: vendor-statement; asserted 2026-10-23; no third-party source. Interface in German and English, more languages in preparation. ## 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Enterprise organization SSO is SAML 2.0 with verified domains and first-login provisioning. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - mfa: Individual accounts can enable TOTP two-factor authentication and generate recovery codes. A mandatory organization-wide policy or IdP enforcement matrix was not established. - conditional_access: No Entra conditional-access compatibility test or precise policy guarantee was retrieved. Search on 2026-10-26: https://docs.mistral.ai/admin/set-up-organization/sign-in-method/saml-sso.md, https://mistral.ai/pricing/, https://docs.mistral.ai/admin/workspaces/workspaces-in-vibe.md. No additional scoped evidence established this answer. - sso_protocols — Which SSO protocols and identity providers work? [supported]: Enterprise organization SSO supports SAML 2.0 identity providers; the guide explicitly says OIDC is not supported for organization SSO. Sources: mistral-vibe:mistral-vibe:m-sso-20261026. - sso_plan — Which plan includes SSO? [supported]: SAML SSO requires Enterprise; domain verification is listed on Team. Sources: mistral-vibe:mistral-vibe:m-sso-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026. - mfa — Can MFA be enforced? [partial]: Individual accounts can enable TOTP two-factor authentication and generate recovery codes. A mandatory organization-wide policy or IdP enforcement matrix was not established. Sources: mistral-vibe:mistral-vibe:account-mfa-20261026. - conditional_access — Do Entra conditional-access policies apply? [unknown]: No Entra conditional-access compatibility test or precise policy guarantee was retrieved. Search on 2026-10-26: https://docs.mistral.ai/admin/set-up-organization/sign-in-method/saml-sso.md, https://mistral.ai/pricing/, https://docs.mistral.ai/admin/workspaces/workspaces-in-vibe.md. No additional scoped evidence established this answer. - domain_capture — Can the company claim its email domain? [supported]: A matching verified-domain email routes to the configured IdP, with first-sign-in organization provisioning. Sources: mistral-vibe:mistral-vibe:m-sso-20261026. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-sso-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026, mistral-vibe:mistral-vibe:account-mfa-20261026 #### onAI Verification status: Agent cross-checked (agent-cross-checked) Support: partial Public copy offers Microsoft, Google, OIDC and LDAP sign-in, with published plan differences. Native SAML, MFA enforcement and conditional-access behavior were not verified. Availability: unknown Delivery: official-integration Scope: surfaces=onAI browser workspace; version=Public page retrieved 2026-10-21; plan=Per seat: Microsoft/Google; Flat price: Microsoft/Google/OIDC/LDAP; add_ons=none stated; deployment_mode=not specified; region=Identity-provider and deployment regions unspecified; os=not specified. Limitations: - No successful login or policy enforcement fixture was run. SAML and MFA are left unknown rather than inferred from corporate-login marketing. - sso_protocols — Which SSO protocols and identity providers work? [supported]: The current page lists Microsoft Entra ID, Google, any OpenID Connect provider and LDAP. It does not establish native SAML support; generic corporate SSO language is insufficient. Sources: onai:public-pricing-display-20261026. - sso_plan — Which plan includes SSO? [supported]: Per seat lists Entra ID and Google. Flat price lists Entra ID, Google, OIDC and LDAP. These are published offer terms, not an executed SSO fixture. Sources: onai:public-pricing-display-20261026. - mfa — Can MFA be enforced? [unknown]: No onAI-native MFA requirement or tenant-enforced IdP-MFA setup was verified. IdP capabilities are not automatically onAI enforcement. - conditional_access — Do Entra conditional-access policies apply? [unknown]: No Entra conditional-access compatibility statement or test policy/login result was obtained. - domain_capture — Can the company claim its email domain? [unknown]: No domain-claim/verification workflow, automatic capture policy or ownership-transfer fixture was established from public material. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: onai:public-pricing-display-20261026 ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial JIT seats, user/group administration and external identity sync are documented; leaver data outcomes remain untested. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - The partial atomic answers state their documentation or verification limits. - scim — Is SCIM provisioning supported? [partial]: The groups guide recognizes SCIM-managed identities/groups, but a complete supported SCIM setup/plan matrix was not retrieved. Sources: mistral-vibe:mistral-vibe:m-groups. - group_sync — Are identity-provider groups synced? [partial]: Externally managed group fields are controlled by the IdP and updated on sync; delay was not verified. Sources: mistral-vibe:mistral-vibe:m-groups. - jit_provisioning — Are users created at first login? [supported]: Enterprise SAML first login provisions users and can assign available product seats automatically. Sources: mistral-vibe:mistral-vibe:m-sso. - deprovisioning — What happens to a removed user's data and shared assets? [partial]: User removal revokes organization/Workspace permissions. Content ownership transfer and deletion were not tested. Sources: mistral-vibe:mistral-vibe:m-users, mistral-vibe:mistral-vibe:m-provision. - seat_assignment — Can admins assign and reclaim seats? [supported]: Admins assign/reclaim Vibe/product seats in member subscription settings. Sources: mistral-vibe:mistral-vibe:m-users. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-groups, mistral-vibe:mistral-vibe:m-sso, mistral-vibe:mistral-vibe:m-users, mistral-vibe:mistral-vibe:m-provision #### onAI Verification status: Stated by onAI (stated-by-vendor) Support: stated Evidence type: vendor-statement; asserted 2026-10-23; no third-party source. Users are created automatically at their first SSO sign-in and groups come from the directory; no SCIM. ### 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. #### Mistral Vibe Verification status: No public information found (not-published) Support: not-published We found no public information on this. A missing finding is not evidence that the product lacks the capability. #### onAI Verification status: Stated by onAI (stated-by-vendor) Support: stated Evidence type: vendor-statement; asserted 2026-10-22; no third-party source. Roles and groups; admins decide per group which features (for example Image Studio, translator, web search) are used. ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Enterprise usage APIs expose user/agent activity and billing metrics; anonymized reporting controls remain unknown. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Enterprise Admin API activity export; Team/Enterprise Workspace UI as documented; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - adoption_dashboard: The Admin API documents product activity including user message/file/image counts and last activity; end-user UI completeness was not verified. - breakdowns: Documented API breakdowns include user/agent activity and Workspace model/token/capability consumption; a complete group/feature matrix was not established. - privacy_modes: A user-report pseudonymization, aggregation-only or works-council privacy mode was not established. Search on 2026-10-26: https://docs.mistral.ai/admin/admin-api/usage-metrics.md, https://docs.mistral.ai/admin/workspaces/usage-limits.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer. - adoption_dashboard — Is there an adoption dashboard? [partial]: The Admin API documents product activity including user message/file/image counts and last activity; end-user UI completeness was not verified. Sources: mistral-vibe:mistral-vibe:m-usage-api-20261026. - breakdowns — Can usage be broken down by group, model, feature and assistant? [partial]: Documented API breakdowns include user/agent activity and Workspace model/token/capability consumption; a complete group/feature matrix was not established. Sources: mistral-vibe:mistral-vibe:m-usage-api-20261026, mistral-vibe:mistral-vibe:m-limits-20261026. - export — Can usage data be exported? [supported]: Enterprise usage endpoints return machine-readable metrics with an Admin API key; access requires separately enabled Enterprise administration. Sources: mistral-vibe:mistral-vibe:m-usage-api-20261026. - privacy_modes — Can per-person reporting be limited or pseudonymised? [unknown]: A user-report pseudonymization, aggregation-only or works-council privacy mode was not established. Search on 2026-10-26: https://docs.mistral.ai/admin/admin-api/usage-metrics.md, https://docs.mistral.ai/admin/workspaces/usage-limits.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-usage-api-20261026, mistral-vibe:mistral-vibe:m-limits-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026 #### onAI Verification status: Stated by onAI (stated-by-vendor) Support: stated Evidence type: vendor-statement; asserted 2026-10-23; no third-party source. Usage reports by model, feature and person. ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Workspace and organization spending caps are documented, with explicit API suspension behavior and incomplete Vibe UI enforcement detail. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Team/Enterprise Workspace usage and limits; API cap behavior does not establish a Work-chat hard stop; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - cost_visibility: Workspace usage shows month-to-date spend, token/model and capability usage; per-person complete cost allocation was not established. - budget_enforcement: Unknown for hosted Vibe Work. The guide specifies API suspension at the cap, which does not establish Work chat enforcement; no Work budget-stop fixture was run. Search on 2026-10-26: https://docs.mistral.ai/admin/workspaces/usage-limits.md, https://docs.mistral.ai/admin/billing-usage/billing.md, https://docs.mistral.ai/admin/admin-api/usage-metrics.md. No additional scoped evidence established this answer. - chargeback: Enterprise usage APIs provide billing/Workspace data for allocation; a native cost-centre export schema was not established. - cost_visibility — Can admins see cost or consumption per user and group? [partial]: Workspace usage shows month-to-date spend, token/model and capability usage; per-person complete cost allocation was not established. Sources: mistral-vibe:mistral-vibe:m-limits-20261026. - budgets — Can budgets be set per user or group? [supported]: Admins can set Workspace monthly spending limits bounded by the organization cap; defaults have no Workspace cap. Sources: mistral-vibe:mistral-vibe:m-limits-20261026, mistral-vibe:mistral-vibe:m-billing-20261026. - budget_enforcement — Does reaching a budget alert, block or downgrade? [unknown]: Unknown for hosted Vibe Work. The guide specifies API suspension at the cap, which does not establish Work chat enforcement; no Work budget-stop fixture was run. Search on 2026-10-26: https://docs.mistral.ai/admin/workspaces/usage-limits.md, https://docs.mistral.ai/admin/billing-usage/billing.md, https://docs.mistral.ai/admin/admin-api/usage-metrics.md. No additional scoped evidence established this answer. - chargeback — Can costs be exported per cost centre? [partial]: Enterprise usage APIs provide billing/Workspace data for allocation; a native cost-centre export schema was not established. Sources: mistral-vibe:mistral-vibe:m-usage-api-20261026. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-limits-20261026, mistral-vibe:mistral-vibe:m-billing-20261026, mistral-vibe:mistral-vibe:m-usage-api-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026 #### onAI Verification status: Stated by onAI (stated-by-vendor) Support: stated Evidence type: vendor-statement; asserted 2026-10-23; no third-party source. Cost limits per organisation and per person. ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Enterprise event logs have a defined event taxonomy but no verified retention/integrity model; the overview explicitly excludes export. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - Remaining atomic gaps: content_logging, ediscovery, log_retention. - admin_events — Are admin and security events logged? [supported]: Enterprise automatically records authentication, user/role changes, API-key and organization/Workspace events plus conversation lifecycle events. Sources: mistral-vibe:mistral-vibe:m-audit, mistral-vibe:mistral-vibe:m-audit-ref. - content_logging — Can prompts and answers be retained for compliance, and is it configurable? [unknown]: Unknown. Conversation tracing exists, but exact prompt/response compliance capture and integrity configuration were not verified. - siem_export — Can logs stream to a SIEM or be exported? [unsupported]: The audit overview explicitly says log export is not supported; no SIEM streaming route was verified. Sources: mistral-vibe:mistral-vibe:m-audit. - ediscovery — Are eDiscovery and legal hold supported? [unknown]: Unknown. A legal-hold/eDiscovery feature was not established. - log_retention — How long are logs kept? [unknown]: Unknown. The public event guide/reference does not establish a current retention duration and tamper-resistance model. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-audit, mistral-vibe:mistral-vibe:m-audit-ref #### onAI Verification status: Stated by onAI (stated-by-vendor) Support: stated Evidence type: vendor-statement; asserted 2026-10-23; no third-party source. Audit logging can be switched on; a built-in SIEM connection is not included. ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Knowledge Base has sensitive-memory controls; general pre-model PII/DLP redaction remains unverified. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Migrated Team/Enterprise Knowledge Base public preview; sensitive-memory policy only; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - pii_detection: Knowledge Base documents exclusions for government IDs, banking details and credentials; this is memory storage policy rather than tested prompt/file PII screening. - pii_action: Admins can prevent sensitive knowledge saving; whole-prompt redaction/masking/blocking before model inference was not established. - custom_patterns: No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer. - dlp_integration: No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer. - filter_location: No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer. - pii_detection — Is personal data detected in prompts and files? [partial]: Knowledge Base documents exclusions for government IDs, banking details and credentials; this is memory storage policy rather than tested prompt/file PII screening. Sources: mistral-vibe:mistral-vibe:m-memory-20261026. - pii_action — Is it redacted, masked, blocked or only warned? [partial]: Admins can prevent sensitive knowledge saving; whole-prompt redaction/masking/blocking before model inference was not established. Sources: mistral-vibe:mistral-vibe:m-memory-20261026. - custom_patterns — Can admins add custom patterns or terms? [unknown]: No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer. - dlp_integration — Does it integrate with an existing DLP product? [unknown]: No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer. - filter_location — Where does filtering run? [unknown]: No Work-specific source or AHV/IBAN fixture established this custom pattern, external DLP integration or filter execution location; generic Studio moderation was not carried over. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/knowledge.md, https://mistral.ai/pricing/, https://docs.mistral.ai/resources/release-notes.md. No additional scoped evidence established this answer. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-memory-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026, mistral-vibe:mistral-vibe:m-release-notes-20261026 #### onAI Verification status: Stated by onAI (stated-by-vendor) Support: stated Evidence type: vendor-statement; asserted 2026-10-23; no third-party source. For selected web search providers and image models, automatic redaction of sensitive text can be switched on. ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Admins can force-enable Skills and disable tools; global policy acknowledgements and enforced topical controls need verification. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Team/Enterprise Work Skills and Workspace settings; no global policy-acceptance entitlement established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - org_instructions: Admins may force-enable Workspace Skills with reusable instructions. Model compliance with instructions is not an independently enforced boundary. - usage_notice: No mandatory company acceptable-use acknowledgement flow was established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://docs.mistral.ai/vibe/work/image-generation.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer. - content_filters: Images may be safety-filtered, but an administrator-configurable organization-wide content-filter matrix was not established. - violation_reporting: No central policy-hit reporting feature was established from audit/tracing docs. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://docs.mistral.ai/vibe/work/image-generation.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer. - org_instructions — Can admins set organisation-wide instructions? [partial]: Admins may force-enable Workspace Skills with reusable instructions. Model compliance with instructions is not an independently enforced boundary. Sources: mistral-vibe:mistral-vibe:m-skills-20261026. - usage_notice — Can users be required to accept a usage policy? [unknown]: No mandatory company acceptable-use acknowledgement flow was established. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://docs.mistral.ai/vibe/work/image-generation.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer. - content_filters — Are content filters configurable? [partial]: Images may be safety-filtered, but an administrator-configurable organization-wide content-filter matrix was not established. Sources: mistral-vibe:mistral-vibe:m-image-20261026. - violation_reporting — Are policy hits visible to admins? [unknown]: No central policy-hit reporting feature was established from audit/tracing docs. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://docs.mistral.ai/vibe/work/image-generation.md, https://mistral.ai/pricing/. No additional scoped evidence established this answer. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-skills-20261026, mistral-vibe:mistral-vibe:m-image-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026 #### onAI Verification status: Stated by onAI (stated-by-vendor) Support: stated Evidence type: vendor-statement; asserted 2026-10-23; no third-party source. Administrators set notice banners and system instructions for the AI. ## 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Mistral states EU hosting by default with feature-specific foreign transfers; private Enterprise locations are contract-scoped. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - Remaining atomic gaps: backups_logs_region, support_access_region, swiss_hosting. - storage_region — Where are chats, files and indexes stored? [partial]: The official help article states EU default hosting, and Libraries say European cloud storage; exact countries/backups were not established. Sources: mistral-vibe:mistral-vibe:m-location, mistral-vibe:mistral-vibe:m-libraries. - inference_region — Where do model calls run, per provider? [partial]: The help article warns feature data may temporarily leave the EU; exact chat/image/search/provider inference regions were not fully established. Sources: mistral-vibe:mistral-vibe:m-location. - backups_logs_region — Where are backups, logs and telemetry? [unknown]: Unknown. A complete backup/log/telemetry regional map was not obtained. - support_access_region — From where can vendor staff access data? [unknown]: Unknown. Default EU hosting does not establish a European-only staff access rule; no such boundary was verified. - swiss_hosting — Is Swiss hosting available? [unknown]: Unknown. No named Swiss managed-hosting region or offer was established. - residency_plan — Which plan or option provides residency? [partial]: Enterprise can disable some transfer-triggering features and is offered private/on-prem deployment; exact location guarantees require its order. Sources: mistral-vibe:mistral-vibe:m-location, mistral-vibe:mistral-vibe:m-home. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-location, mistral-vibe:mistral-vibe:m-libraries, mistral-vibe:mistral-vibe:m-home #### onAI Verification status: Stated by onAI (stated-by-vendor) Support: stated Evidence type: vendor-statement; asserted 2026-10-22; no third-party source. Swiss contracting party. onAI runs on servers in Europe. On request a dedicated server, or onAI runs on your own servers (on-premises). ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Enterprise explicitly offers private cloud and on-premise Vibe; deployment thresholds and hosted/private parity are not public in the inspected sources. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration, Enterprise private Vibe deployment; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=not specified; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - Remaining atomic gaps: air_gapped, mode_feature_gaps. - multi_tenant_saas — Is a shared SaaS offered? [supported]: Self-serve Free/Pro/Team use hosted Vibe; Enterprise may also use Mistral Cloud. Sources: mistral-vibe:mistral-vibe:m-pricing, mistral-vibe:mistral-vibe:m-home. - dedicated_instance — Is a dedicated single-tenant instance offered, from what size? [partial]: Enterprise markets private deployments, but a distinct single-tenant SaaS configuration and seat threshold were not established. Sources: mistral-vibe:mistral-vibe:m-pricing. - customer_cloud — Can it run in the customer's own cloud account, from what size? [partial]: The product FAQ offers Enterprise private-cloud deployment; operator, supported clouds and minimum size were not established. Sources: mistral-vibe:mistral-vibe:m-home. - on_premise — Can the whole platform run on customer infrastructure, from what size? [partial]: Enterprise on-premise deployment is explicitly offered, with no public seat threshold in the retrieved page. Sources: mistral-vibe:mistral-vibe:m-home. - air_gapped — Can it run without internet access? [unknown]: Unknown. The coding CLI supports offline operation, but whole-platform air-gapped Vibe Work was not established. - mode_feature_gaps — Which features are missing outside SaaS? [unknown]: Unknown. No supported feature/connector/model parity matrix or operating responsibility for private deployments was obtained. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-pricing, mistral-vibe:mistral-vibe:m-home #### onAI Verification status: Stated by onAI (stated-by-vendor) Support: stated Evidence type: vendor-statement; asserted 2026-10-22; no third-party source. Swiss contracting party. onAI runs on servers in Europe. On request a dedicated server, or onAI runs on your own servers (on-premises). ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Enterprise general-content opt-out and Team/Enterprise voice opt-out are separately documented. Team general-chat training defaults remain unknown; Work/Chat has no ZDR entitlement. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Enterprise for the general-content training default; Team voice only where explicitly stated; Team general-content default unknown; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - Remaining atomic gaps: provider_retention, human_review. - The general Work/Workspace documentation does not establish Team or Enterprise entitlement for every feature here. Unspecified-plan findings remain candidates; no plan inheritance is assumed. - The Team voice rule is not generalized to text, files, Libraries or Knowledge Base. Their default remains a gap rather than an inferred no-training promise. - vendor_training — Does the vendor train on customer content? [partial]: Enterprise is opted out by default, subject to the commercial opt-in, feedback, order and Labs/Preview exceptions. The voice guide separately excludes Team/Enterprise voice messages by default; that does not establish Team text/file defaults. Team admins can disable training, but the general-content default remains unknown. Sources: mistral-vibe:mistral-vibe:m-commercial, mistral-vibe:mistral-vibe:m-training, mistral-vibe:mistral-vibe:m-optout, mistral-vibe:mistral-vibe:m-voice-entitlement-correction. - provider_training — Do model providers train on it under this product's contracts? [partial]: Featured connector source content is described as excluded from training, while conversations using it follow plan policies; third-party image/MCP terms need separate review. Sources: mistral-vibe:mistral-vibe:m-connectors. - provider_retention — How long do model providers keep prompts, including for abuse monitoring? [unknown]: Unknown. The API default 30-day abuse window is not assumed to cover every hosted Work tool/provider; a full provider matrix was not obtained. - zero_retention — Is zero data retention available, and on which plan? [unsupported]: The ZDR guide explicitly excludes Vibe Work and Chat, Libraries, agents and conversations. Approved stateless API/CLI routes are separate. Sources: mistral-vibe:mistral-vibe:m-zdr. - human_review — Can provider staff review content? [unknown]: Unknown. Complete plan/provider-specific human content review conditions were not established. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-commercial, mistral-vibe:mistral-vibe:m-training, mistral-vibe:mistral-vibe:m-optout, mistral-vibe:mistral-vibe:m-connectors, mistral-vibe:mistral-vibe:m-zdr, mistral-vibe:mistral-vibe:m-voice-entitlement-correction #### onAI Verification status: Sourced (sourced) Support: partial The site publishes general no-training copy and advertises an optional provider zero-retention tier. Their contractual applicability to Per seat and Flat price is unverified; no plan-specific provider-retention or human-review guarantee is established. Stated by onAI (evidence type vendor-statement, asserted 2026-10-23): Your data is not used to train AI models; we only use providers that exclude this by contract. Availability: unknown Delivery: native Scope: surfaces=onAI browser workspace; version=Public page retrieved 2026-10-21; plan=Product-wide marketing only; Per seat/Flat price contractual applicability and EU-only tier eligibility unverified.; add_ons=EU-only processing and zero-retention option, terms unspecified; deployment_mode=not specified; region=Per-provider default unknown; optional EU tier claimed; os=not specified. Limitations: - Remains public-candidate because the public statements are not mapped to a named plan contract. No no-training or zero-retention entitlement is inferred for either plan. - The existence of a requestable DPA is not review of its terms; provider retention and human review remain explicit gaps. - vendor_training — Does the vendor train on customer content? [partial]: The public product page makes a general no-training statement about prompts, files and answers. It is recorded only as unqualified marketing copy: no retrieved DPA or public plan mapping establishes the contractual rule for Per seat or Flat price. Sources: onai:review-contract-plan-gaps. - provider_training — Do model providers train on it under this product's contracts? [unknown]: No provider contract or Per seat/Flat price policy mapping was retrieved. General no-training marketing does not establish model-provider contract terms, exceptions or enforcement. Sources: onai:review-contract-plan-gaps. - provider_retention — How long do model providers keep prompts, including for abuse monitoring? [unknown]: No provider-by-provider prompt/abuse-monitoring retention period, default or exception schedule was obtained. - zero_retention — Is zero data retention available, and on which plan? [unknown]: The page advertises an optional EU-only AI-processing tier with provider zero retention, but its applicable base plan, providers, exceptions and contractual terms were not retrieved. This is not counted as an established Per seat or Flat price entitlement. Sources: onai:review-contract-plan-gaps. - human_review — Can provider staff review content? [unknown]: No product-specific provider human-review/abuse-monitoring policy or opt-out contract was retrieved. Checked 2026-10-21; not separately cross-checked; check again by 2026-12-20. Sources: onai:review-contract-plan-gaps ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Admins can set Workspace chat retention and users delete content, with legal/backend retention exceptions. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Team/Enterprise hosted Work under commercial DPA; Workspace retention configuration documented separately; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - default_retention: Library content persists while the Library/account is active; hosted chat is retained for history, but an exact universal default chat/log term was not established. - default_retention — What is retained and for how long by default? [partial]: Library content persists while the Library/account is active; hosted chat is retained for history, but an exact universal default chat/log term was not established. Sources: mistral-vibe:mistral-vibe:m-libraries-20261026, mistral-vibe:mistral-vibe:m-delete-20261026. - admin_retention — Can admins set retention periods? [supported]: Workspace chat/artifact retention can be 30, 90, 180 or 365 days, or never, subject to organization restrictions. Sources: mistral-vibe:mistral-vibe:m-adminvibe-20261026. - user_deletion — Can users delete their chats and files permanently? [supported]: Users can delete chats/Libraries/knowledge; user-visible chat removal does not promise immediate purge of backend/legal copies. Sources: mistral-vibe:mistral-vibe:m-delete-20261026, mistral-vibe:mistral-vibe:m-libraries-20261026. - contract_end_deletion — What is deleted at contract end, and when? [supported]: DPA section 10 provides return/deletion under its policies and says personal data is inaccessible after 30 days following product-access termination; legal records may persist. Sources: mistral-vibe:mistral-vibe:m-dpa-20261026, mistral-vibe:mistral-vibe:m-retention-20261026. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-libraries-20261026, mistral-vibe:mistral-vibe:m-delete-20261026, mistral-vibe:mistral-vibe:m-adminvibe-20261026, mistral-vibe:mistral-vibe:m-dpa-20261026, mistral-vibe:mistral-vibe:m-retention-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026 #### onAI Verification status: Stated by onAI (stated-by-vendor) Support: stated Evidence type: vendor-statement; asserted 2026-10-23; no third-party source. Users delete their own chats at any time. At contract end we delete all of your organisation's data, with confirmation on request. ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Mistral contracts under a French entity and uses contractual transfer safeguards; the complete current subprocessor table was not readable. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - subprocessor_list: The Trust Center/subprocessors endpoint returned a client-rendered non-substantive page; a dated complete list was not obtained. Search on 2026-10-26: https://legal.mistral.ai/terms/data-processing-addendum/, https://legal.mistral.ai/terms/commercial-terms-of-service/, https://help.mistral.ai/en/articles/347629-where-do-you-store-my-data-or-my-organization-s-data. No additional scoped evidence established this answer. - subprocessor_countries: Foreign feature transfers are acknowledged, but the complete provider/country mapping was not obtained. Search on 2026-10-26: https://legal.mistral.ai/terms/data-processing-addendum/, https://legal.mistral.ai/terms/commercial-terms-of-service/, https://help.mistral.ai/en/articles/347629-where-do-you-store-my-data-or-my-organization-s-data. No additional scoped evidence established this answer. - transfer_mechanism: The location help describes GDPR Article 46 safeguards/SCCs for non-adequate-country providers; complete Swiss-specific adaptations were not verified. - government_access_policy: DPA section 3.1 requires notice of legally required processing unless notification is prohibited or an important public-interest ground applies. A complete public law-enforcement request/transparency policy was not established. - subprocessor_list — Is a dated sub-processor list published? [unknown]: The Trust Center/subprocessors endpoint returned a client-rendered non-substantive page; a dated complete list was not obtained. Search on 2026-10-26: https://legal.mistral.ai/terms/data-processing-addendum/, https://legal.mistral.ai/terms/commercial-terms-of-service/, https://help.mistral.ai/en/articles/347629-where-do-you-store-my-data-or-my-organization-s-data. No additional scoped evidence established this answer. - subprocessor_countries — Which countries do sub-processors operate in? [unknown]: Foreign feature transfers are acknowledged, but the complete provider/country mapping was not obtained. Search on 2026-10-26: https://legal.mistral.ai/terms/data-processing-addendum/, https://legal.mistral.ai/terms/commercial-terms-of-service/, https://help.mistral.ai/en/articles/347629-where-do-you-store-my-data-or-my-organization-s-data. No additional scoped evidence established this answer. - change_notification — Are customers notified of sub-processor changes? [supported]: DPA provides reasonable prior subprocessor-change notice and a 10-day written objection window on data-protection grounds. Sources: mistral-vibe:mistral-vibe:m-dpa-20261026. - parent_jurisdiction — Which jurisdiction governs the vendor and its parent? [supported]: Commercial terms name Mistral AI, a French corporation in Paris, or an order-specified affiliate. No ownership change was established. Sources: mistral-vibe:mistral-vibe:m-commercial-20261026. - transfer_mechanism — Which transfer mechanism applies to non-EU/CH processing? [partial]: The location help describes GDPR Article 46 safeguards/SCCs for non-adequate-country providers; complete Swiss-specific adaptations were not verified. Sources: mistral-vibe:mistral-vibe:m-location-20261026, mistral-vibe:mistral-vibe:m-dpa-20261026. - government_access_policy — Is there a published government-access or transparency policy? [partial]: DPA section 3.1 requires notice of legally required processing unless notification is prohibited or an important public-interest ground applies. A complete public law-enforcement request/transparency policy was not established. Sources: mistral-vibe:mistral-vibe:m-dpa-20261026. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-dpa-20261026, mistral-vibe:mistral-vibe:m-commercial-20261026, mistral-vibe:mistral-vibe:m-location-20261026 #### onAI Verification status: Agent cross-checked (agent-cross-checked) Support: partial Telesoft AG is publicly identified in Switzerland. A product subprocessor/country/change-notice schedule and government-access policy were not obtained; website processors are scoped separately. Availability: unknown Delivery: native Scope: surfaces=onAI browser workspace; version=Public page retrieved 2026-10-21; plan=All public offers for entity identity; product processor terms unspecified; add_ons=none stated; deployment_mode=not specified; region=Vendor Switzerland; product processor and parent countries unknown; os=not specified. Limitations: - No legal exposure verdict is made. Product contracts and website privacy terms must remain separate. - subprocessor_list — Is a dated sub-processor list published? [unknown]: The homepage advertises a public subprocessor list but no product list/document was linked or retrieved through the sitemap and legal pages. The dated website policy is not the workspace processor list. Sources: onai:public-compliance-display-20261026, onai:public-website-privacy-display-20261026. - subprocessor_countries — Which countries do sub-processors operate in? [unknown]: The product provider/country matrix is unknown. The website policy lists providers in Slovenia, Estonia, Ireland and the USA for website purposes only; these cannot be treated as product coverage. Sources: onai:public-website-privacy-display-20261026. - change_notification — Are customers notified of sub-processor changes? [unknown]: No product subprocessor change-notice period, objection rule or notification subscription was located. - parent_jurisdiction — Which jurisdiction governs the vendor and its parent? [partial]: The imprint names Telesoft AG at a Swiss address and a Swiss VAT registration. A parent-company ownership/jurisdiction record was not obtained. Sources: onai:public-imprint-display-20261026. - transfer_mechanism — Which transfer mechanism applies to non-EU/CH processing? [unknown]: Website processing cites SCCs and provider-dependent DPF. No corresponding product AI-provider/data-transfer agreement was retrieved. Sources: onai:public-website-privacy-display-20261026. - government_access_policy — Is there a published government-access or transparency policy? [unknown]: No product government-access/transparency policy or dated request report was found. Swiss incorporation alone does not establish foreign-law immunity. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: onai:public-compliance-display-20261026, onai:public-imprint-display-20261026, onai:public-website-privacy-display-20261026 ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial A public commercial DPA and France/Paris governing-law clause exist; Swiss secrecy and sector assurances remain unverified. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - Remaining atomic gaps: ai_act_materials, sector_materials. - dpa — Is a DPA available, and is it negotiable? [partial]: A public Data Processing Addendum supplements commercial terms. Negotiability/offline execution was not verified. Sources: mistral-vibe:mistral-vibe:m-dpa. - revdsg_gdpr — Does the DPA cover revDSG and GDPR? [partial]: The DPA explicitly defines GDPR. A specific Swiss revDSG/FADP undertaking was not identified in the inspected text. Sources: mistral-vibe:mistral-vibe:m-dpa. - governing_law — Which law and court govern the contract? [supported]: For customers outside Americas/APAC, the commercial terms specify French law and exclusive Paris courts, subject to the applicable order. Sources: mistral-vibe:mistral-vibe:m-commercial. - ai_act_materials — Is EU AI Act documentation provided? [unknown]: Unknown. No Vibe-specific EU AI Act provider/deployer document pack was obtained. - sector_materials — Are FINMA or other sector materials provided? [unknown]: Unknown. No FINMA, banking-secrecy or scoped sector-contract package was obtained; generic confidentiality is not professional secrecy. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-dpa, mistral-vibe:mistral-vibe:m-commercial #### onAI Verification status: Sourced (sourced) Support: partial The general public DPA inquiry path is established. DPA content, Swiss DSG/GDPR clauses, AI Act material and plan-specific document entitlements remain unverified for Per seat and Flat price; no compliance conclusion is drawn. Stated by onAI (evidence type vendor-statement, asserted 2026-10-23): Data processing agreement under the Swiss FADP and the GDPR on request. Availability: unknown Delivery: native Scope: surfaces=onAI browser workspace; version=Public page retrieved 2026-10-21; plan=General DPA inquiry/compliance copy only; Per seat/Flat price document entitlement unverified.; add_ons=none stated; deployment_mode=not specified; region=Swiss entity; claimed Swiss DSG/GDPR coverage; os=not specified. Limitations: - Remains public-candidate. A contact action and general legal labels do not establish plan-scoped contract terms or supplied regulatory documentation. - No product agreement, legal forum or sector-specific contract package was reviewed. - dpa — Is a DPA available, and is it negotiable? [partial]: A general Request the DPA contact action is public. It establishes an inquiry path, not that a particular DPA, execution procedure or negotiability option is included in Per seat or Flat price; no contract was retrieved and no sales contact was made. Sources: onai:review-contract-plan-gaps. - revdsg_gdpr — Does the DPA cover revDSG and GDPR? [unknown]: The website refers generally to Swiss DSG and GDPR, but no product DPA text or plan applicability was retrieved. Its actual revDSG/GDPR clauses and scope cannot be established from the vendor entity or marketing labels. Sources: onai:review-contract-plan-gaps, onai:public-imprint. - governing_law — Which law and court govern the contract? [unknown]: A Swiss contracting entity does not determine governing law or court. No product agreement specifying either was obtained. - ai_act_materials — Is EU AI Act documentation provided? [unknown]: The public page advertises AI Act transparency labels. No provider/deployer-role documentation, technical material, conformity scope or Per seat/Flat price delivery entitlement was obtained. Sources: onai:review-contract-plan-gaps. - sector_materials — Are FINMA or other sector materials provided? [unknown]: No FINMA outsourcing, banking secrecy, public-sector or regulated-industry contract package was obtained. Checked 2026-10-21; not separately cross-checked; check again by 2026-12-20. Sources: onai:public-imprint, onai:review-contract-plan-gaps ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial SOC 2 II and ISO 27001/27701 are vendor claims until reports, entity scope and validity are inspected. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - Remaining atomic gaps: c5, pentest. - iso_27001 — ISO 27001 with scope and validity? [partial]: Mistral claims ISO 27001; certificate issuer, exact product/entity scope and validity were not retrieved. Sources: mistral-vibe:mistral-vibe:m-cert. - soc2 — SOC 2 type, period and covered service? [partial]: Mistral claims SOC 2 Type II; audit period and scoped report were not inspected. Sources: mistral-vibe:mistral-vibe:m-cert. - c5 — BSI C5 attestation? [unknown]: Unknown. No current product-scoped C5 attestation was retrieved. - other_certifications — Which other certificates (27701, 42001, TISAX)? [partial]: ISO 27701 is also claimed, without an inspected certificate and validity. Sources: mistral-vibe:mistral-vibe:m-cert. - report_access — How can customers obtain reports? [partial]: The official help directs compliance-report requests to the Trust Center, whose client-rendered reports were not accessible in this pass. Sources: mistral-vibe:mistral-vibe:m-cert. - pentest — Are independent penetration test summaries available? [unknown]: Unknown. No independent penetration-test summary was retrieved. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-cert #### onAI Verification status: Stated by onAI (stated-by-vendor) Support: stated Evidence type: vendor-statement; asserted 2026-10-23; no third-party source. onAI is not currently ISO 27001 certified and has no SOC 2 report. ### 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). #### Mistral Vibe Verification status: No public information found (not-published) Support: not-published We found no public information on this. A missing finding is not evidence that the product lacks the capability. #### onAI Verification status: Stated by onAI (stated-by-vendor) Support: stated Evidence type: vendor-statement; asserted 2026-10-23; no third-party source. Connections are encrypted over HTTPS, stored data is encrypted in the cloud, and each organisation's data is logically separated. Dedicated installations and on-premises: encryption and separation follow your infrastructure. ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Profession-specific secrecy undertaking and add-on remain unknown; general confidentiality and scoped content-access controls do not establish §203 StGB or Art.321 StGB coverage. Availability: unknown Delivery: unknown Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Work Team/Enterprise; private/partner-served support access scoped separately; add_ons=none stated; deployment_mode=not specified; region=No profession-specific DE/CH contractual scope verified; deployment/provider regions follow the other scoped claims.; os=not specified. Limitations: - Contract facts only; no legal suitability assessment. No profession-specific commitment or paid option inferred from generic confidentiality, hosting, encryption or no-training terms. - Public, unauthenticated source pass only; no sales contact, NDA request or authenticated access-control test. - secrecy_undertaking — Does the vendor sign a secrecy undertaking or § 203 StGB / Art. 321 StGB agreement covering its own staff? [unknown]: Unknown. Reviewed Mistral commercial terms, DPA, Vibe security/deployment documentation and targeted first-party searches for professional secrecy, secret professionnel, §203 and Art.321. No Vibe-specific secrecy contract template, dedicated plan/add-on or flow-down undertaking was retrieved. A DPA or no-training clause alone does not answer whether a profession-specific undertaking is signed. - subprocessor_coverage — Does the undertaking extend to its sub-processors, and is that documented? [unknown]: Unknown. No retrieved §203/Art.321 undertaking establishes flow-down to all relevant subcontractors/model providers. General DPA confidentiality is not equivalent. - secrecy_offering — Is it a dedicated offering or add-on, and on which plan? [unknown]: Unknown. No documented profession-specific plan, dedicated instance option or paid secrecy add-on and its entitlements/pricing were established. - content_access — Who can access content in plain text: vendor staff, sub-processors, model providers? [partial]: DPA3.1 binds authorised Mistral personnel and subprocessors to confidentiality. Annex1 includes debugging/testing and partner-served support processing. The exact role-by-role plaintext-access matrix, private-deployment support controls and external model-provider access were not established; confidentiality is not a profession-specific undertaking. Sources: mistral-vibe:mistral-vibe:m-dpa. - secrecy_documentation — Is the offering publicly documented (contract template, data-flow description, professional-body guidance)? [unknown]: Unknown. Reviewed Mistral commercial terms, DPA, Vibe security/deployment documentation and targeted first-party searches for professional secrecy, secret professionnel, §203 and Art.321. No Vibe-specific secrecy contract template, dedicated plan/add-on or flow-down undertaking was retrieved. General data-flow/security pages are available but do not document such a secrecy offering. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-dpa #### onAI Verification status: Stated by onAI (stated-by-vendor) Support: stated Evidence type: vendor-statement; asserted 2026-10-23; no third-party source. Professional-secrecy agreement (for example § 203 StGB / Art. 321 StGB) on request. ## 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial The public USD page lists Team at USD 24.99/user/month and Enterprise custom. Exact Pro checkout price and API-credit allowance are not established from conflicting rendered variants. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Free / Pro / Team public pricing as rendered in USD on 2026-10-21; Enterprise quote-only; Pro checkout variants unverified; add_ons=Optional prepaid usage; private Enterprise/custom-model costs unknown; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - The partial atomic answers state their documentation or verification limits. - The general Work/Workspace documentation does not establish Team or Enterprise entitlement for every feature here. Unspecified-plan findings remain candidates; no plan inheritance is assumed. - Pro price and included-credit selection remain explicit gaps; neither rendered variant is treated as the purchased entitlement. - pricing_unit — What is the pricing unit? [supported]: Pro is per account, Team per user/month, Enterprise custom; included usage and prepaid usage extension span named product routes. Sources: mistral-vibe:mistral-vibe:m-pricing, mistral-vibe:mistral-vibe:m-subscription. - list_prices — What are list prices per plan, with date and currency? [partial]: Team is displayed at USD 24.99/user/month excluding taxes and Enterprise is custom. The Pro page mixes education/card variants and a normal-price FAQ; the applicable Pro checkout price, currency and billing selection were not verified. Sources: mistral-vibe:mistral-vibe:m-pricing. - included_usage — What usage is included? [partial]: Team advertises up to 30 GB/user and relative allowances. A fixed Pro API-credit entitlement is unknown: the rendered card includes USD 25.5 and USD 15 monthly variants without an established selection. No Pro credit amount is credited. Sources: mistral-vibe:mistral-vibe:m-pricing. - add_ons — Which features cost extra? [supported]: PAYG prepaid credits extend eligible usage after included allowances; Enterprise private services and custom models are separately scoped. Sources: mistral-vibe:mistral-vibe:m-billing, mistral-vibe:mistral-vibe:m-home. - overage — What do usage beyond limits and premium models cost? [partial]: PAYG uses model/API rates for eligible routes, but no exact default Work model tariff and allowance sufficiency for the shared workload were established. Sources: mistral-vibe:mistral-vibe:m-subscription, mistral-vibe:mistral-vibe:m-pricing. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-pricing, mistral-vibe:mistral-vibe:m-subscription, mistral-vibe:mistral-vibe:m-billing, mistral-vibe:mistral-vibe:m-home #### onAI Verification status: Agent cross-checked (agent-cross-checked) Support: partial The page lists EUR 17/user/month with EUR 5 monthly model budget; Per seat overage is actual consumption with no minimum. Flat price and detailed tariffs remain quoted or unspecified. Stated by onAI (evidence type vendor-statement, asserted 2026-10-22): From €17 per user and month, including €5 of model use; lower for larger teams. Or one fixed price for the whole company. Availability: unknown Delivery: native Scope: surfaces=onAI browser workspace; version=Public page retrieved 2026-10-21; plan=Per seat EUR 17/month; Flat price annual quote; publication is not GA verification; add_ons=EU-only processing option, price unknown; deployment_mode=not specified; region=European hosting; dedicated CH/DE/on-premises by quoted plan; os=not specified. Limitations: - add_ons: Per seat lists models, Image Studio, translator and Microsoft 365 access. Flat price additionally lists dedicated/on-premises hosting, own models, branding and onboarding. An EU-only processing tier is offered without a public surcharge or connector/agent add-on tariff. - overage: For Per seat, usage beyond the included model budget is billed at actual consumption, with no minimum and invoices itemized by model and quantity; the usage journal shows provider-reported token counts. No complete tariff, model conversion/multiplier, top-up or rollover schedule was retrieved. - pricing_unit — What is the pricing unit? [supported]: Per seat is priced per user/month. Flat price is one fixed annual company price with unlimited users; unlimited seats do not establish unlimited model usage. Sources: onai:onai:public-automation-status-20261026. - list_prices — What are list prices per plan, with date and currency? [supported]: As retrieved 2026-10-21, Per seat is EUR 17/user/month excluding VAT. The Flat price amount is on request; no CHF list price is shown. Sources: onai:onai:public-automation-status-20261026. - included_usage — What usage is included? [supported]: Per seat includes EUR 5 model budget per user/month. The page does not translate this into message/token/image quotas or state the Flat price usage allowance. Sources: onai:onai:public-automation-status-20261026. - add_ons — Which features cost extra? [partial]: Per seat lists models, Image Studio, translator and Microsoft 365 access. Flat price additionally lists dedicated/on-premises hosting, own models, branding and onboarding. An EU-only processing tier is offered without a public surcharge or connector/agent add-on tariff. Sources: onai:onai:public-automation-status-20261026. - overage — What do usage beyond limits and premium models cost? [partial]: For Per seat, usage beyond the included model budget is billed at actual consumption, with no minimum and invoices itemized by model and quantity; the usage journal shows provider-reported token counts. No complete tariff, model conversion/multiplier, top-up or rollover schedule was retrieved. Sources: onai:onai:public-automation-status-20261026. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: onai:onai:public-automation-status-20261026 ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial ALM-14 shared cost assumptions v1.4, 2026-10-21: Team licence illustrations plus unknown variable/enterprise costs; no complete total is claimed. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Team displayed USD rate, 12 months, excluding VAT; Enterprise quote separate; add_ons=Unknown usage extension, support/implementation; no bulk discount assumed; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - Mix: 60% at 100, 30% at 400 and 10% at 1,500 messages/user/month, 330 average. Separately billed messages assume 3,000 input + 600 output tokens; no product-tariff proxy used. - ECB 2026-10-20: EUR 1 = USD 1.1215 = CHF 0.9237; EUR = USD / 1.1215, CHF = EUR × 0.9237. - These are displayed-rate Team licence illustrations; complete Enterprise/private totals remain unknown. - cost_200 — Year-one cost at 200 users? [partial]: Team displayed-rate licence illustration: USD 59,976.00 = EUR 53,478.38 = CHF 49,397.98 for 200 seats × 12 × USD 24.99, excluding VAT, plus unknown usage/support/implementation. Enterprise/private deployment and SAML terms require their own quote; applicability of Team at this size was not verified. Sources: mistral-vibe:mistral-vibe:m-pricing, mistral-vibe:mistral-vibe:fx-ecb. - cost_1000 — Year-one cost at 1,000 users? [partial]: Team displayed-rate licence illustration: USD 299,880.00 = EUR 267,391.89 = CHF 246,989.88 for 1,000 seats × 12 × USD 24.99, excluding VAT, plus unknown usage/support/implementation. Enterprise/private deployment and SAML terms require their own quote; applicability of Team at this size was not verified. Sources: mistral-vibe:mistral-vibe:m-pricing, mistral-vibe:mistral-vibe:fx-ecb. - cost_5000 — Year-one cost at 5,000 users? [partial]: Team displayed-rate licence illustration: USD 1,499,400.00 = EUR 1,336,959.43 = CHF 1,234,949.42 for 5,000 seats × 12 × USD 24.99, excluding VAT, plus unknown usage/support/implementation. Enterprise/private deployment and SAML terms require their own quote; applicability of Team at this size was not verified. Sources: mistral-vibe:mistral-vibe:m-pricing, mistral-vibe:mistral-vibe:fx-ecb. - variable_share — Which part depends on usage? [partial]: Included allowance is consumed before eligible prepaid PAYG; exact Work default model/tariff, fair-use sufficiency and tool charges remain unknown. Sources: mistral-vibe:mistral-vibe:m-subscription, mistral-vibe:mistral-vibe:m-pricing. - unknown_parts — Which costs could not be priced? [partial]: Unknown: Enterprise/private licence quote, bulk eligibility/commitment, exact included credits, separately charged Work usage at the shared mix, deployment/operations, support and implementation. No tariff proxy or discount is invented. Sources: mistral-vibe:mistral-vibe:m-pricing, mistral-vibe:mistral-vibe:m-subscription. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-pricing, mistral-vibe:mistral-vibe:fx-ecb, mistral-vibe:mistral-vibe:m-subscription #### onAI Verification status: Agent cross-checked (agent-cross-checked) Support: partial Under ALM-14 shared cost assumptions v1.4, 2026-10-21, only the published Per seat component is calculable. The scenario is from that EUR/CHF floor plus unknown usage/option charges; Flat price requires a quote. Stated by onAI (evidence type vendor-statement, asserted 2026-10-22): From €17 per user and month, including €5 of model use; lower for larger teams. Or one fixed price for the whole company. Availability: beta Delivery: native Scope: surfaces=onAI browser workspace; version=Public page retrieved 2026-10-21; plan=Per seat list-price scenario only; Flat price and customer-operated totals unknown; add_ons=No priced add-ons included; option costs unknown; deployment_mode=multi-tenant-saas; region=Published European-hosting offer; GA unverified; os=not specified. Limitations: - ALM-14 shared cost assumptions v1.4, 2026-10-21. Horizon 12 months, full paid seats, list price, excluding VAT, no invented discounts. These are plan components, not complete workload totals. - The included model allowance is not counted twice. Annual model usage is 11.88M input and 2.376M output tokens per user under the disclosed mix, but the product billing tariff is unknown. - cost_200 — Year-one cost at 200 users? [partial]: 200 seats for 12 months: from EUR 40,800 / CHF 37,686.96 excluding VAT, plus unknown usage/option costs. EUR 12,000 annual model budget is already included, not added again. Flat price and actual workload overage are unpriced. Sources: onai:public-pricing, onai:ecb-fx. - cost_1000 — Year-one cost at 1,000 users? [partial]: 1,000 seats for 12 months: from EUR 204,000 / CHF 188,434.80 excluding VAT, plus unknown usage/option costs. EUR 60,000 annual model budget is already included. Flat price and actual workload overage are unpriced. Sources: onai:public-pricing, onai:ecb-fx. - cost_5000 — Year-one cost at 5,000 users? [partial]: 5,000 seats for 12 months: from EUR 1,020,000 / CHF 942,174 excluding VAT, plus unknown usage/option costs. EUR 300,000 annual model budget is already included. Flat price and actual workload overage are unpriced. Sources: onai:public-pricing, onai:ecb-fx. - variable_share — Which part depends on usage? [partial]: Shared workload: 60% light at 100, 30% regular at 400 and 10% power at 1,500 messages/user/month; each message has 3,000 input and 600 output tokens including retrieval. This is 330 messages/month/user. No onAI default-model tariff or credit-to-provider mapping is public, so no variable charge or variable percentage is invented. Sources: onai:public-pricing. - unknown_parts — Which costs could not be priced? [partial]: Unknowns include Flat price quotes, model usage beyond the included allowance, premium features/EU-only options and customer-operated infrastructure/support. No proxy API price substitutes for an unpublished onAI tariff. FX is ECB 2026-10-20: EUR 1 = CHF 0.9237 and USD 1.1215; USD/EUR reciprocal 0.8916629514043692. Sources: onai:public-pricing, onai:public-processing, onai:ecb-fx. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: onai:ecb-fx, onai:public-pricing, onai:public-processing, onai:review-plan-m365, onai:review-residency-parts ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Free self-serve exploration exists; SAML, private deployments and gated administration cannot be assumed included. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - Remaining atomic gaps: self_serve_trial, trial_scope. - free_tier — Is there a free tier for business use? [partial]: The public Free plan offers limited chat/search/tools; business contractual suitability and enterprise controls were not verified. Sources: mistral-vibe:mistral-vibe:m-pricing. - self_serve_trial — Is a self-serve business trial available? [unknown]: Unknown. No time-limited business-plan trial duration, card or seat limit was verified; the Free plan is a different access route. - trial_scope — Do trials include SSO, connectors and admin features? [unknown]: Unknown. No trial verified Enterprise SSO, admin, connectors and fixture entitlement together. - sales_gate — Does meaningful evaluation require sales contact? [supported]: Free/paid self-service exploration is offered, while private Enterprise and Admin API activation require contact. No contact was made. Sources: mistral-vibe:mistral-vibe:m-pricing, mistral-vibe:mistral-vibe:m-provision. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-pricing, mistral-vibe:mistral-vibe:m-provision #### onAI Verification status: Stated by onAI (stated-by-vendor) Support: stated Evidence type: vendor-statement; asserted 2026-10-22; no third-party source. A personal demo, then trial access for your team. ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Self-serve prices are partly public; enterprise terms and commitment/pricing details require the applicable order. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - Remaining atomic gaps: minimum_commitment. - minimum_commitment — What seat or spend minimum applies? [unknown]: Unknown. The rendered Team calculator shows a subtotal but does not establish an exact contractual minimum or maximum for the requested seat sizes. - contract_length — What contract lengths are offered? [partial]: Commercial terms charge as provided by the order/confirmation; exact Team monthly/annual commitment alternatives were not established. Sources: mistral-vibe:mistral-vibe:m-commercial. - cancellation — How can the contract be cancelled or reduced? [partial]: Commercial terms make paid amounts non-refundable/non-cancellable; a complete self-serve downgrade/cancellation workflow was not verified. Sources: mistral-vibe:mistral-vibe:m-commercial. - local_invoicing — Can it be invoiced in CHF or EUR from a European entity? [partial]: A French contracting entity and USD/EUR price selector are public; actual CHF/EUR enterprise invoicing terms were not verified. Sources: mistral-vibe:mistral-vibe:m-commercial, mistral-vibe:mistral-vibe:m-pricing. - transparency_class — Is pricing transparent, partial, quote-only or unknown? [supported]: Partially specified: self-serve displayed prices exist, while Enterprise/private quotes, exact credits and scenario usage charges remain unresolved. Sources: mistral-vibe:mistral-vibe:m-pricing, mistral-vibe:mistral-vibe:m-subscription. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-commercial, mistral-vibe:mistral-vibe:m-pricing, mistral-vibe:mistral-vibe:m-subscription #### onAI Verification status: Agent cross-checked (agent-cross-checked) Support: partial Per seat has a public EUR headline and monthly seat flexibility; Flat price is quoted annually. Legal commitment, cancellation rules and CHF invoicing remain unverified. Stated by onAI (evidence type vendor-statement, asserted 2026-10-22): From €17 per user and month, including €5 of model use; lower for larger teams. Or one fixed price for the whole company. Availability: unknown Delivery: native Scope: surfaces=onAI browser workspace; version=Public page retrieved 2026-10-21; plan=Per seat monthly price/seat flexibility; Flat price annual quote; add_ons=none stated; deployment_mode=not specified; region=Swiss provider; EUR display; CHF invoicing unknown; os=not specified. Limitations: - Published billing frequency is not an executed minimum-term contract. No undisclosed enterprise discount is assumed. - minimum_commitment — What seat or spend minimum applies? [unknown]: No minimum seat count or spend commitment is stated on the current pricing page. The about-50-user flat-price break-even is not a contractual minimum. Sources: onai:public-pricing. - contract_length — What contract lengths are offered? [partial]: Per seat is quoted monthly and says seats can be added/removed each month. Flat price is quoted annually; the legal contract length and billing options are not supplied. Sources: onai:public-pricing. - cancellation — How can the contract be cancelled or reduced? [partial]: The page promises monthly Per seat seat changes. Cancellation notice, proration, refunds, price-change rules and downgrade terms were not obtained. Sources: onai:public-pricing. - local_invoicing — Can it be invoiced in CHF or EUR from a European entity? [partial]: Prices are displayed in EUR and the identified provider is Swiss Telesoft AG. Actual invoice currency, CHF availability and VAT/payment terms were not verified. Sources: onai:public-pricing, onai:public-imprint. - transparency_class — Is pricing transparent, partial, quote-only or unknown? [supported]: Partially specified: the Per seat headline and allowance are public; Flat price is quote-only and usage overage, option prices and legal terms are missing. Sources: onai:public-pricing. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: onai:public-imprint, onai:public-pricing ### VEN-05: Source licence Judgment rule: Record licence per component (client, server, connectors, hosted extensions) and revision. Distinguish OSI open source, source-available with restrictions (branding clauses, user caps), and closed. Repository visibility is not a licence classification. Licences change between releases: record the current terms, and never carry a fork's historical licence over to the upstream product or the reverse. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Hosted Work is a commercial service; separate CLI/model licences do not license the whole workspace. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - The partial atomic answers state their documentation or verification limits. - licence_type — Which licence applies to each component? [partial]: Commercial terms reserve Mistral product IP and grant limited service use. Open-weight model/CLI component terms are separate and were not exhaustively audited. Sources: mistral-vibe:mistral-vibe:m-commercial. - branding_restrictions — Do licence terms restrict branding or user counts? [partial]: Enterprise pricing lists white label/dedicated hostname; contractual branding rights and seat restrictions require that order. Sources: mistral-vibe:mistral-vibe:m-pricing. - enterprise_features_closed — Are enterprise features in a separate closed edition? [partial]: Enterprise lists custom deployment, SAML and audit features under commercial terms; component-by-component source availability was not established. Sources: mistral-vibe:mistral-vibe:m-pricing, mistral-vibe:mistral-vibe:m-commercial. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-commercial, mistral-vibe:mistral-vibe:m-pricing #### onAI Verification status: Stated by onAI (stated-by-vendor) Support: stated Evidence type: vendor-statement; asserted 2026-10-23; no third-party source. Proprietary software from onAI; the source code is not public. Included open-source components are under their own licences. ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Personal exports and original Library downloads are documented; full administrator portability remains untested. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Team/Enterprise personal Data Export and Library/Knowledge downloads; complete administrator portability unverified; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - chat_export: A personal data export tool is documented; all-user administrator chat export completeness was not verified. - assistant_export: Legacy agents can be duplicated and Skills contain reusable files, but a complete portable assistant/tool/knowledge export package was not verified. Search on 2026-10-26: https://help.mistral.ai/en/articles/347623-how-do-i-export-my-data-from-vibe, https://docs.mistral.ai/vibe/work/libraries.md, https://docs.mistral.ai/vibe/work/knowledge.md. No additional scoped evidence established this answer. - knowledge_export: Users can download original Library documents and export personal Knowledge Base data; complete admin index/ACL export was not verified. - export_format: Canvas offers PPTX/table files and spreadsheets XLSX, but the full personal-data/agent/index export schema was not established. - post_termination_window: The DPA says personal data is no longer accessible 30 days after access/use termination; a guaranteed complete post-termination export service was not established. - chat_export — Can admins export all chats? [partial]: A personal data export tool is documented; all-user administrator chat export completeness was not verified. Sources: mistral-vibe:mistral-vibe:m-export-20261026. - assistant_export — Can assistants and prompts be exported in a reusable format? [unknown]: Legacy agents can be duplicated and Skills contain reusable files, but a complete portable assistant/tool/knowledge export package was not verified. Search on 2026-10-26: https://help.mistral.ai/en/articles/347623-how-do-i-export-my-data-from-vibe, https://docs.mistral.ai/vibe/work/libraries.md, https://docs.mistral.ai/vibe/work/knowledge.md. No additional scoped evidence established this answer. - knowledge_export — Can knowledge bases and their sources be exported? [partial]: Users can download original Library documents and export personal Knowledge Base data; complete admin index/ACL export was not verified. Sources: mistral-vibe:mistral-vibe:m-libraries-20261026, mistral-vibe:mistral-vibe:m-memory-20261026. - export_format — Are formats documented and machine-readable? [partial]: Canvas offers PPTX/table files and spreadsheets XLSX, but the full personal-data/agent/index export schema was not established. Sources: mistral-vibe:mistral-vibe:m-files-20261026, mistral-vibe:mistral-vibe:m-sheets-20261026, mistral-vibe:mistral-vibe:m-export-20261026. - post_termination_window — How long can data be retrieved after termination? [partial]: The DPA says personal data is no longer accessible 30 days after access/use termination; a guaranteed complete post-termination export service was not established. Sources: mistral-vibe:mistral-vibe:m-dpa-20261026. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-export-20261026, mistral-vibe:mistral-vibe:m-libraries-20261026, mistral-vibe:mistral-vibe:m-memory-20261026, mistral-vibe:mistral-vibe:m-files-20261026, mistral-vibe:mistral-vibe:m-sheets-20261026, mistral-vibe:mistral-vibe:m-dpa-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026 #### onAI Verification status: Stated by onAI (stated-by-vendor) Support: stated Evidence type: vendor-statement; asserted 2026-10-23; no third-party source. Users export their chats as JSON; an export for the whole organisation on request. ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Public support routes and custom Enterprise SLA marketing exist; status access and concrete service terms remain gaps. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Hosted Vibe Team / Enterprise; Free and Pro or CLI are named only where separately established; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - Remaining atomic gaps: support_languages, regional_presence, status_page. - support_channels — Which support channels are available on each plan? [supported]: Pro/Team pricing lists chat/email support and Enterprise advertises dedicated support. Sources: mistral-vibe:mistral-vibe:m-pricing. - support_languages — Is support available in German, French or Italian? [unknown]: Unknown. German/French/Italian support language/hours commitments were not retrieved. - regional_presence — Is there a DACH or Swiss entity, team or partner? [unknown]: Unknown. The commercial entity is Paris-based; a named DACH/Swiss implementation team/partner was not verified. - uptime_sla — Is there an uptime SLA with credits? [partial]: Enterprise advertises custom SLAs; uptime percentage, exclusions, response times and credits were not obtained. Sources: mistral-vibe:mistral-vibe:m-pricing. - status_page — Is there a public status page with history? [unknown]: Unknown. The public status endpoint returned HTTP 403 to direct retrieval; no incident history was independently read. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-pricing #### onAI Verification status: Sourced (sourced) Support: partial The Swiss provider identity, general company contact and Website-only public status history are established. Support channels, languages/hours, response targets and uptime credits for Per seat and Flat price remain unknown. Stated by onAI (evidence type vendor-statement, asserted 2026-10-23): A direct line to the team, no call centre, in German and English. Onboarding and training are included in the fixed price. We build custom agents and workflows as a service. Service levels and response times are agreed in the contract. Availability: unknown Delivery: native Scope: surfaces=onAI browser workspace; version=Public provider website and status sources retrieved 2026-10-21; plan=Company identity/contact and Website-only status facts; Per seat/Flat price support entitlement unverified.; add_ons=none stated; deployment_mode=not specified; region=Swiss legal entity; support staffing/access countries unknown; os=not specified. Limitations: - Remains public-candidate: entity identity and website-status facts are separated from unverified product-plan support commitments. - The Website-only service history and generic custom-development SLA wording do not establish a workspace uptime target or credit schedule. - support_channels — Which support channels are available on each plan? [unknown]: The company publishes info@onaihq.com and a general inquiry/demo form. No public evidence maps these to a contracted support desk for Per seat or Flat price, or states hours, escalation and response commitments. Sources: onai:public-imprint, onai:public-services. - support_languages — Is support available in German, French or Italian? [unknown]: English/German website and UI copy do not establish contractual DE/FR/IT support languages or support hours. - regional_presence — Is there a DACH or Swiss entity, team or partner? [supported]: The imprint identifies Telesoft AG in Oberwil-Lieli, Switzerland, with a Swiss VAT registration. No reseller roster is inferred. Sources: onai:public-imprint. - uptime_sla — Is there an uptime SLA with credits? [unknown]: Custom development copy mentions SLAs but supplies no product uptime target, measurement, exclusions or credit schedule. A status percentage is not a contractual SLA. Sources: onai:public-services. - status_page — Is there a public status page with history? [partial]: The first-party-linked status page has notice history for Website only. This is a marketing-website status fact, not a Per seat/Flat price workspace/API status promise or support entitlement. Sources: onai:review-status-service-scope. Checked 2026-10-21; not separately cross-checked; check again by 2026-12-20. Sources: onai:public-imprint, onai:public-services, onai:review-status-service-scope ### 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. #### Mistral Vibe Verification status: Agent cross-checked (agent-cross-checked) Support: partial Built-in onboarding and reusable role/task Skills support self-service adoption; service entitlements and prices remain open. Availability: unknown Delivery: native Scope: surfaces=Hosted Vibe Work web app after migration; version=not specified; plan=Team/Enterprise plan-included Work Skills and public self-service documentation; managed services unverified; add_ons=none stated; deployment_mode=multi-tenant-saas; region=EU-hosted by default, with feature-specific external transfers; private deployment by contract; os=not specified. Limitations: - onboarding_service: Vendor-led onboarding inclusion was not established; no sales/demo contact was made. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer. - user_training: A built-in vibe-work-onboarding Skill and public guides exist; live training and language coverage were not established. - adoption_programme: No scoped champion or change-management programme entitlement was retrieved. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer. - service_cost: Implementation/partner/training service prices were not obtained. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer. - onboarding_service — Is guided onboarding included? [unknown]: Vendor-led onboarding inclusion was not established; no sales/demo contact was made. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer. - user_training — Is end-user training offered, in which languages? [partial]: A built-in vibe-work-onboarding Skill and public guides exist; live training and language coverage were not established. Sources: mistral-vibe:mistral-vibe:m-skills-20261026. - use_case_library — Are role-based use cases and templates provided? [supported]: Built-in Skills and examples cover research, extraction, onboarding, stakeholder communication and repeated procedures. Sources: mistral-vibe:mistral-vibe:m-skills-20261026. - adoption_programme — Is there a champion or adoption programme? [unknown]: No scoped champion or change-management programme entitlement was retrieved. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer. - service_cost — Which services cost extra? [unknown]: Implementation/partner/training service prices were not obtained. Search on 2026-10-26: https://docs.mistral.ai/vibe/work/skills.md, https://mistral.ai/pricing/, https://legal.mistral.ai/terms/commercial-terms-of-service/. No additional scoped evidence established this answer. Checked 2026-10-26; agent cross-checked 2026-10-26; check again by 2026-12-20. Sources: mistral-vibe:mistral-vibe:m-skills-20261026, mistral-vibe:mistral-vibe:plan-matrix-20261026 #### onAI Verification status: Agent cross-checked (agent-cross-checked) Support: partial The vendor offers training, workshops and custom agent services. Flat price lists onboarding/training/workshops; languages, delivery scope and separate service costs remain unknown. Stated by onAI (evidence type vendor-statement, asserted 2026-10-23): A direct line to the team, no call centre, in German and English. Onboarding and training are included in the fixed price. We build custom agents and workflows as a service. Service levels and response times are agreed in the contract. Availability: unknown Delivery: native Scope: surfaces=onAI browser workspace; version=Public page retrieved 2026-10-21; plan=Flat price named services included; Per seat/service contract unspecified; add_ons=Bespoke agent/workflow development, quoted scope; deployment_mode=not specified; region=Delivery geography and languages unspecified; os=not specified. Limitations: - Vendor/partner professional services are distinguished from native product workflow automation. No service outcome or price is invented. - onboarding_service — Is guided onboarding included? [supported]: The public Flat price offer includes onboarding, training and workshops. Per seat inclusion and precise deliverables are not specified. Sources: onai:public-pricing, onai:public-services. - user_training — Is end-user training offered, in which languages? [partial]: The vendor offers practical prompt/tool/best-practice sessions tailored to Marketing, HR and IT. Session format, DE/FR/IT languages, hours and e-learning availability were not retrieved. Sources: onai:public-services. - use_case_library — Are role-based use cases and templates provided? [unknown]: The site describes use-case workshops and public guides, but no role-based in-product use-case/template library inventory or licence was obtained. - adoption_programme — Is there a champion or adoption programme? [unknown]: No scoped champion programme, change-management package or measured adoption service deliverable was retrieved; generic skills guides do not establish one. - service_cost — Which services cost extra? [unknown]: Flat price includes named services but its amount is quoted; separate Per seat onboarding, training, workshops and custom-development fees are not published. Sources: onai:public-pricing, onai:public-services. Checked 2026-10-21; agent cross-checked 2026-10-21; check again by 2026-12-20. Sources: onai:public-pricing, onai:public-services ## Sources ### mistral-vibe:mistral-vibe:plan-matrix-20261026 Mistral Vibe public plan comparison. The table includes Skills, web, connectors and custom MCP on Team/Enterprise, labels connectors beta, gives Team 30 GB/user Libraries, and includes Canvas, scheduling, workflows, image generation and data export. Knowledge connectors are Team/Enterprise; Admin API, audit logs, SAML SSO and custom deployment are Enterprise. Enterprise infinity icons are not fixed quotas. - URL: https://mistral.ai/pricing/ - Locator: Vibe comparison table, ordered Free / Pro / Team / Enterprise columns, including inclusion and exclusion SVG icons rather than text-only extraction; HTTP 200, body SHA256 650153212b270213cd4e18baa9d973a2dceb5fe2af5403ca421efadcd9a723dd - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-26 ### mistral-vibe:mistral-vibe:m-release-notes-20261026 Mistral release notes. Chat-to-Work migration is phased, with Enterprise migration starting October 1 and an approximate six-month administrator window. - URL: https://docs.mistral.ai/resources/release-notes.md - Locator: 2026-09-22: simpler Vibe experience; Knowledge Base; spreadsheets; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 2e5b0d700fa3426538fedfdd02bc63bbab6d2b97b91c1f72c6460a3a6ea0d07b on 2026-10-26 - Evidence kind: documented - Source date: 2026-09-22 - Retrieved: 2026-10-26 ### mistral-vibe:mistral-vibe:m-home-20261026 Mistral Vibe product. Mistral combines Work/Chat and coding under Vibe and offers Enterprise on-premise/private-cloud deployments. - URL: https://mistral.ai/products/vibe/ - Locator: FAQ: name, deployment, voice and integrations; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 0246e627184ac60f05c6672201cd99be89752c34cae3e7b4a1e899be9508869b on 2026-10-26 - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-26 ### mistral-vibe:mistral-vibe:m-image-20261026 Generate images. Image generation uses Black Forest Labs models and supports uploaded-image edits with plan limits. - URL: https://docs.mistral.ai/vibe/work/image-generation.md - Locator: Model provider; editing; limits; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 ea76aed6c7b591368c3ae678e2e772ed8be592a7d01931f63e5cc001ab915f23 on 2026-10-26 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### mistral-vibe:mistral-vibe:m-files-20261026 Work with Files and Canvas. Files and Canvas support documents, scanned images, audio analysis, editable outputs and PowerPoint/table export. - URL: https://docs.mistral.ai/vibe/work/files-and-canvas.md - Locator: Supported formats; image/audio/spreadsheet analysis; Canvas exports; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 69c16ff45099cba600e79f8ed219a4765adc73d4b015f332be1f4fc28b3fb6b6 on 2026-10-26 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### onai:public-models-display-20261026 onAI public product and pricing page. The page names Claude, GPT, Gemini, Grok and Mistral, user model selection and administrator allow-lists, without exact chat model IDs. - URL: https://onaihq.com/ - Locator: Ready for the whole company from day one > Every leading model; AI Gateway; re-retrieved 2026-10-26, public web-reader representation SHA256 f2b7d5764994efe8fb87021fe13d7295155dd04ec09c8ed7826fcb52acc42b19 - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-26 ### mistral-vibe:mistral-vibe:m-release-notes Mistral release notes. Chat-to-Work migration is phased, with Enterprise migration starting October 1 and an approximate six-month administrator window. - URL: https://docs.mistral.ai/resources/release-notes.md - Locator: 2026-09-22: simpler Vibe experience; Knowledge Base; spreadsheets - Evidence kind: documented - Source date: 2026-09-22 - Retrieved: 2026-10-21 ### mistral-vibe:mistral-vibe:m-releases Mistral changelog. A public dated model/API changelog exists, but it does not establish per-plan Vibe availability lag. - URL: https://docs.mistral.ai/resources/changelogs.md - Locator: Dated model/API entries - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### mistral-vibe:mistral-vibe:m-pricing Mistral pricing. The USD page lists Pro 14.99/month and Team 24.99/user/month excluding taxes, with custom Enterprise and usage/fair-use conditions. - URL: https://mistral.ai/pricing/ - Locator: Free/Pro/Team/Enterprise cards; feature table; FAQs - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-21 ### mistral-vibe:mistral-vibe:m-libraries Add context with Libraries. Libraries persist uploaded/indexed knowledge, allow individual/organization sharing and provide numbered source references. - URL: https://docs.mistral.ai/vibe/work/libraries.md - Locator: Upload and limits; sharing; source references; data and privacy - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### mistral-vibe:mistral-vibe:m-subscription Subscriptions. The plan spans Vibe/Studio/API, while included allowance and prepaid PAYG have product-specific behavior. - URL: https://docs.mistral.ai/admin/billing-usage/subscriptions.md - Locator: Global plan; monthly usage; PAYG - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### mistral-vibe:mistral-vibe:m-files Work with Files and Canvas. Files and Canvas support documents, scanned images, audio analysis, editable outputs and PowerPoint/table export. - URL: https://docs.mistral.ai/vibe/work/files-and-canvas.md - Locator: Supported formats; image/audio/spreadsheet analysis; Canvas exports - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### mistral-vibe:mistral-vibe:m-sheets Spreadsheets. Paid Work supports spreadsheet generation/editing and downloadable XLSX output; fidelity requires testing. - URL: https://docs.mistral.ai/vibe/work/spreadsheets.md - Locator: Paid-plan availability; formulas; export - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### mistral-vibe:mistral-vibe:m-connectors-20261026 Connect tools with Connectors. Featured connectors use OAuth and live retrieval; source content and conversations have separately stated storage/training policies. - URL: https://docs.mistral.ai/vibe/work/connectors.md - Locator: Featured connectors; approval; data and privacy; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 3cc3745b35cceeb58b7e3055a0f9b3c0e59363853336f857c30f2a589e04bc36 on 2026-10-26 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### mistral-vibe:mistral-vibe:m-mcp-20261026 MCP Connectors. Admins add HTTPS MCP servers with OAuth/Bearer/Basic or no authentication; users may preauthorize individual functions. - URL: https://docs.mistral.ai/vibe/work/connectors/mcp-connectors.md - Locator: Custom configuration; authentication; per-function permissions; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 5e97d5e51b4f26d358561bcd3533c6bf7e666845874071508428b023e9457666 on 2026-10-26 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### onai:public-m365-display-20261026 onAI public product and pricing page. The page lists live Microsoft 365 sources, optional channel/transcript permissions and optional Copilot-licensed search and meeting notes. - URL: https://onaihq.com/ - Locator: Answers from your Microsoft 365, live > Where onAI looks; Your admin can add; re-retrieved 2026-10-26, public web-reader representation SHA256 f2b7d5764994efe8fb87021fe13d7295155dd04ec09c8ed7826fcb52acc42b19 - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-26 ### onai:public-m365-permissions-display-20261026 onAI public product and pricing page. The vendor describes delegated read-only requests under each user, no copied library index, source citations, admin model restrictions and Microsoft administrator consent. - URL: https://onaihq.com/ - Locator: Your Microsoft permissions stay in charge; For IT; Every permission onAI can request; re-retrieved 2026-10-26, public web-reader representation SHA256 f2b7d5764994efe8fb87021fe13d7295155dd04ec09c8ed7826fcb52acc42b19 - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-26 ### onai:public-other-connectors-display-20261026 onAI public product and pricing page. The FAQ describes Microsoft 365 live retrieval and names Confluence, S3 and custom sources through standard connectors or an API; it gives no connector-by-connector setup or plan catalogue. - URL: https://onaihq.com/ - Locator: FAQ > How is our data integrated into the system?; re-retrieved 2026-10-26, public web-reader representation SHA256 f2b7d5764994efe8fb87021fe13d7295155dd04ec09c8ed7826fcb52acc42b19 - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-26 ### onai:review-m365-boundaries-display-20261026 onAI live Microsoft 365 retrieval and citation description. The vendor describes delegated Microsoft permission checks, live reads without a second library index, retrieved material retained in the asking user’s chat and numbered source links. - URL: https://onaihq.com/#microsoft365 - Locator: Your Microsoft permissions stay in charge; Nothing copied, nothing indexed; Sources on every answer; re-retrieved 2026-10-26, HTTP 200 body SHA256 a074779dc4d08c5e48440218bbc01353565673585b9e0f7eab517ed9687b77fa - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-26 ### onai:review-plan-m365-display-20261026 onAI live pricing: named Microsoft 365 plan scope. The Per seat card expressly includes Microsoft 365 answers and the Flat price card includes everything in Per seat; the cards do not establish separate DPA, provider-retention or support entitlements. - URL: https://onaihq.com/#pricing - Locator: Per seat > Answers from Microsoft 365, with each user’s own permissions; Flat price > Everything in Per seat, for every employee; re-retrieved 2026-10-26, HTTP 200 body SHA256 a074779dc4d08c5e48440218bbc01353565673585b9e0f7eab517ed9687b77fa - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-26 ### mistral-vibe:mistral-vibe:m-libraries-20261026 Add context with Libraries. Libraries persist uploaded/indexed knowledge, allow individual/organization sharing and provide numbered source references. - URL: https://docs.mistral.ai/vibe/work/libraries.md - Locator: Upload and limits; sharing; source references; data and privacy; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 8c7fe6f7c1aba5acc314428ee145b6df19e6bd24c2c14139f419a8e27e1fcfd5 on 2026-10-26 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### mistral-vibe:mistral-vibe:connector-data-controls-20261026 Mistral connected-tool data controls. Request-time connectors have no persistent connector index. Knowledge connectors index selected content, propagate source deletions after synchronization and schedule indexed-data deletion after administrator disconnection. Updated source permissions govern retrieval; no timing SLA is stated. - URL: https://help.mistral.ai/en/articles/661571-how-can-i-control-or-delete-data-connected-to-third-party-tools - Locator: Request-time connectors versus indexed Knowledge Connectors, source deletion and permission changes; HTTP 200, body SHA256 66ff17f717a1e1387b8e1320d1a7bfe1d843902cdec51525b02acc068c26e54a - Evidence kind: documented - Source date: 2026-08-12 - Retrieved: 2026-10-26 ### mistral-vibe:mistral-vibe:m-adminvibe-20261026 Workspaces in Vibe. Admins configure per-Workspace features, chat retention and tracing; linked connector accounts are not isolated per Workspace. - URL: https://docs.mistral.ai/admin/workspaces/workspaces-in-vibe.md - Locator: Connector accounts; feature toggles; retention; tracing; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 ceefc4c8001e86724007c916e453c861c23beb3ca2da96d97ad78073d7f07dfa on 2026-10-26 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### mistral-vibe:mistral-vibe:m-instructions-20261026 Set custom instructions. Users set persistent role/tone/output instructions; these are instructions to the model, not an independently enforced policy. - URL: https://docs.mistral.ai/vibe/work/custom-instructions.md - Locator: Persistent preferences; tone; limitations; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 51d552c0953898b24c8524746b24f1370bb5d3cc72ec01ef36902437e1823a54 on 2026-10-26 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### mistral-vibe:mistral-vibe:m-projects-20261026 Group tasks with Projects. Projects apply shared context/instructions to their own conversations; deleting a project retains its chats in main history. - URL: https://docs.mistral.ai/vibe/work/projects.md - Locator: Project instructions/context; chat organization; deletion; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 ff0dd2912de917c2747e25ed4f83f6b3569f00a09c06a6de2c14d6a8cb0b43aa on 2026-10-26 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### mistral-vibe:mistral-vibe:m-memory-20261026 Knowledge Base. Work stores cross-chat personal knowledge with view/edit/delete/export controls and administrator settings, including sensitive-data restrictions. - URL: https://docs.mistral.ai/vibe/work/knowledge.md - Locator: User and admin controls; sensitive data; related features; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 613f78a4a63a8c05c84a120f66cdf8f3489d547124b13d1118abeb6784fce56f on 2026-10-26 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### mistral-vibe:mistral-vibe:m-legacy-agents-20261026 Agents, legacy Chat. Legacy Chat Agents have instructions/knowledge/tools and sharing, but cannot be called programmatically and are being replaced by Skills. - URL: https://docs.mistral.ai/vibe/chat-legacy/agents.md - Locator: Migration warning; configuration; sharing; Agents and API; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 542944a04b534264b9275f8181e3b7646cc00cade371ea6593f7e2ce42975836 on 2026-10-26 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### mistral-vibe:mistral-vibe:m-skills-20261026 Reuse work with Skills. Skills package reusable instructions/resources and can be Workspace-shared or force-enabled by an administrator. - URL: https://docs.mistral.ai/vibe/work/skills.md - Locator: Built-in skills; personal/Workspace; force-enable; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 2f0b7278ab361694b57ff14e93efd7122bbb79dc84a57250a366092156f1b825 on 2026-10-26 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### mistral-vibe:mistral-vibe:m-admincon-20261026 Admin connector controls. Admins can connect organization-level GitHub/Slack bot accounts and allow/restrict/block connector tools per Workspace. - URL: https://docs.mistral.ai/admin/identity-access/connectors - Locator: App Connections; credentials; permissions; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 cb054ecf6a8d510006abc7d3d67519376efb3d8f3afe1f4958733b2e6edb8298 on 2026-10-26 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### mistral-vibe:mistral-vibe:m-web-20261026 Search the web. Work offers live web search with citations, Open URL and Deep Research as a Skill; generic search-processing location is not specified. - URL: https://docs.mistral.ai/vibe/work/web-search-open-url.md - Locator: Web search; news partners; Open URL; Deep Research; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 5b610273811ca8dc13326556bfd819d407822bde50c8f72fc3d24db734321479 on 2026-10-26 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### mistral-vibe:mistral-vibe:m-interpreter-20261026 Code Interpreter. Paid Work can execute Python/TypeScript without sandbox internet access and return charts and downloadable transformed files. - URL: https://docs.mistral.ai/vibe/work/code-interpreter.md - Locator: Paid plans; isolated Python/TypeScript sandbox; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 7010e49b18df7a09c06815a2d6a473387727dafaeba1600dbdfc2130add0fd79 on 2026-10-26 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### mistral-vibe:mistral-vibe:m-workflows-20261026 Run Workflows. Developers build/publish coded Studio workflows which users invoke explicitly from Work; Skills are not deterministic workflows. - URL: https://docs.mistral.ai/vibe/work/workflows.md - Locator: Studio-built workflows; Skills vs Workflows; limits; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 f76422c0bf363fb3247af96cca668f446507fd25a4689a320b9546dc07176d6f on 2026-10-26 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### mistral-vibe:mistral-vibe:m-safety-20261026 Safety and approvals. Work exposes task progress and tool inputs/results; writes require approval unless preauthorized, and stop does not undo completed external actions. - URL: https://docs.mistral.ai/vibe/work/safety-and-approvals.md - Locator: Continue/Always allow/Decline; stop; todos and tool calls; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 d666f33e5341293b71de8e998b7c360c42ca2b44cd735749d071dffb3ad4e229 on 2026-10-26 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### mistral-vibe:mistral-vibe:m-groups-20261026 User groups. Enterprise groups assign roles/access to Workspaces, including externally managed identity-provider groups. - URL: https://docs.mistral.ai/admin/identity-access/groups.md - Locator: Enterprise availability; externally managed groups; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 03c1b2de931a321ff17def3092c12f0b3ad8530165a22b9e3e747cdcbcbb318d on 2026-10-26 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### mistral-vibe:mistral-vibe:m-schedule-20261026 Schedule tasks. Work scheduling is public preview and time-triggered; unattended writes need preauthorization and no current event-trigger support is promised. - URL: https://docs.mistral.ai/vibe/work/scheduled-tasks.md - Locator: Public Preview; time-based triggers; approvals; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 e4c6a01ef68d7989ed26518a38cc835790d8f3215240c678de3434f6223a1e44 on 2026-10-26 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### onai:onai:review-fix-public-workflow-scope-20261026 onAI public workflow and service offer. The undated public homepage labels the native workflow engine coming soon and describes n8n integration operated by onAI, the customer or a partner, with workflow construction offered on request. It gives no native release date or plan-specific workflow entitlement. - URL: https://onaihq.com/ - Locator: Automation platform; Coming soon; n8n service/operator sentence; direct public GET HTTP200 2026-10-26, body SHA256 1ea21a62b3a2bb75b66287a93fd86a47984d51519e7fd99f4ca53930996219bc - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-26 ### mistral-vibe:mistral-vibe:m-legacy-agents Agents, legacy Chat. Legacy Chat Agents have instructions/knowledge/tools and sharing, but cannot be called programmatically and are being replaced by Skills. - URL: https://docs.mistral.ai/vibe/chat-legacy/agents.md - Locator: Migration warning; configuration; sharing; Agents and API - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### mistral-vibe:mistral-vibe:m-provision User provisioning with the Admin API. An Enterprise Admin API supports user/group/Workspace lifecycle actions but requires separately enabled access. - URL: https://docs.mistral.ai/admin/admin-api/user-provisioning.md - Locator: Enterprise access gate; users; groups; removal - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### mistral-vibe:mistral-vibe:m-usage-api Usage metrics with the Admin API. Enterprise API endpoints expose billing and product usage, including messages/files/images and agent activity by user or agent. - URL: https://docs.mistral.ai/admin/admin-api/usage-metrics.md - Locator: Billing usage; lechat per-user/per-agent metrics - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### mistral-vibe:mistral-vibe:m-home Mistral Vibe product. Mistral combines Work/Chat and coding under Vibe and offers Enterprise on-premise/private-cloud deployments. - URL: https://mistral.ai/products/vibe/ - Locator: FAQ: name, deployment, voice and integrations - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-21 ### mistral-vibe:mistral-vibe:m-voice Use Voice mode. Voice prompts are transcribed on web/mobile; the guide lists DE/FR/IT and says Team/Enterprise voice is training-opted-out by default. - URL: https://docs.mistral.ai/vibe/work/voice-mode.md - Locator: Web/mobile; transcription; languages; privacy - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### onai:public-web-client onAI public product and pricing page. The vendor describes an employee workspace in a current browser with nothing to install; native client availability is unspecified. - URL: https://onaihq.com/ - Locator: The platform > AI Tools; FAQ > What prerequisites do we need to meet? - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-21 ### mistral-vibe:mistral-vibe:m-instructions Set custom instructions. Users set persistent role/tone/output instructions; these are instructions to the model, not an independently enforced policy. - URL: https://docs.mistral.ai/vibe/work/custom-instructions.md - Locator: Persistent preferences; tone; limitations - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### mistral-vibe:mistral-vibe:m-commercial-20261026 Commercial terms of service. Commercial terms apply to Vibe and reserve product IP, with conditional training permissions and feedback/Labs exceptions. - URL: https://legal.mistral.ai/terms/commercial-terms-of-service/ - Locator: 4 Training; 5 Rights; fees; regional governing law; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 cf72086a4255c8704eadbc59bb26581dcaf2c3c4d5af8fd3f51261313e66d390 on 2026-10-26 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### onai:public-images onAI public product and pricing page. Image Studio advertises GPT Image, Nano Banana Pro, Imagen 4 and FLUX.3, up to three models per prompt, upload editing, per-image estimated costs and administrator controls. - URL: https://onaihq.com/ - Locator: Every leading image model in one studio; Compare side by side; Edit in plain words; Run by your admins - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-21 ### onai:public-image-rights onAI public product and pricing page. The vendor says generated images may be used commercially; provider-specific output terms are not supplied. - URL: https://onaihq.com/ - Locator: Every leading image model in one studio > commercial use - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-21 ### mistral-vibe:mistral-vibe:m-voice-entitlement-correction Use Voice mode. Dictation is documented for web and mobile on all plans; the Team/Enterprise no-training default in this guide is specifically for voice messages. - URL: https://docs.mistral.ai/vibe/work/voice-mode - Locator: Opening availability paragraph; Privacy - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### mistral-vibe:mistral-vibe:m-interpreter Code Interpreter. Paid Work can execute Python/TypeScript without sandbox internet access and return charts and downloadable transformed files. - URL: https://docs.mistral.ai/vibe/work/code-interpreter.md - Locator: Paid plans; isolated Python/TypeScript sandbox - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### mistral-vibe:mistral-vibe:m-workspace-20261026 Create your first Workspace. An organization can have up to 500 active Workspaces; organization admins retain access to each Workspace. - URL: https://docs.mistral.ai/admin/workspaces/your-first-workspace.md - Locator: Workspace boundary; cap; administrator access; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 38dc85c7eccf438f1cf95c4ed94a21825fb86886403c46946b1a124710c71c02 on 2026-10-26 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### mistral-vibe:mistral-vibe:account-mfa-20261026 Mistral account password and 2FA settings. Account holders can enable TOTP authenticator-based two-factor authentication and generate recovery codes. The guide does not establish organization-wide enforced MFA or Entra conditional-access behavior. - URL: https://help.mistral.ai/en/articles/448331-how-do-i-update-my-account-information-email-password-and-2fa - Locator: Manage multi-factor authentication, authenticator setup and recovery codes; HTTP 200, body SHA256 9b5a8da7485f1b58da8ab3060534e4a1f6cb2c60cc266a6c9e511cd4c330c7a7 - Evidence kind: documented - Source date: 2026-08-12 - Retrieved: 2026-10-26 ### mistral-vibe:mistral-vibe:m-sso-20261026 Single sign-on. Enterprise SSO uses SAML 2.0, explicitly not OIDC, and provisions users at first sign-in with optional seat assignment. - URL: https://docs.mistral.ai/admin/set-up-organization/sign-in-method/saml-sso.md - Locator: Enterprise requirement; SAML 2.0; first sign-in; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 7cfb898b71db3443ba264a673b8c2455840424eccd072f19573d6063d255a1c6 on 2026-10-26 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### onai:public-pricing-display-20261026 onAI public product and pricing page. Published EUR pricing is 17 per user/month with 5 of monthly model budget; a flat annual price is on request, with unlimited users and dedicated/on-premises options. - URL: https://onaihq.com/ - Locator: Pay per seat, or one price for everyone > Per seat; Flat price; prices excluding VAT; re-retrieved 2026-10-26, public web-reader representation SHA256 f2b7d5764994efe8fb87021fe13d7295155dd04ec09c8ed7826fcb52acc42b19 - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-26 ### mistral-vibe:mistral-vibe:m-groups User groups. Enterprise groups assign roles/access to Workspaces, including externally managed identity-provider groups. - URL: https://docs.mistral.ai/admin/identity-access/groups.md - Locator: Enterprise availability; externally managed groups - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### mistral-vibe:mistral-vibe:m-sso Single sign-on. Enterprise SSO uses SAML 2.0, explicitly not OIDC, and provisions users at first sign-in with optional seat assignment. - URL: https://docs.mistral.ai/admin/set-up-organization/sign-in-method/saml-sso.md - Locator: Enterprise requirement; SAML 2.0; first sign-in - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### mistral-vibe:mistral-vibe:m-users User management. Admins invite/remove members and assign product seats; removal from the organization removes Workspace permissions. - URL: https://docs.mistral.ai/admin/identity-access/user-management.md - Locator: Seats; removal; roles - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### mistral-vibe:mistral-vibe:m-usage-api-20261026 Usage metrics with the Admin API. Enterprise API endpoints expose billing and product usage, including messages/files/images and agent activity by user or agent. - URL: https://docs.mistral.ai/admin/admin-api/usage-metrics.md - Locator: Billing usage; lechat per-user/per-agent metrics; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 406f6ae09c2762cf72a004e5ed3c1f7d1065c3e72c2bc4ee89e5066f52b92a74 on 2026-10-26 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### mistral-vibe:mistral-vibe:m-limits-20261026 Workspace usage and limits. Workspace caps default to none and support model/token/spend reporting; the defined limit action suspends API access. - URL: https://docs.mistral.ai/admin/workspaces/usage-limits.md - Locator: Spending cap; rate limits; usage breakdown; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 4c54c5e3d67d54e6a75d2c311603fb83246e6f5f93cbfa61cdc00345fc4d3066 on 2026-10-26 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### mistral-vibe:mistral-vibe:m-billing-20261026 Billing. Billing supports prepaid credits, organizational limits and invoice downloads; API/Code credit exhaustion has documented failure behavior. - URL: https://docs.mistral.ai/admin/billing-usage/billing.md - Locator: Credits; 402 exhaustion; monthly spending limit; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 4c4d5c9b62f949224e58d971fb6d0049ae350e3fc53662164f43725f08cd1f3d on 2026-10-26 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### mistral-vibe:mistral-vibe:m-audit Audit logs overview. Enterprise audit records administrative/authentication and conversation lifecycle events; this guide explicitly says log export is unsupported. - URL: https://docs.mistral.ai/admin/monitor-comply/audit-logs/overview.md - Locator: Enterprise availability; captured activities; limitations - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### mistral-vibe:mistral-vibe:m-audit-ref Audit logs reference. The reference defines actor, target and event fields, but event names do not prove full prompt-body capture or retention. - URL: https://docs.mistral.ai/admin/monitor-comply/audit-logs/reference.md - Locator: Event types and response fields - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### mistral-vibe:mistral-vibe:m-location Where is data stored?. Mistral states default EU hosting with feature-dependent extra-EU transfers; some Enterprise features can be disabled to reduce transfers. - URL: https://help.mistral.ai/en/articles/347629-where-do-you-store-my-data-or-my-organization-s-data - Locator: EU default; feature transfers; Enterprise controls - Evidence kind: documented - Source date: 2026-08-12 - Retrieved: 2026-10-21 ### mistral-vibe:mistral-vibe:m-connectors Connect tools with Connectors. Featured connectors use OAuth and live retrieval; source content and conversations have separately stated storage/training policies. - URL: https://docs.mistral.ai/vibe/work/connectors.md - Locator: Featured connectors; approval; data and privacy - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### mistral-vibe:mistral-vibe:m-zdr Zero data retention. ZDR covers approved stateless paid API routes and explicitly excludes Vibe Work/Chat, libraries, conversations and agents. - URL: https://docs.mistral.ai/admin/monitor-comply/zero-data-retention.md - Locator: Coverage; exclusions; request - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### mistral-vibe:mistral-vibe:m-training Do you use user data for model training?. Enterprise defaults to training opt-out, generic Vibe defaults differ, and submitted feedback can authorize related-data use. - URL: https://help.mistral.ai/en/articles/347617-do-you-use-my-user-data-to-train-your-artificial-intelligence-models - Locator: Controls on Vibe; Enterprise; feedback - Evidence kind: documented - Source date: 2026-08-31 - Retrieved: 2026-10-21 ### mistral-vibe:mistral-vibe:m-optout Training opt-out controls. The September article says Team admins may disable training and Enterprise defaults to opt-out; Vibe and API controls are separate. - URL: https://help.mistral.ai/en/articles/455207-can-i-opt-out-of-my-input-or-output-data-being-used-for-training - Locator: Vibe, Team and Enterprise; separate API toggle - Evidence kind: documented - Source date: 2026-09-03 - Retrieved: 2026-10-21 ### mistral-vibe:mistral-vibe:m-commercial Commercial terms of service. Commercial terms apply to Vibe and reserve product IP, with conditional training permissions and feedback/Labs exceptions. - URL: https://legal.mistral.ai/terms/commercial-terms-of-service/ - Locator: 4 Training; 5 Rights; fees; regional governing law - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### onai:review-contract-plan-gaps onAI live general privacy and contract-request copy. General no-training, optional zero-retention and DPA/AI Act copy is published outside the plan cards, without a retrieved contract or eligibility mapping to Per seat and Flat price. - URL: https://onaihq.com/#sovereignty - Locator: No training on your data; EU-only processing on request; Everything your data protection officer will ask for; Request the DPA; Per seat/Flat price cards - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-21 ### mistral-vibe:mistral-vibe:m-delete-20261026 Can I delete a chat conversation?. User-visible deletion is irreversible but backend copies can remain for legal, policy and monitoring purposes. - URL: https://help.mistral.ai/en/articles/347613-can-i-delete-a-chat-conversation - Locator: Manual deletion; backend retention; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 e5e32e605a4886b543b62a4efcbe743bcb55a66a560c26540fd49b38269172e5 on 2026-10-26 - Evidence kind: documented - Source date: 2026-08-12 - Retrieved: 2026-10-26 ### mistral-vibe:mistral-vibe:m-dpa-20261026 Data Processing Addendum. The DPA defines GDPR processing, prior subprocessor notice with a 10-day objection period and loss of data access 30 days after termination. - URL: https://legal.mistral.ai/terms/data-processing-addendum/ - Locator: Definitions; subprocessors; 10 Return/destruction; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 b578ac8d9fbe2ccebf7a70e127c5b3052d24219c6195cf7ffb97a71d051552f7 on 2026-10-26 - Evidence kind: documented - Source date: 2026-07-27 - Retrieved: 2026-10-26 ### mistral-vibe:mistral-vibe:m-retention-20261026 How long is data stored?. Retention differs by data type; account identity, technical and invoicing records can outlast the user contract. - URL: https://help.mistral.ai/en/articles/347628-how-long-do-you-store-my-data - Locator: Account/technical/legal retention examples; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 2c1a0e2ffbc481905cedc6f24e4831034ae1eec0dfc566ceecbcf8633390f8fe on 2026-10-26 - Evidence kind: documented - Source date: 2026-08-12 - Retrieved: 2026-10-26 ### mistral-vibe:mistral-vibe:m-location-20261026 Where is data stored?. Mistral states default EU hosting with feature-dependent extra-EU transfers; some Enterprise features can be disabled to reduce transfers. - URL: https://help.mistral.ai/en/articles/347629-where-do-you-store-my-data-or-my-organization-s-data - Locator: EU default; feature transfers; Enterprise controls; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 6e6c908ef3d6f98376804f8bc0da9a4869329875eca81dff6fc211c329412509 on 2026-10-26 - Evidence kind: documented - Source date: 2026-08-12 - Retrieved: 2026-10-26 ### onai:public-compliance-display-20261026 onAI public product and pricing page. The vendor advertises a DPA, a public subprocessor list, retention periods and AI Act labels, but the DPA link opens contact rather than the documents. - URL: https://onaihq.com/ - Locator: Everything your data protection officer will ask for; Swiss contract, two laws; re-retrieved 2026-10-26, public web-reader representation SHA256 f2b7d5764994efe8fb87021fe13d7295155dd04ec09c8ed7826fcb52acc42b19 - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-26 ### onai:public-imprint-display-20261026 onAI imprint. The imprint identifies Telesoft AG in Oberwil-Lieli, Switzerland and Swiss VAT number CHE-106.160.588. - URL: https://onaihq.com/impressum - Locator: Contact; Represented by; VAT number; re-retrieved 2026-10-26, public web-reader representation SHA256 fcb4521fcdfb47e2ab714fee34a0fae0c1bdebca90481980bb3cb136410908fd - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### onai:public-website-privacy-display-20261026 onAI website privacy policy. The policy expressly covers the marketing website, including website processors and retention; it does not establish product workspace processor or retention terms. - URL: https://onaihq.com/datenschutz - Locator: Last updated October 2026; introductory scope; sections 5, 6 and 9; re-retrieved 2026-10-26, public web-reader representation SHA256 42ebec9df5cca263fd029ce2dcd8195487b6ee8e72cff07a6431731d8d462ec4 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### mistral-vibe:mistral-vibe:m-dpa Data Processing Addendum. The DPA defines GDPR processing, prior subprocessor notice with a 10-day objection period and loss of data access 30 days after termination. - URL: https://legal.mistral.ai/terms/data-processing-addendum/ - Locator: Definitions; subprocessors; 10 Return/destruction - Evidence kind: documented - Source date: 2026-07-27 - Retrieved: 2026-10-21 ### onai:public-imprint onAI imprint. The imprint identifies Telesoft AG in Oberwil-Lieli, Switzerland and Swiss VAT number CHE-106.160.588. - URL: https://onaihq.com/impressum - Locator: Contact; Represented by; VAT number - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### mistral-vibe:mistral-vibe:m-cert SOC 2 and ISO certification help. Mistral claims SOC 2 Type II and ISO 27001/27701 and directs report requests to its Trust Center; underlying reports were not retrieved. - URL: https://help.mistral.ai/en/articles/347638-do-you-have-soc-2-or-iso-27001-certification - Locator: Claim and report-request path - Evidence kind: vendor-claimed - Source date: 2026-08-12 - Retrieved: 2026-10-21 ### mistral-vibe:mistral-vibe:m-billing Billing. Billing supports prepaid credits, organizational limits and invoice downloads; API/Code credit exhaustion has documented failure behavior. - URL: https://docs.mistral.ai/admin/billing-usage/billing.md - Locator: Credits; 402 exhaustion; monthly spending limit - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### onai:onai:public-automation-status-20261026 onAI automation and open interfaces. The homepage labels its own workflow engine and MCP coming soon. Until then it describes n8n integration operated by onAI, the customer or a partner, with custom workflows as a requested service. No native release date or schedule/trigger entitlement is published. - URL: https://onaihq.com/ - Locator: Automation platform, Open interfaces and service sections; HTTP 200, body SHA256 a074779dc4d08c5e48440218bbc01353565673585b9e0f7eab517ed9687b77fa - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-26 ### mistral-vibe:mistral-vibe:fx-ecb ECB historical euro reference rates. EUR 1 equals USD 1.1215 and CHF 0.9237 on the agreed reference date. - URL: https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist.xml - Locator: Cube time=2026-10-20, USD and CHF - Evidence kind: documented - Source date: 2026-10-20 - Retrieved: 2026-10-21 ### onai:public-processing onAI public product and pricing page. The vendor claims no model training, filtered search/image prompts and an optional EU-only processing tier with provider zero retention; contracts and provider exceptions are not supplied. - URL: https://onaihq.com/ - Locator: What leaves, and how > No training; Personal data; European AI; EU-only processing on request - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-21 ### onai:public-pricing onAI public product and pricing page. Published EUR pricing is 17 per user/month with 5 of monthly model budget; a flat annual price is on request, with unlimited users and dedicated/on-premises options. - URL: https://onaihq.com/ - Locator: Pay per seat, or one price for everyone > Per seat; Flat price; prices excluding VAT - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-21 ### onai:ecb-fx ECB euro reference exchange rates. On 2026-10-20 one EUR equals USD 1.1215 and CHF 0.9237; USD to EUR is the reciprocal, 0.8916629514043692. - URL: https://www.ecb.europa.eu/stats/eurofxref/eurofxref-hist-90d.xml - Locator: Cube time=2026-10-20; currency USD and CHF - Evidence kind: documented - Source date: 2026-10-20 - Retrieved: 2026-10-21 ### onai:review-plan-m365 onAI live pricing: named Microsoft 365 plan scope. The Per seat card expressly includes Microsoft 365 answers and the Flat price card includes everything in Per seat; the cards do not establish separate DPA, provider-retention or support entitlements. - URL: https://onaihq.com/#pricing - Locator: Per seat > Answers from Microsoft 365, with each user’s own permissions; Flat price > Everything in Per seat, for every employee - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-21 ### onai:review-residency-parts onAI live residency statements and external processing paths. The page separately describes European application/storage infrastructure, named dedicated locations, external AI/search/image/translation services and an optional EU-only AI-processing tier; its unqualified secured-EU-server line does not establish default end-to-end processing, backup, log or support-access residency. - URL: https://onaihq.com/#sovereignty - Locator: Ready for your security review; European from the contract down to the DNS; Where your data lives; External services, filtered; EU-only processing on request; pricing cards - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-21 ### mistral-vibe:mistral-vibe:m-export-20261026 Export data from Vibe. The help article documents a personal-data download tool without specifying a complete admin migration package. - URL: https://help.mistral.ai/en/articles/347623-how-do-i-export-my-data-from-vibe - Locator: Personal-data export button; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 7720137dff42f992da58d1fb0285c3c3148aa82682a597c9d155968b53feba05 on 2026-10-26 - Evidence kind: documented - Source date: 2026-08-12 - Retrieved: 2026-10-26 ### mistral-vibe:mistral-vibe:m-sheets-20261026 Spreadsheets. Paid Work supports spreadsheet generation/editing and downloadable XLSX output; fidelity requires testing. - URL: https://docs.mistral.ai/vibe/work/spreadsheets.md - Locator: Paid-plan availability; formulas; export; retrieved without credentials with Python3 requests, HTTP 200, body SHA256 6d2da02b3a2bb619965459522efa076d818db859fc89ab6b7b652abb2a89476a on 2026-10-26 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-26 ### onai:public-services onAI public product and pricing page. The vendor offers tailored training, workshops and custom agent services; Flat price lists onboarding, training and workshops without itemised service prices. - URL: https://onaihq.com/ - Locator: AI Trainings; AI Workshops; Custom AI Agent Development; Flat price inclusions - Evidence kind: vendor-claimed - Source date: Not stated - Retrieved: 2026-10-21 ### onai:review-status-service-scope onAI live public status service scope. The public status page lists Website and notice history; it does not identify a Per seat or Flat price workspace service or a contractual SLA. - URL: https://onai.instatus.com - Locator: Service list and recent notice history, retrieved 2026-10-21 - Evidence kind: documented - Source date: Not stated - Retrieved: 2026-10-21 ### mistral-vibe:mistral-vibe:m-rename Le Chat is now Vibe. The August 12 notice renames Le Chat to Vibe while preserving accounts, plans and conversations. - URL: https://help.mistral.ai/en/articles/682992-le-chat-is-now-vibe - Locator: What changed; modes; account continuity - Evidence kind: documented - Source date: 2026-08-12 - Retrieved: 2026-10-21